/** * Copyright 2020 Huawei Technologies Co., Ltd * * 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 #include #include "frontend/optimizer/ad/grad.h" #include "common/common_test.h" #include "common/py_func_graph_fetcher.h" #include "ir/manager.h" #include "ir/value.h" #include "ir/func_graph_cloner.h" #include "utils/log_adapter.h" #include "ir/graph_utils.h" #include "pipeline/jit/resource.h" #include "pipeline/jit/parse/parse.h" #include "debug/draw.h" #include "frontend/operator/ops.h" namespace mindspore { namespace ad { class TestAD : public UT::Common { public: TestAD() : getPyFun("gtest_input.optimizer.ad", true) {} public: UT::PyFuncGraphFetcher getPyFun; pipeline::ResourceBasePtr resourcePtr = std::make_shared(); protected: void AssertExpect(const std::string& testCase) { FuncGraphPtr g = getPyFun(testCase); FuncGraphPtr dg = Grad(g, resourcePtr); AssertExpect(testCase, dg); } void AssertExpect(const std::string& testCase, const FuncGraphPtr& dg) { ASSERT_TRUE(dg != nullptr); } }; TEST_F(TestAD, test_null) { AssertExpect("test_null"); } TEST_F(TestAD, test_grad_add) { AssertExpect("test_grad_add"); } TEST_F(TestAD, test_grad_expr) { AssertExpect("test_grad_expr"); } TEST_F(TestAD, test_constant) { AssertExpect("test_constant"); } TEST_F(TestAD, test_dup_args_in_call) { AssertExpect("test_dup_args_in_call"); } TEST_F(TestAD, test_quadruple_args_in_call) { AssertExpect("test_quadruple_args_in_call"); } TEST_F(TestAD, test_tuples) { AssertExpect("test_tuples"); } TEST_F(TestAD, test_hof) { AssertExpect("test_hof"); } TEST_F(TestAD, test_more_hof) { AssertExpect("test_more_hof"); } TEST_F(TestAD, test_simple_closure) { AssertExpect("test_simple_closure"); } TEST_F(TestAD, test_closure) { AssertExpect("test_closure"); } TEST_F(TestAD, test_if) { AssertExpect("test_if"); } TEST_F(TestAD, test_if2) { AssertExpect("test_if2"); } TEST_F(TestAD, test_fact) { AssertExpect("test_fact"); } TEST_F(TestAD, test_while) { AssertExpect("test_while"); } TEST_F(TestAD, test_while_2) { AssertExpect("test_while_2"); } TEST_F(TestAD, test_pow10) { AssertExpect("test_pow10"); } TEST_F(TestAD, test_closures_in_tuples) { AssertExpect("test_closures_in_tuples"); } TEST_F(TestAD, test_ops_fn) { AssertExpect("test_ops_fn"); } TEST_F(TestAD, test_more_closure) { AssertExpect("test_more_closure"); } TEST_F(TestAD, test_prim_scalar_add) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarAdd), resourcePtr); AssertExpect("test_prim_scalar_add", dg); } TEST_F(TestAD, test_prim_scalar_mul) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarMul), resourcePtr); AssertExpect("test_prim_scalar_mul", dg); } TEST_F(TestAD, test_prim_scalar_sub) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarSub), resourcePtr); AssertExpect("test_prim_scalar_sub", dg); } TEST_F(TestAD, test_prim_scalar_div) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarDiv), resourcePtr); AssertExpect("test_prim_scalar_div", dg); } TEST_F(TestAD, test_prim_scalar_pow) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarPow), resourcePtr); AssertExpect("test_prim_scalar_pow", dg); } TEST_F(TestAD, test_prim_scalar_exp) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarExp), resourcePtr); AssertExpect("test_prim_scalar_exp", dg); } TEST_F(TestAD, test_prim_scalar_uadd) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarUadd), resourcePtr); AssertExpect("test_prim_scalar_uadd", dg); } TEST_F(TestAD, test_prim_scalar_usub) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarUsub), resourcePtr); AssertExpect("test_prim_scalar_usub", dg); } TEST_F(TestAD, test_prim_scalar_gt) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarGt), resourcePtr); AssertExpect("test_prim_scalar_gt", dg); } TEST_F(TestAD, test_prim_scalar_lt) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarLt), resourcePtr); AssertExpect("test_prim_scalar_lt", dg); } TEST_F(TestAD, test_prim_scalar_ge) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarGe), resourcePtr); AssertExpect("test_prim_scalar_ge", dg); } TEST_F(TestAD, test_prim_scalar_le) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarLe), resourcePtr); AssertExpect("test_prim_scalar_le", dg); } TEST_F(TestAD, test_prim_tuple_getitem) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimTupleGetItem), resourcePtr); AssertExpect("test_prim_tuple_getitem", dg); } TEST_F(TestAD, test_prim_identity) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimIdentity), resourcePtr); AssertExpect("test_prim_identity", dg); } TEST_F(TestAD, test_prim_scalar_to_array) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimScalarToArray), resourcePtr); AssertExpect("test_prim_scalar_to_array", dg); } TEST_F(TestAD, test_prim_array_to_scalar) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimArrayToScalar), resourcePtr); AssertExpect("test_prim_array_to_scalar", dg); } TEST_F(TestAD, test_prim_distribute) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimDistribute), resourcePtr); AssertExpect("test_prim_distribute", dg); } TEST_F(TestAD, test_prim_broadcast_shape) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimBroadcastShape), resourcePtr); AssertExpect("test_prim_broadcast_shape", dg); } TEST_F(TestAD, test_prim_J) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimJ), resourcePtr); AssertExpect("test_prim_J", dg); } TEST_F(TestAD, test_prim_switch) { FuncGraphPtr dg = Kprim(NewValueNode(prim::kPrimSwitch), resourcePtr); AssertExpect("test_prim_switch", dg); } TEST_F(TestAD, test_grad_cache) { FuncGraphPtr g = getPyFun("test_null"); FuncGraphPtr dg1 = Grad(g, resourcePtr); FuncGraphPtr dg2 = Grad(g, resourcePtr); ASSERT_TRUE(dg1 == dg2); } TEST_F(TestAD, test_constant_output) { AssertExpect("test_constant_output"); } } // namespace ad } // namespace mindspore