android-12.0.0_r2/s

/* Copyright 2015 The TensorFlow 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 "tensorflow/core/graph/algorithm.h"

#include <algorithm>
#include <deque>
#include <vector>

#include "tensorflow/core/platform/logging.h"

namespace tensorflow {
namespace {
template <typename T>
void DFSFromHelper(const Graph& g, gtl::ArraySlice<T> start,
                   const std::function<void(T)>& enter,
                   const std::function<void(T)>& leave,
                   const NodeComparator& stable_comparator,
                   const EdgeFilter& edge_filter) {
  // Stack of work to do.
  struct Work {
    T node;
    bool leave;  // Are we entering or leaving n?
  };
  std::vector<Work> stack(start.size());
  for (int i = 0; i < start.size(); ++i) {
    stack[i] = Work{start[i], false};
  }

  std::vector<bool> visited(g.num_node_ids(), false);
  while (!stack.empty()) {
    Work w = stack.back();
    stack.pop_back();

    T n = w.node;
    if (w.leave) {
      leave(n);
      continue;
    }

    if (visited[n->id()]) continue;
    visited[n->id()] = true;
    if (enter) enter(n);

    // Arrange to call leave(n) when all done with descendants.
    if (leave) stack.push_back(Work{n, true});

    auto add_work = [&visited, &stack](Node* out) {
      if (!visited[out->id()]) {
        // Note; we must not mark as visited until we actually process it.
        stack.push_back(Work{out, false});
      }
    };

    if (stable_comparator) {
      std::vector<Node*> nodes_sorted;
      for (const Edge* out_edge : n->out_edges()) {
        if (!edge_filter || edge_filter(*out_edge)) {
          nodes_sorted.emplace_back(out_edge->dst());
        }
      }
      std::sort(nodes_sorted.begin(), nodes_sorted.end(), stable_comparator);
      for (Node* out : nodes_sorted) {
        add_work(out);
      }
    } else {
      for (const Edge* out_edge : n->out_edges()) {
        if (!edge_filter || edge_filter(*out_edge)) {
          add_work(out_edge->dst());
        }
      }
    }
  }
}
}  // namespace

void DFS(const Graph& g, const std::function<void(Node*)>& enter,
         const std::function<void(Node*)>& leave,
         const NodeComparator& stable_comparator,
         const EdgeFilter& edge_filter) {
  DFSFromHelper(g, {g.source_node()}, enter, leave, stable_comparator,
                edge_filter);
}

void DFSFrom(const Graph& g, gtl::ArraySlice<Node*> start,
             const std::function<void(Node*)>& enter,
             const std::function<void(Node*)>& leave,
             const NodeComparator& stable_comparator,
             const EdgeFilter& edge_filter) {
  DFSFromHelper(g, start, enter, leave, stable_comparator, edge_filter);
}

void DFSFrom(const Graph& g, gtl::ArraySlice<const Node*> start,
             const std::function<void(const Node*)>& enter,
             const std::function<void(const Node*)>& leave,
             const NodeComparator& stable_comparator,
             const EdgeFilter& edge_filter) {
  DFSFromHelper(g, start, enter, leave, stable_comparator, edge_filter);
}

void ReverseDFS(const Graph& g, const std::function<void(Node*)>& enter,
                const std::function<void(Node*)>& leave,
                const NodeComparator& stable_comparator,
                const EdgeFilter& edge_filter) {
  ReverseDFSFrom(g, {g.sink_node()}, enter, leave, stable_comparator,
                 edge_filter);
}

namespace {

template <typename T>
void ReverseDFSFromHelper(const Graph& g, gtl::ArraySlice<T> start,
                          const std::function<void(T)>& enter,
                          const std::function<void(T)>& leave,
                          const NodeComparator& stable_comparator,
                          const EdgeFilter& edge_filter) {
  // Stack of work to do.
  struct Work {
    T node;
    bool leave;  // Are we entering or leaving n?
  };
  std::vector<Work> stack(start.size());
  for (int i = 0; i < start.size(); ++i) {
    stack[i] = Work{start[i], false};
  }

  std::vector<bool> visited(g.num_node_ids(), false);
  while (!stack.empty()) {
    Work w = stack.back();
    stack.pop_back();

    T n = w.node;
    if (w.leave) {
      leave(n);
      continue;
    }

    if (visited[n->id()]) continue;
    visited[n->id()] = true;
    if (enter) enter(n);

    // Arrange to call leave(n) when all done with descendants.
    if (leave) stack.push_back(Work{n, true});

    auto add_work = [&visited, &stack](T out) {
      if (!visited[out->id()]) {
        // Note; we must not mark as visited until we actually process it.
        stack.push_back(Work{out, false});
      }
    };

    if (stable_comparator) {
      std::vector<T> nodes_sorted;
      for (const Edge* in_edge : n->in_edges()) {
        if (!edge_filter || edge_filter(*in_edge)) {
          nodes_sorted.emplace_back(in_edge->src());
        }
      }
      std::sort(nodes_sorted.begin(), nodes_sorted.end(), stable_comparator);
      for (T in : nodes_sorted) {
        add_work(in);
      }
    } else {
      for (const Edge* in_edge : n->in_edges()) {
        if (!edge_filter || edge_filter(*in_edge)) {
          add_work(in_edge->src());
        }
      }
    }
  }
}

}  // namespace

void ReverseDFSFrom(const Graph& g, gtl::ArraySlice<const Node*> start,
                    const std::function<void(const Node*)>& enter,
                    const std::function<void(const Node*)>& leave,
                    const NodeComparator& stable_comparator,
                    const EdgeFilter& edge_filter) {
  ReverseDFSFromHelper(g, start, enter, leave, stable_comparator, edge_filter);
}

void ReverseDFSFrom(const Graph& g, gtl::ArraySlice<Node*> start,
                    const std::function<void(Node*)>& enter,
                    const std::function<void(Node*)>& leave,
                    const NodeComparator& stable_comparator,
                    const EdgeFilter& edge_filter) {
  ReverseDFSFromHelper(g, start, enter, leave, stable_comparator, edge_filter);
}

void GetPostOrder(const Graph& g, std::vector<Node*>* order,
                  const NodeComparator& stable_comparator,
                  const EdgeFilter& edge_filter) {
  order->clear();
  DFS(g, nullptr, [order](Node* n) { order->push_back(n); }, stable_comparator,
      edge_filter);
}

void GetReversePostOrder(const Graph& g, std::vector<Node*>* order,
                         const NodeComparator& stable_comparator,
                         const EdgeFilter& edge_filter) {
  GetPostOrder(g, order, stable_comparator, edge_filter);
  std::reverse(order->begin(), order->end());
}

bool PruneForReverseReachability(Graph* g,
                                 std::unordered_set<const Node*> start) {
  // Compute set of nodes that we need to traverse in order to reach
  // the nodes in "start" by performing a breadth-first search from those
  // nodes, and accumulating the visited nodes.
  std::vector<bool> visited(g->num_node_ids());
  for (auto node : start) {
    visited[node->id()] = true;
  }
  std::deque<const Node*> queue(start.begin(), start.end());
  while (!queue.empty()) {
    const Node* n = queue.front();
    queue.pop_front();
    for (const Node* in : n->in_nodes()) {
      if (!visited[in->id()]) {
        visited[in->id()] = true;
        queue.push_back(in);
        VLOG(2) << "Reverse reach : " << n->name() << " from " << in->name();
      }
    }
  }

  // Make a pass over the graph to remove nodes not in "visited".
  bool any_removed = false;
  for (int i = 0; i < visited.size(); ++i) {
    if (!visited[i]) {
      Node* n = g->FindNodeId(i);
      if (n != nullptr && !n->IsSource() && !n->IsSink()) {
        g->RemoveNode(n);
        any_removed = true;
      }
    }
  }
  return any_removed;
}

bool FixupSourceAndSinkEdges(Graph* g) {
  // Connect all nodes with no incoming edges to source.
  // Connect all nodes with no outgoing edges to sink.
  bool changed = false;
  for (Node* n : g->nodes()) {
    if (!n->IsSource() && n->in_edges().empty()) {
      g->AddControlEdge(g->source_node(), n,
                        true /* skip test for duplicates */);
      changed = true;
    }
    if (!n->IsSink() && n->out_edges().empty()) {
      g->AddControlEdge(n, g->sink_node(), true /* skip test for duplicates */);
      changed = true;
    }
  }
  return changed;
}

}  // namespace tensorflow