#include "paddle/framework/op_registry.h" #include namespace pd = paddle::framework; namespace paddle { namespace framework { class CosineOp : public OperatorBase { public: using OperatorBase::OperatorBase; void Run(const Scope& scope, const platform::DeviceContext& dev_ctx) const override {} void InferShape(const Scope& scope) const override {} }; class CosineOpProtoAndCheckerMaker : public OpProtoAndCheckerMaker { public: CosineOpProtoAndCheckerMaker(OpProto* proto, OpAttrChecker* op_checker) : OpProtoAndCheckerMaker(proto, op_checker) { AddInput("input", "input of cosine op"); AddOutput("output", "output of cosine op"); AddAttr("scale", "scale of cosine op") .SetDefault(1.0) .LargerThan(0.0); AddComment("This is cos op"); } }; class MyTestOp : public OperatorBase { public: using OperatorBase::OperatorBase; void InferShape(const Scope& scope) const override {} void Run(const Scope& scope, const platform::DeviceContext& dev_ctx) const override {} }; class MyTestOpProtoAndCheckerMaker : public OpProtoAndCheckerMaker { public: MyTestOpProtoAndCheckerMaker(OpProto* proto, OpAttrChecker* op_checker) : OpProtoAndCheckerMaker(proto, op_checker) { AddInput("input", "input of cosine op").AsDuplicable(); AddOutput("output", "output of cosine op").AsIntermediate(); auto my_checker = [](int i) { PADDLE_ENFORCE(i % 2 == 0, "'test_attr' must be even!"); }; AddAttr("test_attr", "a simple test attribute") .AddCustomChecker(my_checker); AddComment("This is my_test op"); } }; } // namespace framework } // namespace paddle static void BuildVar(const std::string& param_name, std::initializer_list arguments, paddle::framework::OpDesc::Var* var) { var->set_parameter(param_name); for (auto& arg_name : arguments) { var->add_arguments(arg_name); } } REGISTER_OP_WITHOUT_GRADIENT(cos_sim, paddle::framework::CosineOp, paddle::framework::CosineOpProtoAndCheckerMaker); REGISTER_OP_WITHOUT_GRADIENT(my_test_op, paddle::framework::MyTestOp, paddle::framework::MyTestOpProtoAndCheckerMaker); TEST(OpRegistry, CreateOp) { paddle::framework::OpDesc op_desc; op_desc.set_type("cos_sim"); BuildVar("input", {"aa"}, op_desc.add_inputs()); BuildVar("output", {"bb"}, op_desc.add_outputs()); float scale = 3.3; auto attr = op_desc.mutable_attrs()->Add(); attr->set_name("scale"); attr->set_type(paddle::framework::AttrType::FLOAT); attr->set_f(scale); std::shared_ptr op = paddle::framework::OpRegistry::CreateOp(op_desc); paddle::framework::Scope scope; paddle::platform::CPUDeviceContext dev_ctx; op->Run(scope, dev_ctx); float scale_get = op->GetAttr("scale"); ASSERT_EQ(scale_get, scale); } TEST(OpRegistry, IllegalAttr) { paddle::framework::OpDesc op_desc; op_desc.set_type("cos_sim"); BuildVar("input", {"aa"}, op_desc.add_inputs()); BuildVar("output", {"bb"}, op_desc.add_outputs()); auto attr = op_desc.mutable_attrs()->Add(); attr->set_name("scale"); attr->set_type(paddle::framework::AttrType::FLOAT); attr->set_f(-2.0); bool caught = false; try { paddle::framework::OpRegistry::CreateOp(op_desc); } catch (paddle::platform::EnforceNotMet err) { caught = true; std::string msg = "larger_than check fail"; const char* err_msg = err.what(); for (size_t i = 0; i < msg.length(); ++i) { ASSERT_EQ(err_msg[i], msg[i]); } } ASSERT_TRUE(caught); } TEST(OpRegistry, DefaultValue) { paddle::framework::OpDesc op_desc; op_desc.set_type("cos_sim"); BuildVar("input", {"aa"}, op_desc.add_inputs()); BuildVar("output", {"bb"}, op_desc.add_outputs()); ASSERT_TRUE(op_desc.IsInitialized()); std::shared_ptr op = paddle::framework::OpRegistry::CreateOp(op_desc); paddle::framework::Scope scope; paddle::platform::CPUDeviceContext dev_ctx; op->Run(scope, dev_ctx); ASSERT_EQ(op->GetAttr("scale"), 1.0); } TEST(OpRegistry, CustomChecker) { paddle::framework::OpDesc op_desc; op_desc.set_type("my_test_op"); BuildVar("input", {"ii"}, op_desc.add_inputs()); BuildVar("output", {"oo"}, op_desc.add_outputs()); // attr 'test_attr' is not set bool caught = false; try { paddle::framework::OpRegistry::CreateOp(op_desc); } catch (paddle::platform::EnforceNotMet err) { caught = true; std::string msg = "Attribute 'test_attr' is required!"; const char* err_msg = err.what(); for (size_t i = 0; i < msg.length(); ++i) { ASSERT_EQ(err_msg[i], msg[i]); } } ASSERT_TRUE(caught); // set 'test_attr' set to an illegal value auto attr = op_desc.mutable_attrs()->Add(); attr->set_name("test_attr"); attr->set_type(paddle::framework::AttrType::INT); attr->set_i(3); caught = false; try { paddle::framework::OpRegistry::CreateOp(op_desc); } catch (paddle::platform::EnforceNotMet err) { caught = true; std::string msg = "'test_attr' must be even!"; const char* err_msg = err.what(); for (size_t i = 0; i < msg.length(); ++i) { ASSERT_EQ(err_msg[i], msg[i]); } } ASSERT_TRUE(caught); // set 'test_attr' set to a legal value op_desc.mutable_attrs()->Clear(); attr = op_desc.mutable_attrs()->Add(); attr->set_name("test_attr"); attr->set_type(paddle::framework::AttrType::INT); attr->set_i(4); auto op = paddle::framework::OpRegistry::CreateOp(op_desc); paddle::platform::CPUDeviceContext dev_ctx; paddle::framework::Scope scope; op->Run(scope, dev_ctx); int test_attr = op->GetAttr("test_attr"); ASSERT_EQ(test_attr, 4); } class TestAttrProtoMaker : public pd::OpProtoAndCheckerMaker { public: TestAttrProtoMaker(pd::OpProto* proto, pd::OpAttrChecker* op_checker) : OpProtoAndCheckerMaker(proto, op_checker) { AddAttr("scale", "scale of test op"); AddAttr("scale", "scale of test op"); } }; TEST(ProtoMaker, DuplicatedAttr) { pd::OpProto op_proto; pd::OpAttrChecker op_checker; auto proto_maker = TestAttrProtoMaker(&op_proto, &op_checker); ASSERT_THROW(proto_maker.Validate(), paddle::platform::EnforceNotMet); } class TestInOutProtoMaker : public pd::OpProtoAndCheckerMaker { public: TestInOutProtoMaker(pd::OpProto* proto, pd::OpAttrChecker* op_checker) : OpProtoAndCheckerMaker(proto, op_checker) { AddInput("input", "input of test op"); AddInput("input", "input of test op"); } }; TEST(ProtoMaker, DuplicatedInOut) { pd::OpProto op_proto; pd::OpAttrChecker op_checker; auto proto_maker = TestInOutProtoMaker(&op_proto, &op_checker); ASSERT_THROW(proto_maker.Validate(), paddle::platform::EnforceNotMet); }