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graphengine/ge/graph/build/stream_graph_optimizer.cc

168 lines
7.0 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 "stream_graph_optimizer.h"
#include <securec.h>
#include "common/util.h"
#include "framework/common/debug/ge_log.h"
#include "graph/utils/node_utils.h"
#include "graph/utils/tensor_utils.h"
#include "init/gelib.h"
using std::vector;
namespace {
const int64_t kInvalidStream = -1;
} // namespace
namespace ge {
StreamGraphOptimizer::~StreamGraphOptimizer() {}
void StreamGraphOptimizer::RefreshNodeId(const ComputeGraphPtr &comp_graph, Graph2SubGraphInfoList &subgraph_map) {
size_t node_size = comp_graph->GetAllNodesSize();
GELOGD("Refresh placeholder and end nodeId start from node num: %zu", node_size);
for (const auto &subgraph_pair : subgraph_map) {
for (const auto &subgraph_info : subgraph_pair.second) {
ComputeGraphPtr subgraph = subgraph_info->GetSubGraph();
if (subgraph == nullptr) {
continue;
}
for (ge::NodePtr &node : subgraph->GetDirectNode()) {
GE_CHECK_NOTNULL_EXEC(node->GetOpDesc(), return);
if ((node->GetType() == END) || (node->GetType() == PLACEHOLDER)) {
node->GetOpDesc()->SetId(static_cast<int64_t>(node_size));
node_size++;
}
}
}
}
}
bool StreamGraphOptimizer::IsSameStreamIdOrBatchLabel(const ComputeGraphPtr &comp_graph) {
if (comp_graph == nullptr) {
return false;
}
std::set<int64_t> stream_set;
std::set<std::string> label_set;
for (const ge::NodePtr &cur_node : comp_graph->GetDirectNode()) {
GE_IF_BOOL_EXEC(cur_node->GetOpDesc() == nullptr, continue);
int64_t stream_id = cur_node->GetOpDesc()->GetStreamId();
if (stream_id == kInvalidStream) {
continue;
}
stream_set.insert(stream_id);
std::string batch_label;
if (AttrUtils::GetStr(cur_node->GetOpDesc(), ATTR_NAME_BATCH_LABEL, batch_label)) {
label_set.insert(batch_label);
} else {
GELOGD("Node %s[%s] has no batch label, subgraph %s, stream id: %ld", cur_node->GetName().c_str(),
cur_node->GetType().c_str(), comp_graph->GetName().c_str(), stream_id);
continue;
}
GELOGD("Node %s in subgraph %s stream id: %ld, node num: %zu", cur_node->GetName().c_str(),
comp_graph->GetName().c_str(), stream_id, comp_graph->GetDirectNodesSize());
}
if (stream_set.size() > 1 || label_set.size() > 1) {
GELOGI("Nodes of graph: %s have different stream id or batch_label, node num: %zu, different stream num: %zu.",
comp_graph->GetName().c_str(), comp_graph->GetDirectNodesSize(), stream_set.size());
return false;
}
if (!label_set.empty()) {
(void)AttrUtils::SetStr(comp_graph, ATTR_NAME_BATCH_LABEL, *label_set.begin());
}
return true;
}
Status StreamGraphOptimizer::OptimizeStreamedSubGraph(const ComputeGraphPtr &comp_graph,
Graph2SubGraphInfoList &subgraph_map,
struct RunContext &run_context) {
RefreshNodeId(comp_graph, subgraph_map);
std::shared_ptr<GELib> instance = ge::GELib::GetInstance();
GE_CHECK_NOTNULL(instance);
for (const auto &subgraph_pair : subgraph_map) {
for (const auto &subgraph_info : subgraph_pair.second) {
ComputeGraphPtr subgraph = subgraph_info->GetSubGraph();
GE_CHECK_NOTNULL(subgraph);
GELOGD("Optimize subgraph %s", subgraph->GetName().c_str());
std::string engine_name = subgraph_info->GetEngineName();
vector<GraphOptimizerPtr> graph_optimizers;
if (instance->DNNEngineManagerObj().IsEngineRegistered(engine_name)) {
instance->OpsKernelManagerObj().GetGraphOptimizerByEngine(engine_name, graph_optimizers);
GELOGI("Subgraph: %s start optimize streamed graph. engineName: %s, graph Optimizer num: %zu.",
subgraph->GetName().c_str(), engine_name.c_str(), graph_optimizers.size());
auto nodes = subgraph->GetDirectNode();
if (nodes.empty()) {
continue;
}
if (!IsSameStreamIdOrBatchLabel(subgraph)) {
GELOGI("There are more than one stream or batch_label in subgraph %s", subgraph->GetName().c_str());
continue;
}
OpDescPtr op_desc = nodes.at(0)->GetOpDesc();
GE_CHECK_NOTNULL(op_desc);
int64_t stream_id = op_desc->GetStreamId();
if (static_cast<size_t>(stream_id) >= run_context.graphStreamList.size()) {
REPORT_INNER_ERROR("E19999", "Check stream_id:%ld in op:%s(%s) is bigger than "
"run_context.graphStreamList.size():%zu", stream_id, op_desc->GetName().c_str(),
op_desc->GetType().c_str(), run_context.graphStreamList.size());
GELOGE(FAILED, "stream_id %ld is bigger than run_context.graphStreamList.size() %zu", stream_id,
run_context.graphStreamList.size());
return FAILED;
}
run_context.stream = run_context.graphStreamList[stream_id];
std::string batch_label;
(void)AttrUtils::GetStr(subgraph, ATTR_NAME_BATCH_LABEL, batch_label);
GELOGD("Subgraph has same stream id, subgraph: %s, engine_name: %s, stream_id: %ld, rtstream: %lu, "
"batch_label: %s", subgraph->GetName().c_str(), engine_name.c_str(), stream_id,
static_cast<uint64_t>(reinterpret_cast<uintptr_t>(run_context.stream)), batch_label.c_str());
for (auto iter = graph_optimizers.begin(); iter != graph_optimizers.end(); ++iter) {
GE_CHECK_NOTNULL(*iter);
Status ret = (*iter)->OptimizeStreamGraph(*subgraph, run_context);
if (ret != SUCCESS) {
REPORT_CALL_ERROR("E19999", "Call optimize streamed subgraph failed, subgraph: %s, engine_name: %s, graph "
"Optimizer num: %zu, ret: %u", subgraph->GetName().c_str(), engine_name.c_str(),
graph_optimizers.size(), ret);
GELOGE(
ret,
"[optimizeStreamedSubGraph]: optimize streamed subgraph failed, subgraph: %s, engine_name: %s, graph "
"Optimizer num: %zu, ret: %u",
subgraph->GetName().c_str(), engine_name.c_str(), graph_optimizers.size(), ret);
return ret;
}
GELOGD(
"[optimizeStreamedSubGraph]: optimize streamed subgraph success, subgraph: %s, engine_name: %s, graph "
"Optimizer num: %zu!",
subgraph->GetName().c_str(), engine_name.c_str(), graph_optimizers.size());
}
}
}
}
GELOGD("Optimize streamed subgraph success.");
return SUCCESS;
}
} // namespace ge