| //===- ConstraintSytem.cpp - A system of linear constraints. ----*- C++ -*-===// |
| // |
| // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. |
| // See https://llvm.org/LICENSE.txt for license information. |
| // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception |
| // |
| //===----------------------------------------------------------------------===// |
| |
| #include "llvm/Analysis/ConstraintSystem.h" |
| #include "llvm/ADT/SmallBitVector.h" |
| #include "llvm/ADT/SmallVector.h" |
| #include "llvm/ADT/StringExtras.h" |
| #include "llvm/IR/Value.h" |
| #include "llvm/Support/Debug.h" |
| #include "llvm/Support/MathExtras.h" |
| |
| #include <string> |
| |
| using namespace llvm; |
| |
| #define DEBUG_TYPE "constraint-system" |
| |
| bool ConstraintSystem::eliminateUsingFM() { |
| // Implementation of Fourier–Motzkin elimination, with some tricks from the |
| // paper Pugh, William. "The Omega test: a fast and practical integer |
| // programming algorithm for dependence |
| // analysis." |
| // Supercomputing'91: Proceedings of the 1991 ACM/ |
| // IEEE conference on Supercomputing. IEEE, 1991. |
| assert(!Constraints.empty() && |
| "should only be called for non-empty constraint systems"); |
| |
| unsigned LastIdx = NumVariables; |
| |
| // First, either remove the variable in place if it is 0 or add the row to |
| // RemainingRows and remove it from the system. |
| SmallVector<RowTy, 4> RemainingRows; |
| for (unsigned R1 = 0; R1 < Constraints.size();) { |
| RowTy &Row1 = Constraints[R1]; |
| if (getLastCoefficient(Row1, LastIdx) == 0) { |
| if (Row1.size() > 0 && Row1.back().Id == LastIdx) |
| Row1.pop_back(); |
| R1++; |
| } else { |
| std::swap(Constraints[R1], Constraints.back()); |
| RemainingRows.push_back(std::move(Constraints.back())); |
| Constraints.pop_back(); |
| } |
| } |
| |
| // Process rows where the variable is != 0. |
| unsigned NumRemainingConstraints = RemainingRows.size(); |
| for (unsigned R1 = 0; R1 < NumRemainingConstraints; R1++) { |
| // FIXME do not use copy |
| for (unsigned R2 = R1 + 1; R2 < NumRemainingConstraints; R2++) { |
| // Examples of constraints stored as {Constant, Coeff_x, Coeff_y} |
| // R1: 0 >= 1 * x + (-2) * y => { 0, 1, -2 } |
| // R2: 3 >= 2 * x + 3 * y => { 3, 2, 3 } |
| // LastIdx = 2 (tracking coefficient of y) |
| // UpperLast: 3 |
| // LowerLast: -2 |
| int64_t UpperLast = getLastCoefficient(RemainingRows[R2], LastIdx); |
| int64_t LowerLast = getLastCoefficient(RemainingRows[R1], LastIdx); |
| assert( |
| UpperLast != 0 && LowerLast != 0 && |
| "RemainingRows should only contain rows where the variable is != 0"); |
| |
| if ((LowerLast < 0 && UpperLast < 0) || (LowerLast > 0 && UpperLast > 0)) |
| continue; |
| |
| unsigned LowerR = R1; |
| unsigned UpperR = R2; |
| if (UpperLast < 0) { |
| std::swap(LowerR, UpperR); |
| std::swap(LowerLast, UpperLast); |
| } |
| |
| RowTy NR; |
| unsigned IdxUpper = 0; |
| unsigned IdxLower = 0; |
| auto &LowerRow = RemainingRows[LowerR]; |
| auto &UpperRow = RemainingRows[UpperR]; |
| // Combine the two rows to eliminate the variable. If any coefficient |
| // computation overflows, skip them. |
| bool Overflow = false; |
| // Update constant and coefficients of both constraints. |
| // Stops until every coefficient is updated or overflows. |
| while (true) { |
| if (IdxUpper >= UpperRow.size() || IdxLower >= LowerRow.size()) |
| break; |
| int64_t M1, M2, N; |
| // Starts with index 0 and updates every coefficients. |
| int64_t UpperV = 0; |
| int64_t LowerV = 0; |
| uint16_t CurrentId = std::numeric_limits<uint16_t>::max(); |
| if (IdxUpper < UpperRow.size()) { |
| CurrentId = std::min(UpperRow[IdxUpper].Id, CurrentId); |
| } |
| if (IdxLower < LowerRow.size()) { |
| CurrentId = std::min(LowerRow[IdxLower].Id, CurrentId); |
| } |
| |
| if (IdxUpper < UpperRow.size() && UpperRow[IdxUpper].Id == CurrentId) { |
| UpperV = UpperRow[IdxUpper].Coefficient; |
| IdxUpper++; |
| } |
| |
| if (MulOverflow(UpperV, -1 * LowerLast, M1)) { |
| Overflow = true; |
| break; |
| } |
| if (IdxLower < LowerRow.size() && LowerRow[IdxLower].Id == CurrentId) { |
| LowerV = LowerRow[IdxLower].Coefficient; |
| IdxLower++; |
| } |
| |
| if (MulOverflow(LowerV, UpperLast, M2)) { |
| Overflow = true; |
| break; |
| } |
| // This algorithm is a variant of sparse Gaussian elimination. |
| // |
| // The new coefficient for CurrentId is |
| // N = UpperV * (-1) * LowerLast + LowerV * UpperLast |
| // |
| // UpperRow: { 3, 2, 3 }, LowerLast: -2 |
| // LowerRow: { 0, 1, -2 }, UpperLast: 3 |
| // |
| // After multiplication: |
| // UpperRow: { 6, 4, 6 } |
| // LowerRow: { 0, 3, -6 } |
| // |
| // Eliminates y after addition: |
| // N: { 6, 7, 0 } => 6 >= 7 * x |
| if (AddOverflow(M1, M2, N)) { |
| Overflow = true; |
| break; |
| } |
| // Skip variable that is completely eliminated. |
| if (N == 0) |
| continue; |
| NR.emplace_back(N, CurrentId); |
| } |
| if (Overflow || NR.empty()) |
| continue; |
| Constraints.push_back(std::move(NR)); |
| // Give up if the new system gets too big. |
| if (Constraints.size() > 500) |
| return false; |
| } |
| } |
| NumVariables -= 1; |
| |
| return true; |
| } |
| |
| bool ConstraintSystem::mayHaveSolutionImpl() { |
| while (!Constraints.empty() && NumVariables > 0) { |
| if (!eliminateUsingFM()) |
| return true; |
| } |
| |
| assert((Constraints.empty() || NumVariables == 0) && |
| "non-empty system must have all variables eliminated"); |
| return all_of(Constraints, |
| [](ArrayRef<Entry> R) { return getConstant(R) >= 0; }); |
| } |
| |
| SmallVector<std::string> ConstraintSystem::getVarNamesList() const { |
| SmallVector<std::string> Names(Value2Index.size(), ""); |
| #ifndef NDEBUG |
| for (auto &[V, Index] : Value2Index) { |
| std::string OperandName; |
| if (V->getName().empty()) |
| OperandName = V->getNameOrAsOperand(); |
| else |
| OperandName = std::string("%") + V->getName().str(); |
| Names[Index - 1] = OperandName; |
| } |
| #endif |
| return Names; |
| } |
| |
| void ConstraintSystem::dump() const { |
| #ifndef NDEBUG |
| if (Constraints.empty()) |
| return; |
| SmallVector<std::string> Names = getVarNamesList(); |
| for (const auto &Row : Constraints) { |
| SmallVector<std::string, 16> Parts; |
| for (const Entry &E : Row) { |
| if (E.Id > NumVariables) |
| break; |
| if (E.Id == 0) |
| continue; |
| // The Value2Index map (and hence Names) may be absent, e.g. for the |
| // temporary system solved in isConditionImplied. Fall back to a generic |
| // variable name in that case. |
| std::string Name = E.Id <= Names.size() ? Names[E.Id - 1] |
| : ("%v" + std::to_string(E.Id)); |
| std::string Coefficient; |
| if (E.Coefficient != 1) |
| Coefficient = std::to_string(E.Coefficient) + " * "; |
| Parts.push_back(Coefficient + Name); |
| } |
| LLVM_DEBUG(dbgs() << join(Parts, " + ") << " <= " << getConstant(Row) |
| << "\n"); |
| } |
| #endif |
| } |
| |
| bool ConstraintSystem::mayHaveSolution() { |
| LLVM_DEBUG(dbgs() << "---\n"); |
| LLVM_DEBUG(dump()); |
| bool HasSolution = mayHaveSolutionImpl(); |
| LLVM_DEBUG(dbgs() << (HasSolution ? "sat" : "unsat") << "\n"); |
| return HasSolution; |
| } |
| |
| std::pair<ConstraintSystem, ConstraintSystem::RowTy> |
| ConstraintSystem::getSubSystem(ArrayRef<Entry> R) const { |
| // Only constraints that share a variable (transitively) with a query R can |
| // affect whether system + !R has a solution. |
| // |
| // Mark variables in the query and collect to the transitive closure over |
| // variables that co-occur in a constraint row. |
| ConstraintSystem SubSystem; |
| SmallBitVector InSystem(NumVariables + 1, false); |
| for (const Entry &E : R) |
| if (E.Id != 0) |
| InSystem[E.Id] = true; |
| auto SharesVariable = [&InSystem](ArrayRef<Entry> Row) { |
| return any_of(Row, [&InSystem](const Entry &E) { |
| return E.Id != 0 && InSystem[E.Id]; |
| }); |
| }; |
| bool Changed = true; |
| while (Changed) { |
| Changed = false; |
| for (const RowTy &Row : Constraints) { |
| // No common variables, skip. |
| if (!SharesVariable(Row)) |
| continue; |
| for (const Entry &E : Row) |
| if (E.Id != 0 && !InSystem[E.Id]) { |
| InSystem[E.Id] = true; |
| Changed = true; |
| } |
| } |
| } |
| |
| // Assign compact indices to the variables of the sub-system. |
| SmallVector<unsigned, 16> OldToNew(NumVariables + 1, 0); |
| unsigned NextIdx = 1; |
| for (unsigned Id : InSystem.set_bits()) |
| OldToNew[Id] = NextIdx++; |
| |
| // Build new compact set of rows. |
| SubSystem.NumVariables = NextIdx - 1; |
| for (const RowTy &Row : Constraints) { |
| if (!SharesVariable(Row)) |
| continue; |
| RowTy NewRow; |
| for (const Entry &E : Row) { |
| unsigned New = OldToNew[E.Id]; |
| assert((E.Id == 0) == (New == 0) && "constant entry must be preserved"); |
| NewRow.emplace_back(E.Coefficient, New); |
| } |
| SubSystem.Constraints.push_back(std::move(NewRow)); |
| } |
| |
| // Remap the query row into the component's compact index space. |
| RowTy NewR(1, Entry(getConstant(R), 0)); |
| for (const Entry &E : R) |
| if (E.Id != 0) |
| NewR.emplace_back(E.Coefficient, OldToNew[E.Id]); |
| return {std::move(SubSystem), std::move(NewR)}; |
| } |
| |
| bool ConstraintSystem::isConditionImplied(RowTy R) const { |
| // If all variable coefficients are 0, we have 'C >= 0'. If the constant is >= |
| // 0, R is always true, regardless of the system. |
| if (isConstantOnly(R)) |
| return getConstant(R) >= 0; |
| |
| // If there is no solution with the negation of R added to the system, the |
| // condition must hold based on the existing constraints. |
| R = ConstraintSystem::negate(std::move(R)); |
| if (R.empty()) |
| return false; |
| |
| auto Copy = *this; |
| Copy.addRow(R, NumVariables); |
| return !Copy.mayHaveSolution(); |
| } |
| |
| bool ConstraintSystem::isConditionImpliedInSubSystem(ArrayRef<Entry> R) const { |
| if (R.empty()) |
| return false; |
| |
| // Queries with no variables are trivially decided without building any |
| // component. |
| if (isConstantOnly(R)) |
| return getConstant(R) >= 0; |
| |
| // A single query: build the component and solve it in place. |
| const auto &[SubCS, NewR] = getSubSystem(R); |
| return SubCS.isConditionImplied(NewR); |
| } |