/** * Copyright 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 "framework/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 = 10000; 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; struct DuringPassNodeSets { std::unordered_set nodes_seen; std::unordered_set nodes_deleted; std::unordered_set nodes_re_pass; std::unordered_set nodes_re_pass_immediately; std::unordered_set nodes_last; std::unordered_set nodes_suspend; std::unordered_set nodes_resume; }; void GetAllNodesNoInputEdge(const ComputeGraphPtr &graph, std::deque &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_back(node); nodes_seen.insert(node.get()); } else if (in_nums > kMaxOneInNodes) { nodes_last.insert(node); } } } bool IsAllInNodesAlive(const Node::Vistor &nodes, const std::unordered_set &nodes_suspend) { return !std::any_of(nodes.begin(), nodes.end(), [&](const NodePtr &n) { return nodes_suspend.count(n) > 0; }); } void AddNextIterNodes(const Node::Vistor &nodes, std::deque &nodes_to_pass, DuringPassNodeSets &during_pass_node_set) { auto &nodes_seen = during_pass_node_set.nodes_seen; const auto &nodes_last = during_pass_node_set.nodes_last; const auto &nodes_suspend = during_pass_node_set.nodes_suspend; for (auto &node : nodes) { if (node == nullptr) { continue; } if (nodes_last.count(node) != 0) { continue; } if (nodes_suspend.count(node) > 0) { GELOGD("The node %s has suspend by pass, skip it.", node->GetName().c_str()); continue; } bool all_in_nodes_alive = IsAllInNodesAlive(node->GetInAllNodes(), nodes_suspend); bool all_in_nodes_seen = node->IsAllInNodesSeen(nodes_seen); if (all_in_nodes_seen && all_in_nodes_alive && nodes_seen.insert(node.get()).second) { nodes_to_pass.push_back(node); } } } void AddRepassNodes(DuringPassNodeSets &during_pass_node_set, std::deque &nodes) { for (const auto &node : during_pass_node_set.nodes_re_pass_immediately) { GELOGD("The node %s will be re-pass immediately.", node->GetName().c_str()); nodes.push_front(node); } during_pass_node_set.nodes_re_pass_immediately.clear(); } void AddResumeNodes(DuringPassNodeSets &during_pass_node_set, std::deque &nodes) { for (auto &node : during_pass_node_set.nodes_resume) { const auto &it = during_pass_node_set.nodes_suspend.find(node); if (it != during_pass_node_set.nodes_suspend.end()) { during_pass_node_set.nodes_suspend.erase(node); GELOGD("The node %s resumed by pass.", node->GetName().c_str()); nodes.push_back(node); } else { GELOGW("The node %s not suspend, drop from resumed", node->GetName().c_str()); } } during_pass_node_set.nodes_resume.clear(); } void PushToSuspendNodes(DuringPassNodeSets &during_pass_node_set, const std::string &pass_name, const std::unordered_set &nodes_suspend, const std::unordered_set &nodes_resume) { for (const auto &node : nodes_suspend) { GELOGD("The iteration suspend of node %s has been set by pass %s", node->GetName().c_str(), pass_name.c_str()); during_pass_node_set.nodes_suspend.emplace(node); } for (const auto &node : nodes_resume) { GELOGD("The iteration suspend of node %s has been resumed by pass %s", node->GetName().c_str(), pass_name.c_str()); during_pass_node_set.nodes_resume.emplace(node); } } void PushToRePassIfSeen(NodePtr &node, const std::pair &name_to_pass, std::unordered_set &nodes_seen, const std::unordered_set &nodes_to_re_pass, std::unordered_set &nodes_re_pass) { 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 (nodes_seen.count(node_to_re_pass.get()) > 0 || node_to_re_pass->IsAllInNodesSeen(nodes_seen)) { GELOGD("The node %s will be re-pass.", 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()); } } } Status RunPasses(NodePtr &node, const NamesToPass &names_to_passes, DuringPassNodeSets &during_pass_node_set) { if (node == nullptr) { REPORT_INNER_ERROR("E19999", "Param node is nullptr, check invalid."); GELOGE(FAILED, "[Check][Param] parameter node is nullptr."); 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, "[Check][Param] 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) { REPORT_CALL_ERROR("E19999", "process pass %s on node:%s failed, ret:%u", name_to_pass.first.c_str(), node->GetName().c_str(), result); GELOGE(INTERNAL_ERROR, "[Process][Pass] %s on node %s failed, result " "%u, the passes will be terminated immediately.", name_to_pass.first.c_str(), node->GetName().c_str(), result); return result; } const auto &nodes_to_re_pass = name_to_pass.second->GetNodesNeedRePass(); PushToRePassIfSeen(node, name_to_pass, during_pass_node_set.nodes_seen, nodes_to_re_pass, during_pass_node_set.nodes_re_pass); const auto &nodes_to_re_pass_immediately = name_to_pass.second->GetNodesNeedRePassImmediately(); PushToRePassIfSeen(node, name_to_pass, during_pass_node_set.nodes_seen, nodes_to_re_pass_immediately, during_pass_node_set.nodes_re_pass_immediately); PushToSuspendNodes(during_pass_node_set, name_to_pass.first, name_to_pass.second->GetNodesSuspend(), name_to_pass.second->GetNodesResume()); const auto &nodes_deleted_by_pass = name_to_pass.second->GetNodesDeleted(); during_pass_node_set.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(); } } bool CheckNode(const NodePtr &node, const DuringPassNodeSets &during_pass_node_set) { if (node == nullptr) { GELOGW("node is null"); return false; } if (during_pass_node_set.nodes_deleted.count(node) > 0) { GELOGD("The node %s was deleted before, skip it.", node->GetName().c_str()); return false; } if (during_pass_node_set.nodes_suspend.count(node) > 0) { GELOGD("The node %s has been added to suspend-iteration nodes list, the iteration of it will be suspend.", node->GetName().c_str()); return false; } return true; } } // namespace Status BaseNodePass::IsolateAndDeleteNode(NodePtr &node, const std::vector &io_map) { if (node == nullptr) { REPORT_INNER_ERROR("E19999", "Param node is nullptr, check invalid."); GELOGE(FAILED, "[Check][Param] parameter node is nullptr."); 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) { REPORT_INNER_ERROR("E19999", "The owner graph of node:%s must not be null.", node->GetName().c_str()); GELOGE(FAILED, "[Get][OwnerComputeGraph] failed, The owner graph of node:%s must not be null.", node->GetName().c_str()); return FAILED; } AddRePassNodesWithInOut(node); if (GraphUtils::IsolateNode(node, io_map) != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Isolate Node:%s failed", node->GetName().c_str()); GELOGE(FAILED, "[Isolate][Node] %s failed.", node->GetName().c_str()); return FAILED; } if (GraphUtils::RemoveNodeWithoutRelink(graph, node) != SUCCESS) { REPORT_CALL_ERROR("E19999", "call RemoveNodeWithoutRelink for node:%s failed.", node->GetName().c_str()); GELOGE(FAILED, "[Call][RemoveNodeWithoutRelink] for node:%s failed.", node->GetName().c_str()); return FAILED; } AddNodeDeleted(node); return SUCCESS; } Status GEPass::Run(const NamesToPass &names_to_passes) { if (graph_ == nullptr) { REPORT_INNER_ERROR("E19999", "graph_ is nullptr, check invalid."); GELOGE(INTERNAL_ERROR, "[Check][Param] The graph is nullptr"); 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, "[Check][Param] 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::deque nodes; DuringPassNodeSets during_pass_node_set; GetAllNodesNoInputEdge(graph_, nodes, during_pass_node_set.nodes_seen, during_pass_node_set.nodes_last); GELOGD("Start points count %zu", nodes.size()); int re_pass_times = 0; do { for (auto &node : during_pass_node_set.nodes_re_pass) { nodes.push_back(node); during_pass_node_set.nodes_seen.insert(node.get()); } during_pass_node_set.nodes_re_pass.clear(); while (!nodes.empty()) { NodePtr node = nodes.front(); nodes.pop_front(); (void)during_pass_node_set.nodes_re_pass.erase(node); if (!CheckNode(node, during_pass_node_set)) { continue; } AddNextIterNodes(node->GetOutNodes(), nodes, during_pass_node_set); auto ret = RunPasses(node, names_to_passes, during_pass_node_set); if (ret != SUCCESS) { GELOGE(ret, "[Process][Passes] on node %s type %s failed, 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, "[Run][Passes] on the sub graph of node %s failed", 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, during_pass_node_set); if (ret != SUCCESS) { GELOGE(ret, "[Process][Passes] on node %s type %s failed, 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); } AddRepassNodes(during_pass_node_set, nodes); AddResumeNodes(during_pass_node_set, nodes); } for (auto &node : during_pass_node_set.nodes_last) { bool all_in_nodes_seen = node->IsAllInNodesSeen(during_pass_node_set.nodes_seen); if (all_in_nodes_seen && during_pass_node_set.nodes_seen.insert(node.get()).second) { nodes.push_back(node); } } during_pass_node_set.nodes_last.clear(); } while ((!during_pass_node_set.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, "[Run][Passes] for sub graph:%s from node:%s failed", name.c_str(), node->GetName().c_str()); return ret; } } return SUCCESS; } } // namespace ge