[Mlir-commits] [mlir] [MLIR][Presburger] Add simplify function (PR #69107)
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llvmlistbot at llvm.org
Sun Oct 15 05:44:17 PDT 2023
llvmbot wrote:
<!--LLVM PR SUMMARY COMMENT-->
@llvm/pr-subscribers-mlir
Author: gilsaia (gilsaia)
<details>
<summary>Changes</summary>
Added the simplify function to reduce the size of the constraint system, referencing the ISL implementation.
Tested it on a simple Benchmark implemented by myself, calling SImplify before the operation and calling Simplify on the result after Subtract were tested, respectively.
The Benchmark can be found here: [benchmark](https://github.com/gilsaia/llvm-project-test-fpl/blob/develop_benchmark/mlir/benchmark/presburger/Benchmark.cpp)
For the case of calling Simplify before each operation, the overall result is shown in the following figure.
![image](https://github.com/llvm/llvm-project/assets/38588948/7099286e-b9a2-42e0-bc2a-1ed6627ead00)
A comparison of the constraint system sizes and time for each operation is as follows
![image](https://github.com/llvm/llvm-project/assets/38588948/e5d0e488-f76e-4438-b19e-f6163699c526)
![image](https://github.com/llvm/llvm-project/assets/38588948/119a08de-4ee1-4cde-886c-50a91b502d93)
![image](https://github.com/llvm/llvm-project/assets/38588948/7a8b69ac-6cdb-41ab-9a75-cd016664fa5a)
![image](https://github.com/llvm/llvm-project/assets/38588948/c84b6eb1-62dc-4bae-a771-67d97ebf514a)
![image](https://github.com/llvm/llvm-project/assets/38588948/cdbfa3ed-0155-481e-9273-9d6dba3a2d7b)
![image](https://github.com/llvm/llvm-project/assets/38588948/8c945cff-a0a4-472a-a178-6b6a70a1b16a)
![image](https://github.com/llvm/llvm-project/assets/38588948/0bfe3a2b-3568-4d31-bebf-bd1b3c4e734e)
![image](https://github.com/llvm/llvm-project/assets/38588948/f1a99d56-edf5-45de-a506-512c0584f1d8)
![image](https://github.com/llvm/llvm-project/assets/38588948/ffef3312-6c99-494c-bb52-73aa8df275bb)
![image](https://github.com/llvm/llvm-project/assets/38588948/3e5924a7-8e1f-49d1-bd27-02a2e10a5cc4)
![image](https://github.com/llvm/llvm-project/assets/38588948/cec8be0e-dd19-46fa-88b4-2585d4031c9e)
![image](https://github.com/llvm/llvm-project/assets/38588948/3cb68e89-82c7-4cd2-b6bc-70f15e495ce8)
For the case of calling Simplify on the result after Subtract, the overall results are as follows
![image](https://github.com/llvm/llvm-project/assets/38588948/be5b9c50-7417-42c8-abbf-8a50f093c3f5)
A comparison of the constraint system sizes and time for subtract is as follows
![image](https://github.com/llvm/llvm-project/assets/38588948/fafe10ba-f8bd-43cd-b281-aaebf09af0af)
![image](https://github.com/llvm/llvm-project/assets/38588948/24662b40-42fc-47ee-a0a3-1b8b8f5778d2)
---
Full diff: https://github.com/llvm/llvm-project/pull/69107.diff
4 Files Affected:
- (modified) mlir/include/mlir/Analysis/Presburger/IntegerRelation.h (+26-1)
- (modified) mlir/include/mlir/Analysis/Presburger/PresburgerRelation.h (+7-3)
- (modified) mlir/lib/Analysis/Presburger/IntegerRelation.cpp (+141-1)
- (modified) mlir/lib/Analysis/Presburger/PresburgerRelation.cpp (+33-15)
``````````diff
diff --git a/mlir/include/mlir/Analysis/Presburger/IntegerRelation.h b/mlir/include/mlir/Analysis/Presburger/IntegerRelation.h
index 56484622ec980cd..b2cfe57c55ba3d4 100644
--- a/mlir/include/mlir/Analysis/Presburger/IntegerRelation.h
+++ b/mlir/include/mlir/Analysis/Presburger/IntegerRelation.h
@@ -91,6 +91,15 @@ class IntegerRelation {
return IntegerRelation(space);
}
+ /// Return an empty system containing an invalid equation 0=1.
+ static IntegerRelation getEmpty(const PresburgerSpace &space) {
+ IntegerRelation relult(0, 1, space.getNumVars() + 1, space);
+ SmallVector<int64_t> eqeff(space.getNumVars() + 1, 0);
+ eqeff.back() = 1;
+ relult.addEquality(eqeff);
+ return relult;
+ }
+
/// Return the kind of this IntegerRelation.
virtual Kind getKind() const { return Kind::IntegerRelation; }
@@ -138,7 +147,7 @@ class IntegerRelation {
/// returns false. The equality check is performed in a plain manner, by
/// comparing if all the equalities and inequalities in `this` and `other`
/// are the same.
- bool isPlainEqual(const IntegerRelation &other) const;
+ bool isObviouslyEqual(const IntegerRelation &other) const;
/// Return whether this is a subset of the given IntegerRelation. This is
/// integer-exact and somewhat expensive, since it uses the integer emptiness
@@ -351,6 +360,9 @@ class IntegerRelation {
/// Returns false otherwise.
bool isEmpty() const;
+ /// Performs GCD checks and invalid constraint checks.
+ bool isObviouslyEmpty() const;
+
/// Runs the GCD test on all equality constraints. Returns true if this test
/// fails on any equality. Returns false otherwise.
/// This test can be used to disprove the existence of a solution. If it
@@ -545,6 +557,11 @@ class IntegerRelation {
void removeDuplicateDivs();
+ /// Simplify iteratively attempt to remove redundant equations by Gaussian
+ /// elimination and attempt to remove duplicate inequalities until a fixed
+ /// point is reached.
+ void simplify();
+
/// Converts variables of kind srcKind in the range [varStart, varLimit) to
/// variables of kind dstKind. If `pos` is given, the variables are placed at
/// position `pos` of dstKind, otherwise they are placed after all the other
@@ -724,6 +741,10 @@ class IntegerRelation {
/// Returns the number of variables eliminated.
unsigned gaussianEliminateVars(unsigned posStart, unsigned posLimit);
+ /// Perform a Gaussian elimination operation to reduce all equations to
+ /// standard form. The return value indicates if anything was modified.
+ bool gaussianEliminate();
+
/// Eliminates the variable at the specified position using Fourier-Motzkin
/// variable elimination, but uses Gaussian elimination if there is an
/// equality involving that variable. If the result of the elimination is
@@ -755,6 +776,10 @@ class IntegerRelation {
/// equalities.
bool isColZero(unsigned pos) const;
+ /// Checks for identical inequalities and eliminates redundant inequalities.
+ /// The return value indicates if anything has changed.
+ bool removeDuplicateConstraints();
+
/// Returns false if the fields corresponding to various variable counts, or
/// equality/inequality buffer sizes aren't consistent; true otherwise. This
/// is meant to be used within an assert internally.
diff --git a/mlir/include/mlir/Analysis/Presburger/PresburgerRelation.h b/mlir/include/mlir/Analysis/Presburger/PresburgerRelation.h
index 0c9c5cf67b4c3c1..0aeb26d2c28baae 100644
--- a/mlir/include/mlir/Analysis/Presburger/PresburgerRelation.h
+++ b/mlir/include/mlir/Analysis/Presburger/PresburgerRelation.h
@@ -169,17 +169,17 @@ class PresburgerRelation {
bool isIntegerEmpty() const;
/// Return true if there is no disjunct, false otherwise.
- bool isPlainEmpty() const;
+ bool isObviouslyEmpty() const;
/// Return true if the set is known to have one unconstrained disjunct, false
/// otherwise.
- bool isPlainUniverse() const;
+ bool isObviouslyUniverse() const;
/// Perform a quick equality check on `this` and `other`. The relations are
/// equal if the check return true, but may or may not be equal if the check
/// returns false. This is doing by directly comparing whether each internal
/// disjunct is the same.
- bool isPlainEqual(const PresburgerRelation &set) const;
+ bool isObviouslyEqual(const PresburgerRelation &set) const;
/// Return true if the set is consist of a single disjunct, without any local
/// variables, false otherwise.
@@ -213,6 +213,10 @@ class PresburgerRelation {
/// also be a union of convex disjuncts.
PresburgerRelation computeReprWithOnlyDivLocals() const;
+ /// Simplify each disjunct, see IntegerRelation::simplify for details. If
+ /// disjunct is empty it will not be merged into the new set.
+ PresburgerRelation simplify() const;
+
/// Print the set's internal state.
void print(raw_ostream &os) const;
void dump() const;
diff --git a/mlir/lib/Analysis/Presburger/IntegerRelation.cpp b/mlir/lib/Analysis/Presburger/IntegerRelation.cpp
index be764bd7c9176b9..d77507fd45a8423 100644
--- a/mlir/lib/Analysis/Presburger/IntegerRelation.cpp
+++ b/mlir/lib/Analysis/Presburger/IntegerRelation.cpp
@@ -80,7 +80,7 @@ bool IntegerRelation::isEqual(const IntegerRelation &other) const {
return PresburgerRelation(*this).isEqual(PresburgerRelation(other));
}
-bool IntegerRelation::isPlainEqual(const IntegerRelation &other) const {
+bool IntegerRelation::isObviouslyEqual(const IntegerRelation &other) const {
if (!space.isEqual(other.getSpace()))
return false;
if (getNumEqualities() != other.getNumEqualities())
@@ -701,6 +701,12 @@ bool IntegerRelation::isEmpty() const {
return false;
}
+bool IntegerRelation::isObviouslyEmpty() const {
+ if (isEmptyByGCDTest() || hasInvalidConstraint())
+ return true;
+ return false;
+}
+
// Runs the GCD test on all equality constraints. Returns 'true' if this test
// fails on any equality. Returns 'false' otherwise.
// This test can be used to disprove the existence of a solution. If it returns
@@ -1079,6 +1085,57 @@ unsigned IntegerRelation::gaussianEliminateVars(unsigned posStart,
return posLimit - posStart;
}
+bool IntegerRelation::gaussianEliminate() {
+ gcdTightenInequalities();
+ unsigned firstVar = 0, vars = getNumVars();
+ unsigned nowDone, eqs, pivotRow;
+ for (nowDone = 0, eqs = getNumEqualities(); nowDone < eqs; ++nowDone) {
+ // Finds the first non-empty column.
+ for (; firstVar < vars; ++firstVar) {
+ if (!findConstraintWithNonZeroAt(firstVar, true, &pivotRow))
+ continue;
+ break;
+ }
+ // All columns have been normalized.
+ if (firstVar >= vars)
+ break;
+
+ // The first pivot row found is below where it should currently be placed.
+ if (pivotRow > nowDone) {
+ equalities.swapRows(pivotRow, nowDone);
+ pivotRow = nowDone;
+ }
+
+ // Normalize all lower equations and all inequalities.
+ for (unsigned i = nowDone + 1; i < eqs; ++i) {
+ eliminateFromConstraint(this, i, pivotRow, firstVar, 0, true);
+ equalities.normalizeRow(i);
+ }
+ for (unsigned i = 0, ineqs = getNumInequalities(); i < ineqs; ++i) {
+ eliminateFromConstraint(this, i, pivotRow, firstVar, 0, false);
+ inequalities.normalizeRow(i);
+ }
+ gcdTightenInequalities();
+ }
+
+ // No redundant rows.
+ if (nowDone == eqs)
+ return false;
+
+ // Check to see if the redundant rows constant is zero, a non-zero value means
+ // the set is empty.
+ for (unsigned i = nowDone; i < eqs; ++i) {
+ if (atEq(i, vars) == 0)
+ continue;
+
+ *this = getEmpty(getSpace());
+ return true;
+ }
+ // Rows that are confirmed to be all zeros can be eliminated.
+ removeEqualityRange(nowDone, eqs);
+ return true;
+}
+
// A more complex check to eliminate redundant inequalities. Uses FourierMotzkin
// to check if a constraint is redundant.
void IntegerRelation::removeRedundantInequalities() {
@@ -1269,6 +1326,21 @@ void IntegerRelation::removeDuplicateDivs() {
divs.removeDuplicateDivs(merge);
}
+void IntegerRelation::simplify() {
+ bool changed = true;
+ // Repeat until we reach a fixed point.
+ while (changed) {
+ changed = false;
+ normalizeConstraintsByGCD();
+ changed |= gaussianEliminate();
+ if (isObviouslyEmpty())
+ return;
+ changed |= removeDuplicateConstraints();
+ }
+ // Current set is not empty.
+ return;
+}
+
/// Removes local variables using equalities. Each equality is checked if it
/// can be reduced to the form: `e = affine-expr`, where `e` is a local
/// variable and `affine-expr` is an affine expression not containing `e`.
@@ -2216,6 +2288,74 @@ IntegerPolyhedron IntegerRelation::getDomainSet() const {
return IntegerPolyhedron(std::move(copyRel));
}
+bool IntegerRelation::removeDuplicateConstraints() {
+ bool changed = false;
+ SmallDenseMap<ArrayRef<MPInt>, unsigned> hashTable;
+ unsigned ineqs = getNumInequalities(), cols = getNumCols();
+
+ if (ineqs <= 1)
+ return changed;
+
+ // Check only the non-constant part of the constraint is the same.
+ auto row = getInequality(0).drop_back();
+ hashTable.insert({row, 0});
+ for (unsigned k = 1; k < ineqs; ++k) {
+ auto nRow = getInequality(k).drop_back();
+ if (!hashTable.contains(nRow)) {
+ hashTable.insert({nRow, k});
+ continue;
+ }
+
+ // For identical cases, keep only the smaller part of the constant term.
+ unsigned l = hashTable[nRow];
+ changed = true;
+ if (atIneq(k, cols - 1) <= atIneq(l, cols - 1))
+ inequalities.swapRows(k, l);
+ removeInequality(k);
+ --k;
+ --ineqs;
+ }
+
+ // Check the neg form of each inequality, need an extra space to store it.
+ inequalities.appendExtraRow();
+ bool negChanged = false;
+ for (unsigned k = 0; k < ineqs; ++k) {
+ inequalities.copyRow(k, ineqs);
+ inequalities.negateRow(ineqs);
+ auto nRow = getInequality(ineqs).drop_back();
+ if (!hashTable.contains(nRow))
+ continue;
+
+ // For cases where the neg is the same as other inequalities, check that the
+ // sum of their constant terms is positive.
+ unsigned l = hashTable[nRow];
+ auto sum = atIneq(l, cols - 1) + atIneq(k, cols - 1);
+ if (sum > 0 || l == k)
+ continue;
+
+ // A sum of constant terms equal to zero combines two inequalities into one
+ // equation, less than zero means the set is empty.
+ negChanged = true;
+ changed = true;
+ if (k < l)
+ std::swap(l, k);
+ if (sum == 0) {
+ addEquality(getInequality(k));
+ removeInequality(ineqs);
+ removeInequality(k);
+ removeInequality(l);
+ } else
+ *this = getEmpty(getSpace());
+ break;
+ }
+
+ // Need to remove the extra space requested.
+ if (!negChanged)
+ removeInequality(ineqs);
+
+ return changed;
+}
+
IntegerPolyhedron IntegerRelation::getRangeSet() const {
IntegerRelation copyRel = *this;
diff --git a/mlir/lib/Analysis/Presburger/PresburgerRelation.cpp b/mlir/lib/Analysis/Presburger/PresburgerRelation.cpp
index 5a9cf71fc86793f..4ddc56aa21f1b9c 100644
--- a/mlir/lib/Analysis/Presburger/PresburgerRelation.cpp
+++ b/mlir/lib/Analysis/Presburger/PresburgerRelation.cpp
@@ -83,19 +83,19 @@ void PresburgerRelation::unionInPlace(const IntegerRelation &disjunct) {
void PresburgerRelation::unionInPlace(const PresburgerRelation &set) {
assert(space.isCompatible(set.getSpace()) && "Spaces should match");
- if (isPlainEqual(set))
+ if (isObviouslyEqual(set))
return;
- if (isPlainEmpty()) {
+ if (isObviouslyEmpty()) {
disjuncts = set.disjuncts;
return;
}
- if (set.isPlainEmpty())
+ if (set.isObviouslyEmpty())
return;
- if (isPlainUniverse())
+ if (isObviouslyUniverse())
return;
- if (set.isPlainUniverse()) {
+ if (set.isObviouslyUniverse()) {
disjuncts = set.disjuncts;
return;
}
@@ -144,10 +144,10 @@ PresburgerRelation::intersect(const PresburgerRelation &set) const {
// If the set is empty or the other set is universe,
// directly return the set
- if (isPlainEmpty() || set.isPlainUniverse())
+ if (isObviouslyEmpty() || set.isObviouslyUniverse())
return *this;
- if (set.isPlainEmpty() || isPlainUniverse())
+ if (set.isObviouslyEmpty() || isObviouslyUniverse())
return set;
PresburgerRelation result(getSpace());
@@ -576,6 +576,9 @@ static PresburgerRelation getSetDifference(IntegerRelation b,
}
}
+ // Try to simplify the results.
+ result = result.simplify();
+
return result;
}
@@ -593,7 +596,7 @@ PresburgerRelation::subtract(const PresburgerRelation &set) const {
// If we know that the two sets are clearly equal, we can simply return the
// empty set.
- if (isPlainEqual(set))
+ if (isObviouslyEqual(set))
return result;
// We compute (U_i t_i) \ (U_i set_i) as U_i (t_i \ V_i set_i).
@@ -615,7 +618,7 @@ bool PresburgerRelation::isEqual(const PresburgerRelation &set) const {
return this->isSubsetOf(set) && set.isSubsetOf(*this);
}
-bool PresburgerRelation::isPlainEqual(const PresburgerRelation &set) const {
+bool PresburgerRelation::isObviouslyEqual(const PresburgerRelation &set) const {
if (!space.isCompatible(set.getSpace()))
return false;
@@ -625,7 +628,7 @@ bool PresburgerRelation::isPlainEqual(const PresburgerRelation &set) const {
// Compare each disjunct in this PresburgerRelation with the corresponding
// disjunct in the other PresburgerRelation.
for (unsigned int i = 0, n = getNumDisjuncts(); i < n; ++i) {
- if (!getDisjunct(i).isPlainEqual(set.getDisjunct(i)))
+ if (!getDisjunct(i).isObviouslyEqual(set.getDisjunct(i)))
return false;
}
return true;
@@ -635,10 +638,12 @@ bool PresburgerRelation::isPlainEqual(const PresburgerRelation &set) const {
/// otherwise. It is a simple check that only check if the relation has at least
/// one unconstrained disjunct, indicating the absence of constraints or
/// conditions.
-bool PresburgerRelation::isPlainUniverse() const {
- return llvm::any_of(getAllDisjuncts(), [](const IntegerRelation &disjunct) {
- return disjunct.getNumConstraints() == 0;
- });
+bool PresburgerRelation::isObviouslyUniverse() const {
+ for (auto &disjunct : getAllDisjuncts()) {
+ if (disjunct.getNumConstraints() == 0)
+ return true;
+ }
+ return false;
}
bool PresburgerRelation::isConvexNoLocals() const {
@@ -646,7 +651,9 @@ bool PresburgerRelation::isConvexNoLocals() const {
}
/// Return true if there is no disjunct, false otherwise.
-bool PresburgerRelation::isPlainEmpty() const { return getNumDisjuncts() == 0; }
+bool PresburgerRelation::isObviouslyEmpty() const {
+ return getNumDisjuncts() == 0;
+}
/// Return true if all the sets in the union are known to be integer empty,
/// false otherwise.
@@ -1015,6 +1022,17 @@ bool PresburgerRelation::hasOnlyDivLocals() const {
});
}
+PresburgerRelation PresburgerRelation::simplify() const {
+ PresburgerRelation origin = *this;
+ PresburgerRelation result = PresburgerRelation(getSpace());
+ for (IntegerRelation &disjunct : origin.disjuncts) {
+ disjunct.simplify();
+ if (!disjunct.isObviouslyEmpty())
+ result.unionInPlace(disjunct);
+ }
+ return result;
+}
+
void PresburgerRelation::print(raw_ostream &os) const {
os << "Number of Disjuncts: " << getNumDisjuncts() << "\n";
for (const IntegerRelation &disjunct : disjuncts) {
``````````
</details>
https://github.com/llvm/llvm-project/pull/69107
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