| codomain = ps( | |
| acc = p_dbl(lower = 0, upper = 1, tags = "maximize"), | |
| bac = p_dbl(lower = 0, upper = 1, tags = "maximize"), | |
| f1 = p_dbl(lower = 0, upper = 1, tags = "maximize"), | |
| auc = p_dbl(lower = 0, upper = 1, tags = "maximize"), | |
| brier = p_dbl(lower = 0, upper = 1, tags = "minimize"), | |
| logloss = p_dbl(lower = 0, upper = Inf, tags = "minimize"), | |
| timetrain = p_dbl(lower = 0, upper = Inf, tags = "minimize"), | |
| timepredict = p_dbl(lower = 0, upper = Inf, tags = "minimize"), | |
| memory = p_dbl(lower = 0, upper = Inf, tags = "minimize") | |
| ) | |
| search_space = ps( | |
| cp = p_dbl(lower = -7, upper = 0, tags = "log", trafo = function(x) exp(x)), | |
| maxdepth = p_int(lower = 1L, upper = 30L), | |
| minbucket = p_int(lower = 1L, upper = 100L), | |
| minsplit = p_int(lower = 1L, upper = 100L), | |
| trainsize = p_dbl(lower = 0.03, upper = 1, tags = "budget"), | |
| repl = p_int(lower = 1L, upper = 10L, tags = "budget"), | |
| num.impute.selected.cpo = p_fct(levels = c("impute.mean", "impute.median", "impute.hist")), | |
| task_id = p_fct(levels = c("41138", "4135", "40981", "4134", "40927", "1220", "4154", | |
| "40923", "41163", "40996", "4538", "40978", "375", "1111", "40496", | |
| "40966", "41150", "4534", "40900", "40536", "41156", "1590", | |
| "1457", "458", "469", "41157", "11", "1461", "1462", "1464", | |
| "15", "40975", "41142", "40701", "40994", "23", "1468", "40668", | |
| "29", "31", "6332", "37", "4541", "40670", "23381", "151", "188", | |
| "41164", "1475", "1476", "41159", "1478", "41169", "23512", "1479", | |
| "41212", "1480", "300", "41168", "41143", "1053", "41027", "1067", | |
| "1063", "41162", "3", "6", "1485", "1056", "12", "14", "16", | |
| "18", "40979", "22", "1515", "554", "334", "24", "1486", "23517", | |
| "1493", "28", "1487", "1068", "1050", "1049", "32", "1489", "470", | |
| "1494", "41161", "41165", "182", "312", "40984", "1501", "40685", | |
| "38", "42", "44", "46", "40982", "1040", "41146", "377", "40499", | |
| "50", "54", "41166", "307", "1497", "60", "1510", "40983", "40498", | |
| "181"), tags = "task_id" | |
| ) | |
| ) | |
| domain = ps( | |
| cp = p_dbl(lower = exp(-7), upper = exp(0)), | |
| maxdepth = p_int(lower = 1L, upper = 30L), | |
| minbucket = p_int(lower = 1L, upper = 100L), | |
| minsplit = p_int(lower = 1L, upper = 100L), | |
| trainsize = p_dbl(lower = 0.03, upper = 1, tags = "budget"), | |
| repl = p_int(lower = 1L, upper = 10L, tags = "budget"), | |
| num.impute.selected.cpo = p_fct(levels = c("impute.mean", "impute.median", "impute.hist")), | |
| task_id = p_fct(levels = c("41138", "4135", "40981", "4134", "40927", "1220", "4154", | |
| "40923", "41163", "40996", "4538", "40978", "375", "1111", "40496", | |
| "40966", "41150", "4534", "40900", "40536", "41156", "1590", | |
| "1457", "458", "469", "41157", "11", "1461", "1462", "1464", | |
| "15", "40975", "41142", "40701", "40994", "23", "1468", "40668", | |
| "29", "31", "6332", "37", "4541", "40670", "23381", "151", "188", | |
| "41164", "1475", "1476", "41159", "1478", "41169", "23512", "1479", | |
| "41212", "1480", "300", "41168", "41143", "1053", "41027", "1067", | |
| "1063", "41162", "3", "6", "1485", "1056", "12", "14", "16", | |
| "18", "40979", "22", "1515", "554", "334", "24", "1486", "23517", | |
| "1493", "28", "1487", "1068", "1050", "1049", "32", "1489", "470", | |
| "1494", "41161", "41165", "182", "312", "40984", "1501", "40685", | |
| "38", "42", "44", "46", "40982", "1040", "41146", "377", "40499", | |
| "50", "54", "41166", "307", "1497", "60", "1510", "40983", "40498", | |
| "181"), tags = "task_id" | |
| ) | |
| ) | |