test_that("uncertainty", { data_dir <- system.file("extdata/raster/mod13q1", package = "sits") cube <- sits_cube( source = "BDC", collection = "MOD13Q1-6.1", data_dir = data_dir, progress = FALSE ) xgb_model <- sits_train(samples_modis_ndvi, ml_method = sits_xgboost(verbose = FALSE) ) probs_cube <- sits_classify( cube, ml_model = xgb_model, output_dir = tempdir(), memsize = 4, multicores = 2, version = "xgb", progress = FALSE ) entropy_cube <- sits_uncertainty( probs_cube, type = "entropy", output_dir = tempdir(), version = "xgb_entropy" ) least_cube <- sits_uncertainty( probs_cube, type = "least", output_dir = tempdir(), version = "xgb_least" ) margin_cube <- sits_uncertainty( probs_cube, type = "margin", output_dir = tempdir(), version = "xgb_margin" ) e_cnames <- c( "source", "collection", "satellite", "sensor", "tile", "xmin", "xmax", "ymin", "ymax", "crs", "labels", "file_info" ) expect_true(all(colnames(entropy_cube %in% e_cnames))) expect_true(all(colnames(least_cube %in% e_cnames))) expect_true(all(colnames(margin_cube %in% e_cnames))) expect_true(all( dim(entropy_cube) == dim(least_cube), dim(entropy_cube) == dim(margin_cube) )) entropy_fi <- entropy_cube[["file_info"]][[1]] least_fi <- least_cube[["file_info"]][[1]] margin_fi <- margin_cube[["file_info"]][[1]] e_cnames <- c( "band", "start_date", "end_date", "xmin", "ymin", "xmax", "ymax", "xres", "yres", "nrows", "ncols", "path" ) expect_true(all(colnames(entropy_fi %in% e_cnames))) expect_true(all(colnames(least_fi %in% e_cnames))) expect_true(all(colnames(margin_fi %in% e_cnames))) expect_true(all( dim(entropy_fi) == dim(least_fi), dim(entropy_fi) == dim(margin_fi) )) entropy_r <- .raster_open_rast(entropy_fi[["path"]]) expect_true(all(range(entropy_r[]) > 0)) expect_true(range(entropy_r[])[2] > range(entropy_r[])[1]) least_r <- .raster_open_rast(least_fi[["path"]]) expect_true(all(range(least_r[]) >= 0)) expect_true(range(least_r[])[2] > range(least_r[])[1]) margin_r <- .raster_open_rast(margin_fi[["path"]]) expect_true(all(range(margin_r[]) >= 0)) expect_true(range(margin_r[])[2] > range(margin_r[])[1]) expect_true(all(file.remove(unlist(probs_cube$file_info[[1]]$path)))) expect_true(all(file.remove(unlist(entropy_cube$file_info[[1]]$path)))) expect_true(all(file.remove(unlist(least_cube$file_info[[1]]$path)))) expect_true(all(file.remove(unlist(margin_cube$file_info[[1]]$path)))) })