Recent Releases of model

model - v1.0.1 Pip installable

What's Changed

  • Add changelog for v1.0 by @yellowcap in https://github.com/Clay-foundation/model/pull/267
  • Fix duplicate transform bug by @srmsoumya in https://github.com/Clay-foundation/model/pull/268
  • Fix launch buttons by @yellowcap in https://github.com/Clay-foundation/model/pull/273
  • Classifier downstream task by @srmsoumya in https://github.com/Clay-foundation/model/pull/270
  • Remove model_clay.py by @srmsoumya in https://github.com/Clay-foundation/model/pull/281
  • Point latest release to v1.0 by @fnands in https://github.com/Clay-foundation/model/pull/286
  • Regression example of Clay by @srmsoumya in https://github.com/Clay-foundation/model/pull/285
  • [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in https://github.com/Clay-foundation/model/pull/289
  • Fix link in README by @yellowcap in https://github.com/Clay-foundation/model/pull/293
  • Add example for simple classification on embeddings by @yellowcap in https://github.com/Clay-foundation/model/pull/292
  • Fix relative paths by @yellowcap in https://github.com/Clay-foundation/model/pull/295
  • Add no sign request flag to segment scripts and readme by @yellowcap in https://github.com/Clay-foundation/model/pull/298
  • Register embeddings finetune in toc by @yellowcap in https://github.com/Clay-foundation/model/pull/297
  • Organise finetune code and docs by @yellowcap in https://github.com/Clay-foundation/model/pull/301
  • V1 model inference with NAIP by @lillythomas in https://github.com/Clay-foundation/model/pull/247
  • Add entry for naip sim search tutorial to toc by @lillythomas in https://github.com/Clay-foundation/model/pull/306
  • Added Planetscope SR mapping by @jonasViehweger in https://github.com/Clay-foundation/model/pull/319
  • Fix formatting and typos by @clausmichele in https://github.com/Clay-foundation/model/pull/316
  • Adjust s5cmd invocation flags by @wboykinm in https://github.com/Clay-foundation/model/pull/322
  • [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in https://github.com/Clay-foundation/model/pull/327
  • Updating dead link: mamba install by @MaxLenormand in https://github.com/Clay-foundation/model/pull/330
  • Unpin timm and pyarrow by @weiji14 in https://github.com/Clay-foundation/model/pull/310
  • Update to v1.5 by @yellowcap in https://github.com/Clay-foundation/model/pull/334
  • Update tutorials to Clay v1.5 by @srmsoumya in https://github.com/Clay-foundation/model/pull/336
  • correct link to v1.5 ckpt by @rbavery in https://github.com/Clay-foundation/model/pull/337
  • Add modis sampling to docs by @yellowcap in https://github.com/Clay-foundation/model/pull/335
  • Update documentation to reflect v1.5 by @srmsoumya in https://github.com/Clay-foundation/model/pull/339
  • Fix Typo in Embeddings Tutorial by @Brayden-Zhang in https://github.com/Clay-foundation/model/pull/344
  • Update licensing information in documentation to Apache by @brunosan in https://github.com/Clay-foundation/model/pull/351
  • Fix deprecated version of actions/upload-artifact: v3 by @brunosan in https://github.com/Clay-foundation/model/pull/352
  • fix-table-formatting by @abarciauskas-bgse in https://github.com/Clay-foundation/model/pull/354
  • All for Satellogic EarthView by @brunosan in https://github.com/Clay-foundation/model/pull/350
  • Create package by @brunosan in https://github.com/Clay-foundation/model/pull/359

New Contributors

  • @fnands made their first contribution in https://github.com/Clay-foundation/model/pull/286
  • @jonasViehweger made their first contribution in https://github.com/Clay-foundation/model/pull/319
  • @clausmichele made their first contribution in https://github.com/Clay-foundation/model/pull/316
  • @wboykinm made their first contribution in https://github.com/Clay-foundation/model/pull/322
  • @rbavery made their first contribution in https://github.com/Clay-foundation/model/pull/337
  • @Brayden-Zhang made their first contribution in https://github.com/Clay-foundation/model/pull/344
  • @abarciauskas-bgse made their first contribution in https://github.com/Clay-foundation/model/pull/354
  • @romeokienzler made their first contribution in https://github.com/Clay-foundation/model/pull/359

Full Changelog: https://github.com/Clay-foundation/model/compare/v1.0...v1.0.1

- Python
Published by brunosan 8 months ago

model - v1.0

Release v1.0 (2024/06/06)

💫 Highlights

  • 🎉 Release of Clay Foundation Model v1.0 🎉

🚀 Model

  • Datamodule & Model for Clay v1 by @srmsoumya in https://github.com/Clay-foundation/model/pull/253

🗃️ Data Pipeline

  • Moved data pipeline code into stacchip a dedicated library for the data wrangling

📖 Documentation

  • Clay over aoi by @yellowcap in https://github.com/Clay-foundation/model/pull/116
  • Convert run-over-aoi ipynb to md by @yellowcap in https://github.com/Clay-foundation/model/pull/122
  • Static Documentation for v0.1 by @brunosan in https://github.com/Clay-foundation/model/pull/118
  • Document data sampling strategy by @yellowcap in https://github.com/Clay-foundation/model/pull/124
  • Updating location to download imagery script in docs by @MaxLenormand in https://github.com/Clay-foundation/model/pull/198
  • Change "Radiant Earth Foundation" to "Radiant Earth" in docs by @kbgg in https://github.com/Clay-foundation/model/pull/214
  • Update instructions to re-lock conda-lock.yml file by @weiji14 in https://github.com/Clay-foundation/model/pull/225
  • chore(docs): correct typos and improve stylistic consistency by @kelseyjosund in https://github.com/Clay-foundation/model/pull/232
  • Partial inputs - Pakistan flood tutorial by @lillythomas in https://github.com/Clay-foundation/model/pull/154
  • Obtain patch level metadata (e.g. geospatial bounds and cloud cover), save and demo DEP use case (sim search) by @lillythomas in https://github.com/Clay-foundation/model/pull/172
  • Obtain patch level cloud coverage percentages by @lillythomas in https://github.com/Clay-foundation/model/pull/184
  • Tutorial on burn scar analysis using embeddings from partial inputs by @yellowcap in https://github.com/Clay-foundation/model/pull/149
  • Doc updates by @brunosan in https://github.com/Clay-foundation/model/pull/230
  • Update specification.md by @brunosan in https://github.com/Clay-foundation/model/pull/250
  • Add notebook showing how to run v1 by @yellowcap in https://github.com/Clay-foundation/model/pull/254
  • Documented v1 sampling strategy by @yellowcap in https://github.com/Clay-foundation/model/pull/249
  • Updates the mamba install instructions link. by @dbonomo in https://github.com/Clay-foundation/model/pull/252
  • Remove clay-v0-tutorials & add visualize embeddings for v1 by @srmsoumya in https://github.com/Clay-foundation/model/pull/256
  • Minor spelling fix by @tylere in https://github.com/Clay-foundation/model/pull/260
  • Shorten comment line length by @yellowcap in https://github.com/Clay-foundation/model/pull/261
  • Refactor docs by moving v0 docs into separate section by @yellowcap in https://github.com/Clay-foundation/model/pull/262
  • Docs v1 continued by @yellowcap in https://github.com/Clay-foundation/model/pull/263
  • Documented metadata file for normalization and wavelenghts by @yellowcap in https://github.com/Clay-foundation/model/pull/266
  • [small change] add source.coop link by @brunosan in https://github.com/Clay-foundation/model/pull/137
  • Segmentation on Clay by @srmsoumya in https://github.com/Clay-foundation/model/pull/257

🧰 Maintenance

  • [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in https://github.com/Clay-foundation/model/pull/206
  • Bump conda-lock from 2.5.1 to 2.5.6 by @weiji14 in https://github.com/Clay-foundation/model/pull/183
  • Remove scripts folder by @yellowcap in https://github.com/Clay-foundation/model/pull/265
  • Unified v1 and v0 environments by @yellowcap in https://github.com/Clay-foundation/model/pull/264
  • Add osx-arm64 platform to conda-lock.yml file and GitHub Actions CI by @weiji14 in https://github.com/Clay-foundation/model/pull/164
  • Move pipeline scripts into dedicated folder by @yellowcap in https://github.com/Clay-foundation/model/pull/163
  • Memory buildup clean by @brunosan in https://github.com/Clay-foundation/model/pull/158
  • Add osx platform to conda lock file and CI by @chuckwondo in https://github.com/Clay-foundation/model/pull/162
  • Add scikit-learn by @weiji14 in https://github.com/Clay-foundation/model/pull/159
  • Remove float16 dype in favor of float32 by @yellowcap in https://github.com/Clay-foundation/model/pull/143
  • Remove stale bands argument from clay model classes by @yellowcap in https://github.com/Clay-foundation/model/pull/144

:hammerandwrench: v0.2 updates

  • Add normalization parameters to documentation by @yellowcap in https://github.com/Clay-foundation/model/pull/152
  • Worldcover embeddings conus by @yellowcap in https://github.com/Clay-foundation/model/pull/153
  • Create data/minicubes directory if it doesn't already exist by @weiji14 in https://github.com/Clay-foundation/model/pull/160
  • Clay pipeline v04 by @yellowcap in https://github.com/Clay-foundation/model/pull/173
  • Shuffle patches only during training by @yellowcap in https://github.com/Clay-foundation/model/pull/135
  • Add option to output raw patch embeddings by @yellowcap in https://github.com/Clay-foundation/model/pull/133

🧑‍🤝‍🧑 New Contributors

  • @chuckwondo made their first contribution in https://github.com/Clay-foundation/model/pull/162
  • @MaxLenormand made their first contribution in https://github.com/Clay-foundation/model/pull/198
  • @kbgg made their first contribution in https://github.com/Clay-foundation/model/pull/214
  • @kelseyjosund made their first contribution in https://github.com/Clay-foundation/model/pull/232
  • @dbonomo made their first contribution in https://github.com/Clay-foundation/model/pull/252
  • @tylere made their first contribution in https://github.com/Clay-foundation/model/pull/260

Full Changelog: https://github.com/Clay-foundation/model/compare/v0.0.1...v1.0

- Python
Published by yellowcap over 1 year ago

model - v0.0.1

Release v0.0.1 (2024/01/12)

💫 Highlights

  • 🎉 First release of Clay Foundation Model 🎉
  • Implement MAE with support for position, time, latlon & channel embeddings (#47)

🚀 Model

  • Generate embeddings from CLAYModule trained with latlon/time encodings (#96)
  • Add multigpu support & UI to test embeddings (#109)
  • Refactor model for multi-device usage and easier disabling of masking (#95)
  • Rename embeddings file to include MGRS code and store GeoTIFF source_url (#86)
  • Callback function to log Masked Autoencoder reconstructions to WandB (#88)
  • Adapt model to load 512x512 images from s3 bucket (#85)
  • Save embeddings with spatiotemporal metadata to GeoParquet (#73)
  • Generate embeddings via prediction loop (#56)
  • Initial Vision Transformer architecture with MAE decoder (#37)

🗃️ Data Pipeline

  • Adapted sampling strategy (#81)
  • Allow ClayDataModule to load GeoTIFF files directly from s3 (#92)
  • Let ClayDataModule return same spatiotemporal fields as GeoTIFFDataModule (#91)
  • Improve date handling for data pipeline (#76)
  • Let LightningDataModule return spatiotemporal metadata (#66)
  • check for no data on a tile level in sentinel 1 vv and vh, sentinel 2 and DEM (#60)
  • Batch setup (#54)
  • LightningDataModule to load GeoTIFF files (#52)
  • Ready for batch (#44)
  • Tiler module (#41)
  • Landcover based sampling strategy (#29)
  • Datacube (#27)

📖 Documentation

  • Document how the benchmark dataset labels were prepared (#100)
  • Document how to finetune pretrained model on downstream task (#99)
  • Document how to generate vector embeddings (#98)
  • Document how to run the datacube pipeline with a batch job (#97)
  • Initialize Jupyter Book documentation (#89)
  • Setting the model license to OpenRail-M (#63)
  • Create CODEOFCONDUCT.md (#53)

🧰 Maintenance

  • Bump pytorch from 2.0.0 to 2.1.0, CUDA from 11.8 to 12.0 (#51)
  • Add pre-commit hooks with ruff formatter/linter rules (#26)
  • Setup GitHub Actions Continuous Integration tests (#25)
  • Setup LightningCLI trainer script (#24)
  • Initial conda environment and binder links (#15)

🧑‍🤝‍🧑 Contributors

Full Changelog: https://github.com/Clay-foundation/model/compare/v0.0.0...v0.0.1

- Python
Published by weiji14 about 2 years ago