You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
graphengine/ge/graph/passes/next_iteration_pass.cc

339 lines
11 KiB

/**
* 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/next_iteration_pass.h"
#include "common/ge/ge_util.h"
#include "graph/common/omg_util.h"
using std::string;
namespace ge {
Status NextIterationPass::Run(ComputeGraphPtr graph) {
GELOGD("NextIterationPass Enter");
/// Enter-----------+
/// +-> Merge -> Switch <- LoopCond <- Cond
/// NextIteration---+
for (auto &node : graph->GetDirectNode()) {
const std::string type = node->GetType();
if ((type != ENTER) && (type != REFENTER)) {
continue;
}
if (GroupEnterNode(node) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Group enter_node %s failed.", node->GetName().c_str());
return INTERNAL_ERROR;
}
}
if (FindWhileGroups() != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Find while groups failed.");
return INTERNAL_ERROR;
}
if (!VerifyWhileGroup()) {
GELOGE(INTERNAL_ERROR, "Verify while groups failed.");
return INTERNAL_ERROR;
}
if (HandleWhileGroup(graph) != SUCCESS) {
GELOGE(FAILED, "Handle while groups failed.");
return FAILED;
}
GELOGD("NextIterationPass Leave");
return SUCCESS;
}
///
/// @brief Group Enter node
/// @param [in] enter_node
/// @return Status
///
Status NextIterationPass::GroupEnterNode(const NodePtr &enter_node) {
OpDescPtr enter_desc = enter_node->GetOpDesc();
GE_CHECK_NOTNULL(enter_desc);
std::string frame_name;
if (!ge::AttrUtils::GetStr(enter_desc, ENTER_ATTR_FRAME_NAME, frame_name) || frame_name.empty()) {
GELOGE(FAILED, "Get attr ENTER_ATTR_FRAME_NAME failed, node: %s", enter_desc->GetName().c_str());
return FAILED;
}
string batch_label;
if (ge::AttrUtils::GetStr(enter_desc, ATTR_NAME_BATCH_LABEL, batch_label)) {
frame_name += batch_label;
}
auto iter = loop_group_map_.find(frame_name);
if (iter == loop_group_map_.end()) {
LoopCondGroupPtr loop_group = MakeShared<LoopCondGroup>();
if (loop_group == nullptr) {
GELOGE(FAILED, "MakeShared for LoopCondGroup failed.");
return FAILED;
}
loop_group->enter_nodes.emplace_back(enter_node);
loop_group_map_[frame_name] = loop_group;
} else {
iter->second->enter_nodes.emplace_back(enter_node);
}
return SUCCESS;
}
///
/// @brief Find while groups
/// @return Status
///
Status NextIterationPass::FindWhileGroups() {
for (const auto &loop_group_iter : loop_group_map_) {
const std::string &frame_name = loop_group_iter.first;
for (const auto &enter_node : loop_group_iter.second->enter_nodes) {
for (const auto &out_node : enter_node->GetOutAllNodes()) {
const string &type = out_node->GetType();
if ((type != MERGE) && (type != REFMERGE)) {
continue;
}
NodePtr next_node = nullptr;
if (FindTargetNode(out_node, NEXTITERATION, true, next_node) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Get NextIteration node failed, frame_name: %s", frame_name.c_str());
return INTERNAL_ERROR;
}
loop_group_iter.second->merge_next_pairs.emplace_back(std::make_pair(out_node, next_node));
NodePtr switch_node = nullptr;
if (FindTargetNode(out_node, SWITCH, false, switch_node) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Get Switch node failed, frame_name: %s.", frame_name.c_str());
return INTERNAL_ERROR;
}
if (switch_node == nullptr) {
continue;
}
NodePtr loop_cond = nullptr;
if (FindTargetNode(switch_node, LOOPCOND, true, loop_cond) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Get LoopCond node failed, frame_name: %s.", frame_name.c_str());
return INTERNAL_ERROR;
}
if (loop_group_iter.second->loop_cond == nullptr) {
loop_group_iter.second->loop_cond = loop_cond;
} else if (loop_group_iter.second->loop_cond != loop_cond) {
GELOGE(FAILED, "Multi LoopCond nodes exist, frame_name: %s.", frame_name.c_str());
return FAILED;
}
}
}
}
return SUCCESS;
}
///
/// @brief Verify if valid
/// @return bool
///
bool NextIterationPass::VerifyWhileGroup() {
// map<frame_name, LoopCondGroup>
for (const auto &loop_group_iter : loop_group_map_) {
const std::string &frame_name = loop_group_iter.first;
if (frame_name.empty()) {
GELOGE(INTERNAL_ERROR, "Verify while group failed, frame_name is empty.");
return false;
}
if (loop_group_iter.second->loop_cond == nullptr) {
GELOGE(INTERNAL_ERROR, "Verify while group failed, LoopCond is null, frame_name: %s.", frame_name.c_str());
return false;
}
for (const auto &pair_iter : loop_group_iter.second->merge_next_pairs) {
if ((pair_iter.first == nullptr) || (pair_iter.second == nullptr)) {
GELOGE(INTERNAL_ERROR, "Verify while group failed, merge_node/next_node is null, frame_name: %s.",
frame_name.c_str());
return false;
}
}
}
return true;
}
///
/// @brief Handle while group
/// @param [in] graph
/// @return Status
///
Status NextIterationPass::HandleWhileGroup(ComputeGraphPtr &graph) {
for (const auto &loop_cond_iter : loop_group_map_) {
const std::string &cond_name = loop_cond_iter.second->loop_cond->GetName();
GELOGI("Handle while group, LoopCond node: %s.", cond_name.c_str());
// Create Active node, Enter->Active->Merge, NextIteration->Active->Merge
NodePtr enter_active = CreateActiveNode(graph, cond_name + "_Enter_" + STREAMACTIVE);
NodePtr next_active = CreateActiveNode(graph, cond_name + "_Next_" + STREAMACTIVE);
if ((enter_active == nullptr) || (next_active == nullptr)) {
GELOGE(INTERNAL_ERROR, "Create active node failed, cond_name: %s.", cond_name.c_str());
return INTERNAL_ERROR;
}
for (const auto &enter_node : loop_cond_iter.second->enter_nodes) {
// Enter --> Active
if (GraphUtils::AddEdge(enter_node->GetOutControlAnchor(), enter_active->GetInControlAnchor()) != GRAPH_SUCCESS) {
GELOGE(INTERNAL_ERROR, "Add control edge from %s to %s failed.", enter_node->GetName().c_str(),
enter_active->GetName().c_str());
return INTERNAL_ERROR;
}
}
for (const auto &pair : loop_cond_iter.second->merge_next_pairs) {
NodePtr merge_node = pair.first;
NodePtr next_node = pair.second;
// Active --> Merge
if (GraphUtils::AddEdge(enter_active->GetOutControlAnchor(), merge_node->GetInControlAnchor()) != GRAPH_SUCCESS) {
GELOGE(INTERNAL_ERROR, "Add control edge failed.");
return INTERNAL_ERROR;
}
// NextIteration --> Active
if (GraphUtils::AddEdge(next_node->GetOutControlAnchor(), next_active->GetInControlAnchor()) != GRAPH_SUCCESS) {
GELOGE(INTERNAL_ERROR, "Add control edge failed.");
return INTERNAL_ERROR;
}
// break link between NextIteration and Merge
if (BreakNextIteration(next_node, merge_node) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Break NextIteration failed");
return INTERNAL_ERROR;
}
}
if ((SetActiveLabelList(enter_active, {cond_name}) != SUCCESS) ||
(SetActiveLabelList(next_active, {cond_name}) != SUCCESS)) {
GELOGE(INTERNAL_ERROR, "Set attr ACTIVE_LABEL_LIST failed.");
return INTERNAL_ERROR;
}
}
return SUCCESS;
}
///
/// @brief Create Active Node
/// @param [in] graph
/// @param [in] name
/// @return ge::NodePtr
///
NodePtr NextIterationPass::CreateActiveNode(ComputeGraphPtr &graph, const std::string &name) {
OpDescPtr op_desc = MakeShared<OpDesc>(name, STREAMACTIVE);
if (op_desc == nullptr) {
return nullptr;
}
GELOGI("Create StreamActive op:%s.", op_desc->GetName().c_str());
NodePtr active_node = graph->AddNode(op_desc);
if (active_node == nullptr) {
GELOGE(INTERNAL_ERROR, "Create node[%s] failed.", name.c_str());
return nullptr;
}
if (SetSwitchBranchNodeLabel(active_node, name) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Set attr SWITCH_BRANCH_NODE_LABEL for node: %s failed.", active_node->GetName().c_str());
return nullptr;
}
return active_node;
}
///
/// @brief Break NextIteration Link & add name to merge attr
/// @param [in] next_node
/// @param [in] merge_node
/// @return Status
///
Status NextIterationPass::BreakNextIteration(const NodePtr &next_node, NodePtr &merge_node) {
if ((merge_node == nullptr) || (next_node == nullptr)) {
GELOGE(PARAM_INVALID, "merge node or next node is null.");
return PARAM_INVALID;
}
for (const auto &in_anchor : merge_node->GetAllInDataAnchors()) {
OutDataAnchorPtr out_anchor = in_anchor->GetPeerOutAnchor();
if ((out_anchor == nullptr) || (out_anchor->GetOwnerNode() != next_node)) {
continue;
}
if (GraphUtils::RemoveEdge(out_anchor, in_anchor) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Remove data edge failed, %s->%s.", next_node->GetName().c_str(),
merge_node->GetName().c_str());
return INTERNAL_ERROR;
}
if (SetNextIteration(merge_node, next_node->GetName()) != SUCCESS) {
GELOGE(INTERNAL_ERROR, "Set attr NEXT_ITERATION for node %s failed.", merge_node->GetName().c_str());
return INTERNAL_ERROR;
}
}
return SUCCESS;
}
///
/// @brief find target node
/// @param [in] node
/// @param [in] target_type
/// @param [in] is_input
/// @param [out] target_node
/// @return Status
///
Status NextIterationPass::FindTargetNode(const NodePtr &node, const std::string &target_type, bool is_input,
NodePtr &target_node) {
if (node == nullptr) {
GELOGE(PARAM_INVALID, "node is null.");
return PARAM_INVALID;
}
std::vector<NodePtr> nodes;
if (is_input) {
for (const auto &tmp_node : node->GetInDataNodes()) {
nodes.emplace_back(tmp_node);
}
} else {
for (const auto &tmp_node : node->GetOutDataNodes()) {
nodes.emplace_back(tmp_node);
}
}
for (const auto &tmp_node : nodes) {
const std::string type = tmp_node->GetType();
if ((target_type == LOOPCOND) && (type == target_type)) {
target_node = tmp_node;
break;
} else if ((type == target_type) || (type == "Ref" + target_type)) {
target_node = tmp_node;
break;
}
}
if ((target_type != SWITCH) && (target_node == nullptr)) {
GELOGE(INTERNAL_ERROR, "Find node %s failed.", target_type.c_str());
return INTERNAL_ERROR;
}
return SUCCESS;
}
///
/// @brief Clear Status, used for subgraph pass
/// @return SUCCESS
///
Status NextIterationPass::ClearStatus() {
loop_group_map_.clear();
return SUCCESS;
}
} // namespace ge