/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved. 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/fluid/framework/prune.h" #include #include #include #include #include "paddle/fluid/framework/attribute.h" #include "paddle/fluid/framework/operator.h" #include "paddle/fluid/framework/block_desc.h" #include "paddle/fluid/framework/op_desc.h" #include "paddle/fluid/framework/program_desc.h" namespace f = paddle::framework; void AddOp(const std::string &type, const f::VariableNameMap &inputs, const f::VariableNameMap &outputs, f::AttributeMap attrs, paddle::framework::BlockDesc *block) { // insert output for (auto kv : outputs) { for (auto v : kv.second) { auto var = block->Var(v); var->SetDataType(paddle::framework::proto::VarType::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); } TEST(Prune, one_operator) { f::ProgramDesc program; f::BlockDesc *block = program.MutableBlock(0); AddOp("one_one", {{"input", {"a"}}}, {{"output", {"b"}}}, f::AttributeMap{}, block); f::proto::ProgramDesc *pdesc = program.Proto(); f::proto::ProgramDesc pruned; std::set feed_var_names = {}; f::Prune(*pdesc, feed_var_names, &pruned); EXPECT_EQ(pruned.blocks(0).ops_size(), 0); feed_var_names.insert("a"); pdesc->mutable_blocks(0)->mutable_ops(0)->set_is_target(true); f::Prune(*pdesc, feed_var_names, &pruned); EXPECT_EQ(pruned.blocks(0).ops_size(), 1); } TEST(Prune, forward) { f::ProgramDesc program; f::BlockDesc *block = program.MutableBlock(0); AddOp("one_one", {{"input", {"a"}}}, {{"output", {"b"}}}, f::AttributeMap{}, block); AddOp("one_one", {{"input", {"b"}}}, {{"output", {"c"}}}, f::AttributeMap{}, block); AddOp("one_one", {{"input", {"c"}}}, {{"output", {"d"}}}, f::AttributeMap{}, block); AddOp("one_one", {{"input", {"d"}}}, {{"output", {"e"}}}, f::AttributeMap{}, block); f::proto::ProgramDesc *pdesc = program.Proto(); std::set feed_var_names = {"a"}; for (int i = 0; i < pdesc->blocks(0).ops_size(); ++i) { f::proto::ProgramDesc pruned; pdesc->mutable_blocks(0)->mutable_ops(i)->set_is_target(true); f::Prune(*pdesc, feed_var_names, &pruned); EXPECT_EQ(pruned.blocks(0).ops_size(), i + 1); } } TEST(Prune, multi_input_op) { f::ProgramDesc program; f::BlockDesc *block = program.MutableBlock(0); AddOp("one_one", {{"input", {"a0"}}}, {{"output", {"b0"}}}, f::AttributeMap{}, block); AddOp("one_one", {{"input", {"a1"}}}, {{"output", {"b1"}}}, f::AttributeMap{}, block); AddOp("one_one", {{"input", {"a2"}}}, {{"output", {"b2"}}}, f::AttributeMap{}, block); AddOp("three_one", {{"input", {"b0", "b1", "b2"}}}, {{"output", {"c"}}}, f::AttributeMap{}, block); f::proto::ProgramDesc *pdesc = program.Proto(); pdesc->mutable_blocks(0)->mutable_ops(3)->set_is_target(true); f::proto::ProgramDesc pruned; std::set feed_var_names = {"a0", "a1", "a2"}; f::Prune(*pdesc, feed_var_names, &pruned); EXPECT_EQ(pruned.blocks(0).ops_size(), 4); } TEST(Prune, multi_output_op) { f::ProgramDesc program; f::BlockDesc *block = program.MutableBlock(0); AddOp("one_two", {{"input", {"a"}}}, {{"output", {"b", "c"}}}, f::AttributeMap{}, block); AddOp("one_one", {{"input", {"b"}}}, {{"output", {"b1"}}}, f::AttributeMap{}, block); AddOp("one_one", {{"input", {"c"}}}, {{"output", {"c1"}}}, f::AttributeMap{}, block); f::proto::ProgramDesc *pdesc = program.Proto(); pdesc->mutable_blocks(0)->mutable_ops(2)->set_is_target(true); f::proto::ProgramDesc pruned; std::set feed_var_names = {"a"}; f::Prune(*pdesc, feed_var_names, &pruned); EXPECT_EQ(pruned.blocks(0).ops_size(), 2); } TEST(Prune, multi_target) { f::ProgramDesc program; f::BlockDesc *block = program.MutableBlock(0); AddOp("one_two", {{"input", {"a"}}}, {{"output", {"b", "c"}}}, f::AttributeMap{}, block); AddOp("one_one", {{"input", {"b"}}}, {{"output", {"b1"}}}, f::AttributeMap{}, block); AddOp("one_one", {{"input", {"c"}}}, {{"output", {"c1"}}}, f::AttributeMap{}, block); f::proto::ProgramDesc *pdesc = program.Proto(); pdesc->mutable_blocks(0)->mutable_ops(1)->set_is_target(true); pdesc->mutable_blocks(0)->mutable_ops(2)->set_is_target(true); f::proto::ProgramDesc pruned; std::set feed_var_names = {"a"}; f::Prune(*pdesc, feed_var_names, &pruned); EXPECT_EQ(pruned.blocks(0).ops_size(), 3); } TEST(Prune, recurrrent_op) { f::ProgramDesc program; f::BlockDesc *block = program.MutableBlock(0); f::BlockDesc *sub_block = program.AppendBlock(*block); AddOp("one_two", {{"input", {"a"}}}, {{"output", {"b", "c"}}}, f::AttributeMap{}, block); std::vector state_var_name(1, "y"); AddOp("recurrent", {{"input", {"b", "c"}}}, {{"output", {"b1, c1"}}}, {{"ex_states", state_var_name}, {"states", state_var_name}, {"sub_block", sub_block}}, block); EXPECT_TRUE(sub_block != nullptr); AddOp("rnn_memory_helper", {{"input", {"x"}}}, {{"output", {"y"}}}, f::AttributeMap{}, sub_block); f::proto::ProgramDesc *pdesc = program.Proto(); pdesc->mutable_blocks(0)->mutable_ops(1)->set_is_target(true); f::proto::ProgramDesc pruned; std::set feed_var_names = {"a"}; f::Prune(*pdesc, feed_var_names, &pruned); EXPECT_EQ(pruned.blocks_size(), 2); EXPECT_EQ(pruned.blocks(0).ops_size(), 2); EXPECT_EQ(pruned.blocks(1).ops_size(), 1); } // If the output of an op modifies feed vars, the op should not clip. TEST(Prune, recurrrent_op_2) { f::ProgramDesc program; f::BlockDesc *block = program.MutableBlock(0); f::BlockDesc *sub_block = program.AppendBlock(*block); AddOp("one_two", {{"input", {"a"}}}, {{"output", {"b", "c"}}}, f::AttributeMap{}, block); std::vector state_var_name(1, "y"); AddOp("recurrent", {{"input", {"b", "c"}}}, {{"output", {"b1, c1"}}}, {{"ex_states", state_var_name}, {"states", state_var_name}, {"sub_block", sub_block}}, block); EXPECT_TRUE(sub_block != nullptr); AddOp("rnn_memory_helper", {{"input", {"x"}}}, {{"output", {"a"}}}, f::AttributeMap{}, sub_block); f::proto::ProgramDesc *pdesc = program.Proto(); pdesc->mutable_blocks(0)->mutable_ops(1)->set_is_target(true); f::proto::ProgramDesc pruned; std::set feed_var_names = {"x", "a"}; f::Prune(*pdesc, feed_var_names, &pruned); EXPECT_EQ(pruned.blocks_size(), 2); EXPECT_EQ(pruned.blocks(0).ops_size(), 2); EXPECT_EQ(pruned.blocks(1).ops_size(), 1); }