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Inference results visual comparison #316

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igor-davidyuk
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@igor-davidyuk igor-davidyuk commented Jan 29, 2024

This PR introduces the compare_predictions method to the Benchmarker class to visually compare deployments predictions on a grid

TODO:

  • Unit tests
  • Add the method call to nightly tests

Results are written to a file after the benchmark complete

Signed-off-by: Igor Davidyuk <igor.davidyuk@intel.com>
Signed-off-by: Igor Davidyuk <igor.davidyuk@intel.com>
Signed-off-by: Igor Davidyuk <igor.davidyuk@intel.com>
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@ljcornel ljcornel left a comment

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Nice work! I left a few minor comments

writer.writerow(result_row)

# Write results to file
with open(results_file, "w", newline="") as csvfile:
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The results are written to file after each benchmarking run, to avoid data loss in case of a crash. I'd prefer to keep it like that unless there's a very good reason to change it, the overhead is not that big so in my opinion it's worth it to prevent data loss.

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All parts of the code where we can get a crash are already under the try context, so we just keep the file open for an extended period. Anyway I can revert this one if you think that's right

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Ah yeah I see what you mean. Maybe just re-open the file after each run then, to avoid keeping it open the whole time

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done

workspace_id=self.geti.workspace_id,
project=self.project,
)
sc_image = image_client.upload_image(numpy_image)
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The method PredictionClient.predict_image will do image upload and prediction in one line, could save a couple of lines of code here.

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done!

geti_sdk/benchmarking/benchmarker.py Outdated Show resolved Hide resolved
geti_sdk/benchmarking/benchmarker.py Outdated Show resolved Hide resolved
Signed-off-by: Igor Davidyuk <igor.davidyuk@intel.com>
Signed-off-by: Igor Davidyuk <igor.davidyuk@intel.com>
Signed-off-by: Igor Davidyuk <igor.davidyuk@intel.com>
Signed-off-by: Igor Davidyuk <igor.davidyuk@intel.com>
Signed-off-by: Igor Davidyuk <igor.davidyuk@intel.com>
Signed-off-by: Igor Davidyuk <igor.davidyuk@intel.com>
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@ljcornel ljcornel left a comment

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Awesome, looks good to me! Feel free to merge when you're ready.

@igor-davidyuk igor-davidyuk merged commit 9a2de93 into openvinotoolkit:main Jan 30, 2024
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2 participants