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qe_arith.cpp
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/*++
Copyright (c) 2015 Microsoft Corporation
--*/
#include "qe/mbp/mbp_arith.h"
#include "qe/qe.h"
#include "ast/rewriter/th_rewriter.h"
#include "parsers/smt2/smt2parser.h"
#include "ast/arith_decl_plugin.h"
#include "ast/reg_decl_plugins.h"
#include "ast/rewriter/arith_rewriter.h"
#include "ast/ast_pp.h"
#include "smt/smt_context.h"
#include "ast/expr_abstract.h"
#include "ast/rewriter/expr_safe_replace.h"
static expr_ref parse_fml(ast_manager& m, char const* str) {
expr_ref result(m);
cmd_context ctx(false, &m);
ctx.set_ignore_check(true);
std::ostringstream buffer;
buffer << "(declare-const x Real)\n"
<< "(declare-const y Real)\n"
<< "(declare-const z Real)\n"
<< "(declare-const u Real)\n"
<< "(declare-const v Real)\n"
<< "(declare-const t Real)\n"
<< "(declare-const a Real)\n"
<< "(declare-const b Real)\n"
<< "(declare-const i Int)\n"
<< "(declare-const j Int)\n"
<< "(declare-const k Int)\n"
<< "(declare-const l Int)\n"
<< "(declare-const m Int)\n"
<< "(assert " << str << ")\n";
std::istringstream is(buffer.str());
VERIFY(parse_smt2_commands(ctx, is));
result = ctx.assertions().get(0);
return result;
}
static char const* example1 = "(and (<= x 3.0) (<= (* 3.0 x) y) (<= z y))";
static char const* example2 = "(and (<= z x) (<= x 3.0) (<= (* 3.0 x) y) (<= z y))";
static char const* example3 = "(and (<= z x) (<= x 3.0) (< (* 3.0 x) y) (<= z y))";
static char const* example4 = "(and (<= z x) (<= x 3.0) (not (>= (* 3.0 x) y)) (<= z y))";
static char const* example5 = "(and (<= y x) (<= z x) (<= x u) (<= x v) (<= x t))";
static char const* example7 = "(and (<= x y) (<= x z) (<= u x) (< v x))";
static char const* example8 = "(and (<= (* 2 i) k) (<= j (* 3 i)))";
static char const* example6 = "(and (<= 0 (+ x z))\
(>= y x) \
(<= y x)\
(<= (- u y) 0.0)\
(>= x (+ v z))\
(>= x 0.0)\
(<= x 1.0))";
// phi[M] => result => E x . phi[x]
static void test(app* var, expr_ref& fml) {
ast_manager& m = fml.get_manager();
smt_params params;
params.m_model = true;
symbol x_name(var->get_decl()->get_name());
sort* x_sort = var->get_sort();
expr_ref pr(m);
expr_ref_vector lits(m);
flatten_and(fml, lits);
model_ref md;
{
smt::context ctx(m, params);
ctx.assert_expr(fml);
lbool result = ctx.check();
if (result != l_true) return;
ctx.get_model(md);
}
VERIFY(mbp::arith_project(*md, var, lits));
pr = mk_and(lits);
std::cout << "original: " << mk_pp(fml, m) << "\n";
std::cout << "projected: " << mk_pp(pr, m) << "\n";
// projection is consistent with model.
VERIFY(md->is_true(pr));
// projection implies E x. fml
{
qe::expr_quant_elim qelim(m, params);
expr_ref result(m), efml(m);
expr* x = var;
expr_abstract(m, 0, 1, &x, fml, efml);
efml = m.mk_exists(1, &x_sort, &x_name, efml);
qelim(m.mk_true(), efml, result);
smt::context ctx(m, params);
ctx.assert_expr(pr);
ctx.assert_expr(m.mk_not(result));
std::cout << "exists: " << pr << " =>\n" << result << "\n";
VERIFY(l_false == ctx.check());
}
std::cout << "\n";
}
static void testR(char const *ex) {
ast_manager m;
reg_decl_plugins(m);
arith_util a(m);
expr_ref fml = parse_fml(m, ex);
symbol x_name("x");
sort_ref x_sort(a.mk_real(), m);
app_ref var(m.mk_const(x_name, x_sort), m);
test(var, fml);
}
static void testI(char const *ex) {
ast_manager m;
reg_decl_plugins(m);
arith_util a(m);
expr_ref fml = parse_fml(m, ex);
symbol x_name("i");
sort_ref x_sort(a.mk_int(), m);
app_ref var(m.mk_const(x_name, x_sort), m);
test(var, fml);
}
static expr_ref_vector mk_ineqs(app* x, app* y, app_ref_vector const& nums) {
ast_manager& m = nums.get_manager();
arith_util a(m);
expr_ref_vector result(m);
for (unsigned i = 0; i < nums.size(); ++i) {
expr_ref ax(a.mk_mul(nums[i], x), m);
result.push_back(a.mk_le(ax, y));
result.push_back(m.mk_not(a.mk_ge(ax, y)));
result.push_back(m.mk_not(a.mk_gt(y, ax)));
result.push_back(a.mk_lt(y, ax));
}
return result;
}
static app_ref generate_ineqs(ast_manager& m, sort* s, vector<expr_ref_vector>& cs, bool mods_too) {
arith_util a(m);
app_ref_vector vars(m), nums(m);
vars.push_back(m.mk_const(symbol("x"), s));
vars.push_back(m.mk_const(symbol("y"), s));
vars.push_back(m.mk_const(symbol("z"), s));
vars.push_back(m.mk_const(symbol("u"), s));
vars.push_back(m.mk_const(symbol("v"), s));
vars.push_back(m.mk_const(symbol("w"), s));
nums.push_back(a.mk_numeral(rational(1), s));
nums.push_back(a.mk_numeral(rational(2), s));
nums.push_back(a.mk_numeral(rational(3), s));
app* x = vars[0].get();
app* y = vars[1].get();
// app* z = vars[2].get();
//
// ax <= by, ax < by, not (ax >= by), not (ax > by)
//
cs.push_back(mk_ineqs(x, vars[1].get(), nums));
cs.push_back(mk_ineqs(x, vars[2].get(), nums));
cs.push_back(mk_ineqs(x, vars[3].get(), nums));
cs.push_back(mk_ineqs(x, vars[4].get(), nums));
cs.push_back(mk_ineqs(x, vars[5].get(), nums));
if (mods_too) {
expr_ref_vector mods(m);
expr_ref zero(a.mk_numeral(rational(0), s), m);
mods.push_back(m.mk_true());
for (unsigned j = 0; j < nums.size(); ++j) {
mods.push_back(m.mk_eq(a.mk_mod(a.mk_add(a.mk_mul(nums[j].get(),x), y), nums[1].get()), zero));
}
cs.push_back(mods);
mods.resize(1);
for (unsigned j = 0; j < nums.size(); ++j) {
mods.push_back(m.mk_eq(a.mk_mod(a.mk_add(a.mk_mul(nums[j].get(),x), y), nums[2].get()), zero));
}
cs.push_back(mods);
}
return app_ref(x, m);
}
static void test_c(app* x, expr_ref_vector const& c) {
ast_manager& m = c.get_manager();
expr_ref fml(m);
fml = m.mk_and(c.size(), c.data());
test(x, fml);
}
static void test_cs(app* x, expr_ref_vector& c, vector<expr_ref_vector> const& cs) {
if (c.size() == cs.size()) {
test_c(x, c);
return;
}
expr_ref_vector const& c1 = cs[c.size()];
for (unsigned i = 0; i < c1.size(); ++i) {
c.push_back(c1[i]);
test_cs(x, c, cs);
c.pop_back();
}
}
static void test_ineqs(ast_manager& m, sort* s, bool mods_too) {
vector<expr_ref_vector> ineqs;
app_ref x = generate_ineqs(m, s, ineqs, mods_too);
expr_ref_vector cs(m);
test_cs(x, cs, ineqs);
}
static void test_ineqs() {
ast_manager m;
reg_decl_plugins(m);
arith_util a(m);
sort* s_int = a.mk_int();
sort* s_real = a.mk_real();
test_ineqs(m, s_int, true);
test_ineqs(m, s_real, false);
}
static void test2(char const *ex) {
smt_params params;
params.m_model = true;
ast_manager m;
reg_decl_plugins(m);
arith_util a(m);
expr_ref fml = parse_fml(m, ex);
app_ref_vector vars(m);
expr_ref_vector lits(m);
vars.push_back(m.mk_const(symbol("x"), a.mk_real()));
vars.push_back(m.mk_const(symbol("y"), a.mk_real()));
vars.push_back(m.mk_const(symbol("z"), a.mk_real()));
flatten_and(fml, lits);
smt::context ctx(m, params);
ctx.push();
ctx.assert_expr(fml);
lbool result = ctx.check();
VERIFY(result == l_true);
ref<model> md;
ctx.get_model(md);
ctx.pop(1);
std::cout << mk_pp(fml, m) << "\n";
expr_ref pr1(m), pr2(m), fml2(m);
expr_ref_vector bound(m);
ptr_vector<sort> sorts;
svector<symbol> names;
for (unsigned i = 0; i < vars.size(); ++i) {
bound.push_back(vars[i].get());
names.push_back(vars[i]->get_decl()->get_name());
sorts.push_back(vars[i]->get_sort());
}
expr_abstract(m, 0, bound.size(), bound.data(), fml, fml2);
fml2 = m.mk_exists(bound.size(), sorts.data(), names.data(), fml2);
qe::expr_quant_elim qe(m, params);
for (unsigned i = 0; i < vars.size(); ++i) {
VERIFY(mbp::arith_project(*md, vars[i].get(), lits));
}
pr1 = mk_and(lits);
qe(m.mk_true(), fml2, pr2);
std::cout << mk_pp(pr1, m) << "\n";
std::cout << mk_pp(pr2, m) << "\n";
expr_ref npr2(m);
npr2 = m.mk_not(pr2);
ctx.push();
ctx.assert_expr(pr1);
ctx.assert_expr(npr2);
VERIFY(l_false == ctx.check());
ctx.pop(1);
}
typedef opt::model_based_opt::var var_t;
static void mk_var(unsigned x, app_ref& v) {
ast_manager& m = v.get_manager();
arith_util a(m);
std::ostringstream strm;
strm << "v" << x;
v = m.mk_const(symbol(strm.str()), a.mk_real());
}
static void mk_term(vector<var_t> const& vars, rational const& coeff, app_ref& term) {
ast_manager& m = term.get_manager();
expr_ref_vector ts(m);
arith_util a(m);
for (unsigned i = 0; i < vars.size(); ++i) {
app_ref var(m);
mk_var(vars[i].m_id, var);
rational coeff = vars[i].m_coeff;
ts.push_back(a.mk_mul(a.mk_numeral(coeff, false), var));
}
ts.push_back(a.mk_numeral(coeff, a.mk_real()));
term = a.mk_add(ts.size(), ts.data());
}
static void add_random_ineq(
expr_ref_vector& fmls,
opt::model_based_opt& mbo,
random_gen& r,
svector<int> const& values,
unsigned max_vars,
unsigned max_coeff)
{
ast_manager& m = fmls.get_manager();
arith_util a(m);
unsigned num_vars = values.size();
uint_set used_vars;
vector<var_t> vars;
int value = 0;
for (unsigned i = 0; i < max_vars; ++i) {
unsigned x = r(num_vars);
if (used_vars.contains(x)) {
continue;
}
used_vars.insert(x);
int coeff = r(max_coeff + 1);
if (coeff == 0) {
continue;
}
unsigned sign = r(2);
coeff = sign == 0 ? coeff : -coeff;
vars.push_back(var_t(x, rational(coeff)));
value += coeff*values[x];
}
unsigned abs_value = value < 0 ? - value : value;
// value + k <= 0
// k <= - value
// range for k is 2*|value|
// k <= - value - range
opt::ineq_type rel = opt::t_le;
int coeff = 0;
if (r(4) == 0) {
rel = opt::t_eq;
coeff = -value;
}
else {
if (abs_value > 0) {
coeff = -value - r(2*abs_value);
}
else {
coeff = 0;
}
if (coeff != -value && r(3) == 0) {
rel = opt::t_lt;
}
}
expr_ref fml(m);
app_ref t1(m);
app_ref t2(a.mk_numeral(rational(0), a.mk_real()), m);
mk_term(vars, rational(coeff), t1);
switch (rel) {
case opt::t_eq:
fml = m.mk_eq(t1, t2);
break;
case opt::t_lt:
fml = a.mk_lt(t1, t2);
break;
case opt::t_le:
fml = a.mk_le(t1, t2);
break;
case opt::t_mod:
NOT_IMPLEMENTED_YET();
break;
}
fmls.push_back(fml);
mbo.add_constraint(vars, rational(coeff), rel);
}
static void test_maximize(opt::model_based_opt& mbo, ast_manager& m, unsigned num_vars, expr_ref_vector const& fmls, app* t) {
mbp::arith_project_plugin plugin(m);
model mdl(m);
arith_util a(m);
for (unsigned i = 0; i < num_vars; ++i) {
app_ref var(m);
mk_var(i, var);
rational val = mbo.get_value(i);
mdl.register_decl(var->get_decl(), a.mk_numeral(val, false));
}
expr_ref ge(m), gt(m);
opt::inf_eps value1 = plugin.maximize(fmls, mdl, t, ge, gt);
opt::inf_eps value2 = mbo.maximize();
std::cout << "optimal: " << value1 << " " << value2 << "\n";
mbo.display(std::cout);
}
static void check_random_ineqs(random_gen& r, ast_manager& m, unsigned num_vars, unsigned max_value, unsigned num_ineqs, unsigned max_vars, unsigned max_coeff) {
opt::model_based_opt mbo;
expr_ref_vector fmls(m);
svector<int> values;
for (unsigned i = 0; i < num_vars; ++i) {
values.push_back(r(max_value + 1));
mbo.add_var(rational(values.back()));
}
for (unsigned i = 0; i < num_ineqs; ++i) {
add_random_ineq(fmls, mbo, r, values, max_vars, max_coeff);
}
vector<var_t> vars;
vars.reset();
vars.push_back(var_t(0, rational(2)));
vars.push_back(var_t(1, rational(-2)));
mbo.set_objective(vars, rational(0));
mbo.display(std::cout);
app_ref t(m);
mk_term(vars, rational(0), t);
test_maximize(mbo, m, num_vars, fmls, t);
for (unsigned i = 0; i < values.size(); ++i) {
std::cout << i << ": " << values[i] << " -> " << mbo.get_value(i) << "\n";
}
}
static void check_random_ineqs() {
random_gen r(1);
ast_manager m;
reg_decl_plugins(m);
for (unsigned i = 0; i < 100; ++i) {
check_random_ineqs(r, m, 4, 5, 5, 3, 6);
}
}
static void test_project() {
ast_manager m;
reg_decl_plugins(m);
mbp::arith_project_plugin plugin(m);
arith_util a(m);
app_ref_vector vars(m);
expr_ref_vector lits(m), ds(m);
model mdl(m);
app_ref x(m), y(m), z(m), u(m);
x = m.mk_const(symbol("x"), a.mk_int());
y = m.mk_const(symbol("y"), a.mk_int());
z = m.mk_const(symbol("z"), a.mk_int());
u = m.mk_const(symbol("u"), a.mk_int());
func_decl_ref f(m);
sort* int_sort = a.mk_int();
f = m.mk_func_decl(symbol("f"), 1, &int_sort, int_sort);
// test non-projection
mdl.register_decl(x->get_decl(), a.mk_int(0));
mdl.register_decl(y->get_decl(), a.mk_int(1));
mdl.register_decl(z->get_decl(), a.mk_int(2));
mdl.register_decl(u->get_decl(), a.mk_int(3));
func_interp* fi = alloc(func_interp, m, 1);
expr_ref_vector nums(m);
nums.push_back(a.mk_int(0));
nums.push_back(a.mk_int(1));
nums.push_back(a.mk_int(2));
fi->insert_new_entry(nums.data(), a.mk_int(1));
fi->insert_new_entry(nums.data()+1, a.mk_int(2));
fi->insert_new_entry(nums.data()+2, a.mk_int(3));
fi->set_else(a.mk_int(10));
mdl.register_decl(f, fi);
vars.reset();
lits.reset();
vars.push_back(x);
lits.push_back(x <= app_ref(m.mk_app(f, (expr*)x), m));
lits.push_back(x < y);
plugin(mdl, vars, lits);
std::cout << lits << "\n";
// test not-equals
vars.reset();
lits.reset();
vars.push_back(x);
lits.push_back(m.mk_not(m.mk_eq(x, y)));
plugin(mdl, vars, lits);
std::cout << lits << "\n";
// test negation of distinct using bound variables
mdl.register_decl(x->get_decl(), a.mk_int(0));
mdl.register_decl(y->get_decl(), a.mk_int(1));
mdl.register_decl(z->get_decl(), a.mk_int(0));
mdl.register_decl(u->get_decl(), a.mk_int(6));
vars.reset();
lits.reset();
ds.reset();
vars.push_back(x);
vars.push_back(y);
ds.push_back(x);
ds.push_back(y);
ds.push_back(z + 2);
ds.push_back(u);
ds.push_back(z);
lits.push_back(m.mk_not(m.mk_distinct(ds.size(), ds.data())));
plugin(mdl, vars, lits);
std::cout << lits << "\n";
// test negation of distinct, not using bound variables
mdl.register_decl(x->get_decl(), a.mk_int(0));
mdl.register_decl(y->get_decl(), a.mk_int(1));
mdl.register_decl(z->get_decl(), a.mk_int(0));
mdl.register_decl(u->get_decl(), a.mk_int(6));
vars.reset();
lits.reset();
ds.reset();
vars.push_back(x);
vars.push_back(y);
ds.push_back(x);
ds.push_back(y);
ds.push_back(z + 2);
ds.push_back(u);
ds.push_back(z + 10);
ds.push_back(u + 4);
lits.push_back(m.mk_not(m.mk_distinct(ds.size(), ds.data())));
plugin(mdl, vars, lits);
std::cout << lits << "\n";
// test distinct
mdl.register_decl(x->get_decl(), a.mk_int(0));
mdl.register_decl(y->get_decl(), a.mk_int(1));
mdl.register_decl(z->get_decl(), a.mk_int(0));
mdl.register_decl(u->get_decl(), a.mk_int(6));
vars.reset();
lits.reset();
ds.reset();
vars.push_back(x);
vars.push_back(y);
ds.push_back(x);
ds.push_back(y);
ds.push_back(z + 2);
ds.push_back(u);
lits.push_back(m.mk_distinct(ds.size(), ds.data()));
plugin(mdl, vars, lits);
std::cout << lits << "\n";
// equality over modulus
mdl.register_decl(y->get_decl(), a.mk_int(4));
mdl.register_decl(z->get_decl(), a.mk_int(8));
lits.reset();
vars.reset();
vars.push_back(y);
lits.push_back(m.mk_eq(a.mk_mod(y, a.mk_int(3)), a.mk_int(1)));
lits.push_back(m.mk_eq(2*y, z));
plugin(mdl, vars, lits);
std::cout << lits << "\n";
// inequality test
mdl.register_decl(x->get_decl(), a.mk_int(0));
mdl.register_decl(y->get_decl(), a.mk_int(1));
mdl.register_decl(z->get_decl(), a.mk_int(0));
mdl.register_decl(u->get_decl(), a.mk_int(6));
vars.reset();
lits.reset();
vars.push_back(x);
vars.push_back(y);
lits.push_back(z <= (x + (2*y)));
lits.push_back(2*x < u + 3);
lits.push_back(2*y <= u);
plugin(mdl, vars, lits);
std::cout << lits << "\n";
// non-unit equalities
mdl.register_decl(x->get_decl(), a.mk_int(1));
mdl.register_decl(z->get_decl(), a.mk_int(2));
mdl.register_decl(u->get_decl(), a.mk_int(3));
mdl.register_decl(y->get_decl(), a.mk_int(4));
lits.reset();
vars.reset();
vars.push_back(x);
lits.push_back(m.mk_eq(2*x, z));
lits.push_back(m.mk_eq(3*x, u));
plugin(mdl, vars, lits);
std::cout << lits << "\n";
}
void tst_qe_arith() {
test_project();
return;
check_random_ineqs();
return;
// enable_trace("qe");
testI(example8);
testR(example7);
test_ineqs();
return;
testR(example1);
testR(example2);
testR(example3);
testR(example4);
testR(example5);
return;
test2(example6);
return;
}