From 57db5e9087dc01534675e360725cf14731253116 Mon Sep 17 00:00:00 2001 From: ooooo <3164076421@qq.com> Date: Mon, 4 Aug 2025 21:52:58 +0800 Subject: [PATCH] [New Sample] Add 'shufflenet_v2_x2_0' Model Computational Graph --- .../shufflenet_v2_x2_0/graph_hash.txt | 1 + .../shufflenet_v2_x2_0/graph_net.json | 5 + .../shufflenet_v2_x2_0/input_meta.py | 0 .../input_tensor_constraints.py | 0 .../torchvision/shufflenet_v2_x2_0/model.py | 2743 ++++++++++++++ .../shufflenet_v2_x2_0/weight_meta.py | 3152 +++++++++++++++++ 6 files changed, 5901 insertions(+) create mode 100644 samples/torchvision/shufflenet_v2_x2_0/graph_hash.txt create mode 100644 samples/torchvision/shufflenet_v2_x2_0/graph_net.json create mode 100644 samples/torchvision/shufflenet_v2_x2_0/input_meta.py create mode 100644 samples/torchvision/shufflenet_v2_x2_0/input_tensor_constraints.py create mode 100644 samples/torchvision/shufflenet_v2_x2_0/model.py create mode 100644 samples/torchvision/shufflenet_v2_x2_0/weight_meta.py diff --git a/samples/torchvision/shufflenet_v2_x2_0/graph_hash.txt b/samples/torchvision/shufflenet_v2_x2_0/graph_hash.txt new file mode 100644 index 000000000..edfd01da1 --- /dev/null +++ b/samples/torchvision/shufflenet_v2_x2_0/graph_hash.txt @@ -0,0 +1 @@ +e45637f6b1f52d2c4a3792f3a9944f343c3ca6be0d98e87d47b838c061aeb8dd \ No newline at end of file diff --git a/samples/torchvision/shufflenet_v2_x2_0/graph_net.json b/samples/torchvision/shufflenet_v2_x2_0/graph_net.json new file mode 100644 index 000000000..1373fe3b5 --- /dev/null +++ b/samples/torchvision/shufflenet_v2_x2_0/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_x2_0/input_meta.py b/samples/torchvision/shufflenet_v2_x2_0/input_meta.py new file mode 100644 index 000000000..e69de29bb diff --git a/samples/torchvision/shufflenet_v2_x2_0/input_tensor_constraints.py b/samples/torchvision/shufflenet_v2_x2_0/input_tensor_constraints.py new file mode 100644 index 000000000..e69de29bb diff --git a/samples/torchvision/shufflenet_v2_x2_0/model.py b/samples/torchvision/shufflenet_v2_x2_0/model.py new file mode 100644 index 000000000..723b4648e --- /dev/null +++ b/samples/torchvision/shufflenet_v2_x2_0/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), + 122, + ) + 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, 122, 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, 244, 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), + 122, + ) + 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, 122, 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, 244, 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), + 122, + ) + 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, 122, 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, 244, 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), + 122, + ) + 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, 122, 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, 244, 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), + 244, + ) + 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), + 244, + ) + 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, 244, 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, 488, 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), + 244, + ) + 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, 244, 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, 488, 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), + 244, + ) + 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, 244, 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, 488, 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), + 244, + ) + 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, 244, 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, 488, 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), + 244, + ) + 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, 244, 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, 488, 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), + 244, + ) + 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, 244, 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, 488, 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), + 244, + ) + 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, 244, 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, 488, 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), + 244, + ) + 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, 244, 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, 488, 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), + 488, + ) + 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), + 488, + ) + 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, 488, 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, 976, 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), + 488, + ) + 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, 488, 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, 976, 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), + 488, + ) + 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, 488, 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, 976, 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), + 488, + ) + 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, 488, 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, 976, 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_x2_0/weight_meta.py b/samples/torchvision/shufflenet_v2_x2_0/weight_meta.py new file mode 100644 index 000000000..e18d8823a --- /dev/null +++ b/samples/torchvision/shufflenet_v2_x2_0/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 = 0.002 + std = 0.776 + data = None + + +class Program_weight_tensor_meta_L_x_: + name = "L_x_" + shape = [1, 3, 224, 224] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.221 + std = 1.287 + 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 = -0.018 + std = 0.383 + 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 = 13.281 + std = 21.329 + 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 = 4.561 + std = 2.250 + 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 = 3.466 + std = 5.230 + 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 = -0.000 + std = 0.372 + 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 = 1.472 + std = 14.324 + 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 = 42.370 + std = 65.202 + 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 = 3.554 + std = 1.447 + 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 = [122, 24, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.003 + std = 0.199 + 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 = [122] + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 17.873 + std = 16.089 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.072 + std = 1.069 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.423 + std = 1.794 + 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 = [122, 24, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.025 + std = 0.258 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -4.738 + std = 14.304 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 82.482 + std = 63.562 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.930 + std = 1.202 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.327 + std = 1.915 + 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 = [122, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.018 + std = 0.273 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.082 + std = 1.282 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.811 + std = 1.755 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.590 + std = 0.756 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + 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 = [122, 122, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.003 + std = 0.120 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.000 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 23.956 + std = 18.477 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.960 + std = 0.556 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.580 + std = 2.074 + 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 = [122, 122, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.105 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.184 + std = 1.676 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 3.002 + std = 3.485 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.628 + std = 0.634 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.412 + std = 1.777 + 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 = [122, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.007 + std = 0.269 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.097 + std = 0.571 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.533 + std = 0.800 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.238 + std = 0.550 + 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 = [122] + 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 = [122, 122, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.001 + std = 0.109 + 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 = [122] + 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_6_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_1_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 12.019 + std = 6.993 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.161 + std = 0.917 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.055 + std = 2.053 + 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 = [122, 122, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.004 + std = 0.107 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.359 + std = 2.203 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 3.187 + std = 1.767 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.684 + std = 0.493 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.709 + std = 1.251 + 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 = [122, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.008 + std = 0.222 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.070 + std = 0.536 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.454 + std = 0.301 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.449 + std = 0.473 + 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 = [122] + 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 = [122, 122, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.001 + std = 0.109 + 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 = [122] + 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_6_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_2_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 13.076 + std = 4.189 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.255 + std = 0.441 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.013 + std = 2.040 + 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 = [122, 122, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.098 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.382 + std = 1.584 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 3.182 + std = 1.144 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.629 + std = 0.424 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.374 + std = 0.971 + 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 = [122, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.012 + std = 0.190 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.081 + std = 0.614 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.390 + std = 0.247 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.287 + std = 0.450 + 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 = [122] + 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 = [122, 122, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.104 + 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 = [122] + 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_6_buffers_running_var_: + name = ( + "L_self_modules_stage2_modules_3_modules_branch2_modules_6_buffers_running_var_" + ) + shape = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 9.560 + std = 3.210 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.557 + std = 0.533 + 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 = [122] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.745 + std = 1.510 + 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 = [244, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.007 + std = 0.126 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.158 + std = 1.435 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.525 + std = 0.431 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.007 + std = 0.395 + 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 = [244] + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.075 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.001 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 10.541 + std = 7.563 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.452 + std = 0.528 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.232 + std = 1.623 + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.076 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.208 + std = 2.299 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 3.790 + std = 1.435 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.700 + std = 0.376 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -1.264 + std = 0.842 + 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 = [244, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.004 + std = 0.132 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.015 + std = 0.256 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.142 + std = 0.297 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 2.021 + std = 0.508 + 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 = [244] + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.071 + 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 = [244] + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 7.789 + std = 7.506 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.476 + std = 0.621 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.221 + std = 1.752 + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.004 + std = 0.062 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.363 + std = 0.976 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.241 + std = 1.211 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.228 + std = 0.239 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.351 + std = 0.849 + 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 = [244, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.165 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.003 + std = 0.246 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.144 + std = 0.119 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.683 + std = 0.476 + 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 = [244] + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.064 + 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 = [244] + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 5.068 + std = 2.296 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.771 + std = 0.562 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.293 + std = 1.484 + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.060 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.432 + std = 0.944 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.189 + std = 0.448 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.296 + std = 0.231 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.059 + std = 0.706 + 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 = [244, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.002 + std = 0.142 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.013 + std = 0.229 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.111 + std = 0.068 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.763 + std = 0.312 + 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 = [244] + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.001 + std = 0.063 + 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 = [244] + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 5.254 + std = 2.880 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.802 + std = 0.610 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.562 + std = 1.509 + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.063 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.225 + std = 0.938 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.651 + std = 1.951 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.233 + std = 0.266 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.034 + std = 0.748 + 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 = [244, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.137 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.286 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.093 + std = 0.069 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.679 + std = 0.561 + 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 = [244] + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.001 + std = 0.062 + 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 = [244] + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 4.149 + std = 2.438 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.654 + std = 0.746 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.278 + std = 1.666 + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.062 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.042 + std = 1.362 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.669 + std = 0.834 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.338 + std = 0.383 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.177 + std = 0.769 + 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 = [244, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.002 + std = 0.134 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.003 + std = 0.223 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.087 + std = 0.070 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.819 + std = 0.405 + 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 = [244] + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.062 + 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 = [244] + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 4.859 + std = 2.147 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.471 + std = 0.539 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.240 + std = 1.522 + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.064 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.205 + std = 1.874 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.190 + std = 0.573 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.309 + std = 0.250 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.320 + std = 0.812 + 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 = [244, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.005 + std = 0.133 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.014 + std = 0.225 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.089 + std = 0.092 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.739 + std = 0.470 + 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 = [244] + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.064 + 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 = [244] + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 4.814 + std = 2.627 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.598 + std = 0.508 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.637 + std = 1.254 + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.063 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.075 + std = 1.473 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.280 + std = 0.586 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.301 + std = 0.230 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.209 + std = 0.743 + 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 = [244, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.140 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.003 + std = 0.243 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.107 + std = 0.095 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.730 + std = 0.474 + 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 = [244] + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.065 + 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 = [244] + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 4.908 + std = 2.311 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.750 + std = 0.384 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.725 + std = 1.062 + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.062 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.071 + std = 1.461 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.076 + std = 0.336 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.402 + std = 0.907 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.446 + std = 0.738 + 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 = [244, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.132 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.013 + std = 0.233 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.354 + std = 4.148 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.807 + std = 0.455 + 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 = [244] + 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 = [244, 244, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.066 + 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 = [244] + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 5.353 + std = 1.507 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.842 + std = 0.404 + 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 = [244] + dtype = "torch.float32" + device = "cuda:0" + mean = -1.391 + std = 1.119 + 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 = [488, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.005 + std = 0.082 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.005 + std = 0.516 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.095 + std = 0.066 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.670 + std = 0.256 + 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 = [488] + 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 = [488, 488, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.049 + 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 = [488] + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 5.503 + std = 2.319 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.222 + std = 0.474 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.289 + std = 1.273 + 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 = [488, 488, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.002 + std = 0.050 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.475 + std = 1.028 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.936 + std = 0.521 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.448 + std = 0.210 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -1.515 + std = 0.469 + 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 = [488, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.002 + std = 0.100 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.004 + std = 0.101 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.037 + std = 0.051 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.850 + std = 0.339 + 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 = [488] + 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 = [488, 488, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.053 + 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 = [488] + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 6.070 + std = 4.625 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.371 + std = 0.614 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.336 + std = 1.564 + 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 = [488, 488, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.005 + std = 0.046 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.684 + std = 0.562 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.784 + std = 0.344 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.222 + std = 0.150 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.383 + std = 0.608 + 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 = [488, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.004 + std = 0.102 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.008 + std = 0.138 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.046 + std = 0.053 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.585 + std = 0.493 + 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 = [488] + 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 = [488, 488, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.048 + 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 = [488] + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 5.899 + std = 4.871 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.565 + std = 0.799 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.788 + std = 1.361 + 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 = [488, 488, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.004 + std = 0.046 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.500 + std = 0.503 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.495 + std = 0.203 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.242 + std = 0.180 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.609 + std = 0.523 + 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 = [488, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.002 + std = 0.101 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.004 + std = 0.121 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.043 + std = 0.060 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.620 + std = 0.477 + 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 = [488] + 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 = [488, 488, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.000 + std = 0.049 + 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 = [488] + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 5.698 + std = 3.872 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.792 + std = 0.745 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -1.048 + std = 1.342 + 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 = [488, 488, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.049 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.002 + std = 0.626 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.549 + std = 0.211 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.307 + std = 0.171 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.720 + std = 0.552 + 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 = [488, 1, 3, 3] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.121 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.008 + std = 0.110 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.048 + std = 0.069 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.716 + std = 0.445 + 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 = [488] + 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 = [488, 488, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.052 + 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 = [488] + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 5.628 + std = 2.191 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = 1.963 + std = 0.329 + 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 = [488] + dtype = "torch.float32" + device = "cuda:0" + mean = -1.262 + std = 0.967 + 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 = [2048, 976, 1, 1] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.003 + std = 0.036 + 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 = [2048] + dtype = "torch.float32" + device = "cuda:0" + mean = -0.697 + std = 0.895 + 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 = [2048] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.772 + std = 0.259 + 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 = [2048] + dtype = "torch.float32" + device = "cuda:0" + mean = 4.431 + std = 0.380 + 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 = [2048] + dtype = "torch.float32" + device = "cuda:0" + mean = -7.060 + std = 1.030 + data = None + + +class Program_weight_tensor_meta_L_self_modules_fc_parameters_weight_: + name = "L_self_modules_fc_parameters_weight_" + shape = [1000, 2048] + dtype = "torch.float32" + device = "cuda:0" + mean = 0.000 + std = 0.047 + 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 = 0.038 + data = None