diff options
| author | Adam Izraelevitz | 2019-10-18 19:01:19 -0700 |
|---|---|---|
| committer | GitHub | 2019-10-18 19:01:19 -0700 |
| commit | fd981848c7d2a800a15f9acfbf33b57dd1c6225b (patch) | |
| tree | 3609a301cb0ec867deefea4a0d08425810b00418 /src/main/scala/firrtl/constraint/ConstraintSolver.scala | |
| parent | 973ecf516c0ef2b222f2eb68dc8b514767db59af (diff) | |
Upstream intervals (#870)
Major features:
- Added Interval type, as well as PrimOps asInterval, clip, wrap, and sqz.
- Changed PrimOp names: bpset -> setp, bpshl -> incp, bpshr -> decp
- Refactored width/bound inferencer into a separate constraint solver
- Added transforms to infer, trim, and remove interval bounds
- Tests for said features
Plan to be released with 1.3
Diffstat (limited to 'src/main/scala/firrtl/constraint/ConstraintSolver.scala')
| -rw-r--r-- | src/main/scala/firrtl/constraint/ConstraintSolver.scala | 357 |
1 files changed, 357 insertions, 0 deletions
diff --git a/src/main/scala/firrtl/constraint/ConstraintSolver.scala b/src/main/scala/firrtl/constraint/ConstraintSolver.scala new file mode 100644 index 00000000..52440b15 --- /dev/null +++ b/src/main/scala/firrtl/constraint/ConstraintSolver.scala @@ -0,0 +1,357 @@ +// See LICENSE for license details. + +package firrtl.constraint + +import firrtl._ +import firrtl.ir._ +import firrtl.Utils.throwInternalError +import firrtl.annotations.ReferenceTarget + +import scala.collection.mutable + +/** Forwards-Backwards Constraint Solver + * + * Used for computing [[Width]] and [[Bound]] constraints + * + * Note - this is an O(N) algorithm, but requires exponential memory. We rely on aggressive early optimization + * of constraint expressions to (usually) get around this. + */ +class ConstraintSolver { + + /** Initial, mutable constraint list, with function to add the constraint */ + private val constraints = mutable.ArrayBuffer[Inequality]() + + /** Solved constraints */ + type ConstraintMap = mutable.HashMap[String, (Constraint, Boolean)] + private val solvedConstraintMap = new ConstraintMap() + + + /** Clear all previously recorded/solved constraints */ + def clear(): Unit = { + constraints.clear() + solvedConstraintMap.clear() + } + + /** Updates internal list of inequalities with a new [[GreaterOrEqual]] + * @param big The larger constraint, must be either known or a variable + * @param small The smaller constraint + */ + def addGeq(big: Constraint, small: Constraint, r1: String, r2: String): Unit = (big, small) match { + case (IsVar(name), other: Constraint) => add(GreaterOrEqual(name, other)) + case _ => // Constraints on widths should never error, e.g. attach adds lots of unnecessary constraints + } + + /** Updates internal list of inequalities with a new [[GreaterOrEqual]] + * @param big The larger constraint, must be either known or a variable + * @param small The smaller constraint + */ + def addGeq(big: Width, small: Width, r1: String, r2: String): Unit = (big, small) match { + case (IsVar(name), other: CalcWidth) => add(GreaterOrEqual(name, other.arg)) + case (IsVar(name), other: IsVar) => add(GreaterOrEqual(name, other)) + case (IsVar(name), other: IntWidth) => add(GreaterOrEqual(name, Implicits.width2constraint(other))) + case _ => // Constraints on widths should never error, e.g. attach adds lots of unnecessary constraints + } + + /** Updates internal list of inequalities with a new [[LesserOrEqual]] + * @param small The smaller constraint, must be either known or a variable + * @param big The larger constraint + */ + def addLeq(small: Constraint, big: Constraint, r1: String, r2: String): Unit = (small, big) match { + case (IsVar(name), other: Constraint) => add(LesserOrEqual(name, other)) + case _ => // Constraints on widths should never error, e.g. attach adds lots of unnecessary constraints + } + + /** Updates internal list of inequalities with a new [[LesserOrEqual]] + * @param small The smaller constraint, must be either known or a variable + * @param big The larger constraint + */ + def addLeq(small: Width, big: Width, r1: String, r2: String): Unit = (small, big) match { + case (IsVar(name), other: CalcWidth) => add(LesserOrEqual(name, other.arg)) + case (IsVar(name), other: IsVar) => add(LesserOrEqual(name, other)) + case (IsVar(name), other: IntWidth) => add(LesserOrEqual(name, Implicits.width2constraint(other))) + case _ => // Constraints on widths should never error, e.g. attach adds lots of unnecessary constraints + } + + /** Returns a solved constraint, if it exists and is solved + * @param b + * @return + */ + def get(b: Constraint): Option[IsKnown] = { + val name = b match { + case IsVar(name) => name + case x => "" + } + solvedConstraintMap.get(name) match { + case None => None + case Some((k: IsKnown, _)) => Some(k) + case Some(_) => None + } + } + + /** Returns a solved width, if it exists and is solved + * @param b + * @return + */ + def get(b: Width): Option[IsKnown] = { + val name = b match { + case IsVar(name) => name + case x => "" + } + solvedConstraintMap.get(name) match { + case None => None + case Some((k: IsKnown, _)) => Some(k) + case Some(_) => None + } + } + + + private def add(c: Inequality) = constraints += c + + + /** Creates an Inequality given a variable name, constraint, and whether its >= or <= + * @param left + * @param right + * @param geq + * @return + */ + private def genConst(left: String, right: Constraint, geq: Boolean): Inequality = geq match { + case true => GreaterOrEqual(left, right) + case false => LesserOrEqual(left, right) + } + + /** For debugging, can serialize the initial constraints */ + def serializeConstraints: String = constraints.mkString("\n") + + /** For debugging, can serialize the solved constraints */ + def serializeSolutions: String = solvedConstraintMap.map{ + case (k, (v, true)) => s"$k >= ${v.serialize}" + case (k, (v, false)) => s"$k <= ${v.serialize}" + }.mkString("\n") + + + + /************* Constraint Solver Engine ****************/ + + /** Merges constraints on the same variable + * + * Returns a new list of Inequalities with a single Inequality per variable + * + * For example, given: + * a >= 1 + b + * a >= 3 + * + * Will return: + * a >= max(3, 1 + b) + * + * @param constraints + * @return + */ + private def mergeConstraints(constraints: Seq[Inequality]): Seq[Inequality] = { + val mergedMap = mutable.HashMap[String, Inequality]() + constraints.foreach { + case c if c.geq && mergedMap.contains(c.left) => + mergedMap(c.left) = genConst(c.left, IsMax(mergedMap(c.left).right, c.right), true) + case c if !c.geq && mergedMap.contains(c.left) => + mergedMap(c.left) = genConst(c.left, IsMin(mergedMap(c.left).right, c.right), false) + case c => + mergedMap(c.left) = c + } + mergedMap.values.toList + } + + + /** Attempts to substitute variables with their corresponding forward-solved constraints + * If no corresponding constraint has been visited yet, keep variable as is + * + * @param forwardSolved ConstraintMap containing earlier forward-solved constraints + * @param constraint Constraint to forward solve + * @return Forward solved constraint + */ + private def forwardSubstitution(forwardSolved: ConstraintMap)(constraint: Constraint): Constraint = { + val x = constraint map forwardSubstitution(forwardSolved) + x match { + case isVar: IsVar => forwardSolved get isVar.name match { + case None => isVar.asInstanceOf[Constraint] + case Some((p, geq)) => + val newT = forwardSubstitution(forwardSolved)(p) + forwardSolved(isVar.name) = (newT, geq) + newT + } + case other => other + } + } + + /** Attempts to substitute variables with their corresponding backwards-solved constraints + * If no corresponding constraint is solved, keep variable as is (as an unsolved constraint, + * which will be reported later) + * + * @param backwardSolved ConstraintMap containing earlier backward-solved constraints + * @param constraint Constraint to backward solve + * @return Backward solved constraint + */ + private def backwardSubstitution(backwardSolved: ConstraintMap)(constraint: Constraint): Constraint = { + constraint match { + case isVar: IsVar => backwardSolved.get(isVar.name) match { + case Some((p, geq)) => p + case _ => isVar + } + case other => other map backwardSubstitution(backwardSolved) + } + } + + /** Remove solvable cycles in an inequality + * + * For example: + * a >= max(1, a) + * + * Can be simplified to: + * a >= 1 + * @param name Name of the variable on left side of inequality + * @param geq Whether inequality is >= or <= + * @param constraint Constraint expression + * @return + */ + private def removeCycle(name: String, geq: Boolean)(constraint: Constraint): Constraint = + if(geq) removeGeqCycle(name)(constraint) else removeLeqCycle(name)(constraint) + + /** Removes solvable cycles of <= inequalities + * @param name Name of the variable on left side of inequality + * @param constraint Constraint expression + * @return + */ + private def removeLeqCycle(name: String)(constraint: Constraint): Constraint = constraint match { + case x if greaterEqThan(name)(x) => VarCon(name) + case isMin: IsMin => IsMin(isMin.children.filter{ c => !greaterEqThan(name)(c)}) + case x => x + } + + /** Removes solvable cycles of >= inequalities + * @param name Name of the variable on left side of inequality + * @param constraint Constraint expression + * @return + */ + private def removeGeqCycle(name: String)(constraint: Constraint): Constraint = constraint match { + case x if lessEqThan(name)(x) => VarCon(name) + case isMax: IsMax => IsMax(isMax.children.filter{c => !lessEqThan(name)(c)}) + case x => x + } + + private def greaterEqThan(name: String)(constraint: Constraint): Boolean = constraint match { + case isMin: IsMin => isMin.children.map(greaterEqThan(name)).reduce(_ && _) + case isAdd: IsAdd => isAdd.children match { + case Seq(isVar: IsVar, isVal: IsKnown) if (isVar.name == name) && (isVal.value >= 0) => true + case Seq(isVal: IsKnown, isVar: IsVar) if (isVar.name == name) && (isVal.value >= 0) => true + case _ => false + } + case isMul: IsMul => isMul.children match { + case Seq(isVar: IsVar, isVal: IsKnown) if (isVar.name == name) && (isVal.value >= 0) => true + case Seq(isVal: IsKnown, isVar: IsVar) if (isVar.name == name) && (isVal.value >= 0) => true + case _ => false + } + case isVar: IsVar if isVar.name == name => true + case _ => false + } + + private def lessEqThan(name: String)(constraint: Constraint): Boolean = constraint match { + case isMax: IsMax => isMax.children.map(lessEqThan(name)).reduce(_ && _) + case isAdd: IsAdd => isAdd.children match { + case Seq(isVar: IsVar, isVal: IsKnown) if (isVar.name == name) && (isVal.value <= 0) => true + case Seq(isVal: IsKnown, isVar: IsVar) if (isVar.name == name) && (isVal.value <= 0) => true + case _ => false + } + case isMul: IsMul => isMul.children match { + case Seq(isVar: IsVar, isVal: IsKnown) if (isVar.name == name) && (isVal.value <= 0) => true + case Seq(isVal: IsKnown, isVar: IsVar) if (isVar.name == name) && (isVal.value <= 0) => true + case _ => false + } + case isVar: IsVar if isVar.name == name => true + case isNeg: IsNeg => isNeg.child match { + case isVar: IsVar if isVar.name == name => true + case _ => false + } + case _ => false + } + + /** Whether a constraint contains the named variable + * @param name Name of variable + * @param constraint Constraint to check + * @return + */ + private def hasVar(name: String)(constraint: Constraint): Boolean = { + var has = false + def rec(constraint: Constraint): Constraint = { + constraint match { + case isVar: IsVar if isVar.name == name => has = true + case _ => + } + constraint map rec + } + rec(constraint) + has + } + + /** Returns illegal constraints, where both a >= and <= inequality are used on the same variable + * @return + */ + def check(): Seq[Inequality] = { + val checkMap = new mutable.HashMap[String, Inequality]() + constraints.foldLeft(Seq[Inequality]()) { (seq, c) => + checkMap.get(c.left) match { + case None => + checkMap(c.left) = c + seq ++ Nil + case Some(x) if x.geq != c.geq => seq ++ Seq(x, c) + case Some(x) => seq ++ Nil + } + } + } + + /** Solves constraints present in collected inequalities + * + * Constraint solving steps: + * 1) Assert no variable has both >= and <= inequalities (it can have multiple of the same kind of inequality) + * 2) Merge constraints of variables having multiple inequalities + * 3) Forward solve inequalities + * a. Iterate through inequalities top-to-bottom, replacing previously seen variables with corresponding + * constraint + * b. For each forward-solved inequality, attempt to remove circular constraints + * c. Forward-solved inequalities without circular constraints are recorded + * 4) Backwards solve inequalities + * a. Iterate through successful forward-solved inequalities bottom-to-top, replacing previously seen variables + * with corresponding constraint + * b. Record solved constraints + */ + def solve(): Unit = { + // 1) Check if any variable has both >= and <= inequalities (which is illegal) + val illegals = check() + if (illegals != Nil) throwInternalError(s"Constraints cannot have both >= and <= inequalities: $illegals") + + // 2) Merge constraints + val uniqueConstraints = mergeConstraints(constraints.toSeq) + + // 3) Forward Solve + val forwardConstraintMap = new ConstraintMap + val orderedVars = mutable.HashMap[Int, String]() + + var index = 0 + for (constraint <- uniqueConstraints) { + //TODO: Risky if used improperly... need to check whether substitution from a leq to a geq is negated (always). + val subbedRight = forwardSubstitution(forwardConstraintMap)(constraint.right) + val name = constraint.left + val finishedRight = removeCycle(name, constraint.geq)(subbedRight) + if (!hasVar(name)(finishedRight)) { + forwardConstraintMap(name) = (finishedRight, constraint.geq) + orderedVars(index) = name + index += 1 + } + } + + // 4) Backwards Solve + for (i <- (orderedVars.size - 1) to 0 by -1) { + val name = orderedVars(i) // Should visit `orderedVars` backward + val (forwardRight, forwardGeq) = forwardConstraintMap(name) + val solvedRight = backwardSubstitution(solvedConstraintMap)(forwardRight) + solvedConstraintMap(name) = (solvedRight, forwardGeq) + } + } +} |
