graph.h 7.6 KB
Newer Older
X
xiexionghang 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
/* 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 <unordered_set>
#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 details {

// This attr is not recommended, because the graph should not dependence
// the program once it is built.
constexpr char kStaleProgramOpDescs[] = "stale_program_op_descs";
}  //  namespace details

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_.count(attr_name) > 0;
  }

88 89 90 91 92 93 94 95
  template <typename AttrType>
  AttrType &GetOrInit(const std::string &attr_name) {
    if (!Has(attr_name)) {
      Set(attr_name, new AttrType);
    }
    return Get<AttrType>(attr_name);
  }

X
xiexionghang 已提交
96 97
  template <typename AttrType>
  AttrType &Get(const std::string &attr_name) const {
98 99
    PADDLE_ENFORCE_EQ(Has(attr_name), true, "%s attr not registered for graph.",
                      attr_name);
X
xiexionghang 已提交
100 101 102 103 104 105 106 107 108 109 110 111
    try {
      return *boost::any_cast<AttrType *>(attrs_.at(attr_name));
    } catch (boost::bad_any_cast &) {
      PADDLE_THROW(
          "Invalid attribute type of %s error, expected: %s, actual: %s",
          attr_name, typeid(AttrType *).name(),
          attrs_.at(attr_name).type().name());
    }
  }

  template <typename AttrType>
  void Set(const std::string &attr_name, AttrType *attr) {
112 113
    PADDLE_ENFORCE_EQ(attrs_.count(attr_name), 0, "%s already set in the graph",
                      attr_name);
X
xiexionghang 已提交
114 115 116 117 118 119 120 121 122
    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) {
123 124
    PADDLE_ENFORCE_EQ(attrs_.count(attr_name), 0, "%s already set in the graph",
                      attr_name);
X
xiexionghang 已提交
125 126 127 128 129
    attrs_[attr_name] = attr;
    attr_dels_[attr_name] = []() {};
  }

  void Erase(const std::string &attr_name) {
130 131
    PADDLE_ENFORCE_NE(attrs_.count(attr_name), 0, "%s not set in the graph",
                      attr_name);
X
xiexionghang 已提交
132 133 134 135 136 137 138 139 140
    attr_dels_[attr_name]();
    attrs_.erase(attr_name);
    attr_dels_.erase(attr_name);
  }

  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) {
141
    PADDLE_ENFORCE_NOT_NULL(var_desc);
X
xiexionghang 已提交
142 143 144 145 146 147 148
    auto *x = AddNode(new ir::Node(var_desc));
    x->SetId(num_node_created_++);
    return x;
  }

  // Create a normal runnable operator with OpDesc.
  ir::Node *CreateOpNode(OpDesc *op_desc) {
149
    PADDLE_ENFORCE_NOT_NULL(op_desc);
X
xiexionghang 已提交
150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188
    auto *x = AddNode(new ir::Node(op_desc));
    x->SetId(num_node_created_++);
    return x;
  }

  // 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", static_cast<const char *>(ir::Node::kControlDepVarName),
        num_node_created_);
    auto *x = AddNode(new ir::Node(name, ir::Node::Type::kVariable));
    x->SetId(num_node_created_++);
    return x;
  }

  // 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) {
    auto *x = AddNode(new ir::Node(name, type));
    x->SetId(num_node_created_++);
    return x;
  }

  // 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;
  }

  std::unique_ptr<ir::Node> RemoveNode(ir::Node *node) {
189
    PADDLE_ENFORCE_EQ(node_set_.find(node) != node_set_.end(), true);
X
xiexionghang 已提交
190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210
    std::unique_ptr<ir::Node> ret;
    ret.reset(nodes_.at(node).release());
    nodes_.erase(node);
    node_set_.erase(node);
    return ret;
  }

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

  // Returns reference to the original program.
  // WARN: After a series of passes, the current graph can be quite
  // different from OriginProgram. Caller shouldn't assume much from
  // the returned OriginProgram.
211
  const ProgramDesc &OriginProgram() const { return program_; }
X
xiexionghang 已提交
212 213 214

  // This method takes ownership of `node`.
  ir::Node *AddNode(ir::Node *node) {
215
    PADDLE_ENFORCE_EQ(node_set_.find(node) == node_set_.end(), true);
X
xiexionghang 已提交
216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244
    nodes_[node].reset(node);
    node_set_.insert(node);
    return node;
  }

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

  // Create a new and duplicated graph.
  // WARN: The method only clones the graph structure, not its attributes.
  std::shared_ptr<Graph> Clone();

 private:
  std::map<std::string, std::vector<ir::Node *>> InitFromProgram(
      const ProgramDesc &program);

  // 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_;
  size_t num_node_created_{0};  // help to generate a unique node id.
};

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