irt-service/app/helpers/solver_helper.py

40 lines
1.7 KiB
Python

from pulp import lpSum
from random import randint, sample
import logging
from lib.errors.item_generation_error import ItemGenerationError
def build_constraints(solver_run, problem, items):
try:
total_form_items = solver_run.total_form_items
constraints = solver_run.constraints
for constraint in constraints:
attribute = constraint.reference_attribute
min = constraint.minimum
max = constraint.maximum
if attribute.type == 'metadata':
con = dict(zip([item.id for item in solver_run.items],
[item.attribute_exists(attribute)
for item in solver_run.items]))
problem += lpSum([con[item.id]
* items[item.id]
for item in solver_run.items]) >= round(total_form_items * (min / 100)), f'{attribute.id} - {attribute.value} - min'
problem += lpSum([con[item.id]
* items[item.id]
for item in solver_run.items]) <= round(total_form_items * (max / 100)), f'{attribute.id} - {attribute.value} - max'
elif attribute.type == 'bundle':
bundles = solver_run.bundles(attribute.id)
total_bundles = randint(constraint.minimum, constraint.maximum)
selected_bundles = sample(bundles, total_bundles)
for bundle in selected_bundles:
problem += lpSum([items[item.id] for item in solver_run.items if getattr(item, bundle["type"], None) == bundle['id']]) == bundle['count'], f'Bundle constraint for {bundle["type"]} ({bundle["id"]})'
return problem
except ValueError as error:
logging.error(error)
raise ItemGenerationError("Bundle min and/or max larger than bundle amount provided", error.args[0])