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!12851 Modify task number of hccl node

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From: @liujunzhu
Reviewed-by: 
Signed-off-by:
pull/12851/MERGE
mindspore-ci-bot 4 years ago committed by Gitee
parent 26c88d673f 5124359a3b
commit b575068cb3
3 changed files with 117 additions and 25 deletions
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7
mindspore/ccsrc/backend/session/kernel_graph.cc
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@ -1094,10 +1094,15 @@ void KernelGraph::PrintGraphExecuteOrder() const {
}
}
std::string group_str;
if (AnfAlgo::GetKernelType(cur_cnode_ptr) == HCCL_KERNEL && AnfAlgo::HasNodeAttr(kAttrGroup, cur_cnode_ptr)) {
group_str = ", group[" + AnfAlgo::GetNodeAttr<std::string>(cur_cnode_ptr, kAttrGroup) + "]";
}
MS_LOG(INFO) << "Index[" << i << "], node name[" << cur_cnode_ptr->fullname_with_scope() << "], logic id["
<< AnfAlgo::GetStreamDistinctionLabel(cur_cnode_ptr.get()) << "], stream id["
<< AnfAlgo::GetStreamId(cur_cnode_ptr) << "], node info[" << cur_cnode_ptr->DebugString() << "]"
<< event_str << label_str << active_stream_str;
<< event_str << label_str << active_stream_str << group_str;
}
}

125
mindspore/ccsrc/runtime/device/ascend/ascend_stream_assign.cc
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@ -22,6 +22,8 @@
#include "ir/manager.h"
#include "utils/ms_context.h"
#include "utils/ms_utils.h"
#include "frontend/parallel/context.h"
#include "frontend/parallel/device_manager.h"
#include "backend/session/anf_runtime_algorithm.h"
#include "runtime/device/kernel_adjust.h"
#include "backend/optimizer/common/helper.h"
@ -36,6 +38,79 @@ namespace mindspore {
namespace device {
namespace ascend {
namespace {
constexpr uint32_t kDeviceNumOfServer = 8;
constexpr uint32_t kDeviceNumThreshold = 1024;
constexpr uint32_t kMaxStreamNum = 1024;
constexpr uint32_t kHcomSecondaryStreamNum = 3;
constexpr uint32_t kMaxTaskNumPerStream = 1010;
constexpr uint32_t kMaxCommonNodeNumPerStream = 350;
constexpr uint32_t kTaskNumPerHcomNode = 200;
constexpr uint32_t kTaskNumPerWorldHcomNode = 250;
constexpr uint32_t kTaskNumPerSameServerHcomNode = 125;
constexpr uint32_t kTaskNumPerHcomSendRecvNode = 15;
bool IsSameServer(const std::vector<uint32_t> &rank_ids) {
auto min_iter = min_element(rank_ids.begin(), rank_ids.end());
uint32_t min = (min_iter != rank_ids.end()) ? *min_iter : 0;
auto max_iter = max_element(rank_ids.begin(), rank_ids.end());
uint32_t max = (max_iter != rank_ids.end()) ? *max_iter : 0;
return ((max - min < kDeviceNumOfServer) && (min / kDeviceNumOfServer == max / kDeviceNumOfServer));
}
string GetHcomGroup(const CNodePtr &cnode) {
MS_EXCEPTION_IF_NULL(cnode);
if (!AnfAlgo::HasNodeAttr(kAttrGroup, cnode)) {
MS_LOG_EXCEPTION << "Hcom node " << cnode->fullname_with_scope() << " has no group attribute.";
}
return AnfAlgo::GetNodeAttr<std::string>(cnode, kAttrGroup);
}
uint32_t GetHcomTaskNum(const CNodePtr &cnode) {
MS_EXCEPTION_IF_NULL(cnode);
if (!AnfAlgo::HasNodeAttr(kAttrGroup, cnode)) {
MS_LOG_EXCEPTION << "Hcom node " << cnode->fullname_with_scope() << " has no group attribute.";
}
if (parallel::g_device_manager == nullptr) {
MS_LOG(INFO) << "Device manager is nullptr.";
return kTaskNumPerHcomNode;
}
auto node_name = AnfAlgo::GetCNodeName(cnode);
if (node_name == kHcomSendOpName || node_name == kReceiveOpName) {
return kTaskNumPerHcomSendRecvNode;
}
MS_EXCEPTION_IF_NULL(parallel::ParallelContext::GetInstance());
auto device_num = parallel::ParallelContext::GetInstance()->device_num();
auto group_name = AnfAlgo::GetNodeAttr<std::string>(cnode, kAttrGroup);
auto group_info = parallel::g_device_manager->group_info();
for (const auto &info : group_info) {
if (info.first != group_name) {
continue;
}
const auto &rank_ids = info.second;
if (IsSameServer(rank_ids)) {
return kTaskNumPerSameServerHcomNode;
} else if (rank_ids.size() == static_cast<size_t>(device_num) && device_num >= kDeviceNumThreshold) {
return kTaskNumPerWorldHcomNode;
} else {
return kTaskNumPerHcomNode;
}
}
// world group is not in group_info.
if (device_num >= kDeviceNumThreshold) {
return kTaskNumPerWorldHcomNode;
} else {
return kTaskNumPerHcomNode;
}
}
CNodePtr GetHcomAndOverflowMarker(const NotNull<KernelGraphPtr> &graph_ptr, vector<CNodePtr> *hcom_nodes) {
auto cnode_ptr_list = graph_ptr->execution_order();
CNodePtr overflow_marker = nullptr;
@ -90,9 +165,6 @@ StreamActiveKind GetStreamKind(uint32_t cur_stream_id, uint32_t pre_stream_id, u
}
} // namespace
const uint32_t kHcomMaxTask = 4;
const uint32_t kCommonMaxTask = 350;
void AscendStreamAssign::AssignStream(const NotNull<KernelGraphPtr> &graph_ptr) {
if (IsTaskSink() && !graph_ptr->is_dynamic_shape()) {
Reset();
@ -110,6 +182,10 @@ void AscendStreamAssign::AssignStream(const NotNull<KernelGraphPtr> &graph_ptr)
AdjustAtomicAddrCleanOrder(graph_ptr);
GetNeedActiveStreams(graph_ptr);
MS_LOG(INFO) << "Before check resource assign";
graph_ptr->PrintGraphExecuteOrder();
CheckResourceAssign(graph_ptr);
MS_LOG(INFO) << "After finish stream assign";
#ifdef ENABLE_DUMP_IR
@ -478,15 +554,26 @@ void AscendStreamAssign::AssignAllNodesStream(const NotNull<KernelGraphPtr> &gra
AssignCommonStreamId(cur_cnode_ptr);
}
MS_LOG(INFO) << "Common start from 0, common stream nums:" << resource_manager.get_cur_stream_num();
auto common_stream_num = resource_manager.get_cur_stream_num();
if (exit_hcom) {
AssignHcom(graph_ptr);
}
auto hcom_stream_num = resource_manager.get_cur_stream_num() - common_stream_num;
if (exit_independent) {
AssignIndependent(graph_ptr);
}
auto independent_stream_num = resource_manager.get_cur_stream_num() - common_stream_num - hcom_stream_num;
auto total_stream_num = resource_manager.get_cur_stream_num() + hcom_stream_num * kHcomSecondaryStreamNum;
MS_LOG(INFO) << "Total stream number: " << total_stream_num << ", common stream number: " << common_stream_num
<< ", hcom stream number: " << hcom_stream_num << "*" << kHcomSecondaryStreamNum + 1
<< ", independent stream number: " << independent_stream_num << ".";
if (total_stream_num > kMaxStreamNum) {
MS_LOG(EXCEPTION) << "Total stream number " << total_stream_num << " exceeds the limit of " << kMaxStreamNum << ".";
}
MS_LOG(INFO) << "After stream assign, total stream nums:" << resource_manager.get_cur_stream_num();
}
@ -507,7 +594,7 @@ void AscendStreamAssign::AssignCommonStreamId(const CNodePtr &cur_cnode_ptr) {
AnfAlgo::SetStreamId(cur_common_stream_id, cur_cnode_ptr.get());
common_stream_map_.insert(std::make_pair(cur_common_stream_id, 1));
} else {
if (it->second < kCommonMaxTask) {
if (it->second < kMaxCommonNodeNumPerStream) {
AnfAlgo::SetStreamId(it->first, cur_cnode_ptr.get());
it->second++;
} else {
@ -529,10 +616,7 @@ void AscendStreamAssign::AssignHcom(const NotNull<KernelGraphPtr> &graph_ptr) {
}
if (IsHcom(cur_cnode_ptr)) {
if (!AnfAlgo::HasNodeAttr(kAttrGroup, cur_cnode_ptr)) {
MS_LOG_EXCEPTION << "hcom cnode " << cur_cnode_ptr->DebugString() << " has no group attr";
}
auto group_name = AnfAlgo::GetNodeAttr<std::string>(cur_cnode_ptr, kAttrGroup);
auto group_name = GetHcomGroup(cur_cnode_ptr);
auto hcom_graph_id = AnfAlgo::GetGraphId(cur_cnode_ptr.get());
auto iter = group_graph_nodes_map.find(group_name);
if (iter == group_graph_nodes_map.end()) {
@ -576,6 +660,8 @@ void AscendStreamAssign::AssignHcom(const NotNull<KernelGraphPtr> &graph_ptr) {
uint32_t AscendStreamAssign::AssignHcomStreamId(const CNodePtr &cur_cnode_ptr, bool new_graph) {
MS_EXCEPTION_IF_NULL(cur_cnode_ptr);
AscendResourceMng &resource_manager = AscendResourceMng::GetInstance();
auto task_num = GetHcomTaskNum(cur_cnode_ptr);
uint32_t cur_hcom_stream_id;
if (new_graph) {
cur_hcom_stream_id = resource_manager.ApplyNewStream();
@ -585,15 +671,15 @@ uint32_t AscendStreamAssign::AssignHcomStreamId(const CNodePtr &cur_cnode_ptr, b
auto it = hcom_stream_map_.find(cur_hcom_stream_id);
if (it == hcom_stream_map_.end()) {
AnfAlgo::SetStreamId(cur_hcom_stream_id, cur_cnode_ptr.get());
hcom_stream_map_.insert(std::make_pair(cur_hcom_stream_id, 1));
hcom_stream_map_.emplace(cur_hcom_stream_id, task_num);
} else {
if (it->second < kHcomMaxTask) {
if (it->second <= kMaxTaskNumPerStream - task_num) {
AnfAlgo::SetStreamId(it->first, cur_cnode_ptr.get());
it->second++;
it->second += task_num;
} else {
cur_hcom_stream_id = resource_manager.ApplyNewStream();
AnfAlgo::SetStreamId(cur_hcom_stream_id, cur_cnode_ptr.get());
hcom_stream_map_.insert(std::make_pair(cur_hcom_stream_id, 1));
hcom_stream_map_.emplace(cur_hcom_stream_id, task_num);
}
}
return cur_hcom_stream_id;
@ -646,7 +732,7 @@ uint32_t AscendStreamAssign::AssignIndependentStreamId(const CNodePtr &cur_cnode
AnfAlgo::SetStreamId(cur_independent_stream_id, cur_cnode_ptr.get());
independent_stream_map_.insert(std::make_pair(cur_independent_stream_id, 1));
} else {
if (it->second < kCommonMaxTask) {
if (it->second < kMaxCommonNodeNumPerStream) {
AnfAlgo::SetStreamId(it->first, cur_cnode_ptr.get());
it->second++;
} else {
@ -956,7 +1042,7 @@ void AscendStreamAssign::InsertStreamActiveForIndependent(const NotNull<KernelGr
std::copy(exe_orders.begin() + i + 1, exe_orders.end(), std::back_inserter(update_cnode_list));
break;
} else {
if (node_num == kCommonMaxTask) {
if (node_num == kMaxCommonNodeNumPerStream) {
CNodePtr active_ptr = KernelAdjust::GetInstance().CreateStreamActiveOp(graph_ptr);
// 1.set stream id
AnfAlgo::SetStreamId(cur_stream_id, active_ptr.get());
@ -1226,7 +1312,7 @@ void AscendStreamAssign::InsertEventHcomDependCommonBak(const NotNull<KernelGrap
vector<CNodePtr> AscendStreamAssign::GetLastInputCnode(const NotNull<KernelGraphPtr> &graph_ptr,
const CNodePtr &cur_cnode_ptr) {
auto cnode_ptr_list = graph_ptr->execution_order();
auto group_name = AnfAlgo::GetNodeAttr<std::string>(cur_cnode_ptr, kAttrGroup);
auto group_name = GetHcomGroup(cur_cnode_ptr);
auto input_cnodes = GetInputKernels(cur_cnode_ptr);
if (input_cnodes.empty()) {
return {};
@ -1256,7 +1342,7 @@ vector<CNodePtr> AscendStreamAssign::GetLastInputCnode(const NotNull<KernelGraph
CNodePtr max_common_cnode = nullptr;
for (const auto &item : result) {
if (IsHcom(item.second.first)) {
auto cur_group = AnfAlgo::GetNodeAttr<std::string>(item.second.first, kAttrGroup);
auto cur_group = GetHcomGroup(item.second.first);
if (cur_group == group_name) {
continue;
} else {
@ -1368,10 +1454,7 @@ void AscendStreamAssign::InsertEventHcomDependHcom(const NotNull<KernelGraphPtr>
}
uint32_t cur_stream_id = AnfAlgo::GetStreamId(cur_cnode);
if (!AnfAlgo::HasNodeAttr(kAttrGroup, cur_cnode)) {
MS_LOG_EXCEPTION << "hcom cnode " << cur_cnode->DebugString() << " has no group attr";
}
auto group_name = AnfAlgo::GetNodeAttr<std::string>(cur_cnode, kAttrGroup);
auto group_name = GetHcomGroup(cur_cnode);
MS_LOG(INFO) << "Hcom node name:" << AnfAlgo::GetCNodeName(cur_cnode) << "; group:" << group_name
<< "; stream id:" << cur_stream_id;
if (group_name != group) {

10
mindspore/ccsrc/runtime/device/ascend/ascend_stream_assign.h
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@ -184,7 +184,7 @@ class AscendStreamAssign {
void GetParallelStream(uint32_t cur_stream_id, uint32_t stream_acitve_id, std::vector<uint32_t> *parallel_streams);
void SetLoopSink();
// function for memory resue
// function for memory reuse
void GetStreamRelations();
void DFS(uint32_t start, std::vector<uint32_t> *group);
bool IsVecExist(const std::vector<uint32_t> &group);
@ -202,10 +202,14 @@ class AscendStreamAssign {
bool independent_stream_activated_{false};
bool hcom_stream_activated_{false};
bool loop_sink_{false};
// key:stream id, value:task nums;
// key:stream id, value:node number
std::map<uint32_t, uint32_t> common_stream_map_{};
// key:stream id, value:node number
std::map<uint32_t, uint32_t> independent_stream_map_{};
// key:stream id, value:task number
std::map<uint32_t, uint32_t> hcom_stream_map_{};
std::map<uint32_t, uint32_t> common_stream_map_{};
std::set<uint32_t> processed_streams_{};
std::vector<uint32_t> need_first_active_streams_{};
std::set<CNodeKey> independent_targets_;

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