semantic-segmentation-pytorch error when export to a onnx model

Hello CSAILVision team, Thanks for sharing this work.

I trained a model with 'resnet18dilated' and 'ppm_deepsup'. Trying to export this model to a onnx model and get errors (I can export a normal ResNet50 to a onnx model normally).

The PSPNet contains your source files: lib folder, models.py and resnet.py I can train the net successfully.

Please check the code for producing the error: from PSPNet import ModelBuilder, SegmentationModule builder = ModelBuilder() net_encoder = builder.build_encoder(arch='resnet18dilated', fc_dim=512, weights='') net_decoder = builder.build_decoder(arch='ppm_deepsup',fc_dim=512, num_class=150, weights='', use_softmax=False)
crit = nn.NLLLoss(ignore_index=-1) model = SegmentationModule(net_encoder, net_decoder, crit)

dummy_input = torch.randn(1, 3, 640, 640, device='cuda') model = model.cuda()

state_dict = torch.load('./weights/PSP_scratch.pth') model.load_state_dict(state_dict)

input_names = [ "input" ] output_names = [ "output" ] torch.onnx.export(model, dummy_input, "model.onnx", verbose=True, input_names=input_names, output_names=output_names)

Many thanks

the errors: File "transform_to_onnx.py", line 53, in torch.onnx.export(model, dummy_input, "model.onnx", verbose=True, input_names=input_names, output_names=output_names) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/init.py", line 27, in export return utils.export(*args, **kwargs) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/utils.py", line 104, in export operator_export_type=operator_export_type) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/utils.py", line 281, in _export example_outputs, propagate) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/utils.py", line 227, in _model_to_graph graph = _optimize_graph(graph, operator_export_type) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/utils.py", line 155, in _optimize_graph graph = torch._C._jit_pass_onnx(graph, operator_export_type) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/init.py", line 52, in _run_symbolic_function return utils._run_symbolic_function(*args, **kwargs) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/utils.py", line 504, in _run_symbolic_function return fn(g, *inputs, **attrs) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/symbolic.py", line 88, in wrapper args = [_parse_arg(arg, arg_desc) for arg, arg_desc in zip(args, arg_descriptors)] File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/symbolic.py", line 45, in _parse_arg raise RuntimeError("ONNX symbolic expected a constant value in the trace") RuntimeError: ONNX symbolic expected a constant value in the trace (py27) yanglin@yanglin-pc:/media/yanglin/Lindisk/Robosense/git_projects/mjj2/sti_predict/src/cnn_detection/python/pixel_based/apollo_fcn_box$ python transform_to_onnx.py Traceback (most recent call last): File "transform_to_onnx.py", line 53, in torch.onnx.export(model, dummy_input, "model.onnx", verbose=True, input_names=input_names, output_names=output_names) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/init.py", line 27, in export return utils.export(*args, **kwargs) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/utils.py", line 104, in export operator_export_type=operator_export_type) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/utils.py", line 281, in _export example_outputs, propagate) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/utils.py", line 227, in _model_to_graph graph = _optimize_graph(graph, operator_export_type) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/utils.py", line 155, in _optimize_graph graph = torch._C._jit_pass_onnx(graph, operator_export_type) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/init.py", line 52, in _run_symbolic_function return utils._run_symbolic_function(*args, **kwargs) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/utils.py", line 504, in _run_symbolic_function return fn(g, *inputs, **attrs) File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/symbolic.py", line 88, in wrapper args = [_parse_arg(arg, arg_desc) for arg, arg_desc in zip(args, arg_descriptors)] File "/home/yanglin/anaconda3/envs/py27/lib/python2.7/site-packages/torch/onnx/symbolic.py", line 45, in _parse_arg raise RuntimeError("ONNX symbolic expected a constant value in the trace") RuntimeError: ONNX symbolic expected a constant value in the trace