From a0818b1459da9b45f6eb625297a7ea005f8d9be5 Mon Sep 17 00:00:00 2001 From: 6clc Date: Wed, 29 Mar 2023 20:26:37 +0800 Subject: [PATCH] tests(auto-unroll): fix code according to merge --- .../auto_gen_rule/auto_unroll_test.cc | 29 +++++++++++++++---- 1 file changed, 24 insertions(+), 5 deletions(-) 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 3531cf9a96..eb5334527a 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 @@ -21,7 +21,7 @@ #include "cinn/cinn.h" #include "cinn/lang/lower.h" #include "tests/program_builder.h" -#include "tests/subgraph_program_builder.h" +#include "tests/concrete_program_builder.h" namespace cinn { namespace auto_schedule { @@ -112,14 +112,30 @@ class TestAutoUnroll : public TestAutoGenRuleBase { 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}}}); + +/* Before AutoUnroll: + * for (i=0; i < 4; i++): + * for(j=0; j < 4; j++): + * for(k=0; k < 4; k++): + * C(i, j) = C(i, j) + A(i, k) * B(k, j) + * + * After AutoUnroll on 'k', the third loop is unrolled. + * for(i=0; i < 4; i++): + * for(j=0; j < 4; j++): + * C(i, j) = C(i, j) + A(i, 0) * B(0, j) + * C(i, j) = C(i, j) + A(i, 1) * B(1, j) + * C(i, j) = C(i, j) + A(i, 2) * B(2, j) + * C(i, j) = C(i, j) + A(i, 3) * B(3, j) + */ +TEST_F(TestAutoUnroll, ApplyOnMatmulWithUnroll) { + frontend::Program matmul_op = tests::OpBuilder("matmul").Build({{"X", {4, 4}}, {"Y", {4, 4}}}); 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]; + // Construct the computation graph and convert it to ir::Expr AutoUnroll auto_unroll(target_); SearchState state(ir_schedule, 0, {}); const std::string& applied_block_name = default_output_names.back(); @@ -145,7 +161,7 @@ TEST_F(TestAutoUnroll, ApplyOnMatmulWithTiling) { 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))), + GenExecutableKernel(BuildIRModule(MakeIRSchedule(matmul_op, -1, true))), default_input_names, default_output_names, {{4, 4}, {4, 4}}, @@ -153,6 +169,7 @@ TEST_F(TestAutoUnroll, ApplyOnMatmulWithTiling) { target_); } +/* Operators of type elementwise or injective can not be auto-unrolled.*/ TEST_F(TestAutoUnroll, PureSpatial) { Target target = common::DefaultNVGPUTarget(); Initialize(target); @@ -162,13 +179,15 @@ TEST_F(TestAutoUnroll, PureSpatial) { std::vector input_shape{256, 256}; std::vector inputs_varinfo({{"x", input_shape}, {"y", input_shape}}); + // Construct the computation graph and convert it to ir::Expr Context::Global().ResetNameId(); - ir::IRSchedule ir_schedule = MakeIRSchedule(tests::GatherAddSubSubGraphBuilder().Build(inputs_varinfo)); + ir::IRSchedule ir_schedule = MakeIRSchedule(tests::GatherAddSubBuilder().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]; + // Analyzes whether the block can be unrolled AutoUnroll auto_unroll(target_); for (const auto& applied_block_name : output_names) { EXPECT_EQ(auto_unroll.AnalyseApplyType(state, applied_block_name), RuleApplyType::kCannotApply);