Additional Satlas pretrained models #1884

piperwolters · 2024-02-15T19:43:56Z

Documentation, satellite-specific transforms, and weights for additional Satlas single-image RGB & multispectral Swin-v2 models. Tests pass.

Few things:

Renamed the existing model weights to include "SI", for single-image input. torchgeo doesn't support multi-image input yet, but there are multi-image Satlas models so hopefully someday those could be included.
There are a couple custom transforms, for Landsat and multispectral Sentinel-2. Maybe there's a cleaner way to do this?

…l Satlas single-image rgb&multispectral Swin-v2 models. Tests pass.

piperwolters · 2024-02-15T20:49:53Z

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docs/api/naip_pretrained_weights.csv

docs/api/sentinel1_pretrained_weights.csv

torchgeo/models/swin.py

piperwolters · 2024-02-20T22:51:32Z

@microsoft-github-policy-service agree company="Allen Institute for AI"

isaaccorley

Minor change but otherwise LGTM. @adamjstewart not sure if the CLA bot is broken or what's happening here

torchgeo/models/swin.py

piperwolters · 2024-02-21T02:02:22Z

@microsoft-github-policy-service agree company="Allen Institute for AI"

calebrob6 · 2024-02-21T05:14:37Z

Looks like that last one did it 🤷‍♂️

torchgeo/models/swin.py

calebrob6 · 2024-02-21T17:42:01Z

Thanks Piper!!

piperwolters · 2024-02-21T18:13:55Z

Woohoo! Thank you guys

adamjstewart · 2024-02-22T10:14:00Z

docs/api/naip_pretrained_weights.csv

Thanks for correcting this license

Wait, but https://huggingface.co/allenai/satlas-pretrain has an Apache-2.0 license?

docs/api/sentinel2_pretrained_weights.csv

torchgeo/models/swin.py

torchgeo/transforms/transforms.py

adamjstewart · 2024-02-28T12:08:46Z

Another comment on this. Our unit tests do not actually attempt to download the model. We have separate tests for this that are only run before each release. If you run:

> pytest -m slow tests/models/test_swin.py

you'll see that these models fail due to:

RuntimeError: Attempting to deserialize object on a CUDA device but torch.cuda.is_available() is False. If you are running on a CPU-only machine, please use torch.load with map_location=torch.device('cpu') to map your storages to the CPU.

We should either change the weights to be for the CPU (this is what we did for all other model weights in TorchGeo) or set the map_location for all models.

adamjstewart · 2024-02-28T12:11:51Z

Also see #1916, I'm changing the URLs for all of our models to ensure that the md5 is reproducible even if you make this kind of change.

* Documentation, satellite-specific transform and weights for additional Satlas single-image rgb&multispectral Swin-v2 models. Tests pass. * Address 3 of comments * Address comments, fix readmydocs and isort, mypy still unhappy * update * Add bands to meta dicts * Add comment about Satlas S2 RGB using TCI product * linting --------- Co-authored-by: Piper Wolters <[email protected]> Co-authored-by: Piper Wolters <[email protected]>

* initial commit * add init description * correct scanning of files in init * added random data generation * remove test directory * Update metadata * fix formatting * add s1 data and update regex * fix dataset and add tests * formatting * mypy * add timeseries test and take images from july * fix bug in merging files across dates * mypy * Bump lightly from 1.4.25 to 1.5.0 in /requirements (#1894) * Additional Satlas pretrained models (#1884) * Documentation, satellite-specific transform and weights for additional Satlas single-image rgb&multispectral Swin-v2 models. Tests pass. * Address 3 of comments * Address comments, fix readmydocs and isort, mypy still unhappy * update * Add bands to meta dicts * Add comment about Satlas S2 RGB using TCI product * linting --------- Co-authored-by: Piper Wolters <[email protected]> Co-authored-by: Piper Wolters <[email protected]> * Update tests/data/south_africa_crop_type/data.py Co-authored-by: Adam J. Stewart <[email protected]> * Update tests/data/south_africa_crop_type/data.py Co-authored-by: Adam J. Stewart <[email protected]> * Update torchgeo/datasets/south_africa_crop_type.py Co-authored-by: Adam J. Stewart <[email protected]> * Update torchgeo/datasets/south_africa_crop_type.py Co-authored-by: Adam J. Stewart <[email protected]> * Update torchgeo/datasets/south_africa_crop_type.py Co-authored-by: Adam J. Stewart <[email protected]> * Update torchgeo/datasets/south_africa_crop_type.py Co-authored-by: Adam J. Stewart <[email protected]> * refactor gettitem and bug fixes * typo * data.py style * Update torchgeo/datasets/south_africa_crop_type.py Co-authored-by: Adam J. Stewart <[email protected]> * Update torchgeo/datasets/south_africa_crop_type.py Co-authored-by: Adam J. Stewart <[email protected]> * added comments for nonstandard functionality * Update torchgeo/datasets/south_africa_crop_type.py Co-authored-by: Adam J. Stewart <[email protected]> * small change * add verbose documentation --------- Co-authored-by: georgehuber <“[email protected]”> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Piper Wolters <[email protected]> Co-authored-by: Piper Wolters <[email protected]> Co-authored-by: Piper Wolters <[email protected]> Co-authored-by: Adam J. Stewart <[email protected]>

adamjstewart · 2024-05-02T10:56:14Z

@piperwolters did you ever get a chance to apply the change requests here?

adamjstewart · 2024-07-24T06:45:36Z

Soft reminder @piperwolters 😅

docs/api/landsat_pretrained_weights.csv

github-actions bot added documentation Improvements or additions to documentation models Models and pretrained weights labels Feb 15, 2024

Documentation, satellite-specific transform and weights for additiona…

c4cf522

…l Satlas single-image rgb&multispectral Swin-v2 models. Tests pass.

piperwolters force-pushed the main branch from 747012f to c4cf522 Compare February 15, 2024 19:52

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Piper Wolters added 2 commits February 15, 2024 15:34

Address 3 of comments

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Merge branch 'main' of https://github.com/microsoft/torchgeo into main

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Address comments, fix readmydocs and isort, mypy still unhappy

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piperwolters force-pushed the main branch from 3a2d359 to f8e4d4e Compare February 20, 2024 21:31

Piper Wolters added 2 commits February 20, 2024 13:31

Merge branch 'main' of https://github.com/microsoft/torchgeo into main

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update

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Add bands to meta dicts

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Add comment about Satlas S2 RGB using TCI product

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calebrob6 merged commit ad2ef7a into microsoft:main Feb 21, 2024
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adamjstewart added this to the 0.6.0 milestone Feb 22, 2024

adamjstewart mentioned this pull request Feb 29, 2024

Support additional SatlasPretrain models. #1861

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adamjstewart mentioned this pull request May 2, 2024

SatlasPretrain: ResNet50/152 and Swin_V2_T Weights #2038

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Add new pretrained weights #1043

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Additional Satlas pretrained models #1884

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Additional Satlas pretrained models #1884

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