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Export .pt to .onnx with half precision failure. #8519

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1chimaruGin opened this issue Jul 8, 2022 · 2 comments · Fixed by #8522
Closed
1 of 2 tasks

Export .pt to .onnx with half precision failure. #8519

1chimaruGin opened this issue Jul 8, 2022 · 2 comments · Fixed by #8522
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@1chimaruGin
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1chimaruGin commented Jul 8, 2022

Search before asking

  • I have searched the YOLOv5 issues and found no similar bug report.

YOLOv5 Component

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Bug

Command used to export:
python export.py --weights yolov5s.pt --include openvino --half

Error

export: data=data/coco128.yaml, weights=['yolov5s.pt'], imgsz=[640, 640], batch_size=1, device=cpu, half=True, inplace=False, train=False, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=12, verbose=False, workspace=4, nms=False, agnostic_nms=False, topk_per_class=100, topk_all=100, iou_thres=0.45, conf_thres=0.25, include=['openvino']
YOLOv5 🚀 v6.1-287-g63ba0cb Python-3.9.12 torch-1.10.0 CPU

Fusing layers... 
YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients, 16.5 GFLOPs

PyTorch: starting from yolov5s.pt with output shape (1, 25200, 85) (14.1 MB)

ONNX: starting export with onnx 1.11.0...
ONNX: export failure: "unfolded2d_copy" not implemented for 'Half'

OpenVINO: starting export with openvino 2022.1.0-7019-cdb9bec7210-releases/2022/1...
[ ERROR ]  The "yolov5s.onnx" is not existing file or directory

OpenVINO: export failure: Command '['mo', '--input_model', 'yolov5s.onnx', '--output_dir', 'yolov5s_openvino_model/', '--data_type', 'FP16']' returned non-zero exit status 1.

Environment

OS: ubuntu 20.04
Python: 3.9
Pytorch: 1.10

Minimal Reproducible Example

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Additional

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Are you willing to submit a PR?

  • Yes I'd like to help by submitting a PR!
@1chimaruGin 1chimaruGin added the bug Something isn't working label Jul 8, 2022
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github-actions bot commented Jul 8, 2022

👋 Hello @1chimaruGin, thank you for your interest in YOLOv5 🚀! Please visit our ⭐️ Tutorials to get started, where you can find quickstart guides for simple tasks like Custom Data Training all the way to advanced concepts like Hyperparameter Evolution.

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git clone https://github.com/ultralytics/yolov5  # clone
cd yolov5
pip install -r requirements.txt  # install

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If this badge is green, all YOLOv5 GitHub Actions Continuous Integration (CI) tests are currently passing. CI tests verify correct operation of YOLOv5 training (train.py), validation (val.py), inference (detect.py) and export (export.py) on macOS, Windows, and Ubuntu every 24 hours and on every commit.

@glenn-jocher
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@1chimaruGin --half exports usually require a GPU, i.e. --half --device 0:

!python export.py --weights yolov5s.pt --include openvino --half --device 0

Screen Shot 2022-07-08 at 1 21 46 PM

But be aware that OpenVINO inference is only supported on CPU currently, and I'm not sure if --half inference will work there. Let me know what happens!

glenn-jocher added a commit that referenced this issue Jul 8, 2022
Improved error reporting for #8519
@glenn-jocher glenn-jocher linked a pull request Jul 8, 2022 that will close this issue
glenn-jocher added a commit that referenced this issue Jul 8, 2022
Improved error reporting for #8519
Shivvrat pushed a commit to Shivvrat/epic-yolov5 that referenced this issue Jul 12, 2022
ctjanuhowski pushed a commit to ctjanuhowski/yolov5 that referenced this issue Sep 8, 2022
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