@@ -664,14 +664,15 @@ bvt bv_utilst::wallace_tree(const std::vector<bvt> &pps)
664664 INVARIANT (a.size () == b.size (), " groups should be of equal size" );
665665 INVARIANT (a.size () == c.size (), " groups should be of equal size" );
666666
667- bvt s (a.size ()), t (a.size ());
667+ bvt s, t (a.size (), const_literal (false ));
668+ s.reserve (a.size ());
668669
669670 for (std::size_t bit=0 ; bit<a.size (); bit++)
670671 {
671- // \todo reformulate using full_adder
672- s[bit]=prop. lxor ( a[bit], prop. lxor ( b[bit], c[bit]));
673- t[bit]= (bit== 0 )? const_literal ( false ):
674- carry (a [bit- 1 ], b[bit- 1 ], c[bit- 1 ]) ;
672+ literalt carry_out;
673+ s. push_back ( full_adder ( a[bit], b[bit], c[bit], carry_out ));
674+ if (bit + 1 < a. size ())
675+ t [bit + 1 ] = carry_out ;
675676 }
676677
677678 new_pps.push_back (std::move (s));
@@ -691,6 +692,136 @@ bvt bv_utilst::wallace_tree(const std::vector<bvt> &pps)
691692// been observed to go up by 5%-10%, and on some models even by 20%.
692693// #define WALLACE_TREE
693694
695+ // The following examples demonstrate the performance differences (with a
696+ // time-out of 7200 seconds):
697+ //
698+ // #ifndef BITWIDTH
699+ // #define BITWIDTH 8
700+ // #endif
701+ //
702+ // int main()
703+ // {
704+ // __CPROVER_bitvector[BITWIDTH] a, b;
705+ // __CPROVER_assert(a * 3 == a + a + a, "multiplication by 3");
706+ // __CPROVER_assert(3 * a == a + a + a, "multiplication by 3");
707+ // __CPROVER_bitvector[BITWIDTH] ab = a * b;
708+ // __CPROVER_bitvector[BITWIDTH * 2] ab_check =
709+ // (__CPROVER_bitvector[BITWIDTH * 2])a *
710+ // (__CPROVER_bitvector[BITWIDTH * 2])b;
711+ // __CPROVER_assert(
712+ // ab == (__CPROVER_bitvector[BITWIDTH])ab_check, "should pass");
713+ // }
714+ //
715+ // |----|-------------------|-------------------|
716+ // | | CaDiCaL | MiniSat2 |
717+ // |----|-------------------|-------------------|
718+ // | n | No tree | Wallace | No tree | Wallace |
719+ // |----|---------|---------|---------|---------|
720+ // | 1 | 0.00 | 0.00 | 0.00 | 0.00 |
721+ // | 2 | 0.00 | 0.00 | 0.00 | 0.00 |
722+ // | 3 | 0.01 | 0.01 | 0.00 | 0.00 |
723+ // | 4 | 0.01 | 0.01 | 0.01 | 0.01 |
724+ // | 5 | 0.04 | 0.04 | 0.01 | 0.01 |
725+ // | 6 | 0.11 | 0.13 | 0.04 | 0.05 |
726+ // | 7 | 0.28 | 0.46 | 0.15 | 0.27 |
727+ // | 8 | 0.50 | 1.55 | 0.90 | 1.06 |
728+ // | 9 | 2.22 | 3.63 | 3.40 | 5.85 |
729+ // | 10 | 2.79 | 4.81 | 4.32 | 28.41 |
730+ // | 11 | 8.48 | 4.45 | 38.24 | 98.55 |
731+ // | 12 | 14.52 | 4.86 | 115.00 | 140.11 |
732+ // | 13 | 33.62 | 5.56 | 210.24 | 805.59 |
733+ // | 14 | 37.23 | 6.11 | 776.75 | 689.96 |
734+ // | 15 | 108.65 | 7.86 | 1048.92 | 1421.74 |
735+ // | 16 | 102.61 | 14.08 | 1628.01 | timeout |
736+ // | 17 | 117.89 | 18.53 | 4148.73 | timeout |
737+ // | 18 | 209.40 | 7.97 | 2760.51 | timeout |
738+ // | 19 | 168.21 | 18.04 | 2514.21 | timeout |
739+ // | 20 | 566.76 | 12.68 | 2609.09 | timeout |
740+ // | 21 | 786.31 | 23.80 | 2232.77 | timeout |
741+ // | 22 | 817.74 | 17.64 | 3866.70 | timeout |
742+ // | 23 | 1102.76 | 24.19 | timeout | timeout |
743+ // | 24 | 1319.59 | 27.37 | timeout | timeout |
744+ // | 25 | 1786.11 | 27.10 | timeout | timeout |
745+ // | 26 | 1952.18 | 31.08 | timeout | timeout |
746+ // | 27 | 6908.48 | 27.92 | timeout | timeout |
747+ // | 28 | 6919.34 | 36.63 | timeout | timeout |
748+ // | 29 | timeout | 27.95 | timeout | timeout |
749+ // | 30 | timeout | 36.94 | timeout | timeout |
750+ // | 31 | timeout | 38.41 | timeout | timeout |
751+ // | 32 | timeout | 33.06 | timeout | timeout |
752+ // |----|---------|---------|---------|---------|
753+ //
754+ // In summary, Wallace tree reduction is substantially more efficient with
755+ // CaDiCaL on the above code for all bit width >= 11, but somewhat slower with
756+ // MiniSat.
757+ //
758+ // #ifndef BITWIDTH
759+ // #define BITWIDTH 8
760+ // #endif
761+ //
762+ // int main()
763+ // {
764+ // __CPROVER_bitvector[BITWIDTH] a, b, c, ab, bc, abc;
765+ // ab = a * b;
766+ // __CPROVER_bitvector[BITWIDTH * 2] ab_check =
767+ // (__CPROVER_bitvector[BITWIDTH * 2])a *
768+ // (__CPROVER_bitvector[BITWIDTH * 2])b;
769+ // __CPROVER_assume(ab == ab_check);
770+ // bc = b * c;
771+ // __CPROVER_bitvector[BITWIDTH * 2] bc_check =
772+ // (__CPROVER_bitvector[BITWIDTH * 2])b *
773+ // (__CPROVER_bitvector[BITWIDTH * 2])c;
774+ // __CPROVER_assume(bc == bc_check);
775+ // abc = ab * c;
776+ // __CPROVER_bitvector[BITWIDTH * 2] abc_check =
777+ // (__CPROVER_bitvector[BITWIDTH * 2])ab *
778+ // (__CPROVER_bitvector[BITWIDTH * 2])c;
779+ // __CPROVER_assume(abc == abc_check);
780+ // __CPROVER_assert(abc == a * bc, "associativity");
781+ // }
782+ //
783+ // |----|-------------------|-------------------|
784+ // | | CaDiCaL | MiniSat2 |
785+ // |----|-------------------|-------------------|
786+ // | n | No tree | Wallace | No tree | Wallace |
787+ // |----|---------|---------|---------|---------|
788+ // | 1 | 0.00 | 0.00 | 0.01 | 0.01 |
789+ // | 2 | 0.01 | 0.01 | 0.01 | 0.01 |
790+ // | 3 | 0.02 | 0.03 | 0.01 | 0.01 |
791+ // | 4 | 0.05 | 0.07 | 0.02 | 0.02 |
792+ // | 5 | 0.17 | 0.18 | 0.04 | 0.04 |
793+ // | 6 | 0.50 | 0.63 | 0.13 | 0.14 |
794+ // | 7 | 1.01 | 1.15 | 0.43 | 0.47 |
795+ // | 8 | 1.56 | 1.76 | 3.35 | 2.39 |
796+ // | 9 | 2.07 | 2.48 | 11.20 | 12.64 |
797+ // | 10 | 3.58 | 3.88 | 20.23 | 23.49 |
798+ // | 11 | 5.84 | 7.46 | 49.32 | 39.86 |
799+ // | 12 | 11.71 | 16.85 | 69.32 | 156.57 |
800+ // | 13 | 33.22 | 41.95 | 250.91 | 294.73 |
801+ // | 14 | 76.27 | 109.59 | 226.98 | 259.84 |
802+ // | 15 | 220.01 | 330.10 | 783.73 | 1160.47 |
803+ // | 16 | 591.91 | 981.16 | 2712.20 | 4286.60 |
804+ // | 17 | 1634.97 | 2574.81 | timeout | timeout |
805+ // | 18 | 4680.16 | timeout | timeout | timeout |
806+ // | 19 | timeout | timeout | timeout | timeout |
807+ // | 20 | timeout | timeout | timeout | timeout |
808+ // | 21 | timeout | timeout | timeout | timeout |
809+ // | 22 | timeout | timeout | timeout | timeout |
810+ // | 23 | timeout | timeout | timeout | timeout |
811+ // | 24 | timeout | timeout | timeout | timeout |
812+ // | 25 | timeout | timeout | timeout | timeout |
813+ // | 26 | timeout | timeout | timeout | timeout |
814+ // | 27 | timeout | timeout | timeout | timeout |
815+ // | 28 | timeout | timeout | timeout | timeout |
816+ // | 29 | timeout | timeout | timeout | timeout |
817+ // | 30 | timeout | timeout | timeout | timeout |
818+ // | 31 | timeout | timeout | timeout | timeout |
819+ // | 32 | timeout | timeout | timeout | timeout |
820+ // |----|---------|---------|---------|---------|
821+ //
822+ // In summary, Wallace tree reduction is slower for both solvers and all
823+ // bit widths (except BITWIDTH==8 with MiniSat2).
824+
694825bvt bv_utilst::unsigned_multiplier (const bvt &_op0, const bvt &_op1)
695826{
696827 bvt op0=_op0, op1=_op1;
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