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graphengine/ge/graph/passes/reshape_recovery_pass.cc

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/**
* 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/passes/reshape_recovery_pass.h"
#include "common/ge/ge_util.h"
namespace ge {
namespace {
NodePtr CreateReshape(const ConstGeTensorDescPtr &src, const ConstGeTensorDescPtr &dst, const ComputeGraphPtr &graph) {
static std::atomic_long reshape_num(0);
auto next_num = reshape_num.fetch_add(1);
auto reshape = MakeShared<OpDesc>("Reshape_ReshapeRecoveryPass_" + std::to_string(next_num), RESHAPE);
if (reshape == nullptr) {
return nullptr;
}
auto ret = reshape->AddInputDesc("x", *src);
if (ret != GRAPH_SUCCESS) {
return nullptr;
}
ret = reshape->AddInputDesc("shape", GeTensorDesc(GeShape(), Format(), DT_INT32));
if (ret != GRAPH_SUCCESS) {
return nullptr;
}
ret = reshape->AddOutputDesc("y", *dst);
if (ret != GRAPH_SUCCESS) {
return nullptr;
}
return graph->AddNode(reshape);
}
Status InsertReshapeIfNeed(const NodePtr &node) {
GE_CHECK_NOTNULL(node);
GE_CHECK_NOTNULL(node->GetOpDesc());
for (auto src_anchor : node->GetAllOutDataAnchors()) {
auto src_tensor = node->GetOpDesc()->GetOutputDescPtr(src_anchor->GetIdx());
GE_CHECK_NOTNULL(src_tensor);
for (auto dst_anchor : src_anchor->GetPeerInDataAnchors()) {
auto dst_node = dst_anchor->GetOwnerNode();
GELOGD("Try insert reshape between %s[%d] and %s[%d] to keep the shape continues",
node->GetName().c_str(), src_anchor->GetIdx(), dst_node->GetName().c_str(), dst_anchor->GetIdx());
GE_CHECK_NOTNULL(dst_node);
GE_CHECK_NOTNULL(dst_node->GetOpDesc());
auto dst_tensor = dst_node->GetOpDesc()->GetInputDescPtr(dst_anchor->GetIdx());
GE_CHECK_NOTNULL(dst_tensor);
bool is_need_insert_reshape = src_tensor->GetShape().GetDims() != UNKNOWN_RANK &&
dst_tensor->GetShape().GetDims() != UNKNOWN_RANK &&
src_tensor->GetShape().GetDims() != dst_tensor->GetShape().GetDims();
if (is_need_insert_reshape) {
auto reshape = CreateReshape(src_tensor, dst_tensor, node->GetOwnerComputeGraph());
GE_CHECK_NOTNULL(reshape);
auto ret = GraphUtils::InsertNodeBetweenDataAnchors(src_anchor, dst_anchor, reshape);
if (ret != GRAPH_SUCCESS) {
GELOGE(INTERNAL_ERROR, "Failed to insert reshape between node %s and %s",
node->GetName().c_str(), dst_node->GetName().c_str());
return INTERNAL_ERROR;
}
GELOGI("Insert reshape between %s and %s to keep the shape continues",
node->GetName().c_str(), dst_node->GetName().c_str());
}
}
}
return SUCCESS;
}
} // namespace
Status ReshapeRecoveryPass::Run(ComputeGraphPtr graph) {
for (const auto &node : graph->GetDirectNode()) {
auto ret = InsertReshapeIfNeed(node);
if (ret != SUCCESS) {
return ret;
}
}
return SUCCESS;
}
} // namespace ge