graph.h 6.0 KB
Newer Older
S
sneaxiy 已提交
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104
/* Copyright (c) 2018 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. */

#pragma once

#include <map>
#include <memory>
#include <string>
#include <vector>

#include "paddle/fluid/framework/ir/node.h"
#include "paddle/fluid/framework/program_desc.h"
#include "paddle/fluid/platform/enforce.h"
#include "paddle/fluid/platform/variant.h"

namespace paddle {
namespace framework {
namespace ir {

/*
 * The graph is a Directed Acyclic Single Static Assignment Graph.
 *
 * In more detail, the following properties must hold:
 *
 *   The graph shouldn't contain cycle. Each node is a black-box to the graph
 *   so the node itself could be a loop operator.
 *
 *   Each Variable-type node has only one input (thus single static assignment).
 *
 *   The output/input of operator is variable and the output/input of variable
 *   is operator.
 *
 * The following data harzards in Program are addressed in the Graph:
 *
 *   Write-After-Read
 *     a = op1(x)
 *     x = op2(b)
 *     A control-dependency connection is created bettwen op1 and op2 such that
 *     op1->op2, so as to ensure correct order.
 *
 *   Write-After-Write
 *     x = op1(a)
 *     x = op2(b)
 *     A control-dependency connection is created between op1 and op2 such that
 *     op1->op2, so as to ensure correct order.
 *
 * Other properties currently hold, but is not enforced yet:
 *
 *   Variable-type node (not control dep) with the same variable name share
 *   the same underlying VarDesc.
 */
class Graph {
 public:
  explicit Graph(const ProgramDesc &program);

  virtual ~Graph() {
    for (auto &attr : attrs_) {
      attr_dels_[attr.first]();
    }
    attrs_.clear();
    attr_dels_.clear();
  }

  bool Has(const std::string &attr_name) const {
    return attrs_.find(attr_name) != attrs_.end();
  }

  template <typename AttrType>
  AttrType &Get(const std::string &attr_name) const {
    PADDLE_ENFORCE(Has(attr_name), "%s attr not registered for graph.",
                   attr_name);
    return *boost::any_cast<AttrType *>(attrs_.at(attr_name));
  }

  template <typename AttrType>
  void Set(const std::string &attr_name, AttrType *attr) {
    PADDLE_ENFORCE(attrs_.count(attr_name) == 0, "%s already set in the graph",
                   attr_name);
    attrs_[attr_name] = attr;
    attr_dels_[attr_name] = [attr, attr_name]() {
      VLOG(3) << "deleting " << attr_name;
      delete attr;
    };
  }

  template <typename AttrType>
  void SetNotOwned(const std::string &attr_name, AttrType *attr) {
    PADDLE_ENFORCE(attrs_.count(attr_name) == 0, "%s already set in the graph",
                   attr_name);
    attrs_[attr_name] = attr;
    attr_dels_[attr_name] = []() {};
  }

X
Xin Pan 已提交
105 106 107 108 109 110 111 112 113
  template <typename AttrType>
  void Erase(const std::string &attr_name) {
    PADDLE_ENFORCE(attrs_.count(attr_name) != 0, "%s not set in the graph",
                   attr_name);
    attr_dels_[attr_name]();
    attrs_.erase(attr_name);
    attr_dels_.erase(attr_name);
  }

S
sneaxiy 已提交
114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171
  const std::unordered_set<ir::Node *> &Nodes() const { return node_set_; }

  // Create a normal variable with non-null VarDesc.
  ir::Node *CreateVarNode(VarDesc *var_desc) {
    PADDLE_ENFORCE(var_desc);
    return AddNode(new ir::Node(var_desc));
  }

  // Create a normal runnable operator with OpDesc.
  ir::Node *CreateOpNode(OpDesc *op_desc) {
    PADDLE_ENFORCE(op_desc);
    return AddNode(new ir::Node(op_desc));
  }

  // Create a control dependency var that connects 2 operations. The
  // var doesn't hold any data. Other than that, it's no different from
  // other var, considering dependency analysis.
  ir::Node *CreateControlDepVar() {
    // TODO(panyx0718): control var name should be really unique.
    const std::string name = string::Sprintf(
        "%s@%llu", ir::Node::kControlDepVarName, node_set_.size());
    return AddNode(new ir::Node(name, ir::Node::Type::kVariable));
  }

  // A more free style way of creating a graph node. Mostly use for test
  // or "copy" from another node. Avoid using it if possible.
  ir::Node *CreateEmptyNode(const std::string &name, ir::Node::Type type) {
    return AddNode(new ir::Node(name, type));
  }

  // Clear all node information of the graph and return the ownership of the
  // nodes.
  std::vector<std::unique_ptr<ir::Node>> ReleaseNodes() {
    std::vector<std::unique_ptr<ir::Node>> ret;
    for (auto &n : nodes_) {
      ret.emplace_back(n.second.release());
    }
    nodes_.clear();
    node_set_.clear();
    return ret;
  }

  void RemoveNode(ir::Node *node) {
    PADDLE_ENFORCE(node_set_.find(node) != node_set_.end());
    node_set_.erase(node);
    nodes_.erase(node);
  }

  // NOTE low performance, but simple and secure.
  Node *RetriveNode(int id) {
    for (auto &node : nodes_) {
      if (node.second->id() == id) {
        return node.second.get();
      }
    }
    return nullptr;
  }

172 173 174 175 176 177
  std::map<std::string, std::vector<ir::Node *>> InitFromProgram(
      const ProgramDesc &program);

  void ResolveHazard(
      const std::map<std::string, std::vector<ir::Node *>> &var_nodes);

S
sneaxiy 已提交
178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198
 private:
  // This method takes ownership of `node`.
  ir::Node *AddNode(ir::Node *node) {
    PADDLE_ENFORCE(node_set_.find(node) == node_set_.end());
    nodes_[node].reset(node);
    node_set_.insert(node);
    return node;
  }

  // NOTE: program_ shouldn't be exposed to user.
  const ProgramDesc program_;
  std::map<std::string, boost::any> attrs_;
  std::map<std::string, std::function<void(void)>> attr_dels_;
  std::map<ir::Node *, std::unique_ptr<ir::Node>> nodes_;
  std::unordered_set<ir::Node *> node_set_;
};

bool IsControlDepVar(const ir::Node &var);
}  // namespace ir
}  // namespace framework
}  // namespace paddle