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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/cast_translate_pass.h"
-
- #include <memory>
- #include <string>
- #include <vector>
-
- #include "framework/common/debug/ge_log.h"
- #include "framework/common/ge_inner_error_codes.h"
- #include "graph/common/omg_util.h"
- #include "graph/debug/ge_attr_define.h"
- #include "graph/passes/pass_utils.h"
- #include "graph/utils/node_utils.h"
- #include "graph/utils/type_utils.h"
- #include "init/gelib.h"
- #include "opskernel_manager/ops_kernel_manager.h"
-
- namespace ge {
- bool CastTranslatePass::CheckInAndOutDataAnchor(NodePtr &node) const {
- if (node == nullptr) {
- GELOGE(FAILED, "[Check][Param] parameter node is nullptr.");
- return false;
- }
- if (node->GetOpDesc() == nullptr) {
- GELOGW("Param [node] op desc is null.");
- return false;
- }
-
- auto in_anchors = node->GetAllInDataAnchors();
- auto out_anchors = node->GetAllOutDataAnchors();
- // Cast|Translate has one input one output data anchor
- if (in_anchors.size() != 1 || out_anchors.size() != 1) {
- return false;
- }
- return true;
- }
-
- bool CastTranslatePass::IsCastNode(NodePtr &node) const {
- std::string original_type;
- GE_IF_BOOL_EXEC(GetOriginalType(node, original_type) != SUCCESS,
- GELOGW("get original type failed"); return false);
- return (original_type == CAST);
- }
-
- bool CastTranslatePass::IsTranslateNode(NodePtr &node) const {
- std::string original_type;
- GE_IF_BOOL_EXEC(GetOriginalType(node, original_type) != SUCCESS,
- GELOGW("get original type failed"); return false);
- return (original_type == TRANSLATE);
- }
-
- bool CastTranslatePass::IsSameCastOrTranslate(NodePtr &node, NodePtr &base_node) const {
- GE_IF_BOOL_EXEC(node == nullptr, GELOGW("node is null."); return false);
- GE_IF_BOOL_EXEC(base_node == nullptr, GELOGW("base_node is null."); return false);
- auto op_desc = node->GetOpDesc();
- GE_IF_BOOL_EXEC(op_desc == nullptr, return false);
- auto base_op_desc = base_node->GetOpDesc();
- GE_IF_BOOL_EXEC(base_op_desc == nullptr, return false);
- auto in_desc = op_desc->MutableInputDesc(0);
- auto out_desc = op_desc->MutableOutputDesc(0);
- auto base_in_desc = base_op_desc->MutableInputDesc(0);
- auto base_out_desc = base_op_desc->MutableOutputDesc(0);
- GE_IF_BOOL_EXEC(in_desc == nullptr, GELOGW("in_desc is null."); return false);
- GE_IF_BOOL_EXEC(out_desc == nullptr, GELOGW("out_desc is null."); return false);
- GE_IF_BOOL_EXEC(base_in_desc == nullptr, GELOGW("base_in_desc is null."); return false);
- GE_IF_BOOL_EXEC(base_out_desc == nullptr, GELOGW("base_out_desc is null."); return false);
- if (in_desc->GetDataType() == base_in_desc->GetDataType() &&
- out_desc->GetDataType() == base_out_desc->GetDataType() && in_desc->GetFormat() == base_in_desc->GetFormat() &&
- out_desc->GetFormat() == base_out_desc->GetFormat()) {
- return true;
- }
- GELOGD("Output node [%s] isn't the same Cast or Translate.", node->GetName().c_str());
- return false;
- }
-
- bool CastTranslatePass::IsNodeNeedOptimize(NodePtr &node) const {
- if (CheckInAndOutDataAnchor(node) && (IsCastNode(node) || IsTranslateNode(node))) {
- return true;
- }
- return false;
- }
-
- bool CastTranslatePass::CheckDstNode(NodePtr &out_node, bool &is_src_cast) const {
- return (CheckInAndOutDataAnchor(out_node) &&
- ((!is_src_cast && IsCastNode(out_node)) || (is_src_cast && IsTranslateNode(out_node))));
- }
-
- bool CastTranslatePass::IsNextNodeNeedOptimize(NodePtr &node, bool &is_src_cast) const {
- GE_IF_BOOL_EXEC(node == nullptr, GELOGW("cast_node is null."); return false);
- const std::string &node_name = node->GetName();
- auto out_data_nodes = node->GetOutDataNodes();
- if (out_data_nodes.empty()) {
- return false;
- }
- auto &out_node = out_data_nodes.at(0);
- bool is_first = true;
- // Cast-->all Translate; Translate-->all Cast
- for (auto &out_data_node : out_data_nodes) {
- if (out_data_node == nullptr) {
- continue;
- }
- if (CheckDstNode(out_data_node, is_src_cast) && (is_first || IsSameCastOrTranslate(out_data_node, out_node))) {
- is_first = false;
- continue;
- }
- GELOGD("[%s] Output node is %s, can't optimize.", node_name.c_str(), out_data_node->GetType().c_str());
- return false;
- }
-
- GELOGD("[%s] %zu dst nodes have the same input and output.", node_name.c_str(), out_data_nodes.size());
- return true;
- }
-
- bool CastTranslatePass::IsOpSupportedOptimize(NodePtr &cast_node, NodePtr &trans_node, bool &is_src_cast) {
- GE_IF_BOOL_EXEC(cast_node == nullptr, GELOGW("cast_node is null."); return false);
- GE_IF_BOOL_EXEC(trans_node == nullptr, GELOGW("trans_node is null."); return false);
- OpDescPtr trans_op_desc = trans_node->GetOpDesc();
- GE_IF_BOOL_EXEC(trans_op_desc == nullptr, GELOGW("trans_op_desc is null."); return false);
- // backup datatype
- const auto &trans_op_indesc = trans_op_desc->MutableInputDesc(0);
- const auto &trans_op_outdesc = trans_op_desc->MutableOutputDesc(0);
- GE_CHECK_NOTNULL_EXEC(trans_op_indesc, return false);
- GE_CHECK_NOTNULL_EXEC(trans_op_outdesc, return false);
- DataType trans_in_datatype = trans_op_indesc->GetDataType();
- DataType trans_out_datatype = trans_op_outdesc->GetDataType();
-
- auto cast_op_desc = cast_node->GetOpDesc();
- GE_IF_BOOL_EXEC(cast_op_desc == nullptr, GELOGW("cast_op_desc is null."); return false);
- const auto &cast_op_indesc = cast_op_desc->MutableInputDesc(0);
- const auto &cast_op_outdesc = cast_op_desc->MutableOutputDesc(0);
- GE_CHECK_NOTNULL_EXEC(cast_op_indesc, return false);
- GE_CHECK_NOTNULL_EXEC(cast_op_outdesc, return false);
- DataType cast_in_datatype = cast_op_indesc->GetDataType();
- DataType cast_out_datatype = cast_op_outdesc->GetDataType();
- GELOGI("CastTranslatePass, cast in %s out %s, translate in %s out %s.",
- TypeUtils::DataTypeToSerialString(cast_in_datatype).c_str(),
- TypeUtils::DataTypeToSerialString(cast_out_datatype).c_str(),
- TypeUtils::DataTypeToSerialString(trans_in_datatype).c_str(),
- TypeUtils::DataTypeToSerialString(trans_out_datatype).c_str());
-
- if (is_src_cast) {
- // A-->Cast-->Translate
- // change Translate input datatype to be the input of Cast
- // then delete Cast
- // [MutableInputDesc guarantees non empty throughout the process]
- trans_op_indesc->SetDataType(cast_in_datatype);
- } else {
- // Translate-->Cast-->A
- // change Translate output datatype to be the output of Cast
- // then delete Cast
- // [MutableInputDesc guarantees non empty throughout the process]
- trans_op_outdesc->SetDataType(cast_out_datatype);
- }
-
- if (!TranslateCheckAccuracySupported(trans_node)) {
- if (is_src_cast) {
- trans_op_desc->MutableInputDesc(0)->SetDataType(trans_in_datatype);
- } else {
- trans_op_desc->MutableOutputDesc(0)->SetDataType(trans_out_datatype);
- }
- GELOGW("CheckAccuracySupported fail, don't delete Cast[%s].", cast_node->GetName().c_str());
- return false;
- }
-
- if (is_src_cast) {
- GE_IF_BOOL_EXEC(
- !AttrUtils::SetInt(trans_op_desc, ATTR_NAME_INPUT_DATATYPE, static_cast<int64_t>(cast_in_datatype)),
- GELOGW("set ATTR_NAME_INPUT_DATATYPE failed"); return false);
- } else {
- GE_IF_BOOL_EXEC(
- !AttrUtils::SetInt(trans_op_desc, ATTR_NAME_OUTPUT_DATATYPE, static_cast<int64_t>(cast_out_datatype)),
- GELOGW("set ATTR_NAME_INPUT_DATATYPE failed"); return false);
- }
- GELOGI("CastTranslatePass, translate in %d out %d.", trans_op_indesc->GetDataType(), trans_op_outdesc->GetDataType());
- return true;
- }
-
- bool CastTranslatePass::CheckOpSupportOptimize(NodePtr &node, bool &is_src_cast) {
- GE_IF_BOOL_EXEC(node == nullptr, GELOGE(FAILED, "[Check][Param] node is nullptr."); return false);
- auto out_node = node->GetOutDataNodes().at(0);
- // N dst nodes have the same datatype and format, check the first node
- if (is_src_cast) {
- return IsOpSupportedOptimize(node, out_node, is_src_cast);
- } else {
- return IsOpSupportedOptimize(out_node, node, is_src_cast);
- }
- }
-
- Status CastTranslatePass::Run(NodePtr &node) {
- GE_CHECK_NOTNULL(node);
-
- bool is_src_cast = IsCastNode(node);
- if (!IsNodeNeedOptimize(node) || !IsNextNodeNeedOptimize(node, is_src_cast)) {
- return SUCCESS;
- }
-
- GELOGI("CastTranslatePass, optimize %s.", node->GetName().c_str());
- if (CheckOpSupportOptimize(node, is_src_cast)) {
- if (is_src_cast) {
- if (FuseDstNTranslates(node) != SUCCESS) {
- return FAILED;
- }
- return IsolateAndDeleteNode(node, {0});
- } else {
- auto out_data_nodes = node->GetOutDataNodes();
- for (auto &out_data_node : out_data_nodes) {
- if (out_data_node == nullptr) {
- continue;
- }
- if (IsolateAndDeleteNode(out_data_node, {0}) != SUCCESS) {
- REPORT_CALL_ERROR("E19999", "Isolate and delete node:%s(%s) failed",
- out_data_node->GetName().c_str(), out_data_node->GetType().c_str());
- return FAILED;
- }
- }
- }
- }
-
- return SUCCESS;
- }
-
- Status CastTranslatePass::FuseDstNTranslates(NodePtr &node) {
- GE_CHECK_NOTNULL(node);
- auto out_data_nodes = node->GetOutDataNodes();
- size_t nums = out_data_nodes.size();
- if (nums == 1) {
- return SUCCESS;
- }
-
- auto &base_node = out_data_nodes.at(0);
- GE_CHECK_NOTNULL(base_node);
- for (size_t i = 1; i < nums; i++) {
- auto &out_data_node = out_data_nodes.at(i);
- GE_CHECK_NOTNULL(out_data_node);
- AddRePassNodesWithInOut(out_data_node);
- // Has checked nodes only has one in data anchor one out data anchor
- GE_CHK_GRAPH_STATUS_RET(NodeUtils::MoveOutputEdges(out_data_node, base_node),
- "[Move][OutputEdges] failed, out data node:%s, index:0",
- base_node->GetName().c_str());
-
- // Relink in control anchor, delete in data anchor
- auto in_ctr_anchor = out_data_node->GetInControlAnchor();
- GE_CHECK_NOTNULL(in_ctr_anchor);
- for (const auto &peer_anchor : in_ctr_anchor->GetPeerOutControlAnchors()) {
- GE_CHECK_NOTNULL(base_node->GetInControlAnchor());
- GE_CHK_GRAPH_STATUS_RET(base_node->GetInControlAnchor()->LinkFrom(peer_anchor),
- "[Add][Edge] between %s and %s failed",
- base_node->GetInControlAnchor()->GetOwnerNode()->GetName().c_str(),
- peer_anchor->GetOwnerNode()->GetName().c_str());
- }
- in_ctr_anchor->UnlinkAll();
- out_data_node->GetAllInDataAnchors().at(0)->UnlinkAll();
-
- ComputeGraphPtr graph = out_data_node->GetOwnerComputeGraph();
- GE_CHECK_NOTNULL(graph);
- if (GraphUtils::RemoveNodeWithoutRelink(graph, out_data_node) != SUCCESS) {
- REPORT_CALL_ERROR("E19999", "Remove node:%s(%s) without relink in graph:%s failed",
- out_data_node->GetName().c_str(), out_data_node->GetType().c_str(), graph->GetName().c_str());
- GELOGE(FAILED, "[Remove][Node] %s(%s) without relink in graph:%s failed",
- out_data_node->GetName().c_str(), out_data_node->GetType().c_str(), graph->GetName().c_str());
- return FAILED;
- }
- AddNodeDeleted(out_data_node);
- }
-
- return SUCCESS;
- }
-
- bool CastTranslatePass::TranslateCheckAccuracySupported(NodePtr &node) {
- const OpDescPtr &op_desc = node->GetOpDesc();
- std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
- if ((instance_ptr == nullptr) || (!instance_ptr->InitFlag())) {
- GELOGW("GE is not initialized or is finalized.");
- return false;
- }
-
- OpsKernelManager &ops_kernel_manager = instance_ptr->OpsKernelManagerObj();
- GE_IF_BOOL_EXEC(op_desc == nullptr, GELOGE(FAILED, "Opdesc is nullptr"); return false);
- vector<OpInfo> op_infos = ops_kernel_manager.GetOpsKernelInfo(op_desc->GetType());
- if (op_infos.empty()) {
- GELOGI("Can not get op info by op type %s", op_desc->GetType().c_str());
- return false;
- }
-
- std::string unsupported_reason;
- for (auto &it : op_infos) {
- auto kernel_map = ops_kernel_manager.GetAllOpsKernelInfoStores();
- auto &kernel_name = it.opKernelLib;
- auto kernel_info_store = kernel_map.find(kernel_name);
- if (kernel_info_store != kernel_map.end()) {
- if (kernel_info_store->second != nullptr &&
- kernel_info_store->second->CheckAccuracySupported(node, unsupported_reason)) {
- return true;
- }
- }
- }
- GELOGI("CastTranslatePass CheckAccuracySupported[%s] fail.", op_desc->GetName().c_str());
- return false;
- }
- } // namespace ge
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