/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve. 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 "paddle/framework/prune.h" #include #include "paddle/framework/attribute.h" #include "paddle/framework/block_desc.h" #include "paddle/framework/op_desc.h" #include "paddle/framework/op_registry.h" #include "paddle/framework/operator.h" #include "paddle/framework/program_desc.h" #include "paddle/operators/net_op.h" namespace paddle { namespace framework { using DeviceContext = platform::DeviceContext; class OneOneOpMaker : public OpProtoAndCheckerMaker { public: OneOneOpMaker(OpProto *proto, OpAttrChecker *op_checker) : OpProtoAndCheckerMaker(proto, op_checker) { AddInput("input", "input"); AddOutput("output", "output"); AddComment("Op has one input and one output"); } }; class TwoOneOpMaker : public OpProtoAndCheckerMaker { public: TwoOneOpMaker(OpProto *proto, OpAttrChecker *op_checker) : OpProtoAndCheckerMaker(proto, op_checker) { AddInput("input_1", "input_1"); AddInput("input_2", "input_2"); AddOutput("output", "output"); AddComment("Op has two inputs and one output"); } }; } // namespace framework } // namespace paddle namespace f = paddle::framework; namespace ops = paddle::operators; REGISTER_OP_WITHOUT_GRADIENT(one_one, f::NOP, f::OneOneOpMaker); REGISTER_OP_WITHOUT_GRADIENT(two_one, f::NOP, f::TwoOneOpMaker); void AddOp(const std::string &type, const f::VariableNameMap &inputs, const f::VariableNameMap &outputs, f::AttributeMap attrs, paddle::framework::BlockDescBind *block) { // insert output for (auto kv : outputs) { for (auto v : kv.second) { auto var = block->NewVar(v); var->SetDataType(paddle::framework::DataType::FP32); } } // insert op auto op = block->AppendOp(); op->SetType(type); for (auto &kv : inputs) { op->SetInput(kv.first, kv.second); } for (auto &kv : outputs) { op->SetOutput(kv.first, kv.second); } op->SetAttrMap(attrs); } f::ProgramDesc *GetNewProgramDesc() { auto *program_desc = new f::ProgramDesc(); auto *root_block = program_desc->add_blocks(); root_block->set_idx(0); root_block->set_parent_idx(-1); return program_desc; } TEST(Prune, one_operator) { f::ProgramDesc *program_desc = GetNewProgramDesc(); f::ProgramDescBind &program = f::ProgramDescBind::Instance(program_desc); f::BlockDescBind *block = program.Block(0); AddOp("one_one", {{"input", {"a"}}}, {{"output", {"b"}}}, {}, block); f::ProgramDesc *pdesc = program.Proto(); f::ProgramDesc pruned; Prune(*pdesc, pruned, 0); PADDLE_ENFORCE_EQ(pruned.blocks(0).ops_size(), 0); pdesc->mutable_blocks(0)->mutable_ops(0)->set_is_target(true); Prune(*pdesc, pruned, 0); PADDLE_ENFORCE_EQ(pruned.blocks(0).ops_size(), 1); } TEST(Prune, forward) { f::ProgramDesc *program_desc = GetNewProgramDesc(); f::ProgramDescBind &program = f::ProgramDescBind::Instance(program_desc); f::BlockDescBind *block = program.Block(0); AddOp("one_one", {{"input", {"a"}}}, {{"output", {"b"}}}, {}, block); AddOp("one_one", {{"input", {"b"}}}, {{"output", {"c"}}}, {}, block); AddOp("one_one", {{"input", {"c"}}}, {{"output", {"d"}}}, {}, block); AddOp("one_one", {{"input", {"d"}}}, {{"output", {"e"}}}, {}, block); f::ProgramDesc *pdesc = program.Proto(); for (int i = 0; i < pdesc->blocks(0).ops_size(); ++i) { f::ProgramDesc pruned; pdesc->mutable_blocks(0)->mutable_ops(i)->set_is_target(true); Prune(*pdesc, pruned, 0); PADDLE_ENFORCE_EQ(pruned.blocks(0).ops_size(), i + 1); } } TEST(Prune, multi_input_op) { f::ProgramDesc *program_desc = GetNewProgramDesc(); f::ProgramDescBind &program = f::ProgramDescBind::Instance(program_desc); f::BlockDescBind *block = program.Block(0); AddOp("one_one", {{"input", {"a0"}}}, {{"output", {"b0"}}}, {}, block); AddOp("one_one", {{"input", {"a1"}}}, {{"output", {"b1"}}}, {}, block); AddOp("one_one", {{"input", {"a2"}}}, {{"output", {"b2"}}}, {}, block); AddOp("three_one", {{"input", {"b0", "b1", "b2"}}}, {{"output", {"c"}}}, {}, block); f::ProgramDesc *pdesc = program.Proto(); pdesc->mutable_blocks(0)->mutable_ops(3)->set_is_target(true); f::ProgramDesc pruned; Prune(*pdesc, pruned, 0); PADDLE_ENFORCE_EQ(pruned.blocks(0).ops_size(), 4); } TEST(Prune, multi_output_op) { f::ProgramDesc *program_desc = GetNewProgramDesc(); f::ProgramDescBind &program = f::ProgramDescBind::Instance(program_desc); f::BlockDescBind *block = program.Block(0); AddOp("one_two", {{"input", {"a"}}}, {{"output", {"b", "c"}}}, {}, block); AddOp("one_one", {{"input", {"b"}}}, {{"output", {"b1"}}}, {}, block); AddOp("one_one", {{"input", {"c"}}}, {{"output", {"c1"}}}, {}, block); f::ProgramDesc *pdesc = program.Proto(); pdesc->mutable_blocks(0)->mutable_ops(2)->set_is_target(true); f::ProgramDesc pruned; Prune(*pdesc, pruned, 0); PADDLE_ENFORCE_EQ(pruned.blocks(0).ops_size(), 2); }