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Canonical recursive #432

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130 changes: 73 additions & 57 deletions cpmpy/transformations/linearize.py
Original file line number Diff line number Diff line change
Expand Up @@ -45,7 +45,7 @@
from .get_variables import get_variables
from ..exceptions import TransformationNotImplementedError

from ..expressions.core import Comparison, Operator, BoolVal
from ..expressions.core import Comparison, Operator, BoolVal, Expression
from ..expressions.globalconstraints import GlobalConstraint, DirectConstraint
from ..expressions.utils import is_any_list, is_num, eval_comparison, is_bool

Expand Down Expand Up @@ -255,71 +255,87 @@ def only_positive_bv(lst_of_expr):
return newlist

def canonical_comparison(lst_of_expr):

lst_of_expr = toplevel_list(lst_of_expr) # ensure it is a list
"""
Transform sum-comparison in canonical form:
- lhs contains only variables
- rhs consists of constant
(TODO: sorted args on lhs?)
"""

newlist = []
for cpm_expr in lst_of_expr:

if isinstance(cpm_expr, Operator) and cpm_expr.name == '->': # half reification of comparison
lhs, rhs = cpm_expr.args
if isinstance(rhs, Comparison):
rhs = canonical_comparison(rhs)[0]
newlist.append(lhs.implies(rhs))
elif isinstance(lhs, Comparison):
lhs = canonical_comparison(lhs)[0]
newlist.append(lhs.implies(rhs))
if isinstance(cpm_expr, _NumVarImpl) or not isinstance(cpm_expr, Expression):
newlist.append(cpm_expr)

if isinstance(cpm_expr, Comparison):
elif isinstance(cpm_expr, Comparison) and isinstance(cpm_expr.args[0], Expression) and \
(isinstance(cpm_expr.args[0], _NumVarImpl) or \
(isinstance(cpm_expr.args[0], Operator) and (cpm_expr.args[0].name == "sum" or cpm_expr.args[0].name == "wsum"))):

# LHS is sum/wsum/var
comp_name = cpm_expr.name
lhs, rhs = cpm_expr.args
if isinstance(lhs, Comparison) and cpm_expr.name == "==": # reification of comparison
lhs = canonical_comparison(lhs)[0]
elif is_num(lhs) or isinstance(lhs, _NumVarImpl) or (isinstance(lhs, Operator) and lhs.name in {"sum", "wsum"}):
# bring all vars to lhs
lhs2 = []
if isinstance(rhs, _NumVarImpl):
lhs2, rhs = [-1 * rhs], 0
elif isinstance(rhs, Operator) and rhs.name == "sum":
lhs2, rhs = [-1 * b if isinstance(b, _NumVarImpl) else 1 * b.args[0] for b in rhs.args
if isinstance(b, _NumVarImpl) or isinstance(b, Operator)], \
sum(b for b in rhs.args if is_num(b))
elif isinstance(rhs, Operator) and rhs.name == "wsum":
lhs2, rhs = [-a * b for a, b in zip(rhs.args[0], rhs.args[1])
if isinstance(b, _NumVarImpl)], \
sum(-a * b for a, b in zip(rhs.args[0], rhs.args[1])
if not isinstance(b, _NumVarImpl))
if isinstance(lhs, Operator) and lhs.name == "sum":
lhs, rhs = sum([1 * a for a in lhs.args] + lhs2), rhs
elif isinstance(lhs, _NumVarImpl) or (isinstance(lhs, Operator) and lhs.name == "wsum"):
lhs, rhs = lhs + lhs2, rhs
else:
raise ValueError(
f"unexpected expression on lhs of expression, should be sum,wsum or intvar but got {lhs}")

assert not is_num(lhs), "lhs cannot be an integer at this point!"
# put all vars to lhs
if not is_num(rhs) and (isinstance(lhs, _NumVarImpl) or lhs.name =="sum" or lhs.name == "wsum"):

# bring all const to rhs
if lhs.name == "sum":
new_args = []
for i, arg in enumerate(lhs.args):
if is_num(arg):
rhs -= arg
else:
new_args.append(arg)
lhs = Operator("sum", new_args)
if isinstance(rhs, Operator):
if rhs.name == "sum":
extra_weights = [-1] * len(rhs.args)
extra_vars = rhs.args
elif rhs.name == "wsum":
extra_weights= [-w for w in rhs.args[0]]
extra_vars = rhs.args[1]
elif isinstance(rhs, _NumVarImpl):
extra_weights = [-1]
extra_vars = [rhs]

if lhs.name == "sum":
lhs_weights = [1]*len(lhs.args) + extra_weights
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extra_weights will not be defined if the rhs is an operator other than sum or wsum (like div or mul or whatever)

lhs_args = lhs.args + extra_vars
elif lhs.name == "wsum":
new_weights, new_args = [], []
for i, (w, arg) in enumerate(zip(*lhs.args)):
if is_num(arg):
rhs -= w * arg
else:
new_weights.append(w)
new_args.append(arg)
lhs = Operator("wsum", [new_weights, new_args])

newlist.append(eval_comparison(cpm_expr.name, lhs, rhs))
else: # rest of expressions
lhs_weights = lhs.args[0] + extra_weights
lhs_args = lhs.args[1] + extra_vars
else: # lhs is constant
lhs_weights = [1] + extra_weights
lhs_args = [lhs] + extra_vars

lhs = Operator("wsum", [lhs_weights, lhs_args])
rhs = 0

# bring all consts to rhs
if lhs.name == "sum":
new_args = []
for arg in lhs.args:
if is_num(arg):
rhs -= arg
else:
new_args.append(arg)
lhs = Operator("sum", canonical_comparison(new_args))

elif lhs.name == "wsum":
new_weights, new_args = [], []
for i, (w, arg) in enumerate(zip(*lhs.args)):
if is_num(arg):
rhs -= w * arg
else:
new_weights.append(w)
new_args.append(arg)

lhs = Operator("wsum", [new_weights, canonical_comparison(new_args)])

newlist.append(eval_comparison(comp_name, lhs, rhs))

elif isinstance(cpm_expr, DirectConstraint):
newlist.append(cpm_expr) # we do not mess with direct constraints

elif isinstance(cpm_expr, Expression) and hasattr(cpm_expr, "args"):
# look in args of other expressions, including global constraints
cpm_expr = copy.copy(cpm_expr)
cpm_expr.args = canonical_comparison(cpm_expr.args)
newlist.append(cpm_expr)

return newlist
else:
raise ValueError("Reached uncovered case, if you reach this, please report on github ")

return newlist