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A utility for converting ONNX files to the GraphML file format for analysis.

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mike-holcomb/onnx2graphml

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ONNX2GraphML

Utility for converting ONNX files into the GraphML format for viewing, analysis and grammar mining.

Requirements

Requires Python 2.7 and the libraries listed in requirements.txt

Install

Run the following commands from the command-line.

git clone https://github.com/mike-holcomb/onnx2graphml.git
cd onnx2graphml
python setup.py install --user

Example

An example Jupyter notebook example_convert.ipynb is included here for reference as well for library usage. In summary:

from onnx2graph import convert
convert.convert('model.onnx','model.graphml')

A minimal command-line tool is also included as well:

python onnx2graphml.py --onnx_file="mlp.onnx" --graphml_file="mlp.graphml"

Additional help information:

python onnx2graphml.py --help

       USAGE: onnx2graphml.py [flags]
flags:

onnx2graphml.py:
  --graphml_file: Destination for GraphML model file output
    (default: 'model.graphml')
  --onnx_file: ONNX model file input

Acknowledgements

This code borrows heavily from the graph traversal code of https://github.com/onnx/onnx/blob/master/onnx/helper.py from the ONNX Project Contributors.

TODO

  • Clean up the code/remove unnecessary comments
  • Add edge attributes for data dimensionality
  • Incorporate model parameter inputs

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A utility for converting ONNX files to the GraphML file format for analysis.

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