/* Copyright 2018 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/hlo_module_group.h" #include "tensorflow/compiler/xla/service/hlo.pb.h" #include "tensorflow/compiler/xla/service/hlo_matchers.h" #include "tensorflow/compiler/xla/service/hlo_module_group_metadata.h" #include "tensorflow/compiler/xla/service/hlo_parser.h" #include "tensorflow/compiler/xla/test.h" #include "tensorflow/compiler/xla/tests/hlo_test_base.h" #include "tensorflow/core/lib/core/status_test_util.h" namespace xla { namespace { namespace op = ::xla::testing::opcode_matchers; class HloModuleGroupTest : public HloTestBase { protected: HloModuleGroupTest() = default; }; TEST_F(HloModuleGroupTest, SingleModule) { const string text = R"( HloModule simple_module ENTRY %entry (x: f32[], y: f32[]) -> f32[] { %x = f32[] parameter(0) %y = f32[] parameter(1) ROOT %add = f32[] add(%x, %y) } )"; TF_ASSERT_OK_AND_ASSIGN(std::unique_ptr module, ParseHloString(text)); HloModuleGroup group(TestName(), std::move(module)); EXPECT_EQ(group.modules().size(), 1); EXPECT_THAT( group.module(0).entry_computation()->instructions(), ::testing::ElementsAre(op::Parameter(), op::Parameter(), op::Add())); TF_ASSERT_OK_AND_ASSIGN(HloModuleGroup group_copy, HloModuleGroup::CreateFromProto( group.ToProto(), {group.module(0).config()})); EXPECT_EQ(group_copy.modules().size(), 1); EXPECT_THAT( group_copy.module(0).entry_computation()->instructions(), ::testing::ElementsAre(op::Parameter(), op::Parameter(), op::Add())); std::vector> modules = group.ConsumeModules(); EXPECT_EQ(modules.size(), 1); EXPECT_EQ(group.modules().size(), 0); } TEST_F(HloModuleGroupTest, MultipleModules) { const string text_0 = R"( HloModule module0 ENTRY %entry (x: f32[], y: f32[]) -> f32[] { %x = f32[] parameter(0) %y = f32[] parameter(1) ROOT %add = f32[] add(%x, %y) } )"; const string text_1 = R"( HloModule module1 ENTRY %entry (a: f32[]) -> f32[] { ROOT %a = f32[] parameter(0) } )"; TF_ASSERT_OK_AND_ASSIGN(std::unique_ptr module_0, ParseHloString(text_0)); TF_ASSERT_OK_AND_ASSIGN(std::unique_ptr module_1, ParseHloString(text_1)); std::vector> modules; modules.push_back(std::move(module_0)); modules.push_back(std::move(module_1)); HloModuleGroup group(TestName(), absl::MakeSpan(modules)); EXPECT_EQ(group.modules().size(), 2); EXPECT_THAT( group.module(0).entry_computation()->instructions(), ::testing::ElementsAre(op::Parameter(), op::Parameter(), op::Add())); EXPECT_THAT(group.module(1).entry_computation()->instructions(), ::testing::ElementsAre(op::Parameter())); TF_ASSERT_OK_AND_ASSIGN(HloModuleGroup group_copy, HloModuleGroup::CreateFromProto( group.ToProto(), {group.module(0).config(), group.module(1).config()})); EXPECT_EQ(group_copy.modules().size(), 2); } TEST_F(HloModuleGroupTest, BuildModuleGroupByPushBack) { const string text_0 = R"( HloModule module0 ENTRY %entry (x: f32[], y: f32[]) -> f32[] { %x = f32[] parameter(0) %y = f32[] parameter(1) ROOT %add = f32[] add(%x, %y) } )"; const string text_1 = R"( HloModule module1 ENTRY %entry (a: f32[]) -> f32[] { ROOT %a = f32[] parameter(0) } )"; TF_ASSERT_OK_AND_ASSIGN(std::unique_ptr module_0, ParseHloString(text_0)); TF_ASSERT_OK_AND_ASSIGN(std::unique_ptr module_1, ParseHloString(text_1)); HloModuleGroup group(TestName()); group.push_back(std::move(module_0)); group.push_back(std::move(module_1)); EXPECT_EQ(group.modules().size(), 2); EXPECT_THAT( group.module(0).entry_computation()->instructions(), ::testing::ElementsAre(op::Parameter(), op::Parameter(), op::Add())); EXPECT_THAT(group.module(1).entry_computation()->instructions(), ::testing::ElementsAre(op::Parameter())); } // Tests that the order of companion instructions in the companion set doesn't // change across runs. TEST_F(HloModuleGroupTest, ModuleGroupCompanionOrder) { // A simple while loop template for core i sending to core i+1. constexpr char text[] = R"( HloModule module_%d while_cond { ROOT p = pred[] constant(true) } while_body { param = s32[] parameter(0) token.s = token[] after-all() token.r = token[] after-all() send = (s32[], u32[], token[]) send(param, token.s), channel_id=%d send-done = token[] send-done(send), channel_id=%d recv = (s32[], u32[], token[]) recv(token.r), channel_id=%d ROOT recv-done = (s32[], token[]) recv-done(recv), channel_id=%d } ENTRY entry { while_init = s32[] constant(1) ROOT while = s32[] while(while_init), condition=while_cond, body=while_body } )"; // Try creating the module and the metadata kTrialCount times and check the // companion instructions remain in the same order. const int64 kTrialCount = 5; const int64 kDeviceCount = 10; std::vector companion_order; for (int64 t = 0; t < kTrialCount; ++t) { HloModuleGroup group(TestName()); for (int64 i = 0; i < kDeviceCount; ++i) { const int64 send_channel = i; const int64 recv_channel = i == 0 ? kDeviceCount - 1 : i - 1; TF_ASSERT_OK_AND_ASSIGN( std::unique_ptr module, ParseHloString(absl::StrFormat(text, i, send_channel, send_channel, recv_channel, recv_channel))); group.push_back(std::move(module)); } ASSERT_EQ(group.modules().size(), kDeviceCount); TF_ASSERT_OK_AND_ASSIGN(auto metadata, HloModuleGroupMetadata::Build(group.modules())); ASSERT_EQ(metadata->companion_sets().size(), 1); std::vector module_ids; for (HloInstruction* companion : *metadata->companion_sets()[0]) { module_ids.push_back(metadata->GetModuleId(companion->GetModule())); } if (t == 0) { companion_order = module_ids; } else { EXPECT_TRUE(absl::c_equal(companion_order, module_ids)); } } } } // namespace } // namespace xla