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LoopVectorizer: Implement a new heuristics for selecting the unroll factor.
We ignore the cpu frontend and focus on pipeline utilization. We do this because we don't have a good way to estimate the loop body size at the IR level. git-svn-id: https://llvm.org/svn/llvm-project/llvm/trunk@172964 91177308-0d34-0410-b5e6-96231b3b80d8
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@ -106,9 +106,6 @@ static const unsigned TinyTripCountVectorThreshold = 16;
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/// We don't unroll loops with a known constant trip count below this number.
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/// We don't unroll loops with a known constant trip count below this number.
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static const unsigned TinyTripCountUnrollThreshold = 128;
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static const unsigned TinyTripCountUnrollThreshold = 128;
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/// We don't unroll loops that are larget than this threshold.
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static const unsigned MaxLoopSizeThreshold = 32;
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/// When performing a runtime memory check, do not check more than this
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/// When performing a runtime memory check, do not check more than this
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/// number of pointers. Notice that the check is quadratic!
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/// number of pointers. Notice that the check is quadratic!
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static const unsigned RuntimeMemoryCheckThreshold = 4;
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static const unsigned RuntimeMemoryCheckThreshold = 4;
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@ -514,11 +511,12 @@ public:
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const TargetTransformInfo &TTI)
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const TargetTransformInfo &TTI)
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: TheLoop(L), SE(SE), LI(LI), Legal(Legal), TTI(TTI) {}
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: TheLoop(L), SE(SE), LI(LI), Legal(Legal), TTI(TTI) {}
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/// \return The most profitable vectorization factor.
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/// \return The most profitable vectorization factor and the cost of that VF.
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/// This method checks every power of two up to VF. If UserVF is not ZERO
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/// This method checks every power of two up to VF. If UserVF is not ZERO
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/// then this vectorization factor will be selected if vectorization is
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/// then this vectorization factor will be selected if vectorization is
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/// possible.
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/// possible.
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unsigned selectVectorizationFactor(bool OptForSize, unsigned UserVF);
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std::pair<unsigned, unsigned>
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selectVectorizationFactor(bool OptForSize, unsigned UserVF);
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/// \returns The size (in bits) of the widest type in the code that
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/// \returns The size (in bits) of the widest type in the code that
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/// needs to be vectorized. We ignore values that remain scalar such as
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/// needs to be vectorized. We ignore values that remain scalar such as
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@ -528,7 +526,10 @@ public:
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/// \return The most profitable unroll factor.
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/// \return The most profitable unroll factor.
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/// If UserUF is non-zero then this method finds the best unroll-factor
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/// If UserUF is non-zero then this method finds the best unroll-factor
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/// based on register pressure and other parameters.
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/// based on register pressure and other parameters.
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unsigned selectUnrollFactor(bool OptForSize, unsigned UserUF);
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/// VF and LoopCost are the selected vectorization factor and the cost of the
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/// selected VF.
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unsigned selectUnrollFactor(bool OptForSize, unsigned UserUF, unsigned VF,
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unsigned LoopCost);
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/// \brief A struct that represents some properties of the register usage
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/// \brief A struct that represents some properties of the register usage
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/// of a loop.
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/// of a loop.
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@ -626,8 +627,13 @@ struct LoopVectorize : public LoopPass {
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return false;
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return false;
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}
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}
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unsigned VF = CM.selectVectorizationFactor(OptForSize, VectorizationFactor);
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// Select the optimal vectorization factor.
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unsigned UF = CM.selectUnrollFactor(OptForSize, VectorizationUnroll);
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std::pair<unsigned, unsigned> VFPair;
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VFPair = CM.selectVectorizationFactor(OptForSize, VectorizationFactor);
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// Select the unroll factor.
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unsigned UF = CM.selectUnrollFactor(OptForSize, VectorizationUnroll,
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VFPair.first, VFPair.second);
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unsigned VF = VFPair.first;
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if (VF == 1) {
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if (VF == 1) {
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DEBUG(dbgs() << "LV: Vectorization is possible but not beneficial.\n");
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DEBUG(dbgs() << "LV: Vectorization is possible but not beneficial.\n");
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@ -2633,12 +2639,12 @@ bool LoopVectorizationLegality::hasComputableBounds(Value *Ptr) {
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return AR->isAffine();
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return AR->isAffine();
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}
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}
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unsigned
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std::pair<unsigned, unsigned>
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LoopVectorizationCostModel::selectVectorizationFactor(bool OptForSize,
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LoopVectorizationCostModel::selectVectorizationFactor(bool OptForSize,
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unsigned UserVF) {
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unsigned UserVF) {
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if (OptForSize && Legal->getRuntimePointerCheck()->Need) {
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if (OptForSize && Legal->getRuntimePointerCheck()->Need) {
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DEBUG(dbgs() << "LV: Aborting. Runtime ptr check is required in Os.\n");
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DEBUG(dbgs() << "LV: Aborting. Runtime ptr check is required in Os.\n");
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return 1;
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return std::make_pair(1U, 0U);
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}
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}
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// Find the trip count.
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// Find the trip count.
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@ -2657,7 +2663,7 @@ LoopVectorizationCostModel::selectVectorizationFactor(bool OptForSize,
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}
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}
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assert(MaxVectorSize <= 32 && "Did not expect to pack so many elements"
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assert(MaxVectorSize <= 32 && "Did not expect to pack so many elements"
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" into one vector.");
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" into one vector!");
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unsigned VF = MaxVectorSize;
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unsigned VF = MaxVectorSize;
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@ -2666,7 +2672,7 @@ LoopVectorizationCostModel::selectVectorizationFactor(bool OptForSize,
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// If we are unable to calculate the trip count then don't try to vectorize.
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// If we are unable to calculate the trip count then don't try to vectorize.
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if (TC < 2) {
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if (TC < 2) {
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DEBUG(dbgs() << "LV: Aborting. A tail loop is required in Os.\n");
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DEBUG(dbgs() << "LV: Aborting. A tail loop is required in Os.\n");
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return 1;
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return std::make_pair(1U, 0U);
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}
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}
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// Find the maximum SIMD width that can fit within the trip count.
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// Find the maximum SIMD width that can fit within the trip count.
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@ -2679,7 +2685,7 @@ LoopVectorizationCostModel::selectVectorizationFactor(bool OptForSize,
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// zero then we require a tail.
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// zero then we require a tail.
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if (VF < 2) {
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if (VF < 2) {
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DEBUG(dbgs() << "LV: Aborting. A tail loop is required in Os.\n");
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DEBUG(dbgs() << "LV: Aborting. A tail loop is required in Os.\n");
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return 1;
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return std::make_pair(1U, 0U);
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}
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}
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}
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}
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@ -2687,7 +2693,7 @@ LoopVectorizationCostModel::selectVectorizationFactor(bool OptForSize,
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assert(isPowerOf2_32(UserVF) && "VF needs to be a power of two");
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assert(isPowerOf2_32(UserVF) && "VF needs to be a power of two");
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DEBUG(dbgs() << "LV: Using user VF "<<UserVF<<".\n");
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DEBUG(dbgs() << "LV: Using user VF "<<UserVF<<".\n");
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return UserVF;
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return std::make_pair(UserVF, 0U);
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}
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}
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float Cost = expectedCost(1);
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float Cost = expectedCost(1);
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@ -2707,7 +2713,7 @@ LoopVectorizationCostModel::selectVectorizationFactor(bool OptForSize,
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}
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}
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DEBUG(dbgs() << "LV: Selecting VF = : "<< Width << ".\n");
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DEBUG(dbgs() << "LV: Selecting VF = : "<< Width << ".\n");
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return Width;
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return std::make_pair<unsigned, unsigned>(Width, VF * Cost);
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}
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}
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unsigned LoopVectorizationCostModel::getWidestType() {
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unsigned LoopVectorizationCostModel::getWidestType() {
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@ -2748,7 +2754,24 @@ unsigned LoopVectorizationCostModel::getWidestType() {
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unsigned
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unsigned
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LoopVectorizationCostModel::selectUnrollFactor(bool OptForSize,
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LoopVectorizationCostModel::selectUnrollFactor(bool OptForSize,
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unsigned UserUF) {
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unsigned UserUF,
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unsigned VF,
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unsigned LoopCost) {
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// -- The unroll heuristics --
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// We unroll the loop in order to expose ILP and reduce the loop overhead.
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// There are many micro-architectural considerations that we can't predict
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// at this level. For example frontend pressure (on decode or fetch) due to
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// code size, or the number and capabilities of the execution ports.
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//
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// We use the following heuristics to select the unroll factor:
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// 1. If the code has reductions the we unroll in order to break the cross
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// iteration dependency.
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// 2. If the loop is really small then we unroll in order to reduce the loop
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// overhead.
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// 3. We don't unroll if we think that we will spill registers to memory due
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// to the increased register pressure.
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// Use the user preference, unless 'auto' is selected.
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// Use the user preference, unless 'auto' is selected.
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if (UserUF != 0)
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if (UserUF != 0)
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return UserUF;
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return UserUF;
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@ -2781,19 +2804,39 @@ LoopVectorizationCostModel::selectUnrollFactor(bool OptForSize,
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// fit without causing spills.
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// fit without causing spills.
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unsigned UF = (TargetVectorRegisters - R.LoopInvariantRegs) / R.MaxLocalUsers;
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unsigned UF = (TargetVectorRegisters - R.LoopInvariantRegs) / R.MaxLocalUsers;
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// We don't want to unroll the loops to the point where they do not fit into
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// the decoded cache. Assume that we only allow 32 IR instructions.
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UF = std::min(UF, (MaxLoopSizeThreshold / R.NumInstructions));
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// Clamp the unroll factor ranges to reasonable factors.
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// Clamp the unroll factor ranges to reasonable factors.
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unsigned MaxUnrollSize = TTI.getMaximumUnrollFactor();
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unsigned MaxUnrollSize = TTI.getMaximumUnrollFactor();
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// If we did not calculate the cost for VF (because the user selected the VF)
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// then we calculate the cost of VF here.
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if (LoopCost == 0)
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LoopCost = expectedCost(VF);
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// Clamp the calculated UF to be between the 1 and the max unroll factor
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// that the target allows.
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if (UF > MaxUnrollSize)
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if (UF > MaxUnrollSize)
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UF = MaxUnrollSize;
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UF = MaxUnrollSize;
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else if (UF < 1)
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else if (UF < 1)
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UF = 1;
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UF = 1;
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if (Legal->getReductionVars()->size()) {
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DEBUG(dbgs() << "LV: Unrolling because of reductions. \n");
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return UF;
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return UF;
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}
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// We want to unroll tiny loops in order to reduce the loop overhead.
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// We assume that the cost overhead is 1 and we use the cost model
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// to estimate the cost of the loop and unroll until the cost of the
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// loop overhead is about 5% of the cost of the loop.
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DEBUG(dbgs() << "LV: Loop cost is "<< LoopCost <<" \n");
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if (LoopCost < 20) {
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DEBUG(dbgs() << "LV: Unrolling to reduce branch cost. \n");
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unsigned NewUF = 20/LoopCost + 1;
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return std::min(NewUF, UF);
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}
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DEBUG(dbgs() << "LV: Not Unrolling. \n");
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return 1;
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}
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}
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LoopVectorizationCostModel::RegisterUsage
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LoopVectorizationCostModel::RegisterUsage
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71
test/Transforms/LoopVectorize/X86/unroll_selection.ll
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71
test/Transforms/LoopVectorize/X86/unroll_selection.ll
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@ -0,0 +1,71 @@
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; RUN: opt < %s -loop-vectorize -mtriple=x86_64-apple-macosx10.8.0 -mcpu=corei7-avx -force-vector-width=4 -force-vector-unroll=0 -dce -S | FileCheck %s
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target datalayout = "e-p:64:64:64-i1:8:8-i8:8:8-i16:16:16-i32:32:32-i64:64:64-f32:32:32-f64:64:64-v64:64:64-v128:128:128-a0:0:64-s0:64:64-f80:128:128-n8:16:32:64-S128"
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target triple = "x86_64-apple-macosx10.8.0"
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; Don't unroll when we have register pressure.
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;CHECK: reg_pressure
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;CHECK: load <4 x double>
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;CHECK-NOT: load <4 x double>
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;CHECK: store <4 x double>
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;CHECK-NOT: store <4 x double>
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;CHECK: ret
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define void @reg_pressure(double* nocapture %A, i32 %n) nounwind uwtable ssp {
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%1 = sext i32 %n to i64
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br label %2
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; <label>:2 ; preds = %2, %0
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%indvars.iv = phi i64 [ %indvars.iv.next, %2 ], [ %1, %0 ]
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%3 = getelementptr inbounds double* %A, i64 %indvars.iv
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%4 = load double* %3, align 8
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%5 = fadd double %4, 3.000000e+00
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%6 = fmul double %4, 2.000000e+00
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%7 = fadd double %5, %6
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%8 = fadd double %7, 2.000000e+00
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%9 = fmul double %8, 5.000000e-01
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%10 = fadd double %6, %9
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%11 = fsub double %10, %5
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%12 = fadd double %4, %11
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%13 = fdiv double %8, %12
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%14 = fmul double %13, %8
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%15 = fmul double %6, %14
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%16 = fmul double %5, %15
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%17 = fadd double %16, -3.000000e+00
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%18 = fsub double %4, %5
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%19 = fadd double %6, %18
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%20 = fadd double %13, %19
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%21 = fadd double %20, %17
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%22 = fadd double %21, 3.000000e+00
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%23 = fmul double %4, %22
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store double %23, double* %3, align 8
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%indvars.iv.next = add i64 %indvars.iv, -1
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%24 = trunc i64 %indvars.iv to i32
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%25 = icmp eq i32 %24, 0
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br i1 %25, label %26, label %2
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; <label>:26 ; preds = %2
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ret void
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}
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; This is a small loop. Unroll it twice.
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;CHECK: small_loop
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;CHECK: xor
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;CHECK: xor
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;CHECK: ret
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define void @small_loop(i16* nocapture %A, i64 %n) nounwind uwtable ssp {
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%1 = icmp eq i64 %n, 0
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br i1 %1, label %._crit_edge, label %.lr.ph
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.lr.ph: ; preds = %0, %.lr.ph
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%i.01 = phi i64 [ %5, %.lr.ph ], [ 0, %0 ]
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%2 = getelementptr inbounds i16* %A, i64 %i.01
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%3 = load i16* %2, align 2
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%4 = xor i16 %3, 3
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store i16 %4, i16* %2, align 2
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%5 = add i64 %i.01, 1
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%exitcond = icmp eq i64 %5, %n
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br i1 %exitcond, label %._crit_edge, label %.lr.ph
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._crit_edge: ; preds = %.lr.ph, %0
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ret void
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}
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