yahpo-nb301/param_set.R

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")
)