/** * 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/iterator_op_pass.h" #include #include #include #include #include "common/debug/log.h" #include "framework/common/debug/ge_log.h" #include "common/ge/ge_util.h" #include "framework/common/debug/ge_log.h" #include "graph/anchor.h" #include "graph/common/omg_util.h" #include "graph/graph.h" #include "graph/node.h" #include "graph/passes/pass_utils.h" #include "graph/utils/graph_utils.h" #include "runtime/mem.h" #include "graph/manager/graph_var_manager.h" #include "graph/ge_context.h" #include "graph/manager/util/rt_context_util.h" namespace ge { const char *const kGetNext = "GetNext"; const int kMaxIterationsPerLoop = INT32_MAX - 1; Status IteratorOpPass::Run(ge::ComputeGraphPtr graph) { GELOGD("GetNextOpPass begin"); GE_CHECK_NOTNULL(graph); if (!PassUtils::IsNeedTrainIteFlowCtrl(graph)) { return SUCCESS; } std::string type; for (ge::NodePtr &node : graph->GetDirectNode()) { GE_CHK_STATUS_RET(GetOriginalType(node, type)); auto op_desc = node->GetOpDesc(); GE_CHECK_NOTNULL(op_desc); const string op_type = op_desc->GetType(); if (type == "IteratorV2" || type == "Iterator" || op_type == kGetNext) { ge::NodePtr memcpy_async_node = InsertMemcpyAsyncNode(node, graph); GE_CHECK_NOTNULL(memcpy_async_node); GE_CHK_STATUS_RET(SetCycleEvent(memcpy_async_node), "Set cycle event fail, node:%s", memcpy_async_node->GetName().c_str()); GE_CHK_STATUS_RET(SetStreamLabel(memcpy_async_node, memcpy_async_node->GetName()), "Set stream label fail, node:%s", node->GetName().c_str()); GE_CHK_STATUS_RET(SetStreamLabel(node, node->GetName()), "Set stream label fail, node:%s", node->GetName().c_str()); GELOGI("Set independent loop for iterator node success"); int64_t loop_per_iter = 0; ge::GeTensorDesc ge_tensor_desc; Status status = VarManager::Instance(graph->GetSessionID())->GetCurVarDesc(NODE_NAME_FLOWCTRL_LOOP_PER_ITER, ge_tensor_desc); GE_IF_BOOL_EXEC(status != SUCCESS, GELOGW("Fail to Get var_desc of NODE_NAME_FLOWCTRL_LOOP_PER_ITER failed."); continue); Status ret; ret = SetRtContext(graph->GetSessionID(), graph->GetGraphID(), rtContext_t(), RT_CTX_NORMAL_MODE); // EOS will not be considered if ret is not SUCCESS. GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGW("Set rt context RT_CTX_NORMAL_MODE failed."); continue); status = GetVariableValue(graph->GetSessionID(), ge_tensor_desc, NODE_NAME_FLOWCTRL_LOOP_PER_ITER, &loop_per_iter); ret = SetRtContext(graph->GetSessionID(), graph->GetGraphID(), rtContext_t(), RT_CTX_GEN_MODE); // The following process will be affected if ret is not SUCCESS. GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGE(ret, "Set rt context RT_CTX_GEN_MODE failed."); return ret); GE_IF_BOOL_EXEC(status != SUCCESS, GELOGW("Get variable value of NODE_NAME_FLOWCTRL_LOOP_PER_ITER failed."); continue); GELOGI("The value of NODE_NAME_FLOWCTRL_LOOP_PER_ITER is %ld", loop_per_iter); if (loop_per_iter == kMaxIterationsPerLoop) { ge::NodePtr end_of_sequence_node = InsertEndOfSequenceNode(node, memcpy_async_node, graph); GE_CHECK_NOTNULL(end_of_sequence_node); GE_CHK_STATUS_RET(SetStreamLabel(end_of_sequence_node, end_of_sequence_node->GetName()), "Set stream label fail, node:%s", node->GetName().c_str()); GELOGI("Insert EndOfSequence node success."); } } GELOGI("GetNextOpPass end"); } GELOGD("GetNextOpPass end"); return SUCCESS; } Status IteratorOpPass::GetVariableValue(uint64_t session_id, const ge::GeTensorDesc &tensor_desc, const std::string &var_name, void *dest) { // base_addr uint8_t *var_mem_base = VarManager::Instance(session_id)->GetVarMemoryBase(RT_MEMORY_HBM); GE_CHECK_NOTNULL(var_mem_base); // offset + logic_base uint8_t *dev_ptr = nullptr; GE_CHK_STATUS_RET(VarManager::Instance(session_id)->GetVarAddr(var_name, tensor_desc, &dev_ptr), "Get variable %s address failed.", var_name.c_str()); int64_t offset = static_cast(reinterpret_cast(dev_ptr)); // logic_base_addr auto logic_var_base = VarManager::Instance(session_id)->GetVarMemLogicBase(); // devcice_addr uint8_t *variable_addr = static_cast(var_mem_base + offset - logic_var_base); GE_CHK_RT_RET(rtMemcpy(dest, sizeof(int64_t), variable_addr, sizeof(int64_t), RT_MEMCPY_DEVICE_TO_HOST)); return SUCCESS; } /// /// @brief insert EndOfSequence after GetNext /// /// @param pre_node /// @param graph /// @return ge::NodePtr /// ge::NodePtr IteratorOpPass::InsertEndOfSequenceNode(const ge::NodePtr &pre_node, const ge::NodePtr &memcpy_node, const ge::ComputeGraphPtr &graph) { GELOGI("Start to insert EndOfSequence node."); GE_CHK_BOOL_EXEC(pre_node != nullptr, GELOGW("Pre node is null."); return nullptr); GE_CHK_BOOL_EXEC(graph != nullptr, GELOGW("graph is null."); return nullptr); ge::OpDescPtr end_of_seq_op_desc = CreateEndOfSequenceOp(pre_node); GE_CHK_BOOL_EXEC(end_of_seq_op_desc != nullptr, GELOGW("Create EndOfSequence op fail."); return nullptr); ge::NodePtr end_of_seq_node = graph->AddNode(end_of_seq_op_desc); GE_CHK_BOOL_EXEC(end_of_seq_node != nullptr, return nullptr, "Insert EndOfSequence node fail."); // getnext(data) --> EOS GE_CHK_BOOL_EXEC(pre_node->GetAllOutDataAnchorsSize() != 0, GELOGW("Pre node has no output."); return nullptr); auto out_anchor = pre_node->GetOutDataAnchor(0); ge::graphStatus status; status = GraphUtils::AddEdge(out_anchor, end_of_seq_node->GetInDataAnchor(0)); GE_CHK_BOOL_EXEC(status == GRAPH_SUCCESS, return nullptr, "Graph add EndOfSequence op input edge fail, dst node: %s.", end_of_seq_node->GetName().c_str()); // EOS(control) --> subsequent of memcpy OutControlAnchorPtr out_ctrl_anchor = end_of_seq_node->GetOutControlAnchor(); GE_CHK_BOOL_EXEC(out_ctrl_anchor != nullptr, GELOGW("out_ctrl_anchor is null."); return nullptr); // add ctrl edge for (const auto &out_node : memcpy_node->GetOutNodes()) { auto in_ctrl_anchor = out_node->GetInControlAnchor(); if (in_ctrl_anchor == nullptr) { continue; } status = GraphUtils::AddEdge(out_ctrl_anchor, in_ctrl_anchor); GE_CHK_BOOL_EXEC(status == GRAPH_SUCCESS, return nullptr, "Graph add EndOfSequence op out ctrl edge fail, dst node: %s.", out_node->GetName().c_str()); GELOGI("Graph add EndOfSequence op out ctrl edge, dst node: %s.", out_node->GetName().c_str()); } return end_of_seq_node; } /// /// @brief create EndOfSequence /// /// @param pre_node /// @return ge::OpDescPtr /// ge::OpDescPtr IteratorOpPass::CreateEndOfSequenceOp(const ge::NodePtr &pre_node) { GELOGI("Start to create endOfSequence op."); GE_CHK_BOOL_EXEC(pre_node != nullptr, return nullptr, "Input param invalid."); string node_name = pre_node->GetName() + "_EndOfSequence"; ge::OpDescPtr op_desc = MakeShared(node_name, ENDOFSEQUENCE); if (op_desc == nullptr) { GELOGE(FAILED, "MakeShared fail."); return op_desc; } ge::OpDescPtr pre_node_op_desc = pre_node->GetOpDesc(); GE_CHK_BOOL_EXEC(pre_node_op_desc != nullptr, return nullptr, "OpDesc of pre_node is invalid."); GELOGI("Create EndOfSequence op:%s.", op_desc->GetName().c_str()); GE_CHK_BOOL_EXEC(op_desc->AddInputDesc(pre_node_op_desc->GetOutputDesc(0)) == GRAPH_SUCCESS, return nullptr, "Create EndOfSequence op:add input desc fail."); return op_desc; } /// /// @brief insert memcpy after GetNext /// /// @param pre_node /// @param graph /// @return ge::NodePtr /// ge::NodePtr IteratorOpPass::InsertMemcpyAsyncNode(const ge::NodePtr &pre_node, const ge::ComputeGraphPtr &graph) { GE_CHK_BOOL_EXEC(pre_node != nullptr, GELOGW("Pre node is null."); return nullptr); GE_CHK_BOOL_EXEC(graph != nullptr, GELOGW("graph is null."); return nullptr); ge::OpDescPtr memcpy_async_op_desc = CreateMemcpyAsyncOp(pre_node); GE_CHK_BOOL_EXEC(memcpy_async_op_desc != nullptr, GELOGW("Create memcpyAsync op fail."); return nullptr); ge::NodePtr memcpy_async_node = graph->AddNode(memcpy_async_op_desc); GE_CHK_BOOL_EXEC(memcpy_async_node != nullptr, return nullptr, "Insert mencpy node fail."); // Data out for (auto &out_anchor : pre_node->GetAllOutDataAnchors()) { if (out_anchor == nullptr) { continue; } ge::graphStatus status; GELOGI("Graph add memcpyAsync op in edge, index:%d.", out_anchor->GetIdx()); for (auto &peer_in_anchor : out_anchor->GetPeerInDataAnchors()) { GE_IF_BOOL_EXEC(peer_in_anchor == nullptr, GELOGW("peer_in_anchor is nullptr"); return nullptr); status = GraphUtils::RemoveEdge(out_anchor, peer_in_anchor); GE_CHK_BOOL_EXEC(status == GRAPH_SUCCESS, return nullptr, "Remove edge failed, index:%d.", out_anchor->GetIdx()); status = GraphUtils::AddEdge(memcpy_async_node->GetOutDataAnchor(out_anchor->GetIdx()), peer_in_anchor); GE_CHK_BOOL_EXEC(status == GRAPH_SUCCESS, return nullptr, "Graph add memcpyAsync op out edge fail, src index:%d, dst index:%d, dst node: %s.", out_anchor->GetIdx(), peer_in_anchor->GetIdx(), peer_in_anchor->GetOwnerNode()->GetName().c_str()); GELOGI("Graph add memcpyAsync op out edge, src index:%d, dst index:%d, dst node: %s.", out_anchor->GetIdx(), peer_in_anchor->GetIdx(), peer_in_anchor->GetOwnerNode()->GetName().c_str()); } status = GraphUtils::AddEdge(out_anchor, memcpy_async_node->GetInDataAnchor(out_anchor->GetIdx())); GE_CHK_BOOL_EXEC(status == GRAPH_SUCCESS, return nullptr, "Graph add memcpyAsync op in edge fail, index:%d.", out_anchor->GetIdx()); } // Control out OutControlAnchorPtr out_ctrl_anchor = pre_node->GetOutControlAnchor(); GE_IF_BOOL_EXEC(out_ctrl_anchor != nullptr, for (auto &peer_in_ctrl_anchor : out_ctrl_anchor->GetPeerInControlAnchors()) { ge::graphStatus status = GraphUtils::RemoveEdge(out_ctrl_anchor, peer_in_ctrl_anchor); GE_CHK_BOOL_EXEC(status == GRAPH_SUCCESS, return nullptr, "Remove edge failed, dst node: %s.", peer_in_ctrl_anchor->GetOwnerNode()->GetName().c_str()); status = GraphUtils::AddEdge(memcpy_async_node->GetOutControlAnchor(), peer_in_ctrl_anchor); GE_CHK_BOOL_EXEC(status == GRAPH_SUCCESS, return nullptr, "Graph add memcpyAsync op out ctrl edge fail, dst node: %s.", peer_in_ctrl_anchor->GetOwnerNode()->GetName().c_str()); GELOGI("Graph add memcpyAsync op out ctrl edge, dst node: %s.", peer_in_ctrl_anchor->GetOwnerNode()->GetName().c_str()); }); GELOGI("Insert memcpyAsync op success."); return memcpy_async_node; } /// /// @brief create memcpy /// /// @param pre_node /// @return ge::OpDescPtr /// ge::OpDescPtr IteratorOpPass::CreateMemcpyAsyncOp(const ge::NodePtr &pre_node) { GE_CHK_BOOL_EXEC(pre_node != nullptr, return nullptr, "Input param invalid."); string node_name = pre_node->GetName() + "_MemcpyAsync"; ge::OpDescPtr op_desc = MakeShared(node_name.c_str(), MEMCPYASYNC); if (op_desc == nullptr) { GELOGE(FAILED, "MakeShared fail."); return op_desc; } GELOGI("Create memcpyAsync op:%s.", op_desc->GetName().c_str()); ge::OpDescPtr pre_node_op_desc = pre_node->GetOpDesc(); GE_CHK_BOOL_EXEC(pre_node_op_desc != nullptr, return nullptr, "OpDesc of pre_node is invalid."); size_t out_size = pre_node_op_desc->GetOutputsSize(); GELOGI("Create memcpyAsync op, pre_node out_size: %zu.", out_size); for (size_t i = 0; i < out_size; i++) { GE_CHK_BOOL_EXEC(op_desc->AddInputDesc(pre_node_op_desc->GetOutputDesc(i)) == GRAPH_SUCCESS, return nullptr, "Create memcpyAsync op:add input desc fail."); GE_CHK_BOOL_EXEC(op_desc->AddOutputDesc(pre_node_op_desc->GetOutputDesc(i)) == GRAPH_SUCCESS, return nullptr, "Create memcpyAsync op:add output desc fail."); } return op_desc; } Status IteratorOpPass::SetRtContext(uint64_t session_id, uint32_t graph_id, rtContext_t rt_context, rtCtxMode_t mode) { GELOGI("set rt_context, session id: %lu, graph id: %u, mode %d, device id:%u.", session_id, graph_id, static_cast(mode), ge::GetContext().DeviceId()); GE_CHK_RT_RET(rtCtxCreate(&rt_context, mode, ge::GetContext().DeviceId())); GE_CHK_RT_RET(rtCtxSetCurrent(rt_context)); RtContextUtil::GetInstance().AddRtContext(session_id, graph_id, rt_context); return SUCCESS; } } // namespace ge