/** * Copyright 2019-2020 Huawei Technologies Co., Ltd * * 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 "graph/passes/base_pass.h" #include #include #include "common/debug/log.h" #include "framework/common/debug/ge_log.h" #include "graph/compute_graph.h" #include "graph/utils/graph_utils.h" namespace ge { namespace { constexpr int kMaxRePassTimes = 1000; constexpr size_t kMaxOneInNodes = 1000; // Each iteration, we take about 0.3k memory on the stack, we should change the recursion to loop later constexpr int kMaxRecursiveDepth = 20; void GetAllNodesNoInputEdge(const ComputeGraphPtr &graph, std::queue &input_edge_nodes, std::unordered_set &nodes_seen, std::unordered_set &nodes_last) { nodes_last.clear(); for (auto &node : graph->GetDirectNode()) { if (node == nullptr) { continue; } size_t in_nums = node->GetInNodes().size(); if (in_nums == 0) { input_edge_nodes.push(node); nodes_seen.insert(node.get()); } else if (in_nums > kMaxOneInNodes) { nodes_last.insert(node); } } } void AddNextIterNodes(const Node::Vistor &nodes, std::queue &nodes_to_pass, std::unordered_set &nodes_seen, std::unordered_set &nodes_last) { for (auto &node : nodes) { if (node == nullptr) { continue; } if (nodes_last.count(node) != 0) { continue; } bool all_in_nodes_seen = node->IsAllInNodesSeen(nodes_seen); if (all_in_nodes_seen && nodes_seen.insert(node.get()).second) { nodes_to_pass.push(node); } } } Status RunPasses(NodePtr &node, const NamesToPass &names_to_passes, std::unordered_set &nodes_re_pass, std::unordered_set &nodes_deleted, std::unordered_set &nodes_seen) { if (node == nullptr) { GELOGE(FAILED, "parameter is null."); return FAILED; } GELOGD("Begin to run pass for node %s", node->GetName().c_str()); for (const auto &name_to_pass : names_to_passes) { if (name_to_pass.second == nullptr) { GELOGE(INTERNAL_ERROR, "There is null pointer in passes(%s), skip it", name_to_pass.first.c_str()); continue; } GELOGD("Begin to run pass %s for node %s", name_to_pass.first.c_str(), node->GetName().c_str()); name_to_pass.second->init(); auto result = name_to_pass.second->Run(node); if (result != SUCCESS) { GELOGE(INTERNAL_ERROR, "Failed to process pass %s on node %s, result " "%u, the passes will be terminated immediately.", name_to_pass.first.c_str(), node->GetName().c_str(), result); return result; } auto nodes_to_re_pass = name_to_pass.second->GetNodesNeedRePass(); for (const auto &node_to_re_pass : nodes_to_re_pass) { if (node_to_re_pass == nullptr) { GELOGW("Found null re-pass node when executing %s on node %s type %s", name_to_pass.first.c_str(), node->GetName().c_str(), node->GetType().c_str()); continue; } if (node_to_re_pass->IsAllInNodesSeen(nodes_seen)) { GELOGD("The node %s will be re-pass later", node_to_re_pass->GetName().c_str()); nodes_re_pass.insert(node_to_re_pass); } else { GELOGD("The node %s are not all seen, don't set repass this time", node_to_re_pass->GetName().c_str()); } } auto nodes_deleted_by_pass = name_to_pass.second->GetNodesDeleted(); nodes_deleted.insert(nodes_deleted_by_pass.begin(), nodes_deleted_by_pass.end()); if (nodes_deleted_by_pass.count(node) > 0) { GELOGD("The node %s was deleted by pass %s, stop the remain passes", node->GetName().c_str(), name_to_pass.first.c_str()); break; } } return SUCCESS; } void SetFlagOption(NodePassOption option, NamesToPass names_to_pass) { for (auto &name_to_pass : names_to_pass) { name_to_pass.second->SetOption(option, ""); } } void ClearOption(NamesToPass names_to_pass) { for (auto &name_to_pass : names_to_pass) { name_to_pass.second->ClearOptions(); } } } // namespace Status BaseNodePass::IsolateAndDeleteNode(NodePtr &node, const std::vector &io_map) { if (node == nullptr) { GELOGE(FAILED, "parameter is null."); return FAILED; } GELOGI("Prepare to isolate and delete node, name:%s, type:%s.", node->GetName().c_str(), node->GetType().c_str()); ComputeGraphPtr graph = node->GetOwnerComputeGraph(); if (graph == nullptr) { GELOGE(FAILED, "[%s] The owner graph must not be null.", node->GetName().c_str()); return FAILED; } AddRePassNodesWithInOut(node); if (GraphUtils::IsolateNode(node, io_map) != GRAPH_SUCCESS) { GELOGE(FAILED, "[%s] IsolateNode failed.", node->GetName().c_str()); return FAILED; } if (GraphUtils::RemoveNodeWithoutRelink(graph, node) != SUCCESS) { GELOGE(FAILED, "[%s] RemoveNodeWithoutRelink failed.", node->GetName().c_str()); return FAILED; } AddNodeDeleted(node); return SUCCESS; } Status GEPass::Run(const NamesToPass &names_to_passes) { if (graph_ == nullptr) { GELOGE(INTERNAL_ERROR, "The graph is null"); return INTERNAL_ERROR; } if (names_to_passes.empty()) { GELOGW("No passes input, the GEPass will do nothing"); return INTERNAL_ERROR; } if (depth_ > kMaxRecursiveDepth) { GELOGE(PARAM_INVALID, "The pass for root graph %s will be terminated because too many nesting" " levels(%d) of subgraphs, last subgraph is %s", root_graph_->GetName().c_str(), depth_, graph_->GetName().c_str()); return PARAM_INVALID; } return RunPassesOneGraph(names_to_passes); } Status GEPass::RunPassesOneGraph(const NamesToPass &names_to_passes) { GELOGD("Begin to run pass on graph, passes count %zu", names_to_passes.size()); std::queue nodes; std::unordered_set nodes_seen; std::unordered_set nodes_deleted; std::unordered_set nodes_re_pass; std::unordered_set nodes_last; GetAllNodesNoInputEdge(graph_, nodes, nodes_seen, nodes_last); GELOGD("Start points count %zu", nodes.size()); int re_pass_times = 0; do { for (auto &node : nodes_re_pass) { nodes.push(node); nodes_seen.insert(node.get()); } nodes_re_pass.clear(); while (!nodes.empty()) { NodePtr node = nodes.front(); nodes.pop(); (void)nodes_re_pass.erase(node); GE_IF_BOOL_EXEC(node == nullptr, GELOGW("node is null"); continue); if (nodes_deleted.count(node) > 0) { GELOGD("The node %s was deleted before, skip it.", node->GetName().c_str()); continue; } AddNextIterNodes(node->GetOutNodes(), nodes, nodes_seen, nodes_last); auto ret = RunPasses(node, names_to_passes, nodes_re_pass, nodes_deleted, nodes_seen); if (ret != SUCCESS) { GELOGE(ret, "Failed to process passes on node %s type %s, error code: %u", node->GetName().c_str(), node->GetType().c_str(), ret); return ret; } bool has_sub_graph = false; ret = RunPassesOnSubGraph(node, names_to_passes, has_sub_graph); if (ret != SUCCESS) { GELOGE(ret, "Failed to run passes on the sub graph of node %s", node->GetName().c_str()); return ret; } if (has_sub_graph) { GELOGD("There are subgraphs on node %s, run passes for for the second time", node->GetName().c_str()); SetFlagOption(kOptimizeAfterSubGraph, names_to_passes); ret = RunPasses(node, names_to_passes, nodes_re_pass, nodes_deleted, nodes_seen); if (ret != SUCCESS) { GELOGE(ret, "Failed to process passes on node %s type %s, error code: %u", node->GetName().c_str(), node->GetType().c_str(), ret); return ret; } // There is only one option scene, so set and clear options around the `RunPasses` func. // if there are more than one scene to set options, the `ClearOption` function // should be called each time at the begin of the iteration ClearOption(names_to_passes); } } for (auto &node : nodes_last) { bool all_in_nodes_seen = node->IsAllInNodesSeen(nodes_seen); if (all_in_nodes_seen && nodes_seen.insert(node.get()).second) { nodes.push(node); } } nodes_last.clear(); } while ((!nodes_re_pass.empty() || !nodes.empty()) && ++re_pass_times < kMaxRePassTimes); if (re_pass_times == kMaxRePassTimes) { GELOGW("re_pass_times should not come to %d", kMaxRePassTimes); } GELOGD("All passes runs end"); return SUCCESS; } Status GEPass::RunPassesOnSubGraph(const NodePtr &node, const NamesToPass &names_to_passes, bool &has_sub_graph) { auto sub_graph_names = node->GetOpDesc()->GetSubgraphInstanceNames(); has_sub_graph = false; for (const auto &name : sub_graph_names) { auto graph = root_graph_->GetSubgraph(name); if (graph == nullptr) { GELOGW("Can not find the sub graph %s from node %s, the pass-process will skip it", name.c_str(), node->GetName().c_str()); continue; } has_sub_graph = true; GELOGI("Begin to run passes on the sub graph %s of node %s", name.c_str(), node->GetName().c_str()); GEPass pass(graph, root_graph_, depth_ + 1); auto ret = pass.Run(names_to_passes); if (ret != SUCCESS) { GELOGE(ret, "Failed to run passes for sub graph %s from node %s", name.c_str(), node->GetName().c_str()); return ret; } } return SUCCESS; } } // namespace ge