get_constraints: Fetch slack and dual values

This commit is contained in:
2021-04-10 17:24:03 -05:00
parent 088d679f61
commit b5e602cdc1
5 changed files with 135 additions and 68 deletions

View File

@@ -5,6 +5,7 @@ import logging
import re
import sys
from dataclasses import dataclass
from enum import Enum
from io import StringIO
from random import randint
from typing import List, Any, Dict, Optional, Hashable
@@ -68,6 +69,9 @@ class GurobiSolver(InternalSolver):
self.lazy_cb_frequency = lazy_cb_frequency
self._bin_vars: List["gurobipy.Var"] = []
self._varname_to_var: Dict[str, "gurobipy.Var"] = {}
self._dirty = True
self._has_lp_solution = False
self._has_mip_solution = False
if self.lazy_cb_frequency == 1:
self.lazy_cb_where = [self.gp.GRB.Callback.MIPSOL]
@@ -136,9 +140,12 @@ class GurobiSolver(InternalSolver):
var.ub = 1.0
with _RedirectOutput(streams):
self.model.optimize()
self._dirty = False
for var in self._bin_vars:
var.vtype = self.gp.GRB.BINARY
log = streams[0].getvalue()
self._has_lp_solution = self.model.solCount > 0
self._has_mip_solution = False
opt_value = None
if not self.is_infeasible():
opt_value = self.model.objVal
@@ -191,6 +198,7 @@ class GurobiSolver(InternalSolver):
while True:
with _RedirectOutput(streams):
self.model.optimize(cb_wrapper)
self._dirty = False
if len(callback_exceptions) > 0:
raise callback_exceptions[0]
total_wallclock_time += self.model.runtime
@@ -198,6 +206,8 @@ class GurobiSolver(InternalSolver):
should_repeat = iteration_cb()
if not should_repeat:
break
self._has_lp_solution = False
self._has_mip_solution = self.model.solCount > 0
# Fetch results and stats
log = streams[0].getvalue()
@@ -306,6 +316,9 @@ class GurobiSolver(InternalSolver):
self.model.addConstr(lhs <= constr.rhs, name=name)
else:
self.model.addConstr(lhs >= constr.rhs, name=name)
self._dirty = True
self._has_lp_solution = False
self._has_mip_solution = False
@overrides
def remove_constraint(self, name: str) -> None:
@@ -341,12 +354,6 @@ class GurobiSolver(InternalSolver):
var.lb = value
var.ub = value
@overrides
def get_inequality_slacks(self) -> Dict[str, float]:
assert self.model is not None
ineqs = [c for c in self.model.getConstrs() if c.sense != "="]
return {c.ConstrName: c.Slack for c in ineqs}
@overrides
def relax(self) -> None:
assert self.model is not None
@@ -414,7 +421,9 @@ class GurobiSolver(InternalSolver):
def get_constraints(self) -> Dict[str, Constraint]:
assert self.model is not None
self._raise_if_callback()
self.model.update()
if self._dirty:
self.model.update()
self._dirty = False
constraints: Dict[str, Constraint] = {}
for c in self.model.getConstrs():
constr = self._parse_gurobi_constraint(c)
@@ -422,13 +431,22 @@ class GurobiSolver(InternalSolver):
constraints[c.constrName] = constr
return constraints
def _parse_gurobi_constraint(self, c: Any) -> Constraint:
def _parse_gurobi_constraint(self, gp_constr: Any) -> Constraint:
assert self.model is not None
expr = self.model.getRow(c)
expr = self.model.getRow(gp_constr)
lhs: Dict[str, float] = {}
for i in range(expr.size()):
lhs[expr.getVar(i).varName] = expr.getCoeff(i)
return Constraint(rhs=c.rhs, lhs=lhs, sense=c.sense)
constr = Constraint(
rhs=gp_constr.rhs,
lhs=lhs,
sense=gp_constr.sense,
)
if self._has_lp_solution:
constr.dual_value = gp_constr.pi
if self._has_lp_solution or self._has_mip_solution:
constr.slack = gp_constr.slack
return constr
@overrides
def are_callbacks_supported(self) -> bool: