| /* |
| * Copyright (C) 2018 The Android Open Source Project |
| * |
| * Licensed under the Apache License, Version 2.0 (the "License"); |
| * you may not use this file except in compliance with the License. |
| * You may obtain a copy of the License at |
| * |
| * http://www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, software |
| * distributed under the License is distributed on an "AS IS" BASIS, |
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| * See the License for the specific language governing permissions and |
| * limitations under the License. |
| */ |
| |
| #include "loop_analysis.h" |
| |
| #include "base/bit_vector-inl.h" |
| #include "code_generator.h" |
| #include "induction_var_range.h" |
| |
| namespace art HIDDEN { |
| |
| void LoopAnalysis::CalculateLoopBasicProperties(HLoopInformation* loop_info, |
| LoopAnalysisInfo* analysis_results, |
| int64_t trip_count) { |
| analysis_results->trip_count_ = trip_count; |
| |
| for (HBlocksInLoopIterator block_it(*loop_info); |
| !block_it.Done(); |
| block_it.Advance()) { |
| HBasicBlock* block = block_it.Current(); |
| |
| // Check whether one of the successor is loop exit. |
| for (HBasicBlock* successor : block->GetSuccessors()) { |
| if (!loop_info->Contains(*successor)) { |
| analysis_results->exits_num_++; |
| |
| // We track number of invariant loop exits which correspond to HIf instruction and |
| // can be eliminated by loop peeling; other control flow instruction are ignored and will |
| // not cause loop peeling to happen as they either cannot be inside a loop, or by |
| // definition cannot be loop exits (unconditional instructions), or are not beneficial for |
| // the optimization. |
| HIf* hif = block->GetLastInstruction()->AsIf(); |
| if (hif != nullptr && !loop_info->Contains(*hif->InputAt(0)->GetBlock())) { |
| analysis_results->invariant_exits_num_++; |
| } |
| } |
| } |
| |
| for (HInstructionIterator it(block->GetInstructions()); !it.Done(); it.Advance()) { |
| HInstruction* instruction = it.Current(); |
| if (it.Current()->GetType() == DataType::Type::kInt64) { |
| analysis_results->has_long_type_instructions_ = true; |
| } |
| if (MakesScalarPeelingUnrollingNonBeneficial(instruction)) { |
| analysis_results->has_instructions_preventing_scalar_peeling_ = true; |
| analysis_results->has_instructions_preventing_scalar_unrolling_ = true; |
| } |
| analysis_results->instr_num_++; |
| } |
| analysis_results->bb_num_++; |
| } |
| } |
| |
| int64_t LoopAnalysis::GetLoopTripCount(HLoopInformation* loop_info, |
| const InductionVarRange* induction_range) { |
| int64_t trip_count; |
| if (!induction_range->HasKnownTripCount(loop_info, &trip_count)) { |
| trip_count = LoopAnalysisInfo::kUnknownTripCount; |
| } |
| return trip_count; |
| } |
| |
| // Default implementation of loop helper; used for all targets unless a custom implementation |
| // is provided. Enables scalar loop peeling and unrolling with the most conservative heuristics. |
| class ArchDefaultLoopHelper : public ArchNoOptsLoopHelper { |
| public: |
| explicit ArchDefaultLoopHelper(const CodeGenerator& codegen) : ArchNoOptsLoopHelper(codegen) {} |
| // Scalar loop unrolling parameters and heuristics. |
| // |
| // Maximum possible unrolling factor. |
| static constexpr uint32_t kScalarMaxUnrollFactor = 2; |
| // Loop's maximum instruction count. Loops with higher count will not be peeled/unrolled. |
| static constexpr uint32_t kScalarHeuristicMaxBodySizeInstr = 17; |
| // Loop's maximum basic block count. Loops with higher count will not be peeled/unrolled. |
| static constexpr uint32_t kScalarHeuristicMaxBodySizeBlocks = 6; |
| // Maximum number of instructions to be created as a result of full unrolling. |
| static constexpr uint32_t kScalarHeuristicFullyUnrolledMaxInstrThreshold = 35; |
| |
| bool IsLoopNonBeneficialForScalarOpts(LoopAnalysisInfo* analysis_info) const override { |
| return analysis_info->HasLongTypeInstructions() || |
| IsLoopTooBig(analysis_info, |
| kScalarHeuristicMaxBodySizeInstr, |
| kScalarHeuristicMaxBodySizeBlocks); |
| } |
| |
| uint32_t GetScalarUnrollingFactor(const LoopAnalysisInfo* analysis_info) const override { |
| int64_t trip_count = analysis_info->GetTripCount(); |
| // Unroll only loops with known trip count. |
| if (trip_count == LoopAnalysisInfo::kUnknownTripCount) { |
| return LoopAnalysisInfo::kNoUnrollingFactor; |
| } |
| uint32_t desired_unrolling_factor = kScalarMaxUnrollFactor; |
| if (trip_count < desired_unrolling_factor || trip_count % desired_unrolling_factor != 0) { |
| return LoopAnalysisInfo::kNoUnrollingFactor; |
| } |
| |
| return desired_unrolling_factor; |
| } |
| |
| bool IsLoopPeelingEnabled() const override { return true; } |
| |
| bool IsFullUnrollingBeneficial(LoopAnalysisInfo* analysis_info) const override { |
| int64_t trip_count = analysis_info->GetTripCount(); |
| // We assume that trip count is known. |
| DCHECK_NE(trip_count, LoopAnalysisInfo::kUnknownTripCount); |
| size_t instr_num = analysis_info->GetNumberOfInstructions(); |
| return (trip_count * instr_num < kScalarHeuristicFullyUnrolledMaxInstrThreshold); |
| } |
| |
| protected: |
| bool IsLoopTooBig(LoopAnalysisInfo* loop_analysis_info, |
| size_t instr_threshold, |
| size_t bb_threshold) const { |
| size_t instr_num = loop_analysis_info->GetNumberOfInstructions(); |
| size_t bb_num = loop_analysis_info->GetNumberOfBasicBlocks(); |
| return (instr_num >= instr_threshold || bb_num >= bb_threshold); |
| } |
| }; |
| |
| // Custom implementation of loop helper for arm64 target. Enables heuristics for scalar loop |
| // peeling and unrolling and supports SIMD loop unrolling. |
| class Arm64LoopHelper : public ArchDefaultLoopHelper { |
| public: |
| explicit Arm64LoopHelper(const CodeGenerator& codegen) : ArchDefaultLoopHelper(codegen) {} |
| // SIMD loop unrolling parameters and heuristics. |
| // |
| // Maximum possible unrolling factor. |
| static constexpr uint32_t kArm64SimdMaxUnrollFactor = 8; |
| // Loop's maximum instruction count. Loops with higher count will not be unrolled. |
| static constexpr uint32_t kArm64SimdHeuristicMaxBodySizeInstr = 50; |
| |
| // Loop's maximum instruction count. Loops with higher count will not be peeled/unrolled. |
| static constexpr uint32_t kArm64ScalarHeuristicMaxBodySizeInstr = 40; |
| // Loop's maximum basic block count. Loops with higher count will not be peeled/unrolled. |
| static constexpr uint32_t kArm64ScalarHeuristicMaxBodySizeBlocks = 8; |
| |
| bool IsLoopNonBeneficialForScalarOpts(LoopAnalysisInfo* loop_analysis_info) const override { |
| return IsLoopTooBig(loop_analysis_info, |
| kArm64ScalarHeuristicMaxBodySizeInstr, |
| kArm64ScalarHeuristicMaxBodySizeBlocks); |
| } |
| |
| uint32_t GetSIMDUnrollingFactor(HBasicBlock* block, |
| int64_t trip_count, |
| uint32_t max_peel, |
| uint32_t vector_length) const override { |
| // Don't unroll with insufficient iterations. |
| // TODO: Unroll loops with unknown trip count. |
| DCHECK_NE(vector_length, 0u); |
| // TODO: Unroll loops in predicated vectorization mode. |
| if (codegen_.SupportsPredicatedSIMD()) { |
| return LoopAnalysisInfo::kNoUnrollingFactor; |
| } |
| if (trip_count < (2 * vector_length + max_peel)) { |
| return LoopAnalysisInfo::kNoUnrollingFactor; |
| } |
| // Don't unroll for large loop body size. |
| uint32_t instruction_count = block->GetInstructions().CountSize(); |
| if (instruction_count >= kArm64SimdHeuristicMaxBodySizeInstr) { |
| return LoopAnalysisInfo::kNoUnrollingFactor; |
| } |
| // Find a beneficial unroll factor with the following restrictions: |
| // - At least one iteration of the transformed loop should be executed. |
| // - The loop body shouldn't be "too big" (heuristic). |
| |
| uint32_t uf1 = kArm64SimdHeuristicMaxBodySizeInstr / instruction_count; |
| uint32_t uf2 = (trip_count - max_peel) / vector_length; |
| uint32_t unroll_factor = |
| TruncToPowerOfTwo(std::min({uf1, uf2, kArm64SimdMaxUnrollFactor})); |
| DCHECK_GE(unroll_factor, 1u); |
| return unroll_factor; |
| } |
| }; |
| |
| // Custom implementation of loop helper for X86_64 target. Enables heuristics for scalar loop |
| // peeling and unrolling and supports SIMD loop unrolling. |
| class X86_64LoopHelper : public ArchDefaultLoopHelper { |
| // mapping of machine instruction count for most used IR instructions |
| // Few IRs generate different number of instructions based on input and result type. |
| // We checked top java apps, benchmarks and used the most generated instruction count. |
| uint32_t GetMachineInstructionCount(HInstruction* inst) const { |
| switch (inst->GetKind()) { |
| case HInstruction::InstructionKind::kAbs: |
| return 3; |
| case HInstruction::InstructionKind::kAdd: |
| return 1; |
| case HInstruction::InstructionKind::kAnd: |
| return 1; |
| case HInstruction::InstructionKind::kArrayLength: |
| return 1; |
| case HInstruction::InstructionKind::kArrayGet: |
| return 1; |
| case HInstruction::InstructionKind::kArraySet: |
| return 1; |
| case HInstruction::InstructionKind::kBoundsCheck: |
| return 2; |
| case HInstruction::InstructionKind::kCheckCast: |
| return 9; |
| case HInstruction::InstructionKind::kDiv: |
| return 8; |
| case HInstruction::InstructionKind::kDivZeroCheck: |
| return 2; |
| case HInstruction::InstructionKind::kEqual: |
| return 3; |
| case HInstruction::InstructionKind::kGreaterThan: |
| return 3; |
| case HInstruction::InstructionKind::kGreaterThanOrEqual: |
| return 3; |
| case HInstruction::InstructionKind::kIf: |
| return 2; |
| case HInstruction::InstructionKind::kPredicatedInstanceFieldGet: |
| // test + cond-jump + IFieldGet |
| return 4; |
| case HInstruction::InstructionKind::kInstanceFieldGet: |
| return 2; |
| case HInstruction::InstructionKind::kInstanceFieldSet: |
| return 1; |
| case HInstruction::InstructionKind::kLessThan: |
| return 3; |
| case HInstruction::InstructionKind::kLessThanOrEqual: |
| return 3; |
| case HInstruction::InstructionKind::kMax: |
| return 2; |
| case HInstruction::InstructionKind::kMin: |
| return 2; |
| case HInstruction::InstructionKind::kMul: |
| return 1; |
| case HInstruction::InstructionKind::kNotEqual: |
| return 3; |
| case HInstruction::InstructionKind::kOr: |
| return 1; |
| case HInstruction::InstructionKind::kRem: |
| return 11; |
| case HInstruction::InstructionKind::kSelect: |
| return 2; |
| case HInstruction::InstructionKind::kShl: |
| return 1; |
| case HInstruction::InstructionKind::kShr: |
| return 1; |
| case HInstruction::InstructionKind::kSub: |
| return 1; |
| case HInstruction::InstructionKind::kTypeConversion: |
| return 1; |
| case HInstruction::InstructionKind::kUShr: |
| return 1; |
| case HInstruction::InstructionKind::kVecReplicateScalar: |
| return 2; |
| case HInstruction::InstructionKind::kVecExtractScalar: |
| return 1; |
| case HInstruction::InstructionKind::kVecReduce: |
| return 4; |
| case HInstruction::InstructionKind::kVecNeg: |
| return 2; |
| case HInstruction::InstructionKind::kVecAbs: |
| return 4; |
| case HInstruction::InstructionKind::kVecNot: |
| return 3; |
| case HInstruction::InstructionKind::kVecAdd: |
| return 1; |
| case HInstruction::InstructionKind::kVecSub: |
| return 1; |
| case HInstruction::InstructionKind::kVecMul: |
| return 1; |
| case HInstruction::InstructionKind::kVecDiv: |
| return 1; |
| case HInstruction::InstructionKind::kVecMax: |
| return 1; |
| case HInstruction::InstructionKind::kVecMin: |
| return 1; |
| case HInstruction::InstructionKind::kVecOr: |
| return 1; |
| case HInstruction::InstructionKind::kVecXor: |
| return 1; |
| case HInstruction::InstructionKind::kVecShl: |
| return 1; |
| case HInstruction::InstructionKind::kVecShr: |
| return 1; |
| case HInstruction::InstructionKind::kVecLoad: |
| return 1; |
| case HInstruction::InstructionKind::kVecStore: |
| return 1; |
| case HInstruction::InstructionKind::kXor: |
| return 1; |
| default: |
| return 1; |
| } |
| } |
| |
| // Maximum possible unrolling factor. |
| static constexpr uint32_t kX86_64MaxUnrollFactor = 2; // pow(2,2) = 4 |
| |
| // According to IntelĀ® 64 and IA-32 Architectures Optimization Reference Manual, |
| // avoid excessive loop unrolling to ensure LSD (loop stream decoder) is operating efficiently. |
| // This variable takes care that unrolled loop instructions should not exceed LSD size. |
| // For Intel Atom processors (silvermont & goldmont), LSD size is 28 |
| // TODO - identify architecture and LSD size at runtime |
| static constexpr uint32_t kX86_64UnrolledMaxBodySizeInstr = 28; |
| |
| // Loop's maximum basic block count. Loops with higher count will not be partial |
| // unrolled (unknown iterations). |
| static constexpr uint32_t kX86_64UnknownIterMaxBodySizeBlocks = 2; |
| |
| uint32_t GetUnrollingFactor(HLoopInformation* loop_info, HBasicBlock* header) const; |
| |
| public: |
| explicit X86_64LoopHelper(const CodeGenerator& codegen) : ArchDefaultLoopHelper(codegen) {} |
| |
| uint32_t GetSIMDUnrollingFactor(HBasicBlock* block, |
| int64_t trip_count, |
| uint32_t max_peel, |
| uint32_t vector_length) const override { |
| DCHECK_NE(vector_length, 0u); |
| HLoopInformation* loop_info = block->GetLoopInformation(); |
| DCHECK(loop_info); |
| HBasicBlock* header = loop_info->GetHeader(); |
| DCHECK(header); |
| uint32_t unroll_factor = 0; |
| |
| if ((trip_count == 0) || (trip_count == LoopAnalysisInfo::kUnknownTripCount)) { |
| // Don't unroll for large loop body size. |
| unroll_factor = GetUnrollingFactor(loop_info, header); |
| if (unroll_factor <= 1) { |
| return LoopAnalysisInfo::kNoUnrollingFactor; |
| } |
| } else { |
| // Don't unroll with insufficient iterations. |
| if (trip_count < (2 * vector_length + max_peel)) { |
| return LoopAnalysisInfo::kNoUnrollingFactor; |
| } |
| |
| // Don't unroll for large loop body size. |
| uint32_t unroll_cnt = GetUnrollingFactor(loop_info, header); |
| if (unroll_cnt <= 1) { |
| return LoopAnalysisInfo::kNoUnrollingFactor; |
| } |
| |
| // Find a beneficial unroll factor with the following restrictions: |
| // - At least one iteration of the transformed loop should be executed. |
| // - The loop body shouldn't be "too big" (heuristic). |
| uint32_t uf2 = (trip_count - max_peel) / vector_length; |
| unroll_factor = TruncToPowerOfTwo(std::min(uf2, unroll_cnt)); |
| DCHECK_GE(unroll_factor, 1u); |
| } |
| |
| return unroll_factor; |
| } |
| }; |
| |
| uint32_t X86_64LoopHelper::GetUnrollingFactor(HLoopInformation* loop_info, |
| HBasicBlock* header) const { |
| uint32_t num_inst = 0, num_inst_header = 0, num_inst_loop_body = 0; |
| for (HBlocksInLoopIterator it(*loop_info); !it.Done(); it.Advance()) { |
| HBasicBlock* block = it.Current(); |
| DCHECK(block); |
| num_inst = 0; |
| |
| for (HInstructionIterator it1(block->GetInstructions()); !it1.Done(); it1.Advance()) { |
| HInstruction* inst = it1.Current(); |
| DCHECK(inst); |
| |
| // SuspendCheck inside loop is handled with Goto. |
| // Ignoring SuspendCheck & Goto as partially unrolled loop body will have only one Goto. |
| // Instruction count for Goto is being handled during unroll factor calculation below. |
| if (inst->IsSuspendCheck() || inst->IsGoto()) { |
| continue; |
| } |
| |
| num_inst += GetMachineInstructionCount(inst); |
| } |
| |
| if (block == header) { |
| num_inst_header = num_inst; |
| } else { |
| num_inst_loop_body += num_inst; |
| } |
| } |
| |
| // Calculate actual unroll factor. |
| uint32_t unrolling_factor = kX86_64MaxUnrollFactor; |
| uint32_t unrolling_inst = kX86_64UnrolledMaxBodySizeInstr; |
| // "-3" for one Goto instruction. |
| uint32_t desired_size = unrolling_inst - num_inst_header - 3; |
| if (desired_size < (2 * num_inst_loop_body)) { |
| return 1; |
| } |
| |
| while (unrolling_factor > 0) { |
| if ((desired_size >> unrolling_factor) >= num_inst_loop_body) { |
| break; |
| } |
| unrolling_factor--; |
| } |
| |
| return (1 << unrolling_factor); |
| } |
| |
| ArchNoOptsLoopHelper* ArchNoOptsLoopHelper::Create(const CodeGenerator& codegen, |
| ArenaAllocator* allocator) { |
| InstructionSet isa = codegen.GetInstructionSet(); |
| switch (isa) { |
| case InstructionSet::kArm64: { |
| return new (allocator) Arm64LoopHelper(codegen); |
| } |
| case InstructionSet::kX86_64: { |
| return new (allocator) X86_64LoopHelper(codegen); |
| } |
| default: { |
| return new (allocator) ArchDefaultLoopHelper(codegen); |
| } |
| } |
| } |
| |
| } // namespace art |