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Enables reload of dataloaders on every n epochs from every epoch #5043

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merged 87 commits into from Jul 7, 2021

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sidhantls
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@sidhantls sidhantls commented Dec 9, 2020

What does this PR do?

This PR extends the logic of reloading dataloaders on every epoch allowing DLs to be reloaded every n epochs. It changes the argument from reload_dataloaders_every_epoch to reload_dataloaders_every_n_epochs . The parameter accepts an int>= 0. The default value is 0

Fixes #5001

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rohitgr7 commented Dec 9, 2020

you need to deprecate reload_dataloaders_every_epoch, assign its value to reload_dataloaders_every_n_epoch and raise a deprecation warning if it's set.

Also maybe rename reload_dataloaders_every_n_epoch to reload_dataloaders_every_n_epochs??

And ofcourse pls add a test too.

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LGTM ! Minor changes and a test.

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codecov bot commented Dec 9, 2020

Codecov Report

Merging #5043 (e173cee) into master (bca5adf) will decrease coverage by 5%.
The diff coverage is 100%.

@@           Coverage Diff           @@
##           master   #5043    +/-   ##
=======================================
- Coverage      92%     88%    -5%     
=======================================
  Files         213     213            
  Lines       13798   13809    +11     
=======================================
- Hits        12744   12132   -612     
- Misses       1054    1677   +623     

@sidhantls
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@rohitgr7 after looking at check_val_every_n_epoch I just went with reload_dataloaders_every_n_epoch. but sure, I can rename it to reload_dataloaders_every_n_epochs

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rohitgr7 commented Dec 9, 2020

@rohitgr7 after looking at check_val_every_n_epoch I just went with reload_dataloaders_every_n_epoch. but sure, I can rename it to reload_dataloaders_every_n_epochs

ah.. I was just looking at these two arguments so though epochs might be better. https://github.com/PyTorchLightning/pytorch-lightning/blob/05f25f3a543dd06382feb7f19761e452af572288/pytorch_lightning/trainer/trainer.py#L111-L112

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pep8speaks commented Dec 11, 2020

Hello @sid-sundrani! Thanks for updating this PR.

There are currently no PEP 8 issues detected in this Pull Request. Cheers! 🍻

Comment last updated at 2021-07-07 01:18:59 UTC

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@sidhantls
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you need to deprecate reload_dataloaders_every_epoch, assign its value to reload_dataloaders_every_n_epoch and raise a deprecation warning if it's set.

@rohitgr7 the warning doesn't print for some reason if I use DeprecationWarning with rank_zero_warn

from pytorch_lightning.utilities import rank_zero_warn
# works, prints 
rank_zero_warn("Deprecation message..")
# doesnt print. there are a few examples of this usage 
rank_zero_warn("Deprecation message..", DeprecationWarning)

should I do the former?

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you need to deprecate reload_dataloaders_every_epoch, assign its value to reload_dataloaders_every_n_epoch and raise a deprecation warning if it's set.

@rohitgr7 the warning doesn't print for some reason if I use DeprecationWarning with rank_zero_warn

from pytorch_lightning.utilities import rank_zero_warn
# works, prints 
rank_zero_warn("Deprecation message..")
# doesnt print. there are a few examples of this usage 
rank_zero_warn("Deprecation message..", DeprecationWarning)

should I do the former?

Can you add the warning at the correct place where it should be and a failing test? Will check it. @sid-sundrani

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Let's make it an int only, no bool. Default to 0. since other similar parameters check_val_every_n_epoch, log_every_n_steps, ... doesn't accept a bool value.

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@tchaton tchaton added this to the 1.2 milestone Dec 14, 2020
@tchaton tchaton added design Includes a design discussion data handling Generic data-related topic labels Dec 14, 2020
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@Borda Borda changed the base branch from master to release/1.2-dev December 14, 2020 17:32
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LGTM. I'm just wondering if someone sets limit_train/val/test_batches=0 should it even load the dataloaders at all??

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@sid-sundrani pls mark it as ready for review if it's ready.

@akihironitta akihironitta requested review from carmocca and removed request for teddykoker June 24, 2021 02:54
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@sid-sundrani any chance you can rebase and address final comments? we would love to finally merge!

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@carmocca carmocca requested a review from awaelchli July 7, 2021 01:11
@awaelchli awaelchli enabled auto-merge (squash) July 7, 2021 01:17
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@awaelchli awaelchli reopened this Jul 7, 2021
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@kaushikb11 kaushikb11 changed the title Enables reload of dataloaders on every n epochs from every epoch Enables reload of dataloaders on every n epochs from every epoch Jul 7, 2021
@kaushikb11 kaushikb11 enabled auto-merge (squash) July 7, 2021 10:48
@carmocca carmocca merged commit 20df24d into Lightning-AI:master Jul 7, 2021
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[Enhance] Update reload_dataloaders_every_epoch to reload_dataloaders_every_n_epoch