cleanup and < 3 bundle pre-filter
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79580c5394
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@ -43,7 +43,6 @@ def csv_to_item(items_csv_reader, solver_run):
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item[col] = row[key]
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# confirm item is only added if it meets the criteria of 100% constraints as a pre-filter
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# items.append(Item.parse_obj(item))
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valid_item = True
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item = Item.parse_obj(item)
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for constraint in solver_run.constraints:
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@ -26,18 +26,13 @@ def build_constraints(solver_run: SolverRun, problem: LpProblem,
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if attribute.type == 'metadata':
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logging.info('Metadata Constraint Generating...')
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con = dict(
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zip([item.id for item in solver_run.items], [
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boolean_to_int(item.attribute_exists(attribute))
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for item in solver_run.items
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]))
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problem += lpSum(
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[
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len(bundle.items_with_attribute(attribute)) * bundles[bundle.id] for bundle in solver_run.bundles
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] +
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[
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con[item.id] * items[item.id] for item in solver_run.unbundled_items()
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item.attribute_exists(attribute).real * items[item.id] for item in solver_run.unbundled_items()
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]
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) >= round(total_form_items * (min / 100)), f'{attribute.id} - {attribute.value} - min'
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@ -46,7 +41,7 @@ def build_constraints(solver_run: SolverRun, problem: LpProblem,
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len(bundle.items_with_attribute(attribute)) * bundles[bundle.id] for bundle in solver_run.bundles
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] +
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[
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con[item.id] * items[item.id] for item in solver_run.unbundled_items()
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item.attribute_exists(attribute).real * items[item.id] for item in solver_run.unbundled_items()
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]
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) <= round(total_form_items * (max / 100)), f'{attribute.id} - {attribute.value} - max'
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elif attribute.type == 'bundle':
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@ -86,6 +86,12 @@ class SolverRun(BaseModel):
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items=[item],
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type=type_attribute)
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]
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# temporary compensator for bundle item limits, since we shouldn't be using cases with less than 3 items
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# ideally this should be in the bundles model as a new attribute to handle "constraints of constraints"
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logging.info('Removing bundles with items < 3')
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for k,v in enumerate(self.bundles):
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bundle = self.bundles[k]
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if bundle.count < 3: del self.bundles[k]
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logging.info('Bundles Generated...')
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@ -94,4 +100,7 @@ class SolverRun(BaseModel):
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if constraint.reference_attribute.id == name), None)
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def unbundled_items(self) -> list:
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# since the only bundles are based on passage id currently
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# in the future when we have more than just passage based bundles
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# we'll need to develop a more sophisticated way of handling this concern
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return [item for item in self.items if item.passage_id == None]
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@ -65,7 +65,7 @@ class LoftService(Base):
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solution = Solution(response_id=random.randint(100, 5000), forms=[]) # unsolved solution
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# setup common Solver variables
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items = LpVariable.dicts("Item", [item.id for item in self.solver_run.items], lowBound=0, upBound=1, cat='Binary')
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items = LpVariable.dicts("Item", [item.id for item in self.solver_run.unbundled_items()], lowBound=0, upBound=1, cat='Binary')
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bundles = LpVariable.dicts("Bundle", [bundle.id for bundle in self.solver_run.bundles], lowBound=0, upBound=1, cat='Binary')
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# iterate for number of forms that require creation
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