diff --git a/samples/torchvision/shufflenet_v2_x1_5/graph_hash.txt b/samples/torchvision/shufflenet_v2_x1_5/graph_hash.txt new file mode 100644 index 000000000..86a736fcf --- /dev/null +++ b/samples/torchvision/shufflenet_v2_x1_5/graph_hash.txt @@ -0,0 +1 @@ +20eed391b1be5e6cec6d31e0c192b31edea281a3b2b87741ffdade1d93740c79 \ No newline at end of file diff --git a/samples/torchvision/shufflenet_v2_x1_5/graph_net.json b/samples/torchvision/shufflenet_v2_x1_5/graph_net.json new file mode 100644 index 000000000..1373fe3b5 --- /dev/null +++ b/samples/torchvision/shufflenet_v2_x1_5/graph_net.json @@ -0,0 +1,5 @@ +{ + "framework": "torch", + "num_devices_required": 1, + "num_nodes_required": 1 +} \ No newline at end of file diff --git a/samples/torchvision/shufflenet_v2_x1_5/input_meta.py b/samples/torchvision/shufflenet_v2_x1_5/input_meta.py new file mode 100644 index 000000000..e69de29bb diff --git a/samples/torchvision/shufflenet_v2_x1_5/input_tensor_constraints.py b/samples/torchvision/shufflenet_v2_x1_5/input_tensor_constraints.py new file mode 100644 index 000000000..e69de29bb diff --git a/samples/torchvision/shufflenet_v2_x1_5/model.py b/samples/torchvision/shufflenet_v2_x1_5/model.py new file mode 100644 index 000000000..3c4669811 --- /dev/null +++ b/samples/torchvision/shufflenet_v2_x1_5/model.py @@ -0,0 +1,2743 @@ +import torch + + +class GraphModule(torch.nn.Module): + def forward( + self, + L_self_modules_conv1_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_x_: torch.Tensor, + L_self_modules_conv1_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_conv1_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_conv1_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_conv1_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch1_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch1_modules_2_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_1_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_1_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_1_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_2_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_2_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_2_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_3_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_3_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_3_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch1_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch1_modules_2_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_1_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_1_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_1_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_2_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_2_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_2_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_3_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_3_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_3_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_4_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_4_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_4_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_5_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_5_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_5_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_6_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_6_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_6_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_7_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_7_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_7_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch1_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch1_modules_2_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_1_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_1_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_1_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_2_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_2_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_2_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_3_modules_branch2_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_3_modules_branch2_modules_3_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_3_modules_branch2_modules_5_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_mean_: torch.Tensor, + L_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_var_: torch.Tensor, + L_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_conv5_modules_0_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_conv5_modules_1_buffers_running_mean_: torch.Tensor, + L_self_modules_conv5_modules_1_buffers_running_var_: torch.Tensor, + L_self_modules_conv5_modules_1_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_conv5_modules_1_parameters_bias_: torch.nn.parameter.Parameter, + L_self_modules_fc_parameters_weight_: torch.nn.parameter.Parameter, + L_self_modules_fc_parameters_bias_: torch.nn.parameter.Parameter, + ): + l_self_modules_conv1_modules_0_parameters_weight_ = ( + L_self_modules_conv1_modules_0_parameters_weight_ + ) + l_x_ = L_x_ + l_self_modules_conv1_modules_1_buffers_running_mean_ = ( + L_self_modules_conv1_modules_1_buffers_running_mean_ + ) + l_self_modules_conv1_modules_1_buffers_running_var_ = ( + L_self_modules_conv1_modules_1_buffers_running_var_ + ) + l_self_modules_conv1_modules_1_parameters_weight_ = ( + L_self_modules_conv1_modules_1_parameters_weight_ + ) + l_self_modules_conv1_modules_1_parameters_bias_ = ( + L_self_modules_conv1_modules_1_parameters_bias_ + ) + l_self_modules_stage2_modules_0_modules_branch1_modules_0_parameters_weight_ = ( + L_self_modules_stage2_modules_0_modules_branch1_modules_0_parameters_weight_ + ) + l_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_mean_ = L_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_mean_ + l_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_var_ = L_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_var_ + l_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_weight_ = ( + L_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_weight_ + ) + l_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_bias_ = ( + L_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_bias_ + ) + l_self_modules_stage2_modules_0_modules_branch1_modules_2_parameters_weight_ = ( + L_self_modules_stage2_modules_0_modules_branch1_modules_2_parameters_weight_ + ) + l_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_mean_ = L_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_mean_ + l_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_var_ = L_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_var_ + l_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_weight_ = ( + L_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_weight_ + ) + l_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_bias_ = ( + L_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_bias_ + ) + l_self_modules_stage2_modules_0_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage2_modules_0_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage2_modules_0_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage2_modules_0_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage2_modules_0_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage2_modules_0_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage2_modules_1_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage2_modules_1_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage2_modules_1_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage2_modules_1_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage2_modules_1_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage2_modules_1_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage2_modules_2_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage2_modules_2_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage2_modules_2_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage2_modules_2_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage2_modules_2_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage2_modules_2_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage2_modules_3_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage2_modules_3_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage2_modules_3_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage2_modules_3_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage2_modules_3_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage2_modules_3_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage3_modules_0_modules_branch1_modules_0_parameters_weight_ = ( + L_self_modules_stage3_modules_0_modules_branch1_modules_0_parameters_weight_ + ) + l_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_mean_ = L_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_mean_ + l_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_var_ = L_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_var_ + l_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_weight_ = ( + L_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_weight_ + ) + l_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_bias_ = ( + L_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_bias_ + ) + l_self_modules_stage3_modules_0_modules_branch1_modules_2_parameters_weight_ = ( + L_self_modules_stage3_modules_0_modules_branch1_modules_2_parameters_weight_ + ) + l_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_mean_ = L_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_mean_ + l_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_var_ = L_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_var_ + l_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_weight_ = ( + L_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_weight_ + ) + l_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_bias_ = ( + L_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_bias_ + ) + l_self_modules_stage3_modules_0_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage3_modules_0_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage3_modules_0_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage3_modules_0_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage3_modules_0_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage3_modules_0_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage3_modules_1_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage3_modules_1_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage3_modules_1_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage3_modules_1_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage3_modules_1_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage3_modules_1_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage3_modules_2_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage3_modules_2_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage3_modules_2_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage3_modules_2_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage3_modules_2_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage3_modules_2_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage3_modules_3_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage3_modules_3_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage3_modules_3_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage3_modules_3_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage3_modules_3_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage3_modules_3_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage3_modules_4_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage3_modules_4_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage3_modules_4_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage3_modules_4_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage3_modules_4_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage3_modules_4_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage3_modules_5_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage3_modules_5_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage3_modules_5_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage3_modules_5_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage3_modules_5_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage3_modules_5_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage3_modules_6_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage3_modules_6_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage3_modules_6_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage3_modules_6_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage3_modules_6_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage3_modules_6_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage3_modules_7_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage3_modules_7_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage3_modules_7_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage3_modules_7_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage3_modules_7_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage3_modules_7_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage4_modules_0_modules_branch1_modules_0_parameters_weight_ = ( + L_self_modules_stage4_modules_0_modules_branch1_modules_0_parameters_weight_ + ) + l_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_mean_ = L_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_mean_ + l_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_var_ = L_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_var_ + l_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_weight_ = ( + L_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_weight_ + ) + l_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_bias_ = ( + L_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_bias_ + ) + l_self_modules_stage4_modules_0_modules_branch1_modules_2_parameters_weight_ = ( + L_self_modules_stage4_modules_0_modules_branch1_modules_2_parameters_weight_ + ) + l_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_mean_ = L_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_mean_ + l_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_var_ = L_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_var_ + l_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_weight_ = ( + L_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_weight_ + ) + l_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_bias_ = ( + L_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_bias_ + ) + l_self_modules_stage4_modules_0_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage4_modules_0_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage4_modules_0_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage4_modules_0_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage4_modules_0_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage4_modules_0_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage4_modules_1_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage4_modules_1_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage4_modules_1_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage4_modules_1_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage4_modules_1_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage4_modules_1_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage4_modules_2_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage4_modules_2_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage4_modules_2_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage4_modules_2_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage4_modules_2_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage4_modules_2_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_stage4_modules_3_modules_branch2_modules_0_parameters_weight_ = ( + L_self_modules_stage4_modules_3_modules_branch2_modules_0_parameters_weight_ + ) + l_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_mean_ = L_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_mean_ + l_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_var_ = L_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_var_ + l_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_weight_ = ( + L_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_weight_ + ) + l_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_bias_ = ( + L_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_bias_ + ) + l_self_modules_stage4_modules_3_modules_branch2_modules_3_parameters_weight_ = ( + L_self_modules_stage4_modules_3_modules_branch2_modules_3_parameters_weight_ + ) + l_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_mean_ = L_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_mean_ + l_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_var_ = L_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_var_ + l_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_weight_ = ( + L_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_weight_ + ) + l_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_bias_ = ( + L_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_bias_ + ) + l_self_modules_stage4_modules_3_modules_branch2_modules_5_parameters_weight_ = ( + L_self_modules_stage4_modules_3_modules_branch2_modules_5_parameters_weight_ + ) + l_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_mean_ = L_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_mean_ + l_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_var_ = L_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_var_ + l_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_weight_ = ( + L_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_weight_ + ) + l_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_bias_ = ( + L_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_bias_ + ) + l_self_modules_conv5_modules_0_parameters_weight_ = ( + L_self_modules_conv5_modules_0_parameters_weight_ + ) + l_self_modules_conv5_modules_1_buffers_running_mean_ = ( + L_self_modules_conv5_modules_1_buffers_running_mean_ + ) + l_self_modules_conv5_modules_1_buffers_running_var_ = ( + L_self_modules_conv5_modules_1_buffers_running_var_ + ) + l_self_modules_conv5_modules_1_parameters_weight_ = ( + L_self_modules_conv5_modules_1_parameters_weight_ + ) + l_self_modules_conv5_modules_1_parameters_bias_ = ( + L_self_modules_conv5_modules_1_parameters_bias_ + ) + l_self_modules_fc_parameters_weight_ = L_self_modules_fc_parameters_weight_ + l_self_modules_fc_parameters_bias_ = L_self_modules_fc_parameters_bias_ + input_1 = torch.conv2d( + l_x_, + l_self_modules_conv1_modules_0_parameters_weight_, + None, + (2, 2), + (1, 1), + (1, 1), + 1, + ) + l_x_ = l_self_modules_conv1_modules_0_parameters_weight_ = None + input_2 = torch.nn.functional.batch_norm( + input_1, + l_self_modules_conv1_modules_1_buffers_running_mean_, + l_self_modules_conv1_modules_1_buffers_running_var_, + l_self_modules_conv1_modules_1_parameters_weight_, + l_self_modules_conv1_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_1 = ( + l_self_modules_conv1_modules_1_buffers_running_mean_ + ) = ( + l_self_modules_conv1_modules_1_buffers_running_var_ + ) = ( + l_self_modules_conv1_modules_1_parameters_weight_ + ) = l_self_modules_conv1_modules_1_parameters_bias_ = None + input_3 = torch.nn.functional.relu(input_2, inplace=True) + input_2 = None + x = torch.nn.functional.max_pool2d( + input_3, 3, 2, 1, 1, ceil_mode=False, return_indices=False + ) + input_3 = None + input_4 = torch.conv2d( + x, + l_self_modules_stage2_modules_0_modules_branch1_modules_0_parameters_weight_, + None, + (2, 2), + (1, 1), + (1, 1), + 24, + ) + l_self_modules_stage2_modules_0_modules_branch1_modules_0_parameters_weight_ = ( + None + ) + input_5 = torch.nn.functional.batch_norm( + input_4, + l_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_mean_, + l_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_var_, + l_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_weight_, + l_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_4 = l_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_mean_ = l_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_var_ = ( + l_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_bias_ + ) = None + input_6 = torch.conv2d( + input_5, + l_self_modules_stage2_modules_0_modules_branch1_modules_2_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_5 = ( + l_self_modules_stage2_modules_0_modules_branch1_modules_2_parameters_weight_ + ) = None + input_7 = torch.nn.functional.batch_norm( + input_6, + l_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_mean_, + l_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_var_, + l_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_weight_, + l_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_6 = l_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_mean_ = l_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_var_ = ( + l_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_bias_ + ) = None + input_8 = torch.nn.functional.relu(input_7, inplace=True) + input_7 = None + input_9 = torch.conv2d( + x, + l_self_modules_stage2_modules_0_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x = ( + l_self_modules_stage2_modules_0_modules_branch2_modules_0_parameters_weight_ + ) = None + input_10 = torch.nn.functional.batch_norm( + input_9, + l_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_9 = l_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_bias_ + ) = None + input_11 = torch.nn.functional.relu(input_10, inplace=True) + input_10 = None + input_12 = torch.conv2d( + input_11, + l_self_modules_stage2_modules_0_modules_branch2_modules_3_parameters_weight_, + None, + (2, 2), + (1, 1), + (1, 1), + 88, + ) + input_11 = ( + l_self_modules_stage2_modules_0_modules_branch2_modules_3_parameters_weight_ + ) = None + input_13 = torch.nn.functional.batch_norm( + input_12, + l_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_12 = l_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_bias_ + ) = None + input_14 = torch.conv2d( + input_13, + l_self_modules_stage2_modules_0_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_13 = ( + l_self_modules_stage2_modules_0_modules_branch2_modules_5_parameters_weight_ + ) = None + input_15 = torch.nn.functional.batch_norm( + input_14, + l_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_14 = l_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_bias_ + ) = None + input_16 = torch.nn.functional.relu(input_15, inplace=True) + input_15 = None + out = torch.cat((input_8, input_16), dim=1) + input_8 = input_16 = None + x_1 = out.view(1, 2, 88, 28, 28) + out = None + transpose = torch.transpose(x_1, 1, 2) + x_1 = None + x_2 = transpose.contiguous() + transpose = None + x_3 = x_2.view(1, 176, 28, 28) + x_2 = None + chunk = x_3.chunk(2, dim=1) + x_3 = None + x1 = chunk[0] + x2 = chunk[1] + chunk = None + input_17 = torch.conv2d( + x2, + l_self_modules_stage2_modules_1_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2 = ( + l_self_modules_stage2_modules_1_modules_branch2_modules_0_parameters_weight_ + ) = None + input_18 = torch.nn.functional.batch_norm( + input_17, + l_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_17 = l_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_bias_ + ) = None + input_19 = torch.nn.functional.relu(input_18, inplace=True) + input_18 = None + input_20 = torch.conv2d( + input_19, + l_self_modules_stage2_modules_1_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 88, + ) + input_19 = ( + l_self_modules_stage2_modules_1_modules_branch2_modules_3_parameters_weight_ + ) = None + input_21 = torch.nn.functional.batch_norm( + input_20, + l_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_20 = l_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_bias_ + ) = None + input_22 = torch.conv2d( + input_21, + l_self_modules_stage2_modules_1_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_21 = ( + l_self_modules_stage2_modules_1_modules_branch2_modules_5_parameters_weight_ + ) = None + input_23 = torch.nn.functional.batch_norm( + input_22, + l_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_22 = l_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_bias_ + ) = None + input_24 = torch.nn.functional.relu(input_23, inplace=True) + input_23 = None + out_1 = torch.cat((x1, input_24), dim=1) + x1 = input_24 = None + x_4 = out_1.view(1, 2, 88, 28, 28) + out_1 = None + transpose_1 = torch.transpose(x_4, 1, 2) + x_4 = None + x_5 = transpose_1.contiguous() + transpose_1 = None + x_6 = x_5.view(1, 176, 28, 28) + x_5 = None + chunk_1 = x_6.chunk(2, dim=1) + x_6 = None + x1_1 = chunk_1[0] + x2_1 = chunk_1[1] + chunk_1 = None + input_25 = torch.conv2d( + x2_1, + l_self_modules_stage2_modules_2_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_1 = ( + l_self_modules_stage2_modules_2_modules_branch2_modules_0_parameters_weight_ + ) = None + input_26 = torch.nn.functional.batch_norm( + input_25, + l_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_25 = l_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_bias_ + ) = None + input_27 = torch.nn.functional.relu(input_26, inplace=True) + input_26 = None + input_28 = torch.conv2d( + input_27, + l_self_modules_stage2_modules_2_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 88, + ) + input_27 = ( + l_self_modules_stage2_modules_2_modules_branch2_modules_3_parameters_weight_ + ) = None + input_29 = torch.nn.functional.batch_norm( + input_28, + l_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_28 = l_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_bias_ + ) = None + input_30 = torch.conv2d( + input_29, + l_self_modules_stage2_modules_2_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_29 = ( + l_self_modules_stage2_modules_2_modules_branch2_modules_5_parameters_weight_ + ) = None + input_31 = torch.nn.functional.batch_norm( + input_30, + l_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_30 = l_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_bias_ + ) = None + input_32 = torch.nn.functional.relu(input_31, inplace=True) + input_31 = None + out_2 = torch.cat((x1_1, input_32), dim=1) + x1_1 = input_32 = None + x_7 = out_2.view(1, 2, 88, 28, 28) + out_2 = None + transpose_2 = torch.transpose(x_7, 1, 2) + x_7 = None + x_8 = transpose_2.contiguous() + transpose_2 = None + x_9 = x_8.view(1, 176, 28, 28) + x_8 = None + chunk_2 = x_9.chunk(2, dim=1) + x_9 = None + x1_2 = chunk_2[0] + x2_2 = chunk_2[1] + chunk_2 = None + input_33 = torch.conv2d( + x2_2, + l_self_modules_stage2_modules_3_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_2 = ( + l_self_modules_stage2_modules_3_modules_branch2_modules_0_parameters_weight_ + ) = None + input_34 = torch.nn.functional.batch_norm( + input_33, + l_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_33 = l_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_bias_ + ) = None + input_35 = torch.nn.functional.relu(input_34, inplace=True) + input_34 = None + input_36 = torch.conv2d( + input_35, + l_self_modules_stage2_modules_3_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 88, + ) + input_35 = ( + l_self_modules_stage2_modules_3_modules_branch2_modules_3_parameters_weight_ + ) = None + input_37 = torch.nn.functional.batch_norm( + input_36, + l_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_36 = l_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_bias_ + ) = None + input_38 = torch.conv2d( + input_37, + l_self_modules_stage2_modules_3_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_37 = ( + l_self_modules_stage2_modules_3_modules_branch2_modules_5_parameters_weight_ + ) = None + input_39 = torch.nn.functional.batch_norm( + input_38, + l_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_38 = l_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_bias_ + ) = None + input_40 = torch.nn.functional.relu(input_39, inplace=True) + input_39 = None + out_3 = torch.cat((x1_2, input_40), dim=1) + x1_2 = input_40 = None + x_10 = out_3.view(1, 2, 88, 28, 28) + out_3 = None + transpose_3 = torch.transpose(x_10, 1, 2) + x_10 = None + x_11 = transpose_3.contiguous() + transpose_3 = None + x_12 = x_11.view(1, 176, 28, 28) + x_11 = None + input_41 = torch.conv2d( + x_12, + l_self_modules_stage3_modules_0_modules_branch1_modules_0_parameters_weight_, + None, + (2, 2), + (1, 1), + (1, 1), + 176, + ) + l_self_modules_stage3_modules_0_modules_branch1_modules_0_parameters_weight_ = ( + None + ) + input_42 = torch.nn.functional.batch_norm( + input_41, + l_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_mean_, + l_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_var_, + l_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_weight_, + l_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_41 = l_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_mean_ = l_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_var_ = ( + l_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_bias_ + ) = None + input_43 = torch.conv2d( + input_42, + l_self_modules_stage3_modules_0_modules_branch1_modules_2_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_42 = ( + l_self_modules_stage3_modules_0_modules_branch1_modules_2_parameters_weight_ + ) = None + input_44 = torch.nn.functional.batch_norm( + input_43, + l_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_mean_, + l_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_var_, + l_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_weight_, + l_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_43 = l_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_mean_ = l_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_var_ = ( + l_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_bias_ + ) = None + input_45 = torch.nn.functional.relu(input_44, inplace=True) + input_44 = None + input_46 = torch.conv2d( + x_12, + l_self_modules_stage3_modules_0_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x_12 = ( + l_self_modules_stage3_modules_0_modules_branch2_modules_0_parameters_weight_ + ) = None + input_47 = torch.nn.functional.batch_norm( + input_46, + l_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_46 = l_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_bias_ + ) = None + input_48 = torch.nn.functional.relu(input_47, inplace=True) + input_47 = None + input_49 = torch.conv2d( + input_48, + l_self_modules_stage3_modules_0_modules_branch2_modules_3_parameters_weight_, + None, + (2, 2), + (1, 1), + (1, 1), + 176, + ) + input_48 = ( + l_self_modules_stage3_modules_0_modules_branch2_modules_3_parameters_weight_ + ) = None + input_50 = torch.nn.functional.batch_norm( + input_49, + l_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_49 = l_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_bias_ + ) = None + input_51 = torch.conv2d( + input_50, + l_self_modules_stage3_modules_0_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_50 = ( + l_self_modules_stage3_modules_0_modules_branch2_modules_5_parameters_weight_ + ) = None + input_52 = torch.nn.functional.batch_norm( + input_51, + l_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_51 = l_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_bias_ + ) = None + input_53 = torch.nn.functional.relu(input_52, inplace=True) + input_52 = None + out_4 = torch.cat((input_45, input_53), dim=1) + input_45 = input_53 = None + x_13 = out_4.view(1, 2, 176, 14, 14) + out_4 = None + transpose_4 = torch.transpose(x_13, 1, 2) + x_13 = None + x_14 = transpose_4.contiguous() + transpose_4 = None + x_15 = x_14.view(1, 352, 14, 14) + x_14 = None + chunk_3 = x_15.chunk(2, dim=1) + x_15 = None + x1_3 = chunk_3[0] + x2_3 = chunk_3[1] + chunk_3 = None + input_54 = torch.conv2d( + x2_3, + l_self_modules_stage3_modules_1_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_3 = ( + l_self_modules_stage3_modules_1_modules_branch2_modules_0_parameters_weight_ + ) = None + input_55 = torch.nn.functional.batch_norm( + input_54, + l_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_54 = l_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_bias_ + ) = None + input_56 = torch.nn.functional.relu(input_55, inplace=True) + input_55 = None + input_57 = torch.conv2d( + input_56, + l_self_modules_stage3_modules_1_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 176, + ) + input_56 = ( + l_self_modules_stage3_modules_1_modules_branch2_modules_3_parameters_weight_ + ) = None + input_58 = torch.nn.functional.batch_norm( + input_57, + l_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_57 = l_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_bias_ + ) = None + input_59 = torch.conv2d( + input_58, + l_self_modules_stage3_modules_1_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_58 = ( + l_self_modules_stage3_modules_1_modules_branch2_modules_5_parameters_weight_ + ) = None + input_60 = torch.nn.functional.batch_norm( + input_59, + l_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_59 = l_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_bias_ + ) = None + input_61 = torch.nn.functional.relu(input_60, inplace=True) + input_60 = None + out_5 = torch.cat((x1_3, input_61), dim=1) + x1_3 = input_61 = None + x_16 = out_5.view(1, 2, 176, 14, 14) + out_5 = None + transpose_5 = torch.transpose(x_16, 1, 2) + x_16 = None + x_17 = transpose_5.contiguous() + transpose_5 = None + x_18 = x_17.view(1, 352, 14, 14) + x_17 = None + chunk_4 = x_18.chunk(2, dim=1) + x_18 = None + x1_4 = chunk_4[0] + x2_4 = chunk_4[1] + chunk_4 = None + input_62 = torch.conv2d( + x2_4, + l_self_modules_stage3_modules_2_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_4 = ( + l_self_modules_stage3_modules_2_modules_branch2_modules_0_parameters_weight_ + ) = None + input_63 = torch.nn.functional.batch_norm( + input_62, + l_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_62 = l_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_bias_ + ) = None + input_64 = torch.nn.functional.relu(input_63, inplace=True) + input_63 = None + input_65 = torch.conv2d( + input_64, + l_self_modules_stage3_modules_2_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 176, + ) + input_64 = ( + l_self_modules_stage3_modules_2_modules_branch2_modules_3_parameters_weight_ + ) = None + input_66 = torch.nn.functional.batch_norm( + input_65, + l_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_65 = l_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_bias_ + ) = None + input_67 = torch.conv2d( + input_66, + l_self_modules_stage3_modules_2_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_66 = ( + l_self_modules_stage3_modules_2_modules_branch2_modules_5_parameters_weight_ + ) = None + input_68 = torch.nn.functional.batch_norm( + input_67, + l_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_67 = l_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_bias_ + ) = None + input_69 = torch.nn.functional.relu(input_68, inplace=True) + input_68 = None + out_6 = torch.cat((x1_4, input_69), dim=1) + x1_4 = input_69 = None + x_19 = out_6.view(1, 2, 176, 14, 14) + out_6 = None + transpose_6 = torch.transpose(x_19, 1, 2) + x_19 = None + x_20 = transpose_6.contiguous() + transpose_6 = None + x_21 = x_20.view(1, 352, 14, 14) + x_20 = None + chunk_5 = x_21.chunk(2, dim=1) + x_21 = None + x1_5 = chunk_5[0] + x2_5 = chunk_5[1] + chunk_5 = None + input_70 = torch.conv2d( + x2_5, + l_self_modules_stage3_modules_3_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_5 = ( + l_self_modules_stage3_modules_3_modules_branch2_modules_0_parameters_weight_ + ) = None + input_71 = torch.nn.functional.batch_norm( + input_70, + l_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_70 = l_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_bias_ + ) = None + input_72 = torch.nn.functional.relu(input_71, inplace=True) + input_71 = None + input_73 = torch.conv2d( + input_72, + l_self_modules_stage3_modules_3_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 176, + ) + input_72 = ( + l_self_modules_stage3_modules_3_modules_branch2_modules_3_parameters_weight_ + ) = None + input_74 = torch.nn.functional.batch_norm( + input_73, + l_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_73 = l_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_bias_ + ) = None + input_75 = torch.conv2d( + input_74, + l_self_modules_stage3_modules_3_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_74 = ( + l_self_modules_stage3_modules_3_modules_branch2_modules_5_parameters_weight_ + ) = None + input_76 = torch.nn.functional.batch_norm( + input_75, + l_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_75 = l_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_bias_ + ) = None + input_77 = torch.nn.functional.relu(input_76, inplace=True) + input_76 = None + out_7 = torch.cat((x1_5, input_77), dim=1) + x1_5 = input_77 = None + x_22 = out_7.view(1, 2, 176, 14, 14) + out_7 = None + transpose_7 = torch.transpose(x_22, 1, 2) + x_22 = None + x_23 = transpose_7.contiguous() + transpose_7 = None + x_24 = x_23.view(1, 352, 14, 14) + x_23 = None + chunk_6 = x_24.chunk(2, dim=1) + x_24 = None + x1_6 = chunk_6[0] + x2_6 = chunk_6[1] + chunk_6 = None + input_78 = torch.conv2d( + x2_6, + l_self_modules_stage3_modules_4_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_6 = ( + l_self_modules_stage3_modules_4_modules_branch2_modules_0_parameters_weight_ + ) = None + input_79 = torch.nn.functional.batch_norm( + input_78, + l_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_78 = l_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_bias_ + ) = None + input_80 = torch.nn.functional.relu(input_79, inplace=True) + input_79 = None + input_81 = torch.conv2d( + input_80, + l_self_modules_stage3_modules_4_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 176, + ) + input_80 = ( + l_self_modules_stage3_modules_4_modules_branch2_modules_3_parameters_weight_ + ) = None + input_82 = torch.nn.functional.batch_norm( + input_81, + l_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_81 = l_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_bias_ + ) = None + input_83 = torch.conv2d( + input_82, + l_self_modules_stage3_modules_4_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_82 = ( + l_self_modules_stage3_modules_4_modules_branch2_modules_5_parameters_weight_ + ) = None + input_84 = torch.nn.functional.batch_norm( + input_83, + l_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_83 = l_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_bias_ + ) = None + input_85 = torch.nn.functional.relu(input_84, inplace=True) + input_84 = None + out_8 = torch.cat((x1_6, input_85), dim=1) + x1_6 = input_85 = None + x_25 = out_8.view(1, 2, 176, 14, 14) + out_8 = None + transpose_8 = torch.transpose(x_25, 1, 2) + x_25 = None + x_26 = transpose_8.contiguous() + transpose_8 = None + x_27 = x_26.view(1, 352, 14, 14) + x_26 = None + chunk_7 = x_27.chunk(2, dim=1) + x_27 = None + x1_7 = chunk_7[0] + x2_7 = chunk_7[1] + chunk_7 = None + input_86 = torch.conv2d( + x2_7, + l_self_modules_stage3_modules_5_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_7 = ( + l_self_modules_stage3_modules_5_modules_branch2_modules_0_parameters_weight_ + ) = None + input_87 = torch.nn.functional.batch_norm( + input_86, + l_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_86 = l_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_bias_ + ) = None + input_88 = torch.nn.functional.relu(input_87, inplace=True) + input_87 = None + input_89 = torch.conv2d( + input_88, + l_self_modules_stage3_modules_5_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 176, + ) + input_88 = ( + l_self_modules_stage3_modules_5_modules_branch2_modules_3_parameters_weight_ + ) = None + input_90 = torch.nn.functional.batch_norm( + input_89, + l_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_89 = l_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_bias_ + ) = None + input_91 = torch.conv2d( + input_90, + l_self_modules_stage3_modules_5_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_90 = ( + l_self_modules_stage3_modules_5_modules_branch2_modules_5_parameters_weight_ + ) = None + input_92 = torch.nn.functional.batch_norm( + input_91, + l_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_91 = l_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_bias_ + ) = None + input_93 = torch.nn.functional.relu(input_92, inplace=True) + input_92 = None + out_9 = torch.cat((x1_7, input_93), dim=1) + x1_7 = input_93 = None + x_28 = out_9.view(1, 2, 176, 14, 14) + out_9 = None + transpose_9 = torch.transpose(x_28, 1, 2) + x_28 = None + x_29 = transpose_9.contiguous() + transpose_9 = None + x_30 = x_29.view(1, 352, 14, 14) + x_29 = None + chunk_8 = x_30.chunk(2, dim=1) + x_30 = None + x1_8 = chunk_8[0] + x2_8 = chunk_8[1] + chunk_8 = None + input_94 = torch.conv2d( + x2_8, + l_self_modules_stage3_modules_6_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_8 = ( + l_self_modules_stage3_modules_6_modules_branch2_modules_0_parameters_weight_ + ) = None + input_95 = torch.nn.functional.batch_norm( + input_94, + l_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_94 = l_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_bias_ + ) = None + input_96 = torch.nn.functional.relu(input_95, inplace=True) + input_95 = None + input_97 = torch.conv2d( + input_96, + l_self_modules_stage3_modules_6_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 176, + ) + input_96 = ( + l_self_modules_stage3_modules_6_modules_branch2_modules_3_parameters_weight_ + ) = None + input_98 = torch.nn.functional.batch_norm( + input_97, + l_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_97 = l_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_bias_ + ) = None + input_99 = torch.conv2d( + input_98, + l_self_modules_stage3_modules_6_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_98 = ( + l_self_modules_stage3_modules_6_modules_branch2_modules_5_parameters_weight_ + ) = None + input_100 = torch.nn.functional.batch_norm( + input_99, + l_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_99 = l_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_bias_ + ) = None + input_101 = torch.nn.functional.relu(input_100, inplace=True) + input_100 = None + out_10 = torch.cat((x1_8, input_101), dim=1) + x1_8 = input_101 = None + x_31 = out_10.view(1, 2, 176, 14, 14) + out_10 = None + transpose_10 = torch.transpose(x_31, 1, 2) + x_31 = None + x_32 = transpose_10.contiguous() + transpose_10 = None + x_33 = x_32.view(1, 352, 14, 14) + x_32 = None + chunk_9 = x_33.chunk(2, dim=1) + x_33 = None + x1_9 = chunk_9[0] + x2_9 = chunk_9[1] + chunk_9 = None + input_102 = torch.conv2d( + x2_9, + l_self_modules_stage3_modules_7_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_9 = ( + l_self_modules_stage3_modules_7_modules_branch2_modules_0_parameters_weight_ + ) = None + input_103 = torch.nn.functional.batch_norm( + input_102, + l_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_102 = l_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_bias_ + ) = None + input_104 = torch.nn.functional.relu(input_103, inplace=True) + input_103 = None + input_105 = torch.conv2d( + input_104, + l_self_modules_stage3_modules_7_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 176, + ) + input_104 = ( + l_self_modules_stage3_modules_7_modules_branch2_modules_3_parameters_weight_ + ) = None + input_106 = torch.nn.functional.batch_norm( + input_105, + l_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_105 = l_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_bias_ + ) = None + input_107 = torch.conv2d( + input_106, + l_self_modules_stage3_modules_7_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_106 = ( + l_self_modules_stage3_modules_7_modules_branch2_modules_5_parameters_weight_ + ) = None + input_108 = torch.nn.functional.batch_norm( + input_107, + l_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_107 = l_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_bias_ + ) = None + input_109 = torch.nn.functional.relu(input_108, inplace=True) + input_108 = None + out_11 = torch.cat((x1_9, input_109), dim=1) + x1_9 = input_109 = None + x_34 = out_11.view(1, 2, 176, 14, 14) + out_11 = None + transpose_11 = torch.transpose(x_34, 1, 2) + x_34 = None + x_35 = transpose_11.contiguous() + transpose_11 = None + x_36 = x_35.view(1, 352, 14, 14) + x_35 = None + input_110 = torch.conv2d( + x_36, + l_self_modules_stage4_modules_0_modules_branch1_modules_0_parameters_weight_, + None, + (2, 2), + (1, 1), + (1, 1), + 352, + ) + l_self_modules_stage4_modules_0_modules_branch1_modules_0_parameters_weight_ = ( + None + ) + input_111 = torch.nn.functional.batch_norm( + input_110, + l_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_mean_, + l_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_var_, + l_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_weight_, + l_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_110 = l_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_mean_ = l_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_var_ = ( + l_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_bias_ + ) = None + input_112 = torch.conv2d( + input_111, + l_self_modules_stage4_modules_0_modules_branch1_modules_2_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_111 = ( + l_self_modules_stage4_modules_0_modules_branch1_modules_2_parameters_weight_ + ) = None + input_113 = torch.nn.functional.batch_norm( + input_112, + l_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_mean_, + l_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_var_, + l_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_weight_, + l_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_112 = l_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_mean_ = l_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_var_ = ( + l_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_bias_ + ) = None + input_114 = torch.nn.functional.relu(input_113, inplace=True) + input_113 = None + input_115 = torch.conv2d( + x_36, + l_self_modules_stage4_modules_0_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x_36 = ( + l_self_modules_stage4_modules_0_modules_branch2_modules_0_parameters_weight_ + ) = None + input_116 = torch.nn.functional.batch_norm( + input_115, + l_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_115 = l_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_bias_ + ) = None + input_117 = torch.nn.functional.relu(input_116, inplace=True) + input_116 = None + input_118 = torch.conv2d( + input_117, + l_self_modules_stage4_modules_0_modules_branch2_modules_3_parameters_weight_, + None, + (2, 2), + (1, 1), + (1, 1), + 352, + ) + input_117 = ( + l_self_modules_stage4_modules_0_modules_branch2_modules_3_parameters_weight_ + ) = None + input_119 = torch.nn.functional.batch_norm( + input_118, + l_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_118 = l_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_bias_ + ) = None + input_120 = torch.conv2d( + input_119, + l_self_modules_stage4_modules_0_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_119 = ( + l_self_modules_stage4_modules_0_modules_branch2_modules_5_parameters_weight_ + ) = None + input_121 = torch.nn.functional.batch_norm( + input_120, + l_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_120 = l_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_bias_ + ) = None + input_122 = torch.nn.functional.relu(input_121, inplace=True) + input_121 = None + out_12 = torch.cat((input_114, input_122), dim=1) + input_114 = input_122 = None + x_37 = out_12.view(1, 2, 352, 7, 7) + out_12 = None + transpose_12 = torch.transpose(x_37, 1, 2) + x_37 = None + x_38 = transpose_12.contiguous() + transpose_12 = None + x_39 = x_38.view(1, 704, 7, 7) + x_38 = None + chunk_10 = x_39.chunk(2, dim=1) + x_39 = None + x1_10 = chunk_10[0] + x2_10 = chunk_10[1] + chunk_10 = None + input_123 = torch.conv2d( + x2_10, + l_self_modules_stage4_modules_1_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_10 = ( + l_self_modules_stage4_modules_1_modules_branch2_modules_0_parameters_weight_ + ) = None + input_124 = torch.nn.functional.batch_norm( + input_123, + l_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_123 = l_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_bias_ + ) = None + input_125 = torch.nn.functional.relu(input_124, inplace=True) + input_124 = None + input_126 = torch.conv2d( + input_125, + l_self_modules_stage4_modules_1_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 352, + ) + input_125 = ( + l_self_modules_stage4_modules_1_modules_branch2_modules_3_parameters_weight_ + ) = None + input_127 = torch.nn.functional.batch_norm( + input_126, + l_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_126 = l_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_bias_ + ) = None + input_128 = torch.conv2d( + input_127, + l_self_modules_stage4_modules_1_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_127 = ( + l_self_modules_stage4_modules_1_modules_branch2_modules_5_parameters_weight_ + ) = None + input_129 = torch.nn.functional.batch_norm( + input_128, + l_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_128 = l_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_bias_ + ) = None + input_130 = torch.nn.functional.relu(input_129, inplace=True) + input_129 = None + out_13 = torch.cat((x1_10, input_130), dim=1) + x1_10 = input_130 = None + x_40 = out_13.view(1, 2, 352, 7, 7) + out_13 = None + transpose_13 = torch.transpose(x_40, 1, 2) + x_40 = None + x_41 = transpose_13.contiguous() + transpose_13 = None + x_42 = x_41.view(1, 704, 7, 7) + x_41 = None + chunk_11 = x_42.chunk(2, dim=1) + x_42 = None + x1_11 = chunk_11[0] + x2_11 = chunk_11[1] + chunk_11 = None + input_131 = torch.conv2d( + x2_11, + l_self_modules_stage4_modules_2_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_11 = ( + l_self_modules_stage4_modules_2_modules_branch2_modules_0_parameters_weight_ + ) = None + input_132 = torch.nn.functional.batch_norm( + input_131, + l_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_131 = l_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_bias_ + ) = None + input_133 = torch.nn.functional.relu(input_132, inplace=True) + input_132 = None + input_134 = torch.conv2d( + input_133, + l_self_modules_stage4_modules_2_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 352, + ) + input_133 = ( + l_self_modules_stage4_modules_2_modules_branch2_modules_3_parameters_weight_ + ) = None + input_135 = torch.nn.functional.batch_norm( + input_134, + l_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_134 = l_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_bias_ + ) = None + input_136 = torch.conv2d( + input_135, + l_self_modules_stage4_modules_2_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_135 = ( + l_self_modules_stage4_modules_2_modules_branch2_modules_5_parameters_weight_ + ) = None + input_137 = torch.nn.functional.batch_norm( + input_136, + l_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_136 = l_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_bias_ + ) = None + input_138 = torch.nn.functional.relu(input_137, inplace=True) + input_137 = None + out_14 = torch.cat((x1_11, input_138), dim=1) + x1_11 = input_138 = None + x_43 = out_14.view(1, 2, 352, 7, 7) + out_14 = None + transpose_14 = torch.transpose(x_43, 1, 2) + x_43 = None + x_44 = transpose_14.contiguous() + transpose_14 = None + x_45 = x_44.view(1, 704, 7, 7) + x_44 = None + chunk_12 = x_45.chunk(2, dim=1) + x_45 = None + x1_12 = chunk_12[0] + x2_12 = chunk_12[1] + chunk_12 = None + input_139 = torch.conv2d( + x2_12, + l_self_modules_stage4_modules_3_modules_branch2_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x2_12 = ( + l_self_modules_stage4_modules_3_modules_branch2_modules_0_parameters_weight_ + ) = None + input_140 = torch.nn.functional.batch_norm( + input_139, + l_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_mean_, + l_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_var_, + l_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_weight_, + l_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_139 = l_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_mean_ = l_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_var_ = ( + l_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_bias_ + ) = None + input_141 = torch.nn.functional.relu(input_140, inplace=True) + input_140 = None + input_142 = torch.conv2d( + input_141, + l_self_modules_stage4_modules_3_modules_branch2_modules_3_parameters_weight_, + None, + (1, 1), + (1, 1), + (1, 1), + 352, + ) + input_141 = ( + l_self_modules_stage4_modules_3_modules_branch2_modules_3_parameters_weight_ + ) = None + input_143 = torch.nn.functional.batch_norm( + input_142, + l_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_mean_, + l_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_var_, + l_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_weight_, + l_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_142 = l_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_mean_ = l_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_var_ = ( + l_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_bias_ + ) = None + input_144 = torch.conv2d( + input_143, + l_self_modules_stage4_modules_3_modules_branch2_modules_5_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + input_143 = ( + l_self_modules_stage4_modules_3_modules_branch2_modules_5_parameters_weight_ + ) = None + input_145 = torch.nn.functional.batch_norm( + input_144, + l_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_mean_, + l_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_var_, + l_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_weight_, + l_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_144 = l_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_mean_ = l_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_var_ = ( + l_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_weight_ + ) = ( + l_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_bias_ + ) = None + input_146 = torch.nn.functional.relu(input_145, inplace=True) + input_145 = None + out_15 = torch.cat((x1_12, input_146), dim=1) + x1_12 = input_146 = None + x_46 = out_15.view(1, 2, 352, 7, 7) + out_15 = None + transpose_15 = torch.transpose(x_46, 1, 2) + x_46 = None + x_47 = transpose_15.contiguous() + transpose_15 = None + x_48 = x_47.view(1, 704, 7, 7) + x_47 = None + input_147 = torch.conv2d( + x_48, + l_self_modules_conv5_modules_0_parameters_weight_, + None, + (1, 1), + (0, 0), + (1, 1), + 1, + ) + x_48 = l_self_modules_conv5_modules_0_parameters_weight_ = None + input_148 = torch.nn.functional.batch_norm( + input_147, + l_self_modules_conv5_modules_1_buffers_running_mean_, + l_self_modules_conv5_modules_1_buffers_running_var_, + l_self_modules_conv5_modules_1_parameters_weight_, + l_self_modules_conv5_modules_1_parameters_bias_, + False, + 0.1, + 1e-05, + ) + input_147 = ( + l_self_modules_conv5_modules_1_buffers_running_mean_ + ) = ( + l_self_modules_conv5_modules_1_buffers_running_var_ + ) = ( + l_self_modules_conv5_modules_1_parameters_weight_ + ) = l_self_modules_conv5_modules_1_parameters_bias_ = None + input_149 = torch.nn.functional.relu(input_148, inplace=True) + input_148 = None + x_49 = input_149.mean([2, 3]) + input_149 = None + x_50 = torch._C._nn.linear( + x_49, + l_self_modules_fc_parameters_weight_, + l_self_modules_fc_parameters_bias_, + ) + x_49 = ( + l_self_modules_fc_parameters_weight_ + ) = l_self_modules_fc_parameters_bias_ = None + return (x_50,) diff --git a/samples/torchvision/shufflenet_v2_x1_5/weight_meta.py b/samples/torchvision/shufflenet_v2_x1_5/weight_meta.py new file mode 100644 index 000000000..08937c7a3 --- /dev/null +++ b/samples/torchvision/shufflenet_v2_x1_5/weight_meta.py @@ -0,0 +1,3152 @@ +class Program_weight_tensor_meta_L_self_modules_conv1_modules_0_parameters_weight_: + name = "L_self_modules_conv1_modules_0_parameters_weight_" + shape = [24, 3, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.006 + std = 0.793 + data = None + + +class Program_weight_tensor_meta_L_x_: + name = "L_x_" + shape = [1, 3, 224, 224] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.227 + std = 1.286 + data = None + + +class Program_weight_tensor_meta_L_self_modules_conv1_modules_1_buffers_running_mean_: + name = "L_self_modules_conv1_modules_1_buffers_running_mean_" + shape = [24] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.024 + std = 0.407 + data = None + + +class Program_weight_tensor_meta_L_self_modules_conv1_modules_1_buffers_running_var_: + name = "L_self_modules_conv1_modules_1_buffers_running_var_" + shape = [24] + dtype = "torch.float32" + device = "cuda:0" + mean = 13.317 + std = 21.986 + data = None + + +class Program_weight_tensor_meta_L_self_modules_conv1_modules_1_parameters_weight_: + name = "L_self_modules_conv1_modules_1_parameters_weight_" + shape = [24] + dtype = "torch.float32" + device = "cuda:0" + mean = 5.296 + std = 2.182 + data = None + + +class Program_weight_tensor_meta_L_self_modules_conv1_modules_1_parameters_bias_: + name = "L_self_modules_conv1_modules_1_parameters_bias_" + shape = [24] + dtype = "torch.float32" + device = "cuda:0" + mean = 3.813 + std = 5.516 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch1_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch1_modules_0_parameters_weight_" + ) + shape = [24, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.016 + std = 0.443 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_mean_: + name = "L_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_mean_" + shape = [24] + dtype = "torch.float32" + device = "cuda:0" + mean = -2.349 + std = 9.589 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch1_modules_1_buffers_running_var_" + ) + shape = [24] + dtype = "torch.float32" + device = "cuda:0" + mean = 55.150 + std = 81.187 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_weight_" + ) + shape = [24] + dtype = "torch.float32" + device = "cuda:0" + mean = 3.235 + std = 1.509 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_bias_: + name = "L_self_modules_stage2_modules_0_modules_branch1_modules_1_parameters_bias_" + shape = [24] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.001 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch1_modules_2_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch1_modules_2_parameters_weight_" + ) + shape = [88, 24, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.003 + std = 0.206 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_mean_: + name = "L_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.001 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch1_modules_3_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 21.674 + std = 19.420 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.199 + std = 0.961 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_bias_: + name = "L_self_modules_stage2_modules_0_modules_branch1_modules_3_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.031 + std = 1.677 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch2_modules_0_parameters_weight_" + ) + shape = [88, 24, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.031 + std = 0.319 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -4.308 + std = 17.214 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 124.169 + std = 88.641 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 3.201 + std = 1.330 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage2_modules_0_modules_branch2_modules_1_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.121 + std = 2.188 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch2_modules_3_parameters_weight_" + ) + shape = [88, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.004 + std = 0.309 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.125 + std = 1.240 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.324 + std = 2.087 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 3.094 + std = 0.755 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage2_modules_0_modules_branch2_modules_4_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.001 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch2_modules_5_parameters_weight_" + ) + shape = [88, 88, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.001 + std = 0.157 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.001 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 36.440 + std = 34.688 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.095 + std = 0.827 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage2_modules_0_modules_branch2_modules_6_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.347 + std = 3.130 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_1_modules_branch2_modules_0_parameters_weight_" + ) + shape = [88, 88, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.131 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.179 + std = 2.755 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_1_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 4.607 + std = 4.569 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.759 + std = 0.554 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage2_modules_1_modules_branch2_modules_1_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.059 + std = 1.779 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_1_modules_branch2_modules_3_parameters_weight_" + ) + shape = [88, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.003 + std = 0.327 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.022 + std = 0.658 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_1_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.036 + std = 1.133 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.515 + std = 0.523 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage2_modules_1_modules_branch2_modules_4_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_1_modules_branch2_modules_5_parameters_weight_" + ) + shape = [88, 88, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.140 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.001 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 17.218 + std = 9.564 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.397 + std = 0.721 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage2_modules_1_modules_branch2_modules_6_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.354 + std = 2.092 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_2_modules_branch2_modules_0_parameters_weight_" + ) + shape = [88, 88, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.010 + std = 0.131 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.570 + std = 2.384 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_2_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 4.678 + std = 2.554 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.872 + std = 0.499 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage2_modules_2_modules_branch2_modules_1_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.505 + std = 1.100 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_2_modules_branch2_modules_3_parameters_weight_" + ) + shape = [88, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.004 + std = 0.224 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.048 + std = 0.701 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_2_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.575 + std = 0.380 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.368 + std = 0.622 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage2_modules_2_modules_branch2_modules_4_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_2_modules_branch2_modules_5_parameters_weight_" + ) + shape = [88, 88, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.002 + std = 0.128 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.001 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 13.613 + std = 5.222 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.685 + std = 0.769 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage2_modules_2_modules_branch2_modules_6_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.166 + std = 1.671 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_3_modules_branch2_modules_0_parameters_weight_" + ) + shape = [88, 88, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.124 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.523 + std = 2.254 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_3_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 3.983 + std = 1.724 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.735 + std = 0.401 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage2_modules_3_modules_branch2_modules_1_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.995 + std = 1.038 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_3_modules_branch2_modules_3_parameters_weight_" + ) + shape = [88, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.008 + std = 0.242 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.010 + std = 0.722 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_3_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.693 + std = 0.390 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.496 + std = 0.507 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage2_modules_3_modules_branch2_modules_4_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_3_modules_branch2_modules_5_parameters_weight_" + ) + shape = [88, 88, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.131 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_mean_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.001 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 12.921 + std = 4.303 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_weight_" + ) + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.807 + std = 0.511 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage2_modules_3_modules_branch2_modules_6_parameters_bias_" + shape = [88] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.367 + std = 1.794 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch1_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch1_modules_0_parameters_weight_" + ) + shape = [176, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.011 + std = 0.155 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_mean_: + name = "L_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.021 + std = 2.232 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch1_modules_1_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.024 + std = 0.769 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.253 + std = 0.501 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_bias_: + name = "L_self_modules_stage3_modules_0_modules_branch1_modules_1_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch1_modules_2_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch1_modules_2_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.098 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_mean_: + name = "L_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch1_modules_3_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 15.313 + std = 9.817 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.686 + std = 0.526 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_bias_: + name = "L_self_modules_stage3_modules_0_modules_branch1_modules_3_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.478 + std = 1.687 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch2_modules_0_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.101 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.675 + std = 3.873 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 7.140 + std = 2.766 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.010 + std = 0.388 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage3_modules_0_modules_branch2_modules_1_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -1.323 + std = 0.943 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch2_modules_3_parameters_weight_" + ) + shape = [176, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.011 + std = 0.153 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.083 + std = 0.437 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.224 + std = 0.224 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.334 + std = 0.322 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage3_modules_0_modules_branch2_modules_4_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch2_modules_5_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.001 + std = 0.095 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 10.838 + std = 5.996 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.623 + std = 0.751 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage3_modules_0_modules_branch2_modules_6_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.421 + std = 2.459 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_1_modules_branch2_modules_0_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.004 + std = 0.080 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.430 + std = 1.495 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_1_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.390 + std = 0.677 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.327 + std = 0.300 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage3_modules_1_modules_branch2_modules_1_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.454 + std = 0.946 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_1_modules_branch2_modules_3_parameters_weight_" + ) + shape = [176, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.184 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.020 + std = 0.436 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_1_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.284 + std = 0.246 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.971 + std = 0.494 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage3_modules_1_modules_branch2_modules_4_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_1_modules_branch2_modules_5_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.085 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_1_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 7.313 + std = 3.483 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.972 + std = 0.800 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage3_modules_1_modules_branch2_modules_6_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.243 + std = 1.983 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_2_modules_branch2_modules_0_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.079 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.058 + std = 1.401 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_2_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.536 + std = 0.701 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.410 + std = 0.306 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage3_modules_2_modules_branch2_modules_1_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.018 + std = 0.868 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_2_modules_branch2_modules_3_parameters_weight_" + ) + shape = [176, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.001 + std = 0.152 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.004 + std = 0.351 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_2_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.189 + std = 0.268 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.007 + std = 0.371 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage3_modules_2_modules_branch2_modules_4_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_2_modules_branch2_modules_5_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.079 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_2_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 6.718 + std = 3.474 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.945 + std = 0.733 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage3_modules_2_modules_branch2_modules_6_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.396 + std = 1.837 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_3_modules_branch2_modules_0_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.086 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.183 + std = 2.209 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_3_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.603 + std = 1.286 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.426 + std = 0.271 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage3_modules_3_modules_branch2_modules_1_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.160 + std = 0.854 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_3_modules_branch2_modules_3_parameters_weight_" + ) + shape = [176, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.008 + std = 0.174 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.025 + std = 0.356 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_3_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.222 + std = 0.200 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.969 + std = 0.504 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage3_modules_3_modules_branch2_modules_4_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_3_modules_branch2_modules_5_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.085 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_3_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 7.023 + std = 3.949 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.767 + std = 0.633 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage3_modules_3_modules_branch2_modules_6_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.027 + std = 1.774 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_4_modules_branch2_modules_0_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.083 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.066 + std = 1.985 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_4_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.811 + std = 1.490 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.458 + std = 0.258 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage3_modules_4_modules_branch2_modules_1_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.091 + std = 0.684 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_4_modules_branch2_modules_3_parameters_weight_" + ) + shape = [176, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.010 + std = 0.162 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.053 + std = 0.320 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_4_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.214 + std = 0.403 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.946 + std = 0.497 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage3_modules_4_modules_branch2_modules_4_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_4_modules_branch2_modules_5_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.081 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_4_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 6.861 + std = 3.971 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.741 + std = 0.707 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage3_modules_4_modules_branch2_modules_6_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.162 + std = 1.646 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_5_modules_branch2_modules_0_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.078 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.218 + std = 1.851 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_5_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.632 + std = 0.651 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.405 + std = 0.273 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage3_modules_5_modules_branch2_modules_1_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.006 + std = 0.902 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_5_modules_branch2_modules_3_parameters_weight_" + ) + shape = [176, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.001 + std = 0.163 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.341 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_5_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.176 + std = 0.137 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.988 + std = 0.462 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage3_modules_5_modules_branch2_modules_4_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_5_modules_branch2_modules_5_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.001 + std = 0.079 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_5_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 6.317 + std = 3.185 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.874 + std = 0.607 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage3_modules_5_modules_branch2_modules_6_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.705 + std = 1.494 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_6_modules_branch2_modules_0_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.001 + std = 0.077 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.020 + std = 1.892 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_6_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.527 + std = 0.437 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.422 + std = 0.244 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage3_modules_6_modules_branch2_modules_1_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.133 + std = 0.851 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_6_modules_branch2_modules_3_parameters_weight_" + ) + shape = [176, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.154 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.017 + std = 0.326 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_6_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.174 + std = 0.158 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.018 + std = 0.431 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage3_modules_6_modules_branch2_modules_4_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_6_modules_branch2_modules_5_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.083 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_6_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 6.917 + std = 2.009 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.758 + std = 0.475 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage3_modules_6_modules_branch2_modules_6_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.741 + std = 1.575 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_7_modules_branch2_modules_0_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.078 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.163 + std = 1.555 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_7_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.275 + std = 0.390 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.411 + std = 0.264 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage3_modules_7_modules_branch2_modules_1_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.174 + std = 0.880 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_7_modules_branch2_modules_3_parameters_weight_" + ) + shape = [176, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.156 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.019 + std = 0.327 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_7_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.183 + std = 0.223 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.967 + std = 0.578 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage3_modules_7_modules_branch2_modules_4_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_7_modules_branch2_modules_5_parameters_weight_" + ) + shape = [176, 176, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.082 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_mean_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage3_modules_7_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 7.152 + std = 6.449 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_weight_" + ) + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.091 + std = 0.498 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage3_modules_7_modules_branch2_modules_6_parameters_bias_" + shape = [176] + dtype = "torch.float32" + device = "cuda:0" + mean = -1.198 + std = 1.363 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch1_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch1_modules_0_parameters_weight_" + ) + shape = [352, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.010 + std = 0.098 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_mean_: + name = "L_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.051 + std = 0.885 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch1_modules_1_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.197 + std = 0.178 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.867 + std = 0.304 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_bias_: + name = "L_self_modules_stage4_modules_0_modules_branch1_modules_1_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch1_modules_2_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch1_modules_2_parameters_weight_" + ) + shape = [352, 352, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.063 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_mean_: + name = "L_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch1_modules_3_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 7.436 + std = 3.067 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.399 + std = 0.467 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_bias_: + name = "L_self_modules_stage4_modules_0_modules_branch1_modules_3_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.080 + std = 1.417 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch2_modules_0_parameters_weight_" + ) + shape = [352, 352, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.064 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.474 + std = 1.603 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 3.176 + std = 0.962 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.658 + std = 0.288 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage4_modules_0_modules_branch2_modules_1_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -1.625 + std = 0.517 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch2_modules_3_parameters_weight_" + ) + shape = [352, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.011 + std = 0.114 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.010 + std = 0.156 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.071 + std = 0.184 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.107 + std = 0.491 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage4_modules_0_modules_branch2_modules_4_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch2_modules_5_parameters_weight_" + ) + shape = [352, 352, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.068 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 9.406 + std = 5.312 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.588 + std = 0.711 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage4_modules_0_modules_branch2_modules_6_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.120 + std = 1.808 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_1_modules_branch2_modules_0_parameters_weight_" + ) + shape = [352, 352, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.006 + std = 0.058 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.992 + std = 0.959 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_1_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.511 + std = 1.042 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.353 + std = 0.191 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage4_modules_1_modules_branch2_modules_1_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.241 + std = 0.643 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_1_modules_branch2_modules_3_parameters_weight_" + ) + shape = [352, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.005 + std = 0.123 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.015 + std = 0.186 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_1_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.084 + std = 0.105 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.787 + std = 0.508 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage4_modules_1_modules_branch2_modules_4_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_1_modules_branch2_modules_5_parameters_weight_" + ) + shape = [352, 352, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.001 + std = 0.061 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_1_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 7.019 + std = 3.998 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.804 + std = 0.764 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage4_modules_1_modules_branch2_modules_6_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.720 + std = 1.612 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_2_modules_branch2_modules_0_parameters_weight_" + ) + shape = [352, 352, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.005 + std = 0.061 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.303 + std = 0.829 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_2_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.992 + std = 0.334 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.398 + std = 0.165 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage4_modules_2_modules_branch2_modules_1_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.637 + std = 0.606 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_2_modules_branch2_modules_3_parameters_weight_" + ) + shape = [352, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.008 + std = 0.119 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.006 + std = 0.168 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_2_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.080 + std = 0.090 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.870 + std = 0.540 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage4_modules_2_modules_branch2_modules_4_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_2_modules_branch2_modules_5_parameters_weight_" + ) + shape = [352, 352, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.001 + std = 0.065 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_2_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 8.798 + std = 5.092 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.952 + std = 0.825 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage4_modules_2_modules_branch2_modules_6_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.912 + std = 1.514 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_0_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_3_modules_branch2_modules_0_parameters_weight_" + ) + shape = [352, 352, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.004 + std = 0.064 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_mean_: + name = "L_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.092 + std = 1.056 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_3_modules_branch2_modules_1_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.030 + std = 0.431 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.485 + std = 0.196 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_bias_: + name = "L_self_modules_stage4_modules_3_modules_branch2_modules_1_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.712 + std = 0.620 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_3_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_3_modules_branch2_modules_3_parameters_weight_" + ) + shape = [352, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.005 + std = 0.140 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_mean_: + name = "L_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.018 + std = 0.155 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_3_modules_branch2_modules_4_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.086 + std = 0.090 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.951 + std = 0.483 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_bias_: + name = "L_self_modules_stage4_modules_3_modules_branch2_modules_4_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_5_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_3_modules_branch2_modules_5_parameters_weight_" + ) + shape = [352, 352, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.001 + std = 0.067 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_mean_: + name = "L_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_mean_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.001 + std = 0.001 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_var_: + name = ( + "L_self_modules_stage4_modules_3_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 8.151 + std = 3.417 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_weight_: + name = ( + "L_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_weight_" + ) + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.269 + std = 0.445 + data = None + + +class Program_weight_tensor_meta_L_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_bias_: + name = "L_self_modules_stage4_modules_3_modules_branch2_modules_6_parameters_bias_" + shape = [352] + dtype = "torch.float32" + device = "cuda:0" + mean = -1.255 + std = 1.142 + data = None + + +class Program_weight_tensor_meta_L_self_modules_conv5_modules_0_parameters_weight_: + name = "L_self_modules_conv5_modules_0_parameters_weight_" + shape = [1024, 704, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.004 + std = 0.052 + data = None + + +class Program_weight_tensor_meta_L_self_modules_conv5_modules_1_buffers_running_mean_: + name = "L_self_modules_conv5_modules_1_buffers_running_mean_" + shape = [1024] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.793 + std = 1.326 + data = None + + +class Program_weight_tensor_meta_L_self_modules_conv5_modules_1_buffers_running_var_: + name = "L_self_modules_conv5_modules_1_buffers_running_var_" + shape = [1024] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.959 + std = 0.550 + data = None + + +class Program_weight_tensor_meta_L_self_modules_conv5_modules_1_parameters_weight_: + name = "L_self_modules_conv5_modules_1_parameters_weight_" + shape = [1024] + dtype = "torch.float32" + device = "cuda:0" + mean = 5.407 + std = 0.456 + data = None + + +class Program_weight_tensor_meta_L_self_modules_conv5_modules_1_parameters_bias_: + name = "L_self_modules_conv5_modules_1_parameters_bias_" + shape = [1024] + dtype = "torch.float32" + device = "cuda:0" + mean = -8.129 + std = 1.398 + data = None + + +class Program_weight_tensor_meta_L_self_modules_fc_parameters_weight_: + name = "L_self_modules_fc_parameters_weight_" + shape = [1000, 1024] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.060 + data = None + + +class Program_weight_tensor_meta_L_self_modules_fc_parameters_bias_: + name = "L_self_modules_fc_parameters_bias_" + shape = [1000] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.052 + data = None