flag_debug = F
task_ids = 37
if (!flag_debug) task_ids = c(14, 23, 37, 53, 3917, 9946, 9952, 9978, 125921, 146817, 146820)
getGconf = function() {
conf_common = list(
NCVOuterIter = 5L,
NCVInnerIter = 5L,
measures = list(mlr::mmce),
repl = 10L,
prob_seed = 1L,
RLMaxEpisode = 2000L # this number does not play a role, it only ensures RL could run for sufficient time
)
conf_debug = list(
budget = 40L,
conf_tpot = list(generations = 1L, population_size = 3L, offspring_size = 3L, config_dict = 'TPOT light')
)
conf_full = list(
budget = 1000L,
# TPOT will evaluate population_size + generations × offspring_size pipelines in total.
conf_tpot = list(generations = 20L, population_size = 10L, offspring_size = 50L)
)
if (flag_debug) return(c(conf_debug, conf_common))
return(c(conf_full, conf_common))
}
resources_light = list(
walltime = 60L*60*8,
memory = 1024L*2,
ntasks = 1L,
ncpus = 1L,
nodes = 1L,
clusters = "serial")
resources_bigmem = list(
walltime = 60L*60*8,
memory = 1024L*4,
ntasks = 1L,
ncpus = 1L,
nodes = 1L,
clusters = "serial")
resources = list(
walltime = 60L*60*12,
memory = 1024L*2,
ntasks = 1L,
ncpus = 1L,
nodes = 1L,
clusters = "serial")
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