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graphengine/ge/graph/build/memory/var_mem_assign_util.cc

385 lines
18 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/build/memory/var_mem_assign_util.h"
#include <vector>
#include "common/types.h"
#include "framework/common/debug/ge_log.h"
#include "graph/common/transop_util.h"
#include "graph/debug/ge_attr_define.h"
#include "graph/manager/graph_mem_allocator.h"
#include "graph/manager/graph_var_manager.h"
#include "graph/tensor.h"
#include "graph/types.h"
#include "graph/utils/attr_utils.h"
#include "graph/utils/graph_utils.h"
#include "graph/utils/tensor_utils.h"
using std::string;
using std::vector;
namespace ge {
Status VarMemAssignUtil::AssignVarMemory(ge::ComputeGraphPtr &compute_graph) {
return AssignMemory2VariableNode(compute_graph);
}
Status VarMemAssignUtil::AssignConstantOpMemory(ge::ComputeGraphPtr &compute_graph) {
return AssignStaticMemory2Node(compute_graph);
}
Status VarMemAssignUtil::AssignMemory2VariableNode(ge::ComputeGraphPtr &compute_graph) {
return AssignStaticMemory2Node(compute_graph);
}
Status VarMemAssignUtil::AssignStaticMemory2Node(ge::ComputeGraphPtr &compute_graph) {
GE_IF_BOOL_EXEC(compute_graph == nullptr, return FAILED);
for (const ge::NodePtr &n : compute_graph->GetAllNodes()) {
GE_IF_BOOL_EXEC((n->GetType() != VARIABLE) && (n->GetType() != CONSTANTOP), continue);
string ref_var_src_var_name;
GE_CHECK_NOTNULL(n->GetOpDesc());
GE_IF_BOOL_EXEC(ge::AttrUtils::GetStr(n->GetOpDesc(), REF_VAR_SRC_VAR_NAME, ref_var_src_var_name), continue);
string node_name = n->GetName();
GE_IF_BOOL_EXEC(n->GetOpDesc()->GetAllOutputsDesc().empty(),
REPORT_INNER_ERROR("E19999", "check node:%s has no OutputDesc",
n->GetName().c_str());
GELOGE(FAILED, "node:%s has no OutputDesc.", n->GetName().c_str());
return FAILED);
ge::ConstGeTensorDescPtr tensor_desc = n->GetOpDesc()->GetOutputDescPtr(0);
GE_CHECK_NOTNULL(tensor_desc);
rtMemType_t memory_type = RT_MEMORY_HBM;
uint32_t mem_type = 0;
if (AttrUtils::GetInt(n->GetOpDesc(), ATTR_OUTPUT_MEMORY_TYPE, mem_type) && (mem_type == 1)) {
memory_type = RT_MEMORY_RDMA_HBM;
}
if (!VarManager::Instance(compute_graph->GetSessionID())->IsVarExist(node_name, *tensor_desc)) {
GE_CHK_STATUS_RET(
VarManager::Instance(compute_graph->GetSessionID())->AssignVarMem(node_name, *tensor_desc, memory_type));
GE_IF_BOOL_EXEC(n->GetType() == VARIABLE,
GE_CHK_STATUS_RET(AssignData2Fp32Var(n, compute_graph->GetSessionID())));
GE_CHK_STATUS_RET(VarManager::Instance(compute_graph->GetSessionID())
->SetAllocatedGraphId(node_name, compute_graph->GetGraphID()));
}
uint8_t *dev_ptr = nullptr;
GE_CHK_STATUS_RET(VarManager::Instance(compute_graph->GetSessionID())
->GetVarAddr(node_name, *tensor_desc, &dev_ptr, memory_type));
vector<int64_t> output_list = n->GetOpDesc()->GetOutputOffset();
GE_IF_BOOL_EXEC(output_list.empty(), return FAILED);
output_list[0] = static_cast<int64_t>(reinterpret_cast<intptr_t>(dev_ptr));
n->GetOpDesc()->SetOutputOffset(output_list);
}
return SUCCESS;
}
Status VarMemAssignUtil::AssignData2Fp32Var(const ge::NodePtr &node, uint64_t session_id) {
string src_var_name;
GE_CHECK_NOTNULL(node->GetOpDesc());
if (ge::AttrUtils::GetStr(node->GetOpDesc(), VAR_ATTR_SRC_VAR_NAME, src_var_name)) {
ge::GeTensorDesc cur_tensor_desc;
uint8_t *dev_ptr = nullptr;
rtMemType_t memory_type = RT_MEMORY_HBM;
GE_CHK_STATUS_RET(VarManager::Instance(session_id)->GetCurVarDesc(src_var_name, cur_tensor_desc));
GE_CHK_STATUS_RET(
VarManager::Instance(session_id)->GetVarAddr(src_var_name, cur_tensor_desc, &dev_ptr, memory_type));
GE_CHK_STATUS_RET(
VarManager::Instance(session_id)->SetVarAddr(node->GetName(), cur_tensor_desc, dev_ptr, memory_type));
}
return SUCCESS;
}
Status VarMemAssignUtil::AssignVarAttr2Nodes(ge::ComputeGraphPtr &compute_graph) {
for (const ge::NodePtr &node : compute_graph->GetAllNodes()) {
GE_IF_BOOL_EXEC(node->GetType() != VARIABLE, continue);
string ref_var_src_var_name;
GE_CHECK_NOTNULL(node->GetOpDesc());
GE_IF_BOOL_EXEC(ge::AttrUtils::GetStr(node->GetOpDesc(), REF_VAR_SRC_VAR_NAME, ref_var_src_var_name), continue);
GE_CHK_STATUS_RET(DealVariableNode(compute_graph->GetGraphID(), node, compute_graph->GetSessionID()));
}
return SUCCESS;
}
Status VarMemAssignUtil::SetOutVariableAttr(const ge::NodePtr &node, const ge::NodePtr &var_node, int index,
uint64_t session_id) {
vector<int64_t> output_list;
uint8_t *dev_ptr = nullptr;
GE_CHECK_NOTNULL(node->GetOpDesc());
output_list = node->GetOpDesc()->GetOutputOffset();
if (output_list.empty()) {
REPORT_INNER_ERROR("E19999", "check node:%s output_offset_list is empty",
node->GetName().c_str());
GELOGE(PARAM_INVALID, "Output_list is empty");
return PARAM_INVALID;
}
GE_CHECK_NOTNULL(var_node->GetOpDesc());
GeTensorDesc var_tensor_desc = var_node->GetOpDesc()->GetOutputDesc(0);
rtMemType_t memory_type = RT_MEMORY_HBM;
GE_CHK_STATUS_RET(
VarManager::Instance(session_id)->GetVarAddr(var_node->GetName(), var_tensor_desc, &dev_ptr, memory_type));
int out_list_size = static_cast<int>(output_list.size());
if (index >= out_list_size) {
REPORT_INNER_ERROR("E19999", "param index:%d >= output_list.size() %d in node %s, check invalid",
index, out_list_size, node->GetName().c_str());
GELOGE(FAILED, "index %d >= output_list.size() %d", index, out_list_size);
return FAILED;
}
output_list[index] = static_cast<int64_t>(reinterpret_cast<intptr_t>(dev_ptr));
GELOGI("Assign node outputOffset[index] is: %ld", output_list[index]);
node->GetOpDesc()->SetOutputOffset(output_list);
return SUCCESS;
}
Status VarMemAssignUtil::DealExportVariableNode(const ge::NodePtr &node, const ge::NodePtr &var_node,
uint64_t session_id) {
ge::OutDataAnchorPtr var_out_anchor = node->GetOutDataAnchor(0);
GE_IF_BOOL_EXEC(var_out_anchor == nullptr, return FAILED);
for (const ge::InDataAnchorPtr &dst_in_var_anchor : var_out_anchor->GetPeerInDataAnchors()) {
ge::NodePtr dst_node = dst_in_var_anchor->GetOwnerNode();
if ((dst_node->GetType() == ASSIGN) || (dst_node->GetType() == ASSIGNADD) || (dst_node->GetType() == ASSIGNSUB)) {
if (dst_in_var_anchor == dst_node->GetInDataAnchor(0)) {
GE_CHK_STATUS_RET(DealExportVariableNode(dst_node, var_node, session_id));
}
}
}
GE_CHK_STATUS_RET(SetOutVariableAttr(node, var_node, 0, session_id));
return SUCCESS;
}
Status VarMemAssignUtil::DealBroadCastNode(uint32_t graph_id, const ge::NodePtr &node,
const ge::InDataAnchorPtr &in_data_anchor, const ge::NodePtr &var_node,
uint64_t session_id) {
VarBroadCastInfo broad_cast_info;
broad_cast_info.idx = in_data_anchor->GetIdx();
broad_cast_info.var_name = var_node->GetName();
broad_cast_info.broadcast_name = node->GetName();
auto op_desc = node->GetOpDesc();
GE_CHK_BOOL_RET_STATUS(op_desc != nullptr, FAILED, "Get broadcast op %s desc is nullptr", node->GetName().c_str());
GE_IF_BOOL_EXEC(broad_cast_info.idx < 0,
GELOGI("Broadcast input index must be positive, actual %d", broad_cast_info.idx);
return INTERNAL_ERROR);
auto broad_cast_index = static_cast<size_t>(broad_cast_info.idx);
auto input_tensor_desc_ptr_vistor = op_desc->GetAllInputsDescPtr();
if (input_tensor_desc_ptr_vistor.size() <= broad_cast_index) {
REPORT_INNER_ERROR("E19999", "Get broadcast op %s input tensor desc size [%zu] < idx [%d]",
node->GetName().c_str(), input_tensor_desc_ptr_vistor.size(), broad_cast_info.idx);
GELOGE(FAILED, "Get broadcast op %s input tensor desc size [%zu] < idx [%d]", node->GetName().c_str(),
input_tensor_desc_ptr_vistor.size(), broad_cast_info.idx);
return FAILED;
}
const ge::GeTensorDescPtr input_tensor_desc =
input_tensor_desc_ptr_vistor.at(static_cast<size_t>(broad_cast_info.idx));
int64_t input_size = 0;
GE_CHK_STATUS(TensorUtils::GetSize(*input_tensor_desc, input_size), "get input size failed.");
broad_cast_info.input_size = input_size;
vector<int64_t> output_list = op_desc->GetOutputOffset();
GE_CHK_BOOL_RET_STATUS(output_list.size() > broad_cast_index, FAILED,
"Get broadcast op %s output_list size [%zu] < idx [%d]", node->GetName().c_str(),
output_list.size(), broad_cast_info.idx);
broad_cast_info.input_offset = output_list[broad_cast_info.idx];
broad_cast_info.output_offset = output_list[broad_cast_info.idx];
op_desc->SetInputOffset(output_list);
auto output_tensor_desc_ptr_vistor = op_desc->GetAllOutputsDescPtr();
GE_CHK_BOOL_RET_STATUS(output_tensor_desc_ptr_vistor.size() > broad_cast_index, FAILED,
"Get broadcast op %s output tensor desc size [%zu] < idx [%d]", node->GetName().c_str(),
output_tensor_desc_ptr_vistor.size(), broad_cast_info.idx);
const ge::GeTensorDescPtr output_tensor_desc =
output_tensor_desc_ptr_vistor.at(static_cast<size_t>(broad_cast_info.idx));
int64_t output_size = 0;
GE_CHK_STATUS(TensorUtils::GetSize(*output_tensor_desc, output_size), "get input size failed.");
broad_cast_info.output_size = output_size;
GE_CHK_BOOL_RET_STATUS(broad_cast_info.output_size == broad_cast_info.input_size, FAILED,
"Broadcast op input size[%lu] is not equal output size[%lu]", broad_cast_info.input_size,
broad_cast_info.output_size);
GE_CHK_STATUS_RET(VarManager::Instance(session_id)->SaveBroadCastInfo(graph_id, broad_cast_info));
return SUCCESS;
}
Status VarMemAssignUtil::DealVariableNode(uint32_t graph_id, const ge::NodePtr &node, uint64_t session_id) {
GE_CHK_STATUS_RET(SetOutVariableAttr(node, node, 0, session_id));
for (const ge::OutDataAnchorPtr &var_out_data_anchor : node->GetAllOutDataAnchors()) {
for (const ge::InDataAnchorPtr &dst_in_data_anchor : var_out_data_anchor->GetPeerInDataAnchors()) {
ge::NodePtr dst_node = dst_in_data_anchor->GetOwnerNode();
if (dst_node->GetType() == HCOMBROADCAST || dst_node->GetType() == HVDCALLBACKBROADCAST) {
GE_CHK_STATUS_RET(DealBroadCastNode(graph_id, dst_node, dst_in_data_anchor, node, session_id));
continue;
}
if ((dst_node->GetType() == ASSIGN) || (dst_node->GetType() == ASSIGNADD) || (dst_node->GetType() == ASSIGNSUB)) {
if (dst_in_data_anchor == dst_node->GetInDataAnchor(0)) {
GE_CHK_STATUS_RET(DealExportVariableNode(dst_node, node, session_id));
}
}
auto dst_type = dst_node->GetType();
bool is_trans_node =
(dst_type == TRANSDATA) || (dst_type == CAST) || (dst_type == TRANSPOSE) || (dst_type == PERMUTE);
if (is_trans_node) {
NodePtr final_trans_node = GetFinalTransNode(dst_node);
GE_CHK_STATUS_RET(DealTransNode(final_trans_node));
}
}
}
return SUCCESS;
}
ge::NodePtr VarMemAssignUtil::GetFinalTransNode(const ge::NodePtr &trans_node) {
NodePtr final_ref_node = trans_node;
OutDataAnchorPtr trans_out_data_anchor = trans_node->GetOutDataAnchor(0);
GE_IF_BOOL_EXEC(trans_out_data_anchor == nullptr, return final_ref_node);
for (const auto &dst_in_anchor : trans_out_data_anchor->GetPeerInDataAnchors()) {
NodePtr dst_node = dst_in_anchor->GetOwnerNode();
auto dst_type = dst_node->GetType();
bool is_trans_node =
(dst_type == TRANSDATA) || (dst_type == CAST) || (dst_type == TRANSPOSE) || (dst_type == PERMUTE);
if (is_trans_node && (dst_in_anchor->GetIdx() == 0)) {
final_ref_node = GetFinalTransNode(dst_node);
}
}
GELOGI("Final writable node is %s", final_ref_node->GetName().c_str());
return final_ref_node;
}
Status VarMemAssignUtil::DealTransNode(const ge::NodePtr &final_trans_node) {
ge::OutDataAnchorPtr final_trans_out_anchor = final_trans_node->GetOutDataAnchor(0);
GE_IF_BOOL_EXEC(final_trans_out_anchor == nullptr, return SUCCESS);
for (const ge::InDataAnchorPtr &dst_in_var_anchor : final_trans_out_anchor->GetPeerInDataAnchors()) {
ge::NodePtr dst_node = dst_in_var_anchor->GetOwnerNode();
if ((dst_node->GetType() == ASSIGN) || (dst_node->GetType() == ASSIGNADD) || (dst_node->GetType() == ASSIGNSUB)) {
GE_CHK_STATUS_RET(DealExportTransNode(dst_node, final_trans_node));
}
}
return SUCCESS;
}
Status VarMemAssignUtil::DealExportTransNode(const ge::NodePtr &node, const ge::NodePtr &final_trans_node) {
ge::OutDataAnchorPtr node_out_anchor = node->GetOutDataAnchor(0);
GE_CHECK_NOTNULL(node_out_anchor);
for (const ge::InDataAnchorPtr &dst_in_var_anchor : node_out_anchor->GetPeerInDataAnchors()) {
ge::NodePtr dst_node = dst_in_var_anchor->GetOwnerNode();
if ((dst_node->GetType() == ASSIGN) || (dst_node->GetType() == ASSIGNADD) || (dst_node->GetType() == ASSIGNSUB)) {
GE_CHK_STATUS_RET(DealExportTransNode(dst_node, final_trans_node));
}
}
GE_CHK_STATUS_RET(SetOutTransNodeToAssign(node, final_trans_node, 0));
return SUCCESS;
}
Status VarMemAssignUtil::SetOutTransNodeToAssign(const ge::NodePtr &node, const ge::NodePtr &final_trans_node,
size_t index) {
GE_CHECK_NOTNULL(node->GetOpDesc());
GE_CHECK_NOTNULL(final_trans_node->GetOpDesc());
// get final_trans_node outputOffset
vector<int64_t> final_trans_output_list = final_trans_node->GetOpDesc()->GetOutputOffset();
GE_CHECK_SIZE(final_trans_output_list.size());
// get assign_node outputOffset
vector<int64_t> output_list = node->GetOpDesc()->GetOutputOffset();
auto out_list_size = output_list.size();
GE_CHECK_SIZE(out_list_size);
GE_CHK_BOOL_RET_STATUS(index < out_list_size, FAILED, "index %zu >= output_list.size() %zu", index, out_list_size);
// final_trans_node outputOffset[0] to assign_node outputOffset[0]
GELOGI("final_trans_node outputOffset[0] is: %ld", final_trans_output_list[0]);
output_list[index] = final_trans_output_list[0];
GELOGI("Assign node outputOffset[0] is: %ld", output_list[index]);
node->GetOpDesc()->SetOutputOffset(output_list);
return SUCCESS;
}
Status VarMemAssignUtil::AssignMemory2HasRefAttrNode(ge::ComputeGraphPtr &compute_graph) {
GraphToNodeMap graph_to_node;
for (const ge::NodePtr &n : compute_graph->GetAllNodes()) {
string ref_var_src_var_name;
auto op_desc = n->GetOpDesc();
GE_CHECK_NOTNULL(op_desc);
for (uint32_t idx = 0; idx < op_desc->GetOutputsSize(); idx += 1) {
const auto out_desc = op_desc->MutableOutputDesc(idx);
if (ge::AttrUtils::GetStr(out_desc, REF_VAR_SRC_VAR_NAME, ref_var_src_var_name)) {
GE_CHK_STATUS_RET(
AssignData2VarRef(n, ref_var_src_var_name, compute_graph->GetSessionID(), idx, graph_to_node));
}
}
}
return SUCCESS;
}
Status VarMemAssignUtil::AssignData2VarRef(const ge::NodePtr &has_ref_attr_node, const string &src_var_name,
uint64_t session_id, uint32_t out_index,
GraphToNodeMap &graph_to_node) {
// Get ref_var_src_var address
auto root_graph = GraphUtils::FindRootGraph(has_ref_attr_node->GetOwnerComputeGraph());
GE_CHECK_NOTNULL(root_graph);
// Cache mapping (name to nodeptr) simproves query performance
auto &name_to_node = graph_to_node[root_graph];
if (name_to_node.empty()) {
for (const ge::NodePtr &n : root_graph->GetDirectNode()) {
name_to_node.emplace(n->GetName(), n);
}
for (auto sub_graph : root_graph->GetAllSubgraphs()) {
auto &name_to_node_sub = graph_to_node[sub_graph];
if (name_to_node_sub.empty()) {
for (const ge::NodePtr &n : sub_graph->GetDirectNode()) {
name_to_node_sub.emplace(n->GetName(), n);
}
}
}
}
ge::NodePtr var_ref_src_var = nullptr;
auto it = name_to_node.find(src_var_name);
if ((it != name_to_node.end()) && (it->second != nullptr)) {
var_ref_src_var = it->second;
} else {
for (auto sub_graph : root_graph->GetAllSubgraphs()) {
auto &name_to_node_sub = graph_to_node[sub_graph];
it = name_to_node_sub.find(src_var_name);
if ((it != name_to_node_sub.end()) && (it->second != nullptr)) {
var_ref_src_var = it->second;
break;
}
}
}
GE_IF_BOOL_EXEC(var_ref_src_var == nullptr || var_ref_src_var->GetOpDesc() == nullptr, return FAILED);
GeTensorDesc src_tensor_desc = var_ref_src_var->GetOpDesc()->GetOutputDesc(0);
uint8_t *dev_ptr = nullptr;
GE_CHK_STATUS_RET(VarManager::Instance(session_id)->GetVarAddr(src_var_name, src_tensor_desc, &dev_ptr));
GE_CHECK_NOTNULL(has_ref_attr_node->GetOpDesc());
vector<int64_t> ref_attr_node_output_list = has_ref_attr_node->GetOpDesc()->GetOutputOffset();
GE_CHECK_SIZE(ref_attr_node_output_list.size());
GE_CHK_BOOL_RET_STATUS(out_index < ref_attr_node_output_list.size(), FAILED,
"out_index %u >= ref_attr_node_output_list.size() %zu", out_index,
ref_attr_node_output_list.size());
ref_attr_node_output_list[out_index] = static_cast<int64_t>(reinterpret_cast<uintptr_t>(dev_ptr));
has_ref_attr_node->GetOpDesc()->SetOutputOffset(ref_attr_node_output_list);
GELOGI("Refresh address successfully, ref node: [%s], addr: [%ld]", has_ref_attr_node->GetName().c_str(),
ref_attr_node_output_list[out_index]);
return SUCCESS;
}
} // namespace ge