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- /**
- * Copyright 2019-2020 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/passes/memcpy_addr_async_pass.h"
-
- #include "common/ge/ge_util.h"
- #include "framework/common/debug/log.h"
- #include "graph/utils/node_utils.h"
- #include "graph/utils/op_desc_utils.h"
- #include "graph/utils/tensor_utils.h"
-
- namespace ge {
- Status MemcpyAddrAsyncPass::Run(ComputeGraphPtr graph) {
- GE_CHECK_NOTNULL(graph);
- for (auto &node : graph->GetAllNodes()) {
- auto op_desc = node->GetOpDesc();
- GE_IF_BOOL_EXEC(op_desc == nullptr, continue);
-
- if (op_desc->GetType() == STREAMSWITCHN || op_desc->GetType() == STREAMMERGE) {
- Status ret = AddMemcpyAddrAsyncNode(graph, node);
- if (ret != SUCCESS) {
- GELOGE(ret, "AddMemcpyAddrAsyncNode failed.");
- return ret;
- }
- }
- // handle data->netoutput, const->netoutput in root graph, use mem_addr_async to improve performance
- if (op_desc->GetType() == NETOUTPUT) {
- // check this netoutput is on root graph
- if (node->GetOwnerComputeGraph()->GetParentNode() == nullptr) {
- Status ret = InsertMemAddrAsyncNodeBeforeNetoutput(node->GetOwnerComputeGraph(), node);
- if (ret != SUCCESS) {
- GELOGE(ret, "AddMemcpyAddrAsyncNode failed.");
- return ret;
- }
- }
- }
- }
- return SUCCESS;
- }
-
- Status MemcpyAddrAsyncPass::AddMemcpyAddrAsyncNode(const ComputeGraphPtr &graph, const NodePtr &node) {
- GELOGI("Start AddMemcpyAddrAsyncNode for %s.", node->GetName().c_str());
- for (InDataAnchorPtr &in_data_anchor : node->GetAllInDataAnchors()) {
- OutDataAnchorPtr peer_out_anchor = in_data_anchor->GetPeerOutAnchor();
- GE_IF_BOOL_EXEC(peer_out_anchor == nullptr, continue);
- NodePtr in_node = peer_out_anchor->GetOwnerNode();
-
- if (in_node->GetType() == DATA) {
- ComputeGraphPtr owner_graph = in_node->GetOwnerComputeGraph();
- GE_CHECK_NOTNULL(owner_graph);
- // Data is in parent_graph
- if (owner_graph->GetParentGraph() == nullptr) {
- GELOGI("Need to insert MemcpyAddrAsync directly when data in parent graph.");
- NodePtr memcpy_addr_async_node = CreateMemcpyAddrAsyncNode(graph, peer_out_anchor, node);
- GE_IF_BOOL_EXEC(memcpy_addr_async_node == nullptr, GELOGE(INTERNAL_ERROR, "CreateMemcpyAddrAsyncNode failed.");
- return INTERNAL_ERROR);
-
- Status ret = InsertMemcpyAddrAsyncNode(peer_out_anchor, in_data_anchor, memcpy_addr_async_node);
- GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGE(ret, "InsertMemcpyAddrAsyncNode failed."); return ret);
- } else {
- uint32_t parent_index = 0;
- if (!AttrUtils::GetInt(in_node->GetOpDesc(), ATTR_NAME_PARENT_NODE_INDEX, parent_index)) {
- GELOGE(INTERNAL_ERROR, "Failed to get parent index of %s", in_node->GetName().c_str());
- return INTERNAL_ERROR;
- }
- // Data is in sub_graph
- GELOGI("Need to find data in parent graph, then insert MemcpyAddrAsync.");
- NodePtr parent_node = owner_graph->GetParentNode();
- user_data_for_known_ = in_node;
- out_of_user_data_for_known_ = node;
- peer_out_anchor_for_known_ = peer_out_anchor;
- in_anchor_for_known_ = in_data_anchor;
- FindUserData(parent_node, parent_index);
- if (find_user_data_) {
- GELOGI("Insert memcpy_addr_async for non_dynamic.");
- GE_CHECK_NOTNULL(peer_out_anchor_);
- NodePtr memcpy_addr_async_node = CreateMemcpyAddrAsyncNode(graph, peer_out_anchor_, out_of_user_data_);
- GE_IF_BOOL_EXEC(memcpy_addr_async_node == nullptr,
- GELOGE(INTERNAL_ERROR, "CreateMemcpyAddrAsyncNode failed.");
- return INTERNAL_ERROR);
-
- Status ret = InsertMemcpyAddrAsyncNode(peer_out_anchor_, in_anchor_, memcpy_addr_async_node);
- GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGE(ret, "InsertMemcpyAddrAsyncNode failed."); return ret);
- }
- if (find_user_data_for_known_) {
- GELOGI("Insert memcpy_addr_async for known graph.");
- auto sub_graph = user_data_for_known_->GetOwnerComputeGraph();
- NodePtr memcpy_addr_async_node =
- CreateMemcpyAddrAsyncNode(sub_graph, peer_out_anchor_for_known_, out_of_user_data_for_known_);
- GE_IF_BOOL_EXEC(memcpy_addr_async_node == nullptr,
- GELOGE(INTERNAL_ERROR, "CreateMemcpyAddrAsyncNode for known failed.");
- return INTERNAL_ERROR);
-
- Status ret =
- InsertMemcpyAddrAsyncNode(peer_out_anchor_for_known_, in_anchor_for_known_, memcpy_addr_async_node);
- GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGE(ret, "InsertMemcpyAddrAsyncNode for known failed."); return ret);
- }
- }
- }
- }
- return SUCCESS;
- }
-
- void MemcpyAddrAsyncPass::FindUserDataForKnown(const NodePtr &parent_node, uint32_t &parent_index) {
- GELOGI("Start FindUserDataForKnown of %s.", parent_node->GetName().c_str());
- if (user_data_for_known_->GetOpDesc() == nullptr) {
- GELOGI("Cannot get op_desc of %s.", user_data_for_known_->GetName().c_str());
- return;
- }
- string src_var_name;
- if (ge::AttrUtils::GetStr(user_data_for_known_->GetOpDesc(), REF_VAR_SRC_VAR_NAME, src_var_name)) {
- GELOGI("The data in known graph is variable, no need to insert memcpy_addr_async.");
- find_user_data_for_known_ = false;
- return;
- } else {
- find_user_data_for_known_ = true;
- }
- }
-
- void MemcpyAddrAsyncPass::FindUserDataForNonDynamic(const ge::NodePtr &parent_node, uint32_t &parent_index) {
- GELOGI("Start to FindUserDataForNonDynamic of %s.", parent_node->GetName().c_str());
- InDataAnchorPtr in_data_anchor = parent_node->GetInDataAnchor(parent_index);
- OutDataAnchorPtr out_anchor = in_data_anchor->GetPeerOutAnchor();
- GE_IF_BOOL_EXEC(out_anchor == nullptr,
- GELOGE(INTERNAL_ERROR, "Cannot find out_anchor of %s.", parent_node->GetName().c_str());
- return);
- NodePtr in_node = out_anchor->GetOwnerNode();
- GELOGI("in_node of parent_node is %s.", in_node->GetName().c_str());
- if (in_node->GetType() == DATA) {
- if (in_node->GetOwnerComputeGraph()->GetParentGraph() != nullptr) {
- // DATA is in sub graph again, update user_data of known firstly
- user_data_for_known_ = in_node;
- out_of_user_data_for_known_ = parent_node;
- peer_out_anchor_for_known_ = out_anchor;
- in_anchor_for_known_ = in_data_anchor;
- NodePtr pre_in_node = in_node->GetOwnerComputeGraph()->GetParentNode();
- if (!AttrUtils::GetInt(in_node->GetOpDesc(), ATTR_NAME_PARENT_NODE_INDEX, parent_index)) {
- GELOGE(INTERNAL_ERROR, "Failed to refresh parent index of %s", in_node->GetName().c_str());
- return;
- }
- FindUserData(pre_in_node, parent_index);
- } else {
- // DATA is in parent graph and not has input
- user_data_ = in_node;
- out_of_user_data_ = parent_node;
- peer_out_anchor_ = out_anchor;
- in_anchor_ = in_data_anchor;
- find_user_data_ = true;
- GELOGI("%s connect with %s, will insert memcpyaddr.", user_data_->GetName().c_str(),
- out_of_user_data_->GetName().c_str());
- }
- } else if (in_node->GetType() == IF || in_node->GetType() == WHILE || in_node->GetType() == CASE) {
- if (!AttrUtils::GetInt(parent_node->GetOpDesc(), ATTR_NAME_PARENT_NODE_INDEX, parent_index)) {
- GELOGE(INTERNAL_ERROR, "Failed to refresh parent index of %s", in_node->GetName().c_str());
- return;
- }
- FindUserData(in_node, parent_index);
- } else {
- GELOGI("%s connect with %s, which is not user_data.", parent_node->GetName().c_str(), in_node->GetName().c_str());
- find_user_data_ = false;
- }
- }
-
- void MemcpyAddrAsyncPass::FindUserData(const NodePtr &parent_node, uint32_t &parent_index) {
- auto parent_op_desc = parent_node->GetOpDesc();
- if (parent_op_desc == nullptr) {
- GELOGI("Cannot get op_desc of %s.", parent_node->GetName().c_str());
- return;
- }
- bool is_unknown_shape = false;
- if (parent_node->GetType() == PARTITIONEDCALL &&
- AttrUtils::GetBool(parent_op_desc, ATTR_NAME_IS_UNKNOWN_SHAPE, is_unknown_shape) && !is_unknown_shape) {
- FindUserDataForKnown(parent_node, parent_index);
- } else {
- FindUserDataForNonDynamic(parent_node, parent_index);
- }
- }
-
- NodePtr MemcpyAddrAsyncPass::CreateMemcpyAddrAsyncNode(const ComputeGraphPtr &graph,
- const OutDataAnchorPtr &out_data_anchor,
- const NodePtr &out_of_user_data) {
- GELOGD("Start CreateMemcpyAddrAsyncNode.");
- OpDescPtr pre_op_desc = out_data_anchor->GetOwnerNode()->GetOpDesc();
- GE_CHK_BOOL_EXEC(pre_op_desc != nullptr, return nullptr, "Op_desc of pre node is invalid.");
- std::string node_name = pre_op_desc->GetName() + "_" + MEMCPYADDRASYNC;
-
- OpDescPtr op_desc = MakeShared<OpDesc>(node_name, MEMCPYADDRASYNC);
- GE_CHECK_NOTNULL_EXEC(op_desc, return nullptr);
-
- if (op_desc->AddInputDesc(pre_op_desc->GetOutputDesc(out_data_anchor->GetIdx())) != GRAPH_SUCCESS) {
- GELOGE(INTERNAL_ERROR, "Add memcpy_addr_async input desc failed.");
- return nullptr;
- }
-
- if (op_desc->AddOutputDesc(pre_op_desc->GetOutputDesc(out_data_anchor->GetIdx())) != GRAPH_SUCCESS) {
- GELOGE(INTERNAL_ERROR, "Add memcpy_addr_async output desc failed.");
- return nullptr;
- }
-
- int64_t stream_id = out_of_user_data->GetOpDesc()->GetStreamId();
- op_desc->SetStreamId(stream_id);
- GELOGI("SetStreamId: Node %s assign stream is %ld.", op_desc->GetName().c_str(), stream_id);
- bool labeled_input = false;
- (void)ge::AttrUtils::GetBool(out_of_user_data->GetOpDesc(), ATTR_NAME_NODE_CONNECT_INPUT, labeled_input);
- if (labeled_input) {
- if (!ge::AttrUtils::SetBool(out_of_user_data->GetOpDesc(), ATTR_NAME_NODE_CONNECT_INPUT, false)) {
- GELOGE(FAILED, "Failed to unset attr %s for node %s.", ATTR_NAME_NODE_CONNECT_INPUT.c_str(),
- out_of_user_data->GetName().c_str());
- return nullptr;
- }
- if (!ge::AttrUtils::SetBool(op_desc, ATTR_NAME_NODE_CONNECT_INPUT, true)) {
- GELOGE(FAILED, "Failed to set attr %s for node %s.", ATTR_NAME_NODE_CONNECT_INPUT.c_str(),
- op_desc->GetName().c_str());
- return nullptr;
- }
- }
-
- NodePtr memcpy_addr_async_node = graph->AddNodeAfter(op_desc, out_data_anchor->GetOwnerNode());
- GE_CHECK_NOTNULL_EXEC(memcpy_addr_async_node, return nullptr);
-
- return memcpy_addr_async_node;
- }
-
- Status MemcpyAddrAsyncPass::InsertMemcpyAddrAsyncNode(const OutDataAnchorPtr &out_anchor,
- const InDataAnchorPtr &in_anchor, const NodePtr &node) {
- // insert memcpy_addr of each user_data and out_of_user_data
- if (GraphUtils::RemoveEdge(out_anchor, in_anchor) != GRAPH_SUCCESS) {
- GELOGE(INTERNAL_ERROR, "Remove edge of %s and %s failed.", out_anchor->GetOwnerNode()->GetName().c_str(),
- in_anchor->GetOwnerNode()->GetName().c_str());
- return INTERNAL_ERROR;
- }
- if (GraphUtils::AddEdge(out_anchor, node->GetInDataAnchor(0)) != GRAPH_SUCCESS) {
- GELOGE(INTERNAL_ERROR, "Add edge of %s and %s failed.", out_anchor->GetOwnerNode()->GetName().c_str(),
- node->GetName().c_str());
- return INTERNAL_ERROR;
- }
- if (GraphUtils::AddEdge(node->GetOutDataAnchor(0), in_anchor) != GRAPH_SUCCESS) {
- GELOGE(INTERNAL_ERROR, "Add edge of %s and %s failed.", node->GetName().c_str(),
- in_anchor->GetOwnerNode()->GetName().c_str());
- return INTERNAL_ERROR;
- }
- return SUCCESS;
- }
-
- Status MemcpyAddrAsyncPass::InsertMemAddrAsyncNodeBeforeNetoutput(const ComputeGraphPtr &graph, const NodePtr &node) {
- GELOGI("Start AddMemcpyAddrAsyncNode for %s.", node->GetName().c_str());
- for (const auto &in_data_anchor : node->GetAllInDataAnchors()) {
- auto in_node = NodeUtils::GetInDataNodeByIndex(*node, in_data_anchor->GetIdx());
- GE_CHECK_NOTNULL(in_node);
- auto peer_out_anchor = in_data_anchor->GetPeerOutAnchor();
- if ((in_node->GetType() != CONSTANT) &&
- (in_node->GetType() != CONSTANTOP) &&
- (in_node->GetType() != DATA)) {
- continue;
- }
- auto desc = in_node->GetOpDesc();
- GE_CHECK_NOTNULL(desc);
- if (IsEmptyTenor(desc->GetOutputDesc(peer_out_anchor->GetIdx()).GetShape())) {
- continue;
- }
- GELOGI("Need to insert MemcpyAddrAsync before netoutput on parent graph.");
- NodePtr memcpy_addr_async_node = CreateMemcpyAddrAsyncNode(graph, peer_out_anchor, in_node);
- GE_IF_BOOL_EXEC(memcpy_addr_async_node == nullptr, GELOGE(INTERNAL_ERROR, "CreateMemcpyAddrAsyncNode failed.");
- return INTERNAL_ERROR);
-
- Status ret = InsertMemcpyAddrAsyncNode(peer_out_anchor, in_data_anchor, memcpy_addr_async_node);
- GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGE(ret, "InsertMemcpyAddrAsyncNode failed."); return ret);
- GELOGI("Insert mem_addr_async node %s success between %s and %s.", memcpy_addr_async_node->GetName().c_str(),
- in_node->GetName().c_str(), node->GetName().c_str());
- // if src node is const, need to update attr and offset here because this pass process is after offset set.
- if ((in_node->GetType() == CONSTANT) || (in_node->GetType() == CONSTANTOP)) {
- NodeUtils::UpdateIsInputConst(memcpy_addr_async_node);
- auto output_desc = node->GetOpDesc();
- GE_CHECK_NOTNULL(output_desc);
- auto output_tensor_desc = output_desc->MutableInputDesc(static_cast<uint32_t>(in_data_anchor->GetIdx()));
- int64_t data_offset = 0;
- (void)TensorUtils::GetDataOffset(*output_tensor_desc, data_offset);
- auto input_tensor = memcpy_addr_async_node->GetOpDesc()->MutableInputDesc(0);
- GELOGI("Need update const Offset %ld to op [%s]", data_offset, memcpy_addr_async_node->GetName().c_str());
- TensorUtils::SetDataOffset(*input_tensor, data_offset);
- TensorUtils::SetDataOffset(*output_tensor_desc, 0);
- }
- }
- NodeUtils::UpdateIsInputConst(node);
- return SUCCESS;
- }
-
- bool MemcpyAddrAsyncPass::IsEmptyTenor(const GeShape &shape) const {
- for (const auto dim : shape.GetDims()) {
- if (dim == 0) {
- return true;
- }
- }
- return false;
- }
- } // namespace ge
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