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168 lines
7.0 KiB
168 lines
7.0 KiB
/**
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* Copyright 2020 Huawei Technologies Co., Ltd
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#include "stream_graph_optimizer.h"
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#include <securec.h>
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#include "common/util.h"
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#include "framework/common/debug/ge_log.h"
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#include "graph/utils/node_utils.h"
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#include "graph/utils/tensor_utils.h"
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#include "init/gelib.h"
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using std::vector;
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namespace {
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const int64_t kInvalidStream = -1;
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} // namespace
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namespace ge {
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StreamGraphOptimizer::~StreamGraphOptimizer() {}
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void StreamGraphOptimizer::RefreshNodeId(const ComputeGraphPtr &comp_graph, Graph2SubGraphInfoList &subgraph_map) {
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size_t node_size = comp_graph->GetAllNodesSize();
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GELOGD("Refresh placeholder and end nodeId start from node num: %zu", node_size);
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for (const auto &subgraph_pair : subgraph_map) {
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for (const auto &subgraph_info : subgraph_pair.second) {
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ComputeGraphPtr subgraph = subgraph_info->GetSubGraph();
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if (subgraph == nullptr) {
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continue;
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}
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for (ge::NodePtr &node : subgraph->GetDirectNode()) {
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GE_CHECK_NOTNULL_EXEC(node->GetOpDesc(), return);
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if ((node->GetType() == END) || (node->GetType() == PLACEHOLDER)) {
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node->GetOpDesc()->SetId(static_cast<int64_t>(node_size));
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node_size++;
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}
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}
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}
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}
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}
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bool StreamGraphOptimizer::IsSameStreamIdOrBatchLabel(const ComputeGraphPtr &comp_graph) {
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if (comp_graph == nullptr) {
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return false;
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}
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std::set<int64_t> stream_set;
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std::set<std::string> label_set;
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for (const ge::NodePtr &cur_node : comp_graph->GetDirectNode()) {
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GE_IF_BOOL_EXEC(cur_node->GetOpDesc() == nullptr, continue);
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int64_t stream_id = cur_node->GetOpDesc()->GetStreamId();
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if (stream_id == kInvalidStream) {
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continue;
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}
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stream_set.insert(stream_id);
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std::string batch_label;
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if (AttrUtils::GetStr(cur_node->GetOpDesc(), ATTR_NAME_BATCH_LABEL, batch_label)) {
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label_set.insert(batch_label);
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} else {
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GELOGD("Node %s[%s] has no batch label, subgraph %s, stream id: %ld", cur_node->GetName().c_str(),
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cur_node->GetType().c_str(), comp_graph->GetName().c_str(), stream_id);
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continue;
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}
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GELOGD("Node %s in subgraph %s stream id: %ld, node num: %zu", cur_node->GetName().c_str(),
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comp_graph->GetName().c_str(), stream_id, comp_graph->GetDirectNodesSize());
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}
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if (stream_set.size() > 1 || label_set.size() > 1) {
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GELOGI("Nodes of graph: %s have different stream id or batch_label, node num: %zu, different stream num: %zu.",
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comp_graph->GetName().c_str(), comp_graph->GetDirectNodesSize(), stream_set.size());
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return false;
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}
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if (!label_set.empty()) {
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(void)AttrUtils::SetStr(comp_graph, ATTR_NAME_BATCH_LABEL, *label_set.begin());
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}
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return true;
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}
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Status StreamGraphOptimizer::OptimizeStreamedSubGraph(const ComputeGraphPtr &comp_graph,
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Graph2SubGraphInfoList &subgraph_map,
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struct RunContext &run_context) {
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RefreshNodeId(comp_graph, subgraph_map);
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std::shared_ptr<GELib> instance = ge::GELib::GetInstance();
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GE_CHECK_NOTNULL(instance);
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for (const auto &subgraph_pair : subgraph_map) {
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for (const auto &subgraph_info : subgraph_pair.second) {
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ComputeGraphPtr subgraph = subgraph_info->GetSubGraph();
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GE_CHECK_NOTNULL(subgraph);
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GELOGD("Optimize subgraph %s", subgraph->GetName().c_str());
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std::string engine_name = subgraph_info->GetEngineName();
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vector<GraphOptimizerPtr> graph_optimizers;
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if (instance->DNNEngineManagerObj().IsEngineRegistered(engine_name)) {
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instance->OpsKernelManagerObj().GetGraphOptimizerByEngine(engine_name, graph_optimizers);
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GELOGI("Subgraph: %s start optimize streamed graph. engineName: %s, graph Optimizer num: %zu.",
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subgraph->GetName().c_str(), engine_name.c_str(), graph_optimizers.size());
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auto nodes = subgraph->GetDirectNode();
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if (nodes.empty()) {
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continue;
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}
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if (!IsSameStreamIdOrBatchLabel(subgraph)) {
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GELOGI("There are more than one stream or batch_label in subgraph %s", subgraph->GetName().c_str());
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continue;
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}
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OpDescPtr op_desc = nodes.at(0)->GetOpDesc();
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GE_CHECK_NOTNULL(op_desc);
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int64_t stream_id = op_desc->GetStreamId();
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if (static_cast<size_t>(stream_id) >= run_context.graphStreamList.size()) {
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REPORT_INNER_ERROR("E19999", "Check stream_id:%ld in op:%s(%s) is bigger than "
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"run_context.graphStreamList.size():%zu", stream_id, op_desc->GetName().c_str(),
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op_desc->GetType().c_str(), run_context.graphStreamList.size());
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GELOGE(FAILED, "stream_id %ld is bigger than run_context.graphStreamList.size() %zu", stream_id,
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run_context.graphStreamList.size());
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return FAILED;
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}
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run_context.stream = run_context.graphStreamList[stream_id];
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std::string batch_label;
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(void)AttrUtils::GetStr(subgraph, ATTR_NAME_BATCH_LABEL, batch_label);
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GELOGD("Subgraph has same stream id, subgraph: %s, engine_name: %s, stream_id: %ld, rtstream: %lu, "
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"batch_label: %s", subgraph->GetName().c_str(), engine_name.c_str(), stream_id,
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static_cast<uint64_t>(reinterpret_cast<uintptr_t>(run_context.stream)), batch_label.c_str());
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for (auto iter = graph_optimizers.begin(); iter != graph_optimizers.end(); ++iter) {
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GE_CHECK_NOTNULL(*iter);
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Status ret = (*iter)->OptimizeStreamGraph(*subgraph, run_context);
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if (ret != SUCCESS) {
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REPORT_CALL_ERROR("E19999", "Call optimize streamed subgraph failed, subgraph: %s, engine_name: %s, graph "
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"Optimizer num: %zu, ret: %u", subgraph->GetName().c_str(), engine_name.c_str(),
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graph_optimizers.size(), ret);
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GELOGE(
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ret,
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"[optimizeStreamedSubGraph]: optimize streamed subgraph failed, subgraph: %s, engine_name: %s, graph "
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"Optimizer num: %zu, ret: %u",
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subgraph->GetName().c_str(), engine_name.c_str(), graph_optimizers.size(), ret);
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return ret;
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}
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GELOGD(
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"[optimizeStreamedSubGraph]: optimize streamed subgraph success, subgraph: %s, engine_name: %s, graph "
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"Optimizer num: %zu!",
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subgraph->GetName().c_str(), engine_name.c_str(), graph_optimizers.size());
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}
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}
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}
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}
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GELOGD("Optimize streamed subgraph success.");
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return SUCCESS;
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}
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} // namespace ge
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