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Because AllPatchesDataset wraps ModelDataset and is an IterableDataset, finetuning does not work anymore (RslearnDataModule tries to shuffle during training).
  • ryspark
  • 1
  • Opened 
    yesterday
  • #230

If using Lightning CLI s validate subcommand, there is currently no supported way to load in decoder weights from .ckpt file. Loading decoder weights happens in RslearnLightningModule via restore_config, ...
  • ryspark
  • 2
  • Opened 
    8 days ago
  • #227

The loss is not computed during prediction but MultiTaskModel tries to multiply the loss by task_weights so it runs into error.
  • favyen2
  • 1
  • Opened 
    8 days ago
  • #225

If you set the unfreeze epoch to be 0 with the FreezeUnfreeze callback, there is weird behavior where parameter gradients continue to accumulate even after calling zero_grad. Not entirely sure why this ...
bug
wontfix
  • ryspark
  • 1
  • Opened 
    17 days ago
  • #217

currently we re iterating through windows serially
enhancement
  • sebutaur
  • Opened 
    17 days ago
  • #215

It may make sense to have a unified way to sort and filter items across data sources. Currently many data sources expose these options, some like Planetary Computer data source have a generic way to do ...
  • favyen2
  • Opened 
    on Jul 8
  • #198

In https://github.com/allenai/rslearn/blob/e5b1215193c2d26cb054fb6954fa76b207e219fc/rslearn/train/dataset.py#L550 we have custom logic to avoid rasterio rewarping for maximum speed when loading data that ...
  • favyen2
  • Opened 
    on Jul 1
  • #192

Currently we use rough statistics across all bands, but we can see if it is better to use Helios dataset statistics computed per-band for Sentinel-1 / Sentinel-2.
  • favyen2
  • Opened 
    on Jun 26
  • #189

It should be more flexible with directly passing in the optimizer / scheduler (or factory for it) as argument.
  • favyen2
  • 1
  • Opened 
    on Jun 17
  • #186
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