/** * 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 "transop_symmetry_elimination_pass.h" #include "common/formats/utils/formats_trans_utils.h" #include "framework/common/debug/ge_log.h" #include "framework/common/util.h" #include "graph/common/transop_util.h" #include "graph/debug/ge_attr_define.h" #include "graph/utils/graph_utils.h" #include "graph/utils/node_utils.h" #include "graph/utils/type_utils.h" #include "types.h" namespace { const std::set white_list_op{ge::TRANSPOSED, ge::RESHAPE, ge::REFORMAT, ge::CAST, ge::TRANSDATA}; } // namespace namespace ge { Status TransOpSymmetryEliminationPass::Run(NodePtr &node) { GE_CHECK_NOTNULL(node); GE_CHECK_NOTNULL(node->GetOpDesc()); if (white_list_op.find(node->GetType()) == white_list_op.end()) { return SUCCESS; } GELOGD("Symmetry Elimination Pass in."); for (const auto &out_anchor : node->GetAllOutDataAnchors()) { GE_CHECK_NOTNULL(out_anchor); for (const auto &peer_in_anchor : out_anchor->GetPeerInDataAnchors()) { GE_CHECK_NOTNULL(peer_in_anchor); GE_CHECK_NOTNULL(peer_in_anchor->GetOwnerNode()); GE_CHECK_NOTNULL(peer_in_anchor->GetOwnerNode()->GetOpDesc()); if (!CheckCanBeEliminated(node, peer_in_anchor)) { continue; } auto dst_node = peer_in_anchor->GetOwnerNode(); Status ret = EliminateTransOp(node, out_anchor, dst_node, peer_in_anchor); if (ret != SUCCESS) { // if eliminate failed ,it should't break precess, so give a warning here GELOGW("Eliminate %s and %s failed, ignore current pass.", node->GetName().c_str(), dst_node->GetName().c_str()); return ret; } } } GELOGD("Symmetry Elimination Pass end."); return SUCCESS; } bool TransOpSymmetryEliminationPass::CheckCanBeEliminated(const ge::NodePtr &src_node, const InDataAnchorPtr &dst_in_anchor) { auto dst_node = dst_in_anchor->GetOwnerNode(); if (src_node->GetType() != dst_node->GetType()) { GELOGD("Pre node %s type %s is not equal with node %s type %s. Ignore pass.", src_node->GetName().c_str(), src_node->GetType().c_str(), dst_node->GetName().c_str(), dst_node->GetType().c_str()); return false; } if (dst_in_anchor->GetIdx() != TransOpUtil::GetTransOpDataIndex(src_node)) { GELOGD("Next node %s type %s input %d is not for transform. Ignore pass.", dst_node->GetName().c_str(), dst_node->GetType().c_str(), dst_in_anchor->GetIdx()); return false; } if (src_node->GetType() == ge::RESHAPE) { GE_CHECK_NOTNULL(src_node->GetOpDesc()); auto unknown_dims_num = GetUnknownDimsNum(src_node->GetOpDesc()->GetInputDesc(0)); if (unknown_dims_num != 0 && (unknown_dims_num == UNKNOWN_DIM_NUM || unknown_dims_num > 1)) { GELOGD("Pre node %s is reshape op which input is dynamic shape and has more than one unknown dimension. " "Ignore pass.", src_node->GetName().c_str()); return false; } } else if (src_node->GetType() == ge::TRANSPOSED) { if (!JudgeTransposeDBack2Raw(src_node, dst_node)) { GELOGD("Two Transpose op src node %s dst node %s will change the raw data. Ignore pass.", src_node->GetName().c_str(), dst_node->GetName().c_str()); return false; } } else if (src_node->GetType() == ge::TRANSDATA) { auto unknown_dims_num = GetUnknownDimsNum(src_node->GetOpDesc()->GetInputDesc(0)); if (unknown_dims_num == UNKNOWN_DIM_NUM) { GELOGD("Pre node %s is transdata op which input is dynamic shape and all dimension are unknown(-2). Ignore pass.", src_node->GetName().c_str()); return false; } } return TransOpUtil::CheckPrecisionLoss(src_node) && DescAreSymmetry(src_node, dst_node); } bool TransOpSymmetryEliminationPass::DescAreSymmetry(const NodePtr &src_node, const NodePtr &dst_node) { const auto &src_input_desc = src_node->GetOpDesc()->MutableInputDesc(0); const auto &dst_output_desc = dst_node->GetOpDesc()->MutableOutputDesc(0); GE_CHECK_NOTNULL(src_input_desc); GE_CHECK_NOTNULL(dst_output_desc); const auto &src_input_dtype = src_input_desc->GetDataType(); const auto &src_input_format = src_input_desc->GetFormat(); const auto &src_input_shape = src_input_desc->GetShape().GetDims(); const auto &dst_output_dtype = dst_output_desc->GetDataType(); const auto &dst_output_format = dst_output_desc->GetFormat(); const auto &dst_output_shape = dst_output_desc->GetShape().GetDims(); bool is_symmetry = true; if (src_node->GetType() == CAST && dst_node->GetType() == CAST) { bool is_format_symmetry = (src_input_format == dst_output_format) || (dst_output_format == FORMAT_ND) || (src_input_format == FORMAT_ND); is_symmetry = (src_input_dtype == dst_output_dtype) && is_format_symmetry; } else { is_symmetry = (src_input_dtype == dst_output_dtype) && (src_input_shape == dst_output_shape) && (src_input_format == dst_output_format); } if (!is_symmetry) { GELOGD("Not satisfied symmetry. ignore pass.\n" "Src node %s input type: %s format: %s shape: %s, " "dst node %s output type: %s format: %s shape: %s. ", src_node->GetName().c_str(), TypeUtils::DataTypeToSerialString(src_input_dtype).c_str(), TypeUtils::FormatToSerialString(src_input_format).c_str(), formats::ShapeToString(src_input_shape).c_str(), dst_node->GetName().c_str(), TypeUtils::DataTypeToSerialString(dst_output_dtype).c_str(), TypeUtils::FormatToSerialString(dst_output_format).c_str(), formats::ShapeToString(dst_output_shape).c_str()); } return is_symmetry; } int TransOpSymmetryEliminationPass::GetUnknownDimsNum(const GeTensorDesc& node_desc){ // // unknown_dims_num != 0 , is dynamic shape // unknown_dims_num = UNKNOWN_DIM_NUM , all dims are unknown // unknown_dims_num = n , n > 0 , has n dims unknown // int unknown_dims_num = 0; auto ge_shape = node_desc.GetShape(); for (const auto dim : ge_shape.GetDims()) { if (dim == UNKNOWN_DIM_NUM) { return UNKNOWN_DIM_NUM; } if (dim == UNKNOWN_DIM) { ++unknown_dims_num; } } return unknown_dims_num; } bool TransOpSymmetryEliminationPass::JudgeTransposeDBack2Raw(const NodePtr &src_node, const NodePtr &dst_node) { // // A transpose to C : A---->(perm_1)---->B---->(perm_2)---->C // we want to judge A is equal with C or not // suppose A = C then: // 1. B[i] = A[perm_1[i]] // 2. C[i] = B[perm_2[i]] // 3. combine 1 and 2 then: C[i] = A[perm_1[perm_2[i]]] // which we get through 3: i = perm_1[perm_2[i]] // vector src_node_perm; (void)AttrUtils::GetListInt(src_node->GetOpDesc(), ge::PERMUTE_ATTR_PERM, src_node_perm); vector dst_node_perm; (void)AttrUtils::GetListInt(dst_node->GetOpDesc(), ge::PERMUTE_ATTR_PERM, dst_node_perm); if (src_node_perm.size() != dst_node_perm.size()) { return false; } for (size_t src_index = 0; src_index < src_node_perm.size(); ++src_index) { if (dst_node_perm[src_index] >= static_cast(src_node_perm.size())) { return false; } if (static_cast(src_index) != src_node_perm[dst_node_perm[src_index]]) { return false; } } return true; } Status TransOpSymmetryEliminationPass::EliminateTransOp(NodePtr &src_node, const OutDataAnchorPtr &src_out_anchor, NodePtr &dst_node, const InDataAnchorPtr &dst_in_anchor) { // Two transform nodes can be offset like A->T1->T2->B // 1.Unlink T1->T2 auto ret = src_out_anchor->Unlink(dst_in_anchor); if (ret != GRAPH_SUCCESS) { GELOGE(FAILED, "Unlink data anchor from %s to %s.", src_node->GetName().c_str(), dst_node->GetName().c_str()); return ret; } // 2.Link A->T2 auto data_idx = TransOpUtil::GetTransOpDataIndex(src_node); auto in_anchor = src_node->GetInDataAnchor(data_idx); GE_CHECK_NOTNULL(in_anchor); GE_CHECK_NOTNULL(in_anchor->GetPeerOutAnchor()); auto pre_normal_node = in_anchor->GetPeerOutAnchor()->GetOwnerNode(); ret = GraphUtils::AddEdge(in_anchor->GetPeerOutAnchor(), dst_in_anchor); if (ret != GRAPH_SUCCESS) { GELOGE(FAILED, "Add data edge from %s to %s failed.", pre_normal_node->GetName().c_str(), dst_node->GetName().c_str()); return ret; } // 3.Copy in-control/data-in-control from T1->T2 ret = GraphUtils::CopyInCtrlEdges(src_node, dst_node); if (ret != GRAPH_SUCCESS) { GELOGE(FAILED, "Copy control edge from %s to %s failed.", src_node->GetName().c_str(), dst_node->GetName().c_str()); return ret; } // 4.Add control edge from T1 other input to T2, like reshape second input for (const auto &in_node : src_node->GetInDataNodes()) { if (in_node->GetName() == pre_normal_node->GetName()) { continue; } ret = GraphUtils::AddEdge(in_node->GetOutControlAnchor(), dst_node->GetInControlAnchor()); if (ret != GRAPH_SUCCESS) { GELOGE(FAILED, "Add control edge from %s to %s failed.", in_node->GetName().c_str(), dst_node->GetName().c_str()); return ret; } } // 5.IsolateAndDelete T2, A will link to B automatically, and all control edge will also relink. ret = IsolateAndDeleteNode(dst_node, {0}); if (ret != GRAPH_SUCCESS) { GELOGE(INTERNAL_ERROR, "Isolate removed node: %s, type: %s failed", dst_node->GetName().c_str(), dst_node->GetType().c_str()); return ret; } GELOGI("Trans op symmetry eliminate successfully. Node %s has been removed.", dst_node->GetName().c_str()); // 6.If T1 has no data out, isolate and deleted it. ret = RemoveTransOpWithoutOutput(pre_normal_node, src_node); if (ret != GRAPH_SUCCESS) { GELOGE(ret, "Isolate removed node: %s, type: %s failed", src_node->GetName().c_str(), src_node->GetType().c_str()); return ret; } return SUCCESS; } Status TransOpSymmetryEliminationPass::RemoveTransOpWithoutOutput(NodePtr &pre_node, NodePtr &trans_node) { if (trans_node->GetOutDataNodesSize() == 0) { // 6.1 Copy out control to pre normal node Status ret = GraphUtils::CopyOutCtrlEdges(trans_node, pre_node); if (ret != GRAPH_SUCCESS) { GELOGE(FAILED, "Copy control edge from %s to %s failed.", trans_node->GetName().c_str(), pre_node->GetName().c_str()); return ret; } // 6.2 Isolate and delete T1 ret = IsolateAndDeleteNode(trans_node, {}); if (ret != GRAPH_SUCCESS) { GELOGE(INTERNAL_ERROR, "Isolate removed node: %s, type: %s failed", trans_node->GetName().c_str(), trans_node->GetType().c_str()); return ret; } GELOGI("Trans op symmetry eliminate successfully. Node %s has been removed.", trans_node->GetName().c_str()); } return SUCCESS; } } // namespace ge