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Diffstat (limited to 'tensorflow/compiler/xla/service/instruction_fusion_test.cc')
-rw-r--r-- | tensorflow/compiler/xla/service/instruction_fusion_test.cc | 140 |
1 files changed, 140 insertions, 0 deletions
diff --git a/tensorflow/compiler/xla/service/instruction_fusion_test.cc b/tensorflow/compiler/xla/service/instruction_fusion_test.cc new file mode 100644 index 0000000000..2e3742ed75 --- /dev/null +++ b/tensorflow/compiler/xla/service/instruction_fusion_test.cc @@ -0,0 +1,140 @@ +/* Copyright 2017 The TensorFlow Authors. All Rights Reserved. + +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 "tensorflow/compiler/xla/service/instruction_fusion.h" + +#include "tensorflow/compiler/xla/tests/hlo_test_base.h" + +namespace xla { + +using InstructionFusionTest = HloTestBase; + +TEST_F(InstructionFusionTest, + CostlyProducerAndOperandElementReusingConsumerNotFused) { + HloComputation::Builder builder(TestName()); + HloInstruction* const0 = builder.AddInstruction( + HloInstruction::CreateConstant(LiteralUtil::CreateR0(5))); + HloInstruction* exp1 = builder.AddInstruction(HloInstruction::CreateUnary( + ShapeUtil::MakeShape(S32, {}), HloOpcode::kExp, const0)); + HloInstruction* broadcast2 = + builder.AddInstruction(HloInstruction::CreateBroadcast( + ShapeUtil::MakeShape(S32, {1}), exp1, {0})); + + auto module = MakeUnique<HloModule>(TestName()); + auto computation = module->AddEntryComputation(builder.Build()); + EXPECT_EQ(broadcast2, computation->root_instruction()); + EXPECT_TRUE( + InstructionFusion(/*may_duplicate=*/true).Run(module.get()).ValueOrDie()); + EXPECT_EQ(broadcast2, computation->root_instruction()); +} + +TEST_F(InstructionFusionTest, + NonCostlyProducerAndOperandElementReusingConsumerFused) { + HloComputation::Builder builder(TestName()); + HloInstruction* const0 = builder.AddInstruction( + HloInstruction::CreateConstant(LiteralUtil::CreateR0(5))); + HloInstruction* negate1 = builder.AddInstruction(HloInstruction::CreateUnary( + ShapeUtil::MakeShape(S32, {}), HloOpcode::kNegate, const0)); + HloInstruction* broadcast2 = + builder.AddInstruction(HloInstruction::CreateBroadcast( + ShapeUtil::MakeShape(S32, {1}), negate1, {0})); + + auto module = MakeUnique<HloModule>(TestName()); + auto computation = module->AddEntryComputation(builder.Build()); + EXPECT_EQ(broadcast2, computation->root_instruction()); + EXPECT_TRUE( + InstructionFusion(/*may_duplicate=*/true).Run(module.get()).ValueOrDie()); + EXPECT_EQ(HloOpcode::kFusion, computation->root_instruction()->opcode()); +} + +TEST_F(InstructionFusionTest, + CostlyProducerAndNonOperandElementReusingConsumerFused_Reshape) { + HloComputation::Builder builder(TestName()); + HloInstruction* const0 = builder.AddInstruction( + HloInstruction::CreateConstant(LiteralUtil::CreateR0(5))); + HloInstruction* exp1 = builder.AddInstruction(HloInstruction::CreateUnary( + ShapeUtil::MakeShape(S32, {}), HloOpcode::kExp, const0)); + HloInstruction* reshape2 = builder.AddInstruction( + HloInstruction::CreateReshape(ShapeUtil::MakeShape(S32, {}), exp1)); + + auto module = MakeUnique<HloModule>(TestName()); + auto computation = module->AddEntryComputation(builder.Build()); + EXPECT_EQ(reshape2, computation->root_instruction()); + EXPECT_TRUE( + InstructionFusion(/*may_duplicate=*/true).Run(module.get()).ValueOrDie()); + EXPECT_EQ(HloOpcode::kFusion, computation->root_instruction()->opcode()); +} + +TEST_F(InstructionFusionTest, + CostlyProducerAndNonOperandElementReusingConsumerFused_Transpose) { + HloComputation::Builder builder(TestName()); + HloInstruction* const0 = builder.AddInstruction( + HloInstruction::CreateConstant(LiteralUtil::CreateR0(5))); + HloInstruction* exp1 = builder.AddInstruction(HloInstruction::CreateUnary( + ShapeUtil::MakeShape(S32, {}), HloOpcode::kExp, const0)); + HloInstruction* transpose2 = builder.AddInstruction( + HloInstruction::CreateTranspose(ShapeUtil::MakeShape(S32, {}), exp1, {})); + + auto module = MakeUnique<HloModule>(TestName()); + auto computation = module->AddEntryComputation(builder.Build()); + EXPECT_EQ(transpose2, computation->root_instruction()); + EXPECT_TRUE( + InstructionFusion(/*may_duplicate=*/true).Run(module.get()).ValueOrDie()); + EXPECT_EQ(HloOpcode::kFusion, computation->root_instruction()->opcode()); +} + +TEST_F(InstructionFusionTest, PotentialBitcastReshapeOfParameterUnfused) { + HloComputation::Builder builder(TestName()); + auto param0 = builder.AddInstruction( + HloInstruction::CreateParameter(0, ShapeUtil::MakeShape(S32, {}), "0")); + auto reshape1 = builder.AddInstruction( + HloInstruction::CreateReshape(ShapeUtil::MakeShape(S32, {1, 1}), param0)); + + auto module = MakeUnique<HloModule>(TestName()); + auto computation = module->AddEntryComputation(builder.Build()); + EXPECT_EQ(reshape1, computation->root_instruction()); + EXPECT_FALSE( + InstructionFusion(/*may_duplicate=*/true).Run(module.get()).ValueOrDie()); +} + +TEST_F(InstructionFusionTest, PotentialBitcastSimpleReshapeOfParameterUnfused) { + HloComputation::Builder builder(TestName()); + auto param0 = builder.AddInstruction( + HloInstruction::CreateParameter(0, ShapeUtil::MakeShape(S32, {}), "0")); + auto reshape1 = builder.AddInstruction( + HloInstruction::CreateReshape(ShapeUtil::MakeShape(S32, {1, 1}), param0)); + + auto module = MakeUnique<HloModule>(TestName()); + auto computation = module->AddEntryComputation(builder.Build()); + EXPECT_EQ(reshape1, computation->root_instruction()); + EXPECT_FALSE( + InstructionFusion(/*may_duplicate=*/true).Run(module.get()).ValueOrDie()); +} + +TEST_F(InstructionFusionTest, PotentialBitcastTransposeOfParameterUnfused) { + HloComputation::Builder builder(TestName()); + auto param0 = builder.AddInstruction( + HloInstruction::CreateParameter(0, ShapeUtil::MakeShape(S32, {}), "0")); + auto transpose1 = builder.AddInstruction(HloInstruction::CreateTranspose( + ShapeUtil::MakeShape(S32, {}), param0, {})); + + auto module = MakeUnique<HloModule>(TestName()); + auto computation = module->AddEntryComputation(builder.Build()); + EXPECT_EQ(transpose1, computation->root_instruction()); + EXPECT_FALSE( + InstructionFusion(/*may_duplicate=*/true).Run(module.get()).ValueOrDie()); +} + +} // namespace xla |