ContinualAI / avalanche

Avalanche: an End-to-End Library for Continual Learning based on PyTorch.
http://avalanche.continualai.org
MIT License
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Improved Efficiency of the DiskUsage Metric #1647

Closed vlomonaco closed 6 months ago

vlomonaco commented 6 months ago

Hello,

This PR speeds up the DiskUsage metric.

It turns out that if you have a lot of dirs/files in the current directory (the default target for the size inspection) especially the eval mode with disk_usage_metrics(stream=True) becomes super slow (the metric is computed every mini-batch).

In my case it takes about 4 seconds for every inspection. I use the "du" command (it improves the timing of about 4x) if you are on Linux adding a warning in case the metric compute time exceeds 0.5 seconds.

Let me know if you think I should change anything.

coveralls commented 6 months ago

Pull Request Test Coverage Report for Build 9268694310

Details


Changes Missing Coverage Covered Lines Changed/Added Lines %
tests/evaluation/test_disk_usage.py 6 9 66.67%
avalanche/evaluation/metrics/disk_usage.py 12 21 57.14%
<!-- Total: 18 30 60.0% -->
Files with Coverage Reduction New Missed Lines %
avalanche/benchmarks/datasets/cub200/cub200.py 1 27.55%
avalanche/benchmarks/classic/ex_model.py 1 31.13%
<!-- Total: 2 -->
Totals Coverage Status
Change from base Build 9204029670: -0.004%
Covered Lines: 15091
Relevant Lines: 29134

💛 - Coveralls