/** * 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 #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 output_list = n->GetOpDesc()->GetOutputOffset(); GE_IF_BOOL_EXEC(output_list.empty(), return FAILED); output_list[0] = static_cast(reinterpret_cast(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 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(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(reinterpret_cast(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(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(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 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(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 final_trans_output_list = final_trans_node->GetOpDesc()->GetOutputOffset(); GE_CHECK_SIZE(final_trans_output_list.size()); // get assign_node outputOffset vector 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 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(reinterpret_cast(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