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Python: single and batch prediction

Install the package from the repository root:

uv pip install ./python

Train once and predict one target:

from ubestarfm import predict, train

model = train(
    "inst/extdata/Landsat_LST_cloudrm_20160205.tif",
    "inst/extdata/Landsat_LST_cloudrm_20160308.tif",
    "inst/extdata/MOD11A1_LST_cloudrm_20160205.tif",
    "inst/extdata/MOD11A1_LST_cloudrm_20160308.tif",
    window_radius=25,
    patch_size=200,
    workers=4,
)

prediction = predict(
    model,
    "inst/extdata/MOD11A1_LST_cloudrm_20160218.tif",
    output_path="examples/outputs/python_single_20160218.tif",
)

Use predict_batch(model, targets, output_paths=...) to reuse the same candidate model for many target dates. save_model() writes a compressed NPZ archive and load_model() validates and restores it.