I am coding a heuristic for an optimization problem from the field of production. In this heuristic I have various conditions, stop criteria etc. In order to account for these different criteria, I worked with multiple nested loops, as you can see in the code below:
for tao in PERIODS:
print ("Iteration:", tao)
print ("-----------------------------------------")
print (SETUP_ITEMS)
for z in range(1,periods_count+1-tao):
print("z =",z)
for k in SETUP_ITEMS[tao+z]:
print("k =",k)
#### EXCEPTION 1
if production.loc[k][tao] == 0:
print("There is no setup in this period for product {}.".format(k))
counter =+ 1
continue
#### EXCEPTION 2
if demand.loc[k][tao+z] > spare_capacity[tao]['Spare Capacity']:
print("Capacity in period {} is insufficient to pre-produce demands for product {} from period {}.\n".format(tao, k, tao+z))
counter =+ 1
continue
if counter == k:
print("Stop Criterion is met!")
break
##########################################################################
if SM == 1:
if SilverMeal(k,z) == True:
print("Silver Meal Criterion is", SilverMeal(k,z))
production.loc[k][tao] += demand.loc[k][tao+z]
production.loc[k][tao+z] = 0
else:
print("Else: Silver Meal Criterion is", SilverMeal(k,z))
for t in range(tao,periods_count+1):
for k in PRODUCTS:
spare_capacity[t] = capacity[t][1]-sum(production.loc[k][t] for k in PRODUCTS)
SETUP_ITEMS = [[] for t in range(0,periods_count+1)]
for t in PERIODS:
for k in PRODUCTS:
if production.loc[k][t]==(max(0,demand.loc[k][t]-stock.loc[k][t-1])) > 0:
SETUP_ITEMS[t].append(k)
print(productionplan(production,spare_capacity,CF), '\n\n')
print(productionplan(production,spare_capacity,CF), '\n\n')
The idea is, that if for one tao, there is an exception true for all k, all the loops terminate early, apart from the most outer one, so that we would go to the next tao in PERIODS and it all starts again.
I tried to use it with the counter variable, but this did not turn out to be functioning really well.
I currently have for example this output (extract):
z = 1
k = 1
Capacity in period 1 is insufficient to pre-produce demands for product 1 from period 2.
k = 2
Capacity in period 1 is insufficient to pre-produce demands for product 2 from period 2.
z = 2
k = 2
Capacity in period 1 is insufficient to pre-produce demands for product 2 from period 3.
After the k=2 in z=1the iteration should terminate, but it keeps on checking further z values.
Could anyone give me a tip how to solve this issue? I read about putting loops into functions, so that one can break out of multiple loops, but I am not sure how to formulate this here, as I would have multiple points of exit..
Thanks!