diff --git a/cinn/auto_schedule/search_space/auto_gen_rule/CMakeLists.txt b/cinn/auto_schedule/search_space/auto_gen_rule/CMakeLists.txt index c7bd076ae0..8ee45989eb 100644 --- a/cinn/auto_schedule/search_space/auto_gen_rule/CMakeLists.txt +++ b/cinn/auto_schedule/search_space/auto_gen_rule/CMakeLists.txt @@ -25,4 +25,4 @@ endif() cc_test(test_auto_inline SRCS auto_inline_test.cc DEPS cinncore auto_gen_rule_test_helper) cc_test(test_multi_level_tiling SRCS multi_level_tiling_test.cc DEPS cinncore) cc_test(test_skip_rule SRCS skip_rule_test.cc DEPS cinncore) -cc_test(test_auto_unroll SRCS auto_unroll_test.cc DEPS cinncore) +cc_test(test_auto_unroll SRCS auto_unroll_test.cc DEPS cinncore auto_gen_rule_test_helper test_program_builder) diff --git a/cinn/auto_schedule/search_space/auto_gen_rule/auto_unroll_test.cc b/cinn/auto_schedule/search_space/auto_gen_rule/auto_unroll_test.cc index 99688a2da6..3531cf9a96 100644 --- a/cinn/auto_schedule/search_space/auto_gen_rule/auto_unroll_test.cc +++ b/cinn/auto_schedule/search_space/auto_gen_rule/auto_unroll_test.cc @@ -17,8 +17,11 @@ #include #include +#include "cinn/auto_schedule/search_space/auto_gen_rule/test_helper.h" #include "cinn/cinn.h" #include "cinn/lang/lower.h" +#include "tests/program_builder.h" +#include "tests/subgraph_program_builder.h" namespace cinn { namespace auto_schedule { @@ -73,7 +76,7 @@ TEST(AutoUnroll, UnrollableApply) { auto* init_schedule_block = init_block_realize->schedule_block.As(); ASSERT_NE(init_schedule_block, nullptr); ASSERT_TRUE(init_schedule_block->attrs.empty()); - VLOG(6) << "Before auto-unroll:\n" << ast_expr; + VLOG(-6) << "Before auto-unroll:\n" << ast_expr; AutoUnroll test_rule(target); ir::IRSchedule ir_schedule(ir::ModuleExpr({ast_expr})); @@ -96,12 +99,82 @@ TEST(AutoUnroll, UnrollableApply) { const int* max_step = absl::get_if(&attr_value); EXPECT_NE(max_step, nullptr); EXPECT_LE(*max_step, 128); - VLOG(6) << "After auto-unroll:max_step=" << *max_step << ", Ast:\n" << ir_sch->GetModule().GetExprs().front(); + VLOG(-6) << "After auto-unroll:max_step=" << *max_step << ", Ast:\n" << ir_sch->GetModule().GetExprs().front(); }; test_func(&ir_schedule); test_func(&states[0]->ir_schedule); } +#ifdef CINN_WITH_CUDA +class TestAutoUnroll : public TestAutoGenRuleBase { + public: + std::vector default_input_names = {"X", "Y"}; + std::vector default_output_names = {"temp_matmul_out"}; +}; +TEST_F(TestAutoUnroll, ApplyOnMatmulWithTiling) { + frontend::Program matmul_op = tests::OpBuilder("matmul").Build({{"X", {32, 4}}, {"Y", {4, 32}}}); + Initialize(common::DefaultNVGPUTarget()); + ir::IRSchedule ir_schedule = MakeIRSchedule(matmul_op); + std::vector func_bodys = ir_schedule.GetModule().GetExprs(); + ASSERT_EQ(func_bodys.size(), 1UL); + VLOG(6) << "Original Expr:\n" << func_bodys[0]; + + AutoUnroll auto_unroll(target_); + SearchState state(ir_schedule, 0, {}); + const std::string& applied_block_name = default_output_names.back(); + EXPECT_EQ(auto_unroll.AnalyseApplyType(state, applied_block_name), RuleApplyType::kApplyAndPruneOtherRules); + auto new_states = auto_unroll.ApplyOnBlock(state, applied_block_name); + std::vector exprs = new_states[0]->ir_schedule.GetModule().GetExprs(); + EXPECT_EQ(exprs.size(), 1UL); + + // Check if the block has an 'auto_unroll_max_step' attribute + auto* applied_block_realize = exprs.front().As()->stmts.front().As(); + auto* applied_schedule_block = applied_block_realize->schedule_block.As(); + ASSERT_FALSE(applied_schedule_block->attrs.empty()); + EXPECT_EQ(applied_schedule_block->attrs.count(ir::attr::auto_unroll_max_step), 1); + const auto& attr_value = applied_schedule_block->attrs.at(ir::attr::auto_unroll_max_step); + const int* max_step = absl::get_if(&attr_value); + EXPECT_NE(max_step, nullptr); + EXPECT_LE(*max_step, 128); + VLOG(6) << "Expr after AutoUnroll applied on block:max_step=" << *max_step << ", Ast:\n" << exprs.front(); + + // build ir::Module and debug source code + auto build_module = BuildIRModule(new_states[0]->ir_schedule); + auto source_code = GenSourceCode(build_module); + VLOG(6) << " auto-schedule source code:\n" << source_code; + // execute and check precision + CheckResult(GenExecutableKernel(build_module), + GenExecutableKernel(BuildIRModule(MakeIRSchedule(matmul_op, /* apply_manual_schedule */ true))), + default_input_names, + default_output_names, + {{4, 4}, {4, 4}}, + {{4, 4}}, + target_); +} + +TEST_F(TestAutoUnroll, PureSpatial) { + Target target = common::DefaultNVGPUTarget(); + Initialize(target); + std::vector input_names = {"x", "y"}; + std::vector output_names = { + "var_6", "var_4", "constant_idx_last", "constant_idx_first", "var_2", "var_5"}; + std::vector input_shape{256, 256}; + std::vector inputs_varinfo({{"x", input_shape}, {"y", input_shape}}); + + Context::Global().ResetNameId(); + ir::IRSchedule ir_schedule = MakeIRSchedule(tests::GatherAddSubSubGraphBuilder().Build(inputs_varinfo)); + SearchState state(ir_schedule, 0, {}); + std::vector func_bodys = ir_schedule.GetModule().GetExprs(); + ASSERT_EQ(func_bodys.size(), 1UL); + VLOG(6) << "Original Expr:\n" << func_bodys[0]; + + AutoUnroll auto_unroll(target_); + for (const auto& applied_block_name : output_names) { + EXPECT_EQ(auto_unroll.AnalyseApplyType(state, applied_block_name), RuleApplyType::kCannotApply); + } +} +#endif + } // namespace auto_schedule } // namespace cinn diff --git a/tests/subgraph_program_builder.h b/tests/subgraph_program_builder.h index b0c0cfdf8f..01d78d2243 100644 --- a/tests/subgraph_program_builder.h +++ b/tests/subgraph_program_builder.h @@ -23,7 +23,7 @@ class BiasBnReLUSubGraphBuilder : public ProgramBuilder { public: BiasBnReLUSubGraphBuilder() : ProgramBuilder("bias_bn_relu_builder") {} frontend::Program Build(const std::vector& inputs_varinfo, const utils::AttributeMap& attrs = {}) { - CHECK(inputs_varinfo.size()==4); + CHECK(inputs_varinfo.size() == 4); auto conv_output = builder_.CreateInput(inputs_varinfo[0].type, inputs_varinfo[0].shape, inputs_varinfo[0].id); auto bias = builder_.CreateInput(inputs_varinfo[1].type, inputs_varinfo[1].shape, inputs_varinfo[1].id); auto bn_scale = builder_.CreateInput(inputs_varinfo[2].type, inputs_varinfo[2].shape, inputs_varinfo[2].id); @@ -41,7 +41,7 @@ class ExpTwoConsumersOpBuilder : public ProgramBuilder { public: ExpTwoConsumersOpBuilder() : ProgramBuilder("exp_two_consumers_builder") {} frontend::Program Build(const std::vector& inputs_varinfo, const utils::AttributeMap& attrs = {}) { - CHECK(inputs_varinfo.size()==1); + CHECK(inputs_varinfo.size() == 1); auto x = builder_.CreateInput(inputs_varinfo[0].type, inputs_varinfo[0].shape, inputs_varinfo[0].id); auto exp_x = builder_.Exp(x); auto add_x = builder_.Add(exp_x, x); @@ -54,11 +54,11 @@ class GatherAddSubSubGraphBuilder : public ProgramBuilder { public: GatherAddSubSubGraphBuilder() : ProgramBuilder("gather_add_sub_builder") {} frontend::Program Build(const std::vector& inputs_varinfo, const utils::AttributeMap& attrs = {}) { - CHECK(inputs_varinfo.size()==2); - auto x = builder_.CreateInput(inputs_varinfo[0].type, inputs_varinfo[0].shape, inputs_varinfo[0].id); - auto y = builder_.CreateInput(inputs_varinfo[1].type, inputs_varinfo[1].shape, inputs_varinfo[1].id); + CHECK(inputs_varinfo.size() == 2); + auto x = builder_.CreateInput(inputs_varinfo[0].type, inputs_varinfo[0].shape, inputs_varinfo[0].id); + auto y = builder_.CreateInput(inputs_varinfo[1].type, inputs_varinfo[1].shape, inputs_varinfo[1].id); auto input_x_shape = inputs_varinfo[0].shape; - auto where_x_0 = builder_.Gather(x, builder_.FillConstant({input_x_shape[0]}, 0, "constant_idx_first")); + auto where_x_0 = builder_.Gather(x, builder_.FillConstant({input_x_shape[0]}, 0, "constant_idx_first")); auto where_x_last = builder_.Gather(x, builder_.FillConstant({input_x_shape[0]}, input_x_shape[0] - 1, "constant_idx_last")); auto add_1 = builder_.Add(where_x_0, y); @@ -71,8 +71,8 @@ class FillConstantAddSubGraphBuilder : public ProgramBuilder { public: FillConstantAddSubGraphBuilder() : ProgramBuilder("fill_constant_add_builder") {} frontend::Program Build(const std::vector& inputs_varinfo, const utils::AttributeMap& attrs = {}) { - CHECK(inputs_varinfo.size()==1); - auto x = builder_.CreateInput(inputs_varinfo[0].type, inputs_varinfo[0].shape, inputs_varinfo[0].id); + CHECK(inputs_varinfo.size() == 1); + auto x = builder_.CreateInput(inputs_varinfo[0].type, inputs_varinfo[0].shape, inputs_varinfo[0].id); auto fill_constant = builder_.FillConstant(inputs_varinfo[0].shape, 1.0f, "fill_constant"); builder_.Add(x, fill_constant); return builder_.Build();