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Run inference on the cluster #186

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sfmig opened this issue Jun 14, 2024 · 3 comments
Open

Run inference on the cluster #186

sfmig opened this issue Jun 14, 2024 · 3 comments
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@sfmig
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sfmig commented Jun 14, 2024

Streamline a bit the process of running inference on new videos using a trained model on the hpc.

Similar to #163 and the work done to run training on the cluster.

Including a quick guide if possible.

@samcunliffe
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samcunliffe commented Jun 21, 2024

Creating environment (and writing to /tmp ) running into permissions errors...?

@samcunliffe
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[@sfmig to review the PR]

Inference:

  • Producing tracks from a video.
  • Can pass GT to inference to visualise GT vs tracking.
    • if you do this you might as well run the evaluation metrics(?)

What should we log? MLFlow?

  • We don't always have a MOTA value.
  • If we don't choose to save frames & don't have GT ... we should default to saving the CSV (but it's not necessarily log-able).

@samcunliffe
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Idea:

crabs.tracking

  • crabs.tracking.inference
  • crabs.tracking.evaluation

crabs.detection

  • crabs.detection.inference
  • crabs.detection.evaluation

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