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/common_subexpression_elimin...

130 lines
4.3 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 "common_subexpression_elimination_pass.h"
#include <sstream>
#include <string>
#include <set>
#include "common/base64.h"
#include "graph/utils/node_utils.h"
#include "ge_local_engine/engine/host_cpu_engine.h"
#include "graph/passes/folding_pass.h"
namespace ge {
namespace {
std::string GetCseKey(const NodePtr &node) {
std::stringstream ss;
ss << node->GetType() << "-data-inputs-";
for (auto &in_anchor : node->GetAllInDataAnchors()) {
auto src_anchor = in_anchor->GetPeerOutAnchor();
if (src_anchor == nullptr) {
ss << in_anchor->GetIdx() << "-null-";
} else {
4 years ago
ss << in_anchor->GetIdx() << "-"
<< src_anchor->GetOwnerNode()->GetName() << "-"
<< src_anchor->GetIdx() << "-";
}
}
ss << "control-inputs-";
std::set<std::string> control_in_node_names;
for (auto &src_node : node->GetInControlNodes()) {
control_in_node_names.insert(src_node->GetName());
}
for (auto &name : control_in_node_names) {
ss << name << "-";
}
ss << "attrs-" << AttrUtils::GetAllAttrsStr(node->GetOpDesc());
return ss.str();
}
/// As the operator category has not been defined, we do not know what types of node can be processed by CSE.
/// To avoid delete wrong nodes(e.g. stateful nodes),
/// only nodes have folding kernel will be considered for the CSE process
bool IsNodeSupportCse(const NodePtr &node) {
if (HostCpuEngine::CheckSupported(NodeUtils::GetNodeType(*node))) {
return true;
}
return folding_pass::GetKernelByType(node) != nullptr;
}
} // namespace
Status CommonSubexpressionEliminationPass::Run(ComputeGraphPtr graph) {
GELOGD("Begin to run the CSE process on the graph");
GE_CHECK_NOTNULL(graph);
std::map<std::string, NodePtr> keys_to_node;
for (const auto &node : graph->GetDirectNode()) {
if (!IsNodeSupportCse(node)) {
continue;
}
bool is_unknown = false;
auto ret = NodeUtils::GetNodeUnknownShapeStatus(*node, is_unknown);
if (ret != GRAPH_SUCCESS) {
4 years ago
GELOGW("Get node unknown status failed, node name:%s, type:%s.",
node->GetName().c_str(), node->GetType().c_str());
continue;
}
if (is_unknown) {
4 years ago
GELOGI("Current node %s, type %s is unknown shape which should be skip.",
node->GetName().c_str(), node->GetType().c_str());
continue;
}
auto key = GetCseKey(node);
GELOGD("The node %s cse key %s", node->GetName().c_str(), ge::base64::EncodeToBase64(key).c_str());
auto iter = keys_to_node.find(key);
if (iter == keys_to_node.end()) {
keys_to_node[key] = node;
continue;
}
if (node->GetAllOutDataAnchorsSize() != iter->second->GetAllOutDataAnchorsSize()) {
GELOGW("The node %s and %s have the same CSE key, but different output anchor count, skip to fusion them",
4 years ago
iter->second->GetName().c_str(), node->GetName().c_str());
continue;
}
std::vector<int> output_map(node->GetAllOutDataAnchorsSize());
for (size_t i = 0; i < node->GetAllOutDataAnchorsSize(); ++i) {
output_map[i] = i;
}
ret = GraphUtils::ReplaceNodeAnchors(iter->second, node, {}, output_map);
if (ret != GRAPH_SUCCESS) {
4 years ago
GELOGE(INTERNAL_ERROR, "Failed to replace node %s by node %s error node %u",
node->GetName().c_str(), iter->second->GetName().c_str(), ret);
return INTERNAL_ERROR;
}
NodeUtils::UnlinkAll(*node);
ret = GraphUtils::RemoveNodeWithoutRelink(graph, node);
if (ret != GRAPH_SUCCESS) {
GELOGE(INTERNAL_ERROR, "Failed to remove node %s from graph", node->GetName().c_str());
return INTERNAL_ERROR;
}
4 years ago
GELOGI("Remove node %s by the CSE process, replace it with node %s",
node->GetName().c_str(), iter->second->GetName().c_str());
}
return SUCCESS;
}
} // namespace ge
4 years ago