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Merge pull request #3314 from emma58/mbm-baron-bug
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GDP: Don't transform known-to-be infeasible Disjuncts in multiple BigM
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emma58 authored Jul 11, 2024
2 parents 2d138e3 + 6f0d954 commit 9fd504a
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Showing 2 changed files with 32 additions and 18 deletions.
31 changes: 25 additions & 6 deletions pyomo/gdp/plugins/multiple_bigm.py
Original file line number Diff line number Diff line change
Expand Up @@ -12,7 +12,7 @@
import itertools
import logging

from pyomo.common.collections import ComponentMap
from pyomo.common.collections import ComponentMap, ComponentSet
from pyomo.common.config import ConfigDict, ConfigValue
from pyomo.common.gc_manager import PauseGC
from pyomo.common.modeling import unique_component_name
Expand Down Expand Up @@ -310,9 +310,12 @@ def _transform_disjunctionData(self, obj, index, parent_disjunct, root_disjunct)

arg_Ms = self._config.bigM if self._config.bigM is not None else {}

# ESJ: I am relying on the fact that the ComponentSet is going to be
# ordered here, but using a set because I will remove infeasible
# Disjuncts from it if I encounter them calculating M's.
active_disjuncts = ComponentSet(disj for disj in obj.disjuncts if disj.active)
# First handle the bound constraints if we are dealing with them
# separately
active_disjuncts = [disj for disj in obj.disjuncts if disj.active]
transformed_constraints = set()
if self._config.reduce_bound_constraints:
transformed_constraints = self._transform_bound_constraints(
Expand Down Expand Up @@ -585,7 +588,7 @@ def _calculate_missing_M_values(
):
if disjunct is other_disjunct:
continue
if id(other_disjunct) in scratch_blocks:
elif id(other_disjunct) in scratch_blocks:
scratch = scratch_blocks[id(other_disjunct)]
else:
scratch = scratch_blocks[id(other_disjunct)] = Block()
Expand Down Expand Up @@ -631,15 +634,21 @@ def _calculate_missing_M_values(
scratch.obj.expr = constraint.body - constraint.lower
scratch.obj.sense = minimize
lower_M = self._solve_disjunct_for_M(
other_disjunct, scratch, unsuccessful_solve_msg
other_disjunct,
scratch,
unsuccessful_solve_msg,
active_disjuncts,
)
if constraint.upper is not None and upper_M is None:
# last resort: calculate
if upper_M is None:
scratch.obj.expr = constraint.body - constraint.upper
scratch.obj.sense = maximize
upper_M = self._solve_disjunct_for_M(
other_disjunct, scratch, unsuccessful_solve_msg
other_disjunct,
scratch,
unsuccessful_solve_msg,
active_disjuncts,
)
arg_Ms[constraint, other_disjunct] = (lower_M, upper_M)
transBlock._mbm_values[constraint, other_disjunct] = (lower_M, upper_M)
Expand All @@ -651,9 +660,18 @@ def _calculate_missing_M_values(
return arg_Ms

def _solve_disjunct_for_M(
self, other_disjunct, scratch_block, unsuccessful_solve_msg
self, other_disjunct, scratch_block, unsuccessful_solve_msg, active_disjuncts
):
if not other_disjunct.active:
# If a Disjunct is infeasible, we will discover that and deactivate
# it when we are calculating the M values. We remove that disjunct
# from active_disjuncts inside of the loop in
# _calculate_missing_M_values. So that means that we might have
# deactivated Disjuncts here that we should skip over.
return 0

solver = self._config.solver

results = solver.solve(other_disjunct, load_solutions=False)
if results.solver.termination_condition is TerminationCondition.infeasible:
# [2/18/24]: TODO: After the solver rewrite is complete, we will not
Expand All @@ -669,6 +687,7 @@ def _solve_disjunct_for_M(
"Disjunct '%s' is infeasible, deactivating." % other_disjunct.name
)
other_disjunct.deactivate()
active_disjuncts.remove(other_disjunct)
M = 0
else:
# This is a solver that might report
Expand Down
19 changes: 7 additions & 12 deletions pyomo/gdp/tests/test_mbigm.py
Original file line number Diff line number Diff line change
Expand Up @@ -1019,39 +1019,34 @@ def test_calculate_Ms_infeasible_Disjunct(self):
out.getvalue().strip(),
)

# We just fixed the infeasible by to False
# We just fixed the infeasible disjunct to False
self.assertFalse(m.disjunction.disjuncts[0].active)
self.assertTrue(m.disjunction.disjuncts[0].indicator_var.fixed)
self.assertFalse(value(m.disjunction.disjuncts[0].indicator_var))

# We didn't actually transform the infeasible disjunct
self.assertIsNone(m.disjunction.disjuncts[0].transformation_block)

# the remaining constraints are transformed correctly.
cons = mbm.get_transformed_constraints(m.disjunction.disjuncts[1].constraint[1])
self.assertEqual(len(cons), 1)
assertExpressionsEqual(
self,
cons[0].expr,
21 + m.x - m.y
<= 0 * m.disjunction.disjuncts[0].binary_indicator_var
+ 12.0 * m.disjunction.disjuncts[2].binary_indicator_var,
21 + m.x - m.y <= 12.0 * m.disjunction.disjuncts[2].binary_indicator_var,
)

cons = mbm.get_transformed_constraints(m.disjunction.disjuncts[2].constraint[1])
self.assertEqual(len(cons), 2)
print(cons[0].expr)
print(cons[1].expr)
assertExpressionsEqual(
self,
cons[0].expr,
0.0 * m.disjunction_disjuncts[0].binary_indicator_var
- 12.0 * m.disjunction_disjuncts[1].binary_indicator_var
<= m.x - (m.y - 9),
-12.0 * m.disjunction_disjuncts[1].binary_indicator_var <= m.x - (m.y - 9),
)
assertExpressionsEqual(
self,
cons[1].expr,
m.x - (m.y - 9)
<= 0.0 * m.disjunction_disjuncts[0].binary_indicator_var
- 12.0 * m.disjunction_disjuncts[1].binary_indicator_var,
m.x - (m.y - 9) <= -12.0 * m.disjunction_disjuncts[1].binary_indicator_var,
)

@unittest.skipUnless(
Expand Down

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