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9 changes: 4 additions & 5 deletions export.py
Original file line number Diff line number Diff line change
Expand Up @@ -152,13 +152,12 @@ def export_onnx(model, im, file, opset, train, dynamic, simplify, prefix=colorst
# Simplify
if simplify:
try:
check_requirements(('onnx-simplifier',))
cuda = torch.cuda.is_available()
check_requirements(('onnxruntime-gpu' if cuda else 'onnxruntime', 'onnx-simplifier>=0.4.1'))
import onnxsim

LOGGER.info(f'{prefix} simplifying with onnx-simplifier {onnxsim.__version__}...')
model_onnx, check = onnxsim.simplify(model_onnx,
dynamic_input_shape=dynamic,
input_shapes={'images': list(im.shape)} if dynamic else None)
model_onnx, check = onnxsim.simplify(model_onnx)
assert check, 'assert check failed'
onnx.save(model_onnx, f)
except Exception as e:
Expand Down Expand Up @@ -493,7 +492,7 @@ def run(
imgsz *= 2 if len(imgsz) == 1 else 1 # expand
assert nc == len(names), f'Model class count {nc} != len(names) {len(names)}'
if optimize:
assert device.type != 'cuda', '--optimize not compatible with cuda devices, i.e. use --device cpu'
assert device.type == 'cpu', '--optimize not compatible with cuda devices, i.e. use --device cpu'

# Input
gs = int(max(model.stride)) # grid size (max stride)
Expand Down
2 changes: 1 addition & 1 deletion requirements.txt
Original file line number Diff line number Diff line change
Expand Up @@ -25,7 +25,7 @@ seaborn>=0.11.0
# Export --------------------------------------
# coremltools>=4.1 # CoreML export
# onnx>=1.9.0 # ONNX export
# onnx-simplifier>=0.3.6 # ONNX simplifier
# onnx-simplifier>=0.4.1 # ONNX simplifier
# nvidia-pyindex # TensorRT export
# nvidia-tensorrt # TensorRT export
# scikit-learn==0.19.2 # CoreML quantization
Expand Down