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Installing third_party ONNX for Backend Tests or Rebuilding ONNX Operations

Backend tests are triggered by make check-onnx-backend in the build directory and require a few preliminary steps to run successfully. Similarly, rebuilding the ONNX operations in ONNX-MLIR from their ONNX descriptions is triggered by make OMONNXOpsIncTranslation.

You will need to install python 3.x if its not default in your environment, and possibly set the cmake PYTHON_EXECUTABLE variable in your top cmake file.

You will also need pybind11 which may need to be installed (mac: brew install pybind11 or linux: apt -y install python3-pybind11 for example) and you may need to indicate where to find the software (Mac, POWER, possibly other platforms: export pybind11_DIR=<your path to pybind>). Then install the third_party/onnx software (Mac: pip install third_party/onnx) typed in the top directory.

Upgrading ONNX in ONNX-MLIR

Here are the steps taken to upgrade the ONNX version:

  1. Create your own branch

  2. "cd" into third_party/onnx and checkout the commit for the latest version of onnx (You can find the latest commit here: https://github.com/onnx/onnx/releases)

  3. "pip uninstall onnx" (remove older version)

  4. In onnx-mlir/ directory, "pip install third_party/onnx" (install onnx from the commit and not online version)

  5. Update utils/gen_onnx_mlir.py file with the correct version number

  6. Build onnx in the build/ directory using: set CMAKE_ARGS=-DONNX_USE_LITE_PROTO=ON

  7. Run in the build/ directory : "make OMONNXOpsIncTranslation"

  8. Run in build/ directory : "make onnx-mlir-docs"

  9. Run in build/ directory : "make check-onnx-backend-case"

  10. Update the new backend tests based on the results from step 9

  11. Update the Opset documentation for cpu and then issue the following command in the build/ directory: "make onnx_mlir_supported_ops_cpu"

  12. Update the Opset documentation for NNPA and then issue the following command in the build/ directory: "make onnx_mlir_supported_ops_NNPA"

  13. Ensure the lit tests and backend tests pass successfully and then you are done!

Note: Please use git add <filename> for files that might have been changed before doing a PR.

Known issues

On Macs/POWER and possibly other platforms, there is currently an issue that arises when installing ONNX. If you get an error during the build, try a fix where you edit the top CMakefile as reported in this PR: https://github.com/onnx/onnx/pull/2482/files.

While running make check-onnx-backend on a Mac you might encounter the following error:

Fatal Python error: Aborted

Current thread 0x0000000107919e00 (most recent call first):
  File "/usr/local/Cellar/[email protected]/3.9.7/Frameworks/Python.framework/Versions/3.9/lib/python3.9/urllib/request.py", line 2632 in getproxies_macosx_sysconf
  File "/usr/local/Cellar/[email protected]/3.9.7/Frameworks/Python.framework/Versions/3.9/lib/python3.9/urllib/request.py", line 2650 in getproxies
  File "/usr/local/Cellar/[email protected]/3.9.7/Frameworks/Python.framework/Versions/3.9/lib/python3.9/urllib/request.py", line 795 in __init__
  ...

A known workaround is to export the no_proxy environment variable in your shell as follow, and rerun the tests.

% export no_proxy="*"