Update main.py tutorial, set persistent_workers, make GPU execution faster #1368
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Since we are setting num_workers to 1, we should either make this worker persistent or not set the num_workers. On my machine, running this script as is takes 2.21 mins, setting the workers to persistent or removing num_workers (setting to its default of 0) makes it a good deal faster at 1.44 and 1.66 mins respectively.
I would opt for adding the persistent_workers setting as it is a little faster and makes it trivial for even a beginner to speed it up further by increasing the num_workers (setting to 10 reduced my run time to 0.53 mins