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#️⃣ Implement facilities for reproducibility and reuse of models in sits

Open rolfsimoes opened this issue 2 years ago • 1 comments

To ensure model reproducibility and reuse, sits will save the trained model into a user defined directory (output_dir) as an RDS file. Also, each model will be associated to a unique hash code to ensure correct continuation of a big data classification in case of failure. Each classified tile and each block of a tile being classified by a given model will be associated to the unique hash code of this model. This will be done by including a specific metadata tag in the GeoTiff file. This tag will be named SITS_MODEL_HASH_CODE. Temporary blocks created during a classification will be stored in a directory associated with the model hash code which is located below the output_dir selected by the user in the sits_classification() function.

rolfsimoes avatar Apr 20 '22 21:04 rolfsimoes

relates to #678

rolfsimoes avatar Apr 20 '22 22:04 rolfsimoes