ps = ParamSet$new(list( ParamFct$new("dataset", levels = c("CIFAR10"), tags = "task_id"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_0", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_1", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_2", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_3", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_4", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_5", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_6", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_7", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_8", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_9", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_10", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_11", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_12", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_13", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_0", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_1", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_2", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_3", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_4", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_5", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_6", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_7", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_8", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_9", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_10", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_11", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_12", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_13", levels = c("max_pool_3x3", "avg_pool_3x3", "skip_connect", "sep_conv_3x3", "sep_conv_5x5", "dil_conv_3x3", "dil_conv_5x5"), default = "max_pool_3x3"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_3", levels = c("0_1", "0_2", "1_2"), default = "0_1"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_4", levels = c("0_1", "0_2", "0_3", "1_2", "1_3", "2_3"), default = "0_1"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_5", levels = c("0_1", "0_2", "0_3", "0_4", "1_2", "1_3", "1_4", "2_3", "2_4", "3_4"), default = "0_1"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_3", levels = c("0_1", "0_2", "1_2"), default = "0_1"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_4", levels = c("0_1", "0_2", "0_3", "1_2", "1_3", "2_3"), default = "0_1"), ParamFct$new("NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_5", levels = c("0_1", "0_2", "0_3", "0_4", "1_2", "1_3", "1_4", "2_3", "2_4", "3_4"), default = "0_1"), ParamInt$new("epoch", lower = 1L, upper = 98L, default = 1L, tags = "budget")) ) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_2", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_3", cond = CondAnyOf$new(c("0_1", "0_2"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_3", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_3", cond = CondAnyOf$new(c("0_1", "1_2"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_4", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_3", cond = CondAnyOf$new(c("0_2", "1_2"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_5", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_4", cond = CondAnyOf$new(c("0_1", "0_2", "0_3"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_6", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_4", cond = CondAnyOf$new(c("0_1", "1_2", "1_3"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_7", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_4", cond = CondAnyOf$new(c("0_2", "1_2", "2_3"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_8", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_4", cond = CondAnyOf$new(c("0_3", "1_3", "2_3"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_10", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_5", cond = CondAnyOf$new(c("0_1", "1_2", "1_3", "1_4"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_11", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_5", cond = CondAnyOf$new(c("0_2", "1_2", "2_3", "2_4"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_12", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_5", cond = CondAnyOf$new(c("0_3", "1_3", "2_3", "3_4"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_13", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_5", cond = CondAnyOf$new(c("0_4", "1_4", "2_4", "3_4"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_normal_9", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_normal_5", cond = CondAnyOf$new(c("0_1", "0_2", "0_3", "0_4"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_2", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_3", cond = CondAnyOf$new(c("0_1", "0_2"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_3", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_3", cond = CondAnyOf$new(c("0_1", "1_2"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_4", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_3", cond = CondAnyOf$new(c("0_2", "1_2"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_5", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_4", cond = CondAnyOf$new(c("0_1", "0_2", "0_3"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_6", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_4", cond = CondAnyOf$new(c("0_1", "1_2", "1_3"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_7", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_4", cond = CondAnyOf$new(c("0_2", "1_2", "2_3"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_8", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_4", cond = CondAnyOf$new(c("0_3", "1_3", "2_3"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_10", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_5", cond = CondAnyOf$new(c("0_1", "1_2", "1_3", "1_4"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_11", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_5", cond = CondAnyOf$new(c("0_2", "1_2", "2_3", "2_4"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_12", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_5", cond = CondAnyOf$new(c("0_3", "1_3", "2_3", "3_4"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_13", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_5", cond = CondAnyOf$new(c("0_4", "1_4", "2_4", "3_4"))) ps$add_dep("NetworkSelectorDatasetInfo_COLON_darts_COLON_edge_reduce_9", on = "NetworkSelectorDatasetInfo_COLON_darts_COLON_inputs_node_reduce_5", cond = CondAnyOf$new(c("0_1", "0_2", "0_3", "0_4"))) search_space = ps$clone(deep = TRUE) domain = ps$clone(deep = TRUE) codomain = ps( val_accuracy = p_dbl(lower = 0, upper = 100, tags = "maximize"), runtime = p_dbl(lower = 0, upper = Inf, tags = "minimize") )