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9 changes: 5 additions & 4 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -25,7 +25,8 @@ This repository provides the codebase for working with the [FTW dataset](https:/
- [1. Download the model](#1-download-the-model)
- [2. Download S2 image scene (using `ftw inference download`)](#2-download-s2-image-scene-using-ftw-inference-download)
- [3. Run inference (using `ftw inference run`)](#3-run-inference-using-ftw-inference-run)
- [4. Polygonize the output (using `ftw inference polygonize`)](#4-polygonize-the-output-using-ftw-inference-polygonize)
- [4. Filter predictions by land cover (using `ftw inference filter_by_lulc`)](#4-filter-predictions-by-land-cover-using-ftw-inference-filter_by_lulc)
- [5. Polygonize the output (using `ftw inference polygonize`)](#5-polygonize-the-output-using-ftw-inference-polygonize)
- [FTW Baseline Dataset](#ftw-baseline-dataset)
- [Download the FTW Baseline Dataset](#download-the-ftw-baseline-dataset)
- [Visualize the FTW Baseline Dataset](#visualize-the-ftw-baseline-dataset)
Expand Down Expand Up @@ -90,13 +91,13 @@ pre-commit run --all-files # run manually

```bash
# Check PyTorch and CUDA
pixi run python -c "import torch; print('PyTorch:', torch.__version__); print('CUDA available:', torch.cuda.is_available())"
pixi run python -c 'import torch; print("PyTorch:", torch.__version__); print("CUDA available:", torch.cuda.is_available())'

# Check geospatial stack
pixi run python -c "from osgeo import gdal; import rasterio, geopandas; print('Geospatial stack working')"
pixi run python -c 'from osgeo import gdal; import rasterio, geopandas; print("Geospatial stack working")'

# Check FTW CLI import
pixi run python -c "from ftw_tools.cli import ftw; print('FTW CLI ready')"
pixi run python -c 'from ftw_tools.cli import ftw; print("FTW CLI ready")'
```

### Conda/Mamba (Alternative)
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