GraphNet/samples/transformers-auto-model/microsoft_resnet-50/model.py at a97962887d986ccdc61cf65a8e388c7d9f2f6aef · Cutelemon6/GraphNet · GitHub

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import torch

class GraphModule(torch.nn.Module):


    def forward(self, s1 : torch.SymInt, L_pixel_values_ : torch.Tensor, L_self_modules_resnet_modules_embedder_modules_embedder_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, 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L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, 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L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_ : torch.Tensor, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_ : torch.nn.parameter.Parameter, L_self_modules_classifier_modules_1_parameters_weight_ : torch.nn.parameter.Parameter, L_self_modules_classifier_modules_1_parameters_bias_ : torch.nn.parameter.Parameter):
        l_pixel_values_ = L_pixel_values_
        l_self_modules_resnet_modules_embedder_modules_embedder_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_embedder_modules_embedder_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_
        l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_ = L_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_
        l_self_modules_classifier_modules_1_parameters_weight_ = L_self_modules_classifier_modules_1_parameters_weight_
        l_self_modules_classifier_modules_1_parameters_bias_ = L_self_modules_classifier_modules_1_parameters_bias_
        hidden_state = torch.conv2d(l_pixel_values_, l_self_modules_resnet_modules_embedder_modules_embedder_modules_convolution_parameters_weight_, None, (2, 2), (3, 3), (1, 1), 1);  l_pixel_values_ = l_self_modules_resnet_modules_embedder_modules_embedder_modules_convolution_parameters_weight_ = None
        hidden_state_1 = torch.nn.functional.batch_norm(hidden_state, l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state = l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_embedder_modules_embedder_modules_normalization_parameters_bias_ = None
        hidden_state_2 = torch.nn.functional.relu(hidden_state_1, inplace = False);  hidden_state_1 = None
        embedding = torch.nn.functional.max_pool2d(hidden_state_2, 3, 2, 1, 1, ceil_mode = False, return_indices = False);  hidden_state_2 = None
        hidden_state_3 = torch.conv2d(embedding, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_4 = torch.nn.functional.batch_norm(hidden_state_3, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_3 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_5 = torch.nn.functional.relu(hidden_state_4, inplace = False);  hidden_state_4 = None
        hidden_state_6 = torch.conv2d(hidden_state_5, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_5 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_7 = torch.nn.functional.batch_norm(hidden_state_6, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_6 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_8 = torch.nn.functional.relu(hidden_state_7, inplace = False);  hidden_state_7 = None
        hidden_state_9 = torch.conv2d(hidden_state_8, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_8 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_10 = torch.nn.functional.batch_norm(hidden_state_9, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_9 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_11 = torch.conv2d(embedding, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  embedding = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_ = None
        hidden_state_12 = torch.nn.functional.batch_norm(hidden_state_11, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_11 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_ = None
        hidden_state_10 += hidden_state_12;  hidden_state_13 = hidden_state_10;  hidden_state_10 = hidden_state_12 = None
        hidden_state_14 = torch.nn.functional.relu(hidden_state_13, inplace = False);  hidden_state_13 = None
        hidden_state_15 = torch.conv2d(hidden_state_14, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_16 = torch.nn.functional.batch_norm(hidden_state_15, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_15 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_17 = torch.nn.functional.relu(hidden_state_16, inplace = False);  hidden_state_16 = None
        hidden_state_18 = torch.conv2d(hidden_state_17, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_17 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_19 = torch.nn.functional.batch_norm(hidden_state_18, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_18 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_20 = torch.nn.functional.relu(hidden_state_19, inplace = False);  hidden_state_19 = None
        hidden_state_21 = torch.conv2d(hidden_state_20, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_20 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_22 = torch.nn.functional.batch_norm(hidden_state_21, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_21 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_22 += hidden_state_14;  hidden_state_23 = hidden_state_22;  hidden_state_22 = hidden_state_14 = None
        hidden_state_24 = torch.nn.functional.relu(hidden_state_23, inplace = False);  hidden_state_23 = None
        hidden_state_25 = torch.conv2d(hidden_state_24, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_26 = torch.nn.functional.batch_norm(hidden_state_25, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_25 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_27 = torch.nn.functional.relu(hidden_state_26, inplace = False);  hidden_state_26 = None
        hidden_state_28 = torch.conv2d(hidden_state_27, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_27 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_29 = torch.nn.functional.batch_norm(hidden_state_28, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_28 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_30 = torch.nn.functional.relu(hidden_state_29, inplace = False);  hidden_state_29 = None
        hidden_state_31 = torch.conv2d(hidden_state_30, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_30 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_32 = torch.nn.functional.batch_norm(hidden_state_31, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_31 = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_0_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_32 += hidden_state_24;  hidden_state_33 = hidden_state_32;  hidden_state_32 = hidden_state_24 = None
        hidden_state_34 = torch.nn.functional.relu(hidden_state_33, inplace = False);  hidden_state_33 = None
        hidden_state_35 = torch.conv2d(hidden_state_34, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_36 = torch.nn.functional.batch_norm(hidden_state_35, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_35 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_37 = torch.nn.functional.relu(hidden_state_36, inplace = False);  hidden_state_36 = None
        hidden_state_38 = torch.conv2d(hidden_state_37, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (2, 2), (1, 1), (1, 1), 1);  hidden_state_37 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_39 = torch.nn.functional.batch_norm(hidden_state_38, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_38 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_40 = torch.nn.functional.relu(hidden_state_39, inplace = False);  hidden_state_39 = None
        hidden_state_41 = torch.conv2d(hidden_state_40, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_40 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_42 = torch.nn.functional.batch_norm(hidden_state_41, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_41 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_43 = torch.conv2d(hidden_state_34, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_, None, (2, 2), (0, 0), (1, 1), 1);  hidden_state_34 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_ = None
        hidden_state_44 = torch.nn.functional.batch_norm(hidden_state_43, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_43 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_ = None
        hidden_state_42 += hidden_state_44;  hidden_state_45 = hidden_state_42;  hidden_state_42 = hidden_state_44 = None
        hidden_state_46 = torch.nn.functional.relu(hidden_state_45, inplace = False);  hidden_state_45 = None
        hidden_state_47 = torch.conv2d(hidden_state_46, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_48 = torch.nn.functional.batch_norm(hidden_state_47, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_47 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_49 = torch.nn.functional.relu(hidden_state_48, inplace = False);  hidden_state_48 = None
        hidden_state_50 = torch.conv2d(hidden_state_49, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_49 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_51 = torch.nn.functional.batch_norm(hidden_state_50, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_50 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_52 = torch.nn.functional.relu(hidden_state_51, inplace = False);  hidden_state_51 = None
        hidden_state_53 = torch.conv2d(hidden_state_52, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_52 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_54 = torch.nn.functional.batch_norm(hidden_state_53, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_53 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_54 += hidden_state_46;  hidden_state_55 = hidden_state_54;  hidden_state_54 = hidden_state_46 = None
        hidden_state_56 = torch.nn.functional.relu(hidden_state_55, inplace = False);  hidden_state_55 = None
        hidden_state_57 = torch.conv2d(hidden_state_56, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_58 = torch.nn.functional.batch_norm(hidden_state_57, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_57 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_59 = torch.nn.functional.relu(hidden_state_58, inplace = False);  hidden_state_58 = None
        hidden_state_60 = torch.conv2d(hidden_state_59, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_59 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_61 = torch.nn.functional.batch_norm(hidden_state_60, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_60 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_62 = torch.nn.functional.relu(hidden_state_61, inplace = False);  hidden_state_61 = None
        hidden_state_63 = torch.conv2d(hidden_state_62, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_62 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_64 = torch.nn.functional.batch_norm(hidden_state_63, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_63 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_64 += hidden_state_56;  hidden_state_65 = hidden_state_64;  hidden_state_64 = hidden_state_56 = None
        hidden_state_66 = torch.nn.functional.relu(hidden_state_65, inplace = False);  hidden_state_65 = None
        hidden_state_67 = torch.conv2d(hidden_state_66, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_68 = torch.nn.functional.batch_norm(hidden_state_67, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_67 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_69 = torch.nn.functional.relu(hidden_state_68, inplace = False);  hidden_state_68 = None
        hidden_state_70 = torch.conv2d(hidden_state_69, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_69 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_71 = torch.nn.functional.batch_norm(hidden_state_70, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_70 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_72 = torch.nn.functional.relu(hidden_state_71, inplace = False);  hidden_state_71 = None
        hidden_state_73 = torch.conv2d(hidden_state_72, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_72 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_74 = torch.nn.functional.batch_norm(hidden_state_73, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_73 = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_1_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_74 += hidden_state_66;  hidden_state_75 = hidden_state_74;  hidden_state_74 = hidden_state_66 = None
        hidden_state_76 = torch.nn.functional.relu(hidden_state_75, inplace = False);  hidden_state_75 = None
        hidden_state_77 = torch.conv2d(hidden_state_76, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_78 = torch.nn.functional.batch_norm(hidden_state_77, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_77 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_79 = torch.nn.functional.relu(hidden_state_78, inplace = False);  hidden_state_78 = None
        hidden_state_80 = torch.conv2d(hidden_state_79, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (2, 2), (1, 1), (1, 1), 1);  hidden_state_79 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_81 = torch.nn.functional.batch_norm(hidden_state_80, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_80 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_82 = torch.nn.functional.relu(hidden_state_81, inplace = False);  hidden_state_81 = None
        hidden_state_83 = torch.conv2d(hidden_state_82, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_82 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_84 = torch.nn.functional.batch_norm(hidden_state_83, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_83 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_85 = torch.conv2d(hidden_state_76, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_, None, (2, 2), (0, 0), (1, 1), 1);  hidden_state_76 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_ = None
        hidden_state_86 = torch.nn.functional.batch_norm(hidden_state_85, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_85 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_ = None
        hidden_state_84 += hidden_state_86;  hidden_state_87 = hidden_state_84;  hidden_state_84 = hidden_state_86 = None
        hidden_state_88 = torch.nn.functional.relu(hidden_state_87, inplace = False);  hidden_state_87 = None
        hidden_state_89 = torch.conv2d(hidden_state_88, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_90 = torch.nn.functional.batch_norm(hidden_state_89, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_89 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_91 = torch.nn.functional.relu(hidden_state_90, inplace = False);  hidden_state_90 = None
        hidden_state_92 = torch.conv2d(hidden_state_91, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_91 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_93 = torch.nn.functional.batch_norm(hidden_state_92, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_92 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_94 = torch.nn.functional.relu(hidden_state_93, inplace = False);  hidden_state_93 = None
        hidden_state_95 = torch.conv2d(hidden_state_94, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_94 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_96 = torch.nn.functional.batch_norm(hidden_state_95, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_95 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_96 += hidden_state_88;  hidden_state_97 = hidden_state_96;  hidden_state_96 = hidden_state_88 = None
        hidden_state_98 = torch.nn.functional.relu(hidden_state_97, inplace = False);  hidden_state_97 = None
        hidden_state_99 = torch.conv2d(hidden_state_98, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_100 = torch.nn.functional.batch_norm(hidden_state_99, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_99 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_101 = torch.nn.functional.relu(hidden_state_100, inplace = False);  hidden_state_100 = None
        hidden_state_102 = torch.conv2d(hidden_state_101, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_101 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_103 = torch.nn.functional.batch_norm(hidden_state_102, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_102 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_104 = torch.nn.functional.relu(hidden_state_103, inplace = False);  hidden_state_103 = None
        hidden_state_105 = torch.conv2d(hidden_state_104, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_104 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_106 = torch.nn.functional.batch_norm(hidden_state_105, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_105 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_106 += hidden_state_98;  hidden_state_107 = hidden_state_106;  hidden_state_106 = hidden_state_98 = None
        hidden_state_108 = torch.nn.functional.relu(hidden_state_107, inplace = False);  hidden_state_107 = None
        hidden_state_109 = torch.conv2d(hidden_state_108, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_110 = torch.nn.functional.batch_norm(hidden_state_109, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_109 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_111 = torch.nn.functional.relu(hidden_state_110, inplace = False);  hidden_state_110 = None
        hidden_state_112 = torch.conv2d(hidden_state_111, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_111 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_113 = torch.nn.functional.batch_norm(hidden_state_112, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_112 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_114 = torch.nn.functional.relu(hidden_state_113, inplace = False);  hidden_state_113 = None
        hidden_state_115 = torch.conv2d(hidden_state_114, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_114 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_116 = torch.nn.functional.batch_norm(hidden_state_115, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_115 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_3_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_116 += hidden_state_108;  hidden_state_117 = hidden_state_116;  hidden_state_116 = hidden_state_108 = None
        hidden_state_118 = torch.nn.functional.relu(hidden_state_117, inplace = False);  hidden_state_117 = None
        hidden_state_119 = torch.conv2d(hidden_state_118, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_120 = torch.nn.functional.batch_norm(hidden_state_119, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_119 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_121 = torch.nn.functional.relu(hidden_state_120, inplace = False);  hidden_state_120 = None
        hidden_state_122 = torch.conv2d(hidden_state_121, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_121 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_123 = torch.nn.functional.batch_norm(hidden_state_122, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_122 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_124 = torch.nn.functional.relu(hidden_state_123, inplace = False);  hidden_state_123 = None
        hidden_state_125 = torch.conv2d(hidden_state_124, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_124 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_126 = torch.nn.functional.batch_norm(hidden_state_125, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_125 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_4_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_126 += hidden_state_118;  hidden_state_127 = hidden_state_126;  hidden_state_126 = hidden_state_118 = None
        hidden_state_128 = torch.nn.functional.relu(hidden_state_127, inplace = False);  hidden_state_127 = None
        hidden_state_129 = torch.conv2d(hidden_state_128, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_130 = torch.nn.functional.batch_norm(hidden_state_129, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_129 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_131 = torch.nn.functional.relu(hidden_state_130, inplace = False);  hidden_state_130 = None
        hidden_state_132 = torch.conv2d(hidden_state_131, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_131 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_133 = torch.nn.functional.batch_norm(hidden_state_132, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_132 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_134 = torch.nn.functional.relu(hidden_state_133, inplace = False);  hidden_state_133 = None
        hidden_state_135 = torch.conv2d(hidden_state_134, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_134 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_136 = torch.nn.functional.batch_norm(hidden_state_135, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_135 = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_2_modules_layers_modules_5_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_136 += hidden_state_128;  hidden_state_137 = hidden_state_136;  hidden_state_136 = hidden_state_128 = None
        hidden_state_138 = torch.nn.functional.relu(hidden_state_137, inplace = False);  hidden_state_137 = None
        hidden_state_139 = torch.conv2d(hidden_state_138, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_140 = torch.nn.functional.batch_norm(hidden_state_139, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_139 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_141 = torch.nn.functional.relu(hidden_state_140, inplace = False);  hidden_state_140 = None
        hidden_state_142 = torch.conv2d(hidden_state_141, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (2, 2), (1, 1), (1, 1), 1);  hidden_state_141 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_143 = torch.nn.functional.batch_norm(hidden_state_142, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_142 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_144 = torch.nn.functional.relu(hidden_state_143, inplace = False);  hidden_state_143 = None
        hidden_state_145 = torch.conv2d(hidden_state_144, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_144 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_146 = torch.nn.functional.batch_norm(hidden_state_145, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_145 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_147 = torch.conv2d(hidden_state_138, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_, None, (2, 2), (0, 0), (1, 1), 1);  hidden_state_138 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_convolution_parameters_weight_ = None
        hidden_state_148 = torch.nn.functional.batch_norm(hidden_state_147, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_147 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_0_modules_shortcut_modules_normalization_parameters_bias_ = None
        hidden_state_146 += hidden_state_148;  hidden_state_149 = hidden_state_146;  hidden_state_146 = hidden_state_148 = None
        hidden_state_150 = torch.nn.functional.relu(hidden_state_149, inplace = False);  hidden_state_149 = None
        hidden_state_151 = torch.conv2d(hidden_state_150, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_152 = torch.nn.functional.batch_norm(hidden_state_151, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_151 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_153 = torch.nn.functional.relu(hidden_state_152, inplace = False);  hidden_state_152 = None
        hidden_state_154 = torch.conv2d(hidden_state_153, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_153 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_155 = torch.nn.functional.batch_norm(hidden_state_154, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_154 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_156 = torch.nn.functional.relu(hidden_state_155, inplace = False);  hidden_state_155 = None
        hidden_state_157 = torch.conv2d(hidden_state_156, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_156 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_158 = torch.nn.functional.batch_norm(hidden_state_157, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_157 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_1_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_158 += hidden_state_150;  hidden_state_159 = hidden_state_158;  hidden_state_158 = hidden_state_150 = None
        hidden_state_160 = torch.nn.functional.relu(hidden_state_159, inplace = False);  hidden_state_159 = None
        hidden_state_161 = torch.conv2d(hidden_state_160, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_convolution_parameters_weight_ = None
        hidden_state_162 = torch.nn.functional.batch_norm(hidden_state_161, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_161 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_0_modules_normalization_parameters_bias_ = None
        hidden_state_163 = torch.nn.functional.relu(hidden_state_162, inplace = False);  hidden_state_162 = None
        hidden_state_164 = torch.conv2d(hidden_state_163, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_, None, (1, 1), (1, 1), (1, 1), 1);  hidden_state_163 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_convolution_parameters_weight_ = None
        hidden_state_165 = torch.nn.functional.batch_norm(hidden_state_164, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_164 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_1_modules_normalization_parameters_bias_ = None
        hidden_state_166 = torch.nn.functional.relu(hidden_state_165, inplace = False);  hidden_state_165 = None
        hidden_state_167 = torch.conv2d(hidden_state_166, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_, None, (1, 1), (0, 0), (1, 1), 1);  hidden_state_166 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_convolution_parameters_weight_ = None
        hidden_state_168 = torch.nn.functional.batch_norm(hidden_state_167, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_, l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_, False, 0.1, 1e-05);  hidden_state_167 = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_mean_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_buffers_running_var_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_weight_ = l_self_modules_resnet_modules_encoder_modules_stages_modules_3_modules_layers_modules_2_modules_layer_modules_2_modules_normalization_parameters_bias_ = None
        hidden_state_168 += hidden_state_160;  hidden_state_169 = hidden_state_168;  hidden_state_168 = hidden_state_160 = None
        hidden_state_170 = torch.nn.functional.relu(hidden_state_169, inplace = False);  hidden_state_169 = None
        pooled_output = torch.nn.functional.adaptive_avg_pool2d(hidden_state_170, (1, 1));  hidden_state_170 = None
        input_1 = pooled_output.flatten(1, -1);  pooled_output = None
        input_2 = torch._C._nn.linear(input_1, l_self_modules_classifier_modules_1_parameters_weight_, l_self_modules_classifier_modules_1_parameters_bias_);  input_1 = l_self_modules_classifier_modules_1_parameters_weight_ = l_self_modules_classifier_modules_1_parameters_bias_ = None
        return (input_2,)