/** * 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/transop_nearby_allreduce_fusion_pass.h" #include "framework/common/debug/ge_log.h" #include "common/debug/log.h" #include "common/types.h" #include "graph/utils/graph_utils.h" #include "graph/common/transop_util.h" namespace ge { Status TransOpNearbyAllreduceFusionPass::Run(NodePtr &node) { if (node == nullptr) { GELOGW("null node is existed in graph"); return SUCCESS; } if (node->GetType() == HCOMALLREDUCE || node->GetType() == HVDCALLBACKALLREDUCE) { GELOGI("found allreduce op %s", node->GetName().c_str()); Status ret = RemoveNearbyPairedTransOps(node); if (ret != SUCCESS) { GELOGE(FAILED, "failed to remove paired transop for allreduce op %s", node->GetName().c_str()); return FAILED; } GELOGI("successfully remove paired transop for allreduce op (%s)", node->GetName().c_str()); } return SUCCESS; } bool TransOpNearbyAllreduceFusionPass::IsSymmetricTransOps(const NodePtr &node1, const NodePtr &node2) { if (node1 == nullptr || node2 == nullptr || node1->GetOpDesc() == nullptr || node2->GetOpDesc() == nullptr) { return false; } if (node1->GetType() != TRANSDATA || node2->GetType() != TRANSDATA) { return false; } // two symmetric trans ops should have same type if (node1->GetType() != node2->GetType()) { return false; } const auto &node1_input_desc = node1->GetOpDesc()->MutableInputDesc(0); const auto &node1_output_desc = node1->GetOpDesc()->MutableOutputDesc(0); GE_CHECK_NOTNULL_EXEC(node1_input_desc, return false); GE_CHECK_NOTNULL_EXEC(node1_output_desc, return false); const auto &node2_input_desc = node2->GetOpDesc()->MutableInputDesc(0); const auto &node2_output_desc = node2->GetOpDesc()->MutableOutputDesc(0); GE_CHECK_NOTNULL_EXEC(node2_input_desc, return false); GE_CHECK_NOTNULL_EXEC(node2_output_desc, return false); // two symmetric trans ops should have symmetric input/output datatype GELOGD("format: nod1_input=%d, nod1_output=%d, nod2_input=%d, nod2_output=%d", node1_input_desc->GetFormat(), node1_output_desc->GetFormat(), node2_input_desc->GetFormat(), node2_output_desc->GetFormat()); if (node1_input_desc->GetFormat() != node2_output_desc->GetFormat() || node1_output_desc->GetFormat() != node2_input_desc->GetFormat()) { return false; } // two symmetric trans ops should have symmetric input/output format GELOGD("datatype: nod1_input=%d, nod1_output=%d, nod2_input=%d, nod2_output=%d", node1_input_desc->GetDataType(), node1_output_desc->GetDataType(), node2_input_desc->GetDataType(), node2_output_desc->GetDataType()); if (node1_input_desc->GetDataType() != node2_output_desc->GetDataType() || node1_output_desc->GetDataType() != node2_input_desc->GetDataType()) { return false; } // two symmetric trans ops should have symmetric input/output shape if (node1_input_desc->GetShape().GetDims() != node2_output_desc->GetShape().GetDims() || node1_output_desc->GetShape().GetDims() != node2_input_desc->GetShape().GetDims()) { return false; } return true; } Status TransOpNearbyAllreduceFusionPass::RemoveNearbyPairedTransOps(const NodePtr &node) { if (node == nullptr) { return FAILED; } GELOGI("find allReduce node %s", node->GetName().c_str()); auto in_data_anchors = node->GetAllInDataAnchors(); auto out_data_anchors = node->GetAllOutDataAnchors(); if (in_data_anchors.size() != out_data_anchors.size()) { GELOGE(FAILED, "in and out data anchor size are not equal, node=%s, in_size=%zu, out_size=%zu", node->GetName().c_str(), in_data_anchors.size(), out_data_anchors.size()); return FAILED; } size_t data_anchor_size = in_data_anchors.size(); GELOGI("node = %s, data_anchor_size = %zu", node->GetName().c_str(), data_anchor_size); size_t removed_node_count = 0; for (size_t i = 0; i < data_anchor_size; i++) { if (in_data_anchors.at(i) == nullptr || out_data_anchors.at(i) == nullptr) { GELOGW("node=%s has a null anchor at idx=%zu", node->GetName().c_str(), i); continue; } if (in_data_anchors.at(i)->GetPeerAnchors().size() != 1) { GELOGW("nodes=%s has abnormal in peer anchors at %zu", node->GetName().c_str(), i); continue; } if (out_data_anchors.at(i)->GetPeerAnchors().size() != 1) { GELOGW("nodes=%s has abnormal out peer anchors at %zu", node->GetName().c_str(), i); continue; } auto in_first_peer_anchor = in_data_anchors.at(i)->GetFirstPeerAnchor(); if (in_first_peer_anchor == nullptr) { GELOGW("node=%s, input anchor idx=%zu, first peer anchor is null", node->GetName().c_str(), i); continue; } auto out_first_peer_anchor = out_data_anchors.at(i)->GetFirstPeerAnchor(); if (out_first_peer_anchor == nullptr) { GELOGW("node=%s, output anchor idx=%zu, first peer anchor is null", node->GetName().c_str(), i); continue; } auto in_node = in_first_peer_anchor->GetOwnerNode(); auto out_node = out_first_peer_anchor->GetOwnerNode(); GELOGI("in_node=%s, out_node=%s", in_node->GetName().c_str(), out_node->GetName().c_str()); if (!IsSymmetricTransOps(in_node, out_node)) { GELOGD("ignore asymmetric transop %s and %s for node %s", in_node->GetName().c_str(), out_node->GetName().c_str(), node->GetName().c_str()); continue; } // delete in_node if (IsolateAndDeleteNode(in_node, {0}) != SUCCESS) { GELOGE(FAILED, "remove node %s failed", in_node->GetName().c_str()); return FAILED; } removed_node_count++; // delete out_node if (IsolateAndDeleteNode(out_node, {0}) != SUCCESS) { GELOGE(FAILED, "remove node %s failed", out_node->GetName().c_str()); return FAILED; } removed_node_count++; // update allreduce input/output desc GE_CHECK_NOTNULL(node->GetOpDesc()); GE_CHECK_NOTNULL(in_node->GetOpDesc()); GE_CHECK_NOTNULL(out_node->GetOpDesc()); auto input_desc = in_node->GetOpDesc()->GetInputDesc(0); auto output_desc = out_node->GetOpDesc()->GetOutputDesc(0); if (node->GetOpDesc()->UpdateInputDesc(static_cast(i), input_desc) != GRAPH_SUCCESS) { GELOGE(FAILED, "UpdateInputDesc fail."); } if (node->GetOpDesc()->UpdateOutputDesc(static_cast(i), output_desc) != GRAPH_SUCCESS) { GELOGE(FAILED, "UpdateOutputDesc"); } GELOGI("successfully remove paired transop (%s and %s) for node %s", in_node->GetName().c_str(), out_node->GetName().c_str(), node->GetName().c_str()); } GELOGI("successfully remove %zu pair of transops in total for node %s", removed_node_count, node->GetName().c_str()); return SUCCESS; } } // namespace ge