from util.logging import setupLogging, shutdownLogging
#from IPython.display import clear_output
from util.worker import worker
MKL_ENABLED = False
try:
import mkl #to limit multiprocessing (to get better control)
MKL_ENABLED = True
except ModuleNotFoundError as error:
MKL_ENABLED = False
#Experimental Setup
if __name__ == '__main__':
logger = setupLogging()
db = Database()
db.loadFromJson(config.DATABASE_PATH)
if (MKL_ENABLED):
mkl.set_num_threads(
1
) #disable mkl multiprocessing to get more control over the number of cores being used.
taskList = []
logger.info("Collect tasks that needs to be calculated")
for optimizer in config.LIST_OF_OPTIMIZERS:
for problem in config.LIST_OF_PROBLEMS:
optimizerId = str(optimizer.__name__)
problemId = str(problem.__name__)
for k in range(config.K):
if not db.exists(optimizerId, problemId, str(k)):
#optimizer().apply(problem(), config.MAX_EVALUATIONS)
taskList.append({
'optimizer': optimizer,
