Ecosyste.ms: Issues

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GitHub / clay-foundation/model issues and pull requests

#141 - Update docs with benchmark tutorial

Issue - State: closed - Opened by brunosan 10 months ago - 3 comments

#139 - Initial version of minicube

Pull Request - State: closed - Opened by yellowcap 10 months ago - 2 comments

#138 - Unable to continue training from checkpoint.

Issue - State: closed - Opened by brunosan 10 months ago - 7 comments

#137 - [small change] add source.coop link

Pull Request - State: closed - Opened by brunosan 10 months ago

#136 - Create script to make mini datacubes

Issue - State: closed - Opened by yellowcap 10 months ago - 2 comments

#135 - Shuffle patches only during training

Pull Request - State: closed - Opened by yellowcap 10 months ago

#134 - Notebooks are broken in Main

Issue - State: closed - Opened by MaceGrim 10 months ago - 3 comments
Labels: bug

#133 - Add option to output raw patch embeddings

Pull Request - State: closed - Opened by yellowcap 10 months ago

#132 - Explore embeddings using tsne

Pull Request - State: closed - Opened by brunosan 10 months ago - 2 comments

#130 - Update `train.py` script to optionally store the raw encoder output

Issue - State: open - Opened by yellowcap 10 months ago - 1 comment

#130 - Update `train.py` script to optionally store the raw encoder output

Issue - State: closed - Opened by yellowcap 10 months ago - 1 comment

#129 - Add notebooks to show internal working on CLAY models

Pull Request - State: closed - Opened by srmsoumya 10 months ago - 1 comment

#128 - List and prioritize additional data sources for v1

Issue - State: open - Opened by yellowcap 10 months ago - 6 comments

#128 - List and prioritize additional data sources for v1

Issue - State: closed - Opened by yellowcap 10 months ago - 13 comments

#127 - Run v0.1 embeddings to store raw encoder output

Issue - State: closed - Opened by yellowcap 10 months ago - 4 comments

#126 - Test partial input to Clay v0

Issue - State: closed - Opened by yellowcap 10 months ago - 1 comment

#126 - Test partial input to Clay v0

Issue - State: closed - Opened by yellowcap 10 months ago - 1 comment

#125 - Embedding factory script looping through each MGRS tile

Pull Request - State: closed - Opened by weiji14 10 months ago - 1 comment

#124 - Document data sampling strategy

Pull Request - State: closed - Opened by yellowcap 10 months ago

#123 - Disable patch shuffling by default

Issue - State: closed - Opened by yellowcap 10 months ago - 1 comment

#122 - Convert run-over-aoi ipynb to md

Pull Request - State: closed - Opened by yellowcap 10 months ago

#121 - Make trainer.py module wandb independent

Issue - State: closed - Opened by yellowcap 10 months ago

#121 - Make trainer.py module wandb independent

Issue - State: open - Opened by yellowcap 10 months ago

#120 - predict_step fails when input has more than one EPSG

Issue - State: closed - Opened by brunosan 10 months ago - 1 comment
Labels: bug

#120 - predict_step fails when input has more than one EPSG

Issue - State: closed - Opened by brunosan 10 months ago - 1 comment
Labels: bug

#119 - Ensure PC token is set

Issue - State: open - Opened by brunosan 10 months ago
Labels: bug

#119 - Ensure PC token is set

Issue - State: closed - Opened by brunosan 10 months ago - 1 comment
Labels: bug

#118 - Static Documentation for v0.1

Pull Request - State: closed - Opened by brunosan 10 months ago - 2 comments

#117 - Benchmark v0.0 - Microsoft Flood and Clouds Segmentation

Issue - State: closed - Opened by lillythomas 10 months ago - 4 comments
Labels: benchmark

#116 - Clay over aoi

Pull Request - State: closed - Opened by yellowcap 10 months ago - 1 comment

#115 - Make RGB previews at the embedding level

Issue - State: closed - Opened by brunosan 10 months ago - 3 comments

#113 - Changelog entry for v0.0.1

Pull Request - State: closed - Opened by weiji14 10 months ago

#112 - Revert nbdev CI setup to go back to Jupyter Book

Pull Request - State: closed - Opened by weiji14 10 months ago - 1 comment

#109 - Add multigpu support & UI to test embeddings

Pull Request - State: closed - Opened by srmsoumya 10 months ago
Labels: model-architecture

#108 - Add streamlit UI to test the embeddings

Pull Request - State: closed - Opened by srmsoumya 10 months ago

#106 - Release clean up

Issue - State: closed - Opened by brunosan 10 months ago - 1 comment

#105 - [pre-commit.ci] pre-commit autoupdate

Pull Request - State: closed - Opened by pre-commit-ci[bot] 11 months ago

#104 - Remove docs, spun out

Pull Request - State: closed - Opened by brunosan 11 months ago - 2 comments

#103 - Docs/SDK/notebooks with nbdev [try 2]

Pull Request - State: closed - Opened by brunosan 11 months ago - 1 comment

#102 - Nbdev for Clay Documentation, Clay SDK and Clay notebooks all at once

Pull Request - State: closed - Opened by brunosan 11 months ago - 1 comment

#101 - Make a v0 release commit

Issue - State: closed - Opened by brunosan 11 months ago

#100 - Document how the benchmark dataset labels were prepared

Pull Request - State: closed - Opened by weiji14 11 months ago - 1 comment
Labels: documentation

#99 - Document how to finetune pretrained model on downstream task

Pull Request - State: closed - Opened by weiji14 11 months ago - 3 comments
Labels: documentation

#98 - Document how to generate vector embeddings

Pull Request - State: closed - Opened by weiji14 11 months ago - 1 comment
Labels: documentation

#97 - Document how to run the datacube pipeline with a batch job

Pull Request - State: closed - Opened by weiji14 11 months ago - 1 comment
Labels: documentation

#96 - Generate embeddings from CLAYModule trained with latlon/time encodings

Pull Request - State: closed - Opened by weiji14 11 months ago - 1 comment

#95 - Refactor model for multi-device usage and easier disabling of masking

Pull Request - State: closed - Opened by weiji14 11 months ago - 1 comment
Labels: model-architecture

#95 - Refactor model for multi-device usage and easier disabling of masking

Pull Request - State: closed - Opened by weiji14 11 months ago - 1 comment
Labels: model-architecture

#94 - Switch from per-band mean/std normalization of Sentinel-2 values to surface reflectance conversion instead

Issue - State: open - Opened by weiji14 11 months ago - 4 comments
Labels: bug, data-pipeline

#93 - Check for undersampling of certain geographic regions due to cloud cover filters

Issue - State: open - Opened by weiji14 11 months ago
Labels: bug, data-pipeline

#93 - Check for undersampling of certain geographic regions due to cloud cover filters

Issue - State: closed - Opened by weiji14 11 months ago - 1 comment
Labels: bug, data-pipeline

#92 - Allow ClayDataModule to load GeoTIFF files directly from s3

Pull Request - State: closed - Opened by weiji14 11 months ago
Labels: data-pipeline

#92 - Allow ClayDataModule to load GeoTIFF files directly from s3

Pull Request - State: closed - Opened by weiji14 11 months ago
Labels: data-pipeline

#91 - Let ClayDataModule return same spatiotemporal fields as GeoTIFFDataModule

Pull Request - State: closed - Opened by weiji14 11 months ago
Labels: data-pipeline

#91 - Let ClayDataModule return same spatiotemporal fields as GeoTIFFDataModule

Pull Request - State: closed - Opened by weiji14 11 months ago
Labels: data-pipeline

#90 - Jupyter Book documentation site for v0

Issue - State: closed - Opened by weiji14 11 months ago - 2 comments
Labels: documentation

#89 - Initialize Jupyter Book documentation

Pull Request - State: closed - Opened by weiji14 11 months ago
Labels: documentation

#88 - Callback function to log Masked Autoencoder reconstructions to WandB

Pull Request - State: closed - Opened by weiji14 11 months ago - 1 comment

#87 - U-Net with customized c2smsfloods benchmark dataset for linear probing and evaluation

Pull Request - State: closed - Opened by lillythomas 11 months ago
Labels: invalid

#86 - Rename embeddings file to include MGRS code and store GeoTIFF source_url

Pull Request - State: closed - Opened by weiji14 11 months ago - 1 comment

#85 - Adapt model to load 512x512 images from s3 bucket

Pull Request - State: closed - Opened by weiji14 11 months ago - 1 comment

#84 - Embeddings with land use land cover fields, or other attributes

Issue - State: closed - Opened by weiji14 11 months ago - 3 comments
Labels: question, operational

#83 - Microsoft Flood and Clouds benchmark dataset

Issue - State: closed - Opened by lillythomas 11 months ago - 2 comments
Labels: benchmark

#82 - benchmark datasets

Issue - State: closed - Opened by brunosan 11 months ago - 1 comment
Labels: benchmark

#81 - Adapted sampling strategy

Pull Request - State: closed - Opened by yellowcap 11 months ago

#80 - Adapt sampling strategy

Issue - State: closed - Opened by yellowcap 11 months ago - 2 comments
Labels: enhancement, data-pipeline

#79 - Collect 3 time-steps per MGRS sample

Issue - State: closed - Opened by yellowcap 11 months ago
Labels: enhancement, data-pipeline

#78 - Increase tile size to 512x512 pixels

Issue - State: closed - Opened by yellowcap 11 months ago - 5 comments
Labels: enhancement

#77 - Packaging structure

Issue - State: closed - Opened by yellowcap 11 months ago - 4 comments
Labels: maintenance

#76 - Improve date handling for data pipeline

Pull Request - State: closed - Opened by yellowcap 11 months ago - 3 comments

#75 - Data pipeline modifier for c2smsfloods benchmark dataset

Pull Request - State: closed - Opened by lillythomas 11 months ago

#73 - Save embeddings with spatiotemporal metadata to GeoParquet

Pull Request - State: closed - Opened by weiji14 11 months ago - 1 comment

#72 - Small pipeline fixes

Pull Request - State: closed - Opened by yellowcap 11 months ago - 1 comment

#71 - Move MGRS sample file out of Git and make it a parameter

Issue - State: closed - Opened by yellowcap 11 months ago - 1 comment
Labels: data-pipeline

#70 - Timestamp in TIF metadata for data pipeline output

Issue - State: closed - Opened by yellowcap 11 months ago - 4 comments
Labels: data-pipeline

#69 - Zero padding of chip number in data pipeline

Issue - State: closed - Opened by yellowcap 11 months ago
Labels: data-pipeline

#68 - Catch Nodata for S1 and DEM

Issue - State: closed - Opened by yellowcap 11 months ago
Labels: bug, data-pipeline

#66 - Let LightningDataModule return spatiotemporal metadata

Pull Request - State: closed - Opened by weiji14 12 months ago - 1 comment
Labels: data-pipeline

#65 - Track energy consumption and carbon emissions

Issue - State: closed - Opened by weiji14 12 months ago - 2 comments
Labels: benchmark

#64 - Assess our Model transparency based on Stanford's framework

Issue - State: closed - Opened by brunosan 12 months ago - 3 comments
Labels: benchmark

#63 - Setting the model license to OpenRail-M

Pull Request - State: closed - Opened by brunosan 12 months ago - 3 comments

#62 - Embedding receptive field

Issue - State: closed - Opened by brunosan 12 months ago - 1 comment

#60 - check for no data on a tile level in sentinel 1 vv and vh, sentinel 2 and DEM

Pull Request - State: closed - Opened by lillythomas 12 months ago - 2 comments
Labels: data-pipeline

#59 - Add rioxarray

Pull Request - State: closed - Opened by weiji14 12 months ago

#58 - Needs for CTrees Collaboration

Issue - State: closed - Opened by MaceGrim 12 months ago - 3 comments
Labels: operational

#56 - Generate embeddings via prediction loop

Pull Request - State: closed - Opened by weiji14 12 months ago - 2 comments
Labels: model-architecture

#55 - Configure model checkpointing

Pull Request - State: closed - Opened by weiji14 12 months ago - 1 comment

#54 - Batch setup

Pull Request - State: closed - Opened by yellowcap 12 months ago - 1 comment
Labels: data-pipeline

#53 - Create CODE_OF_CONDUCT.md

Pull Request - State: closed - Opened by brunosan 12 months ago
Labels: documentation

#52 - LightningDataModule to load GeoTIFF files

Pull Request - State: closed - Opened by weiji14 12 months ago - 2 comments
Labels: data-pipeline

#51 - Bump pytorch from 2.0.0 to 2.1.0, CUDA from 11.8 to 12.0

Pull Request - State: closed - Opened by weiji14 12 months ago

#49 - List of high resolution data sources

Issue - State: closed - Opened by brunosan 12 months ago - 2 comments

#49 - List of high resolution data sources

Issue - State: closed - Opened by brunosan 12 months ago - 2 comments

#47 - Implement MAE with support for position, time, latlon & channel embeddings

Pull Request - State: closed - Opened by srmsoumya 12 months ago - 3 comments
Labels: model-architecture

#46 - Bump conda-lock to 2.5.1, add fiona and h5netcdf

Pull Request - State: closed - Opened by weiji14 12 months ago - 1 comment
Labels: maintenance

#46 - Bump conda-lock to 2.5.1, add fiona and h5netcdf

Pull Request - State: closed - Opened by weiji14 12 months ago - 1 comment
Labels: maintenance

#45 - Fix line-length, boolean comparison and import errors

Pull Request - State: closed - Opened by weiji14 12 months ago - 1 comment