/** * Copyright 2019 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 "utils/context/context_extends.h" #include #include #include #include #include #include "pybind11/pybind11.h" #include "utils/ms_utils.h" #include "utils/convert_utils_base.h" namespace py = pybind11; namespace mindspore { namespace context { #ifdef ENABLE_GE using mindspore::transform::DfGraphManager; #endif #ifndef NO_DLIB // Open tdt dataset bool OpenTsd(const std::shared_ptr &ms_context_ptr) { if (ms_context_ptr == nullptr) { MS_LOG(EXCEPTION) << "nullptr"; } if (ms_context_ptr->get_param(MS_CTX_IS_PYNATIVE_GE_INIT)) { return true; } if (ms_context_ptr->get_param(MS_CTX_TSD_REF)) { MS_LOG(DEBUG) << "TDT Dataset client is already opened."; ms_context_ptr->increase_param(MS_CTX_TSD_REF); return true; } auto role = common::GetEnv("MS_ROLE"); if (strcmp(role.c_str(), "MS_SCHED") == 0 || strcmp(role.c_str(), "MS_PSERVER") == 0) { return true; } unsigned int device_id; unsigned int rank_size = 1; device_id = ms_context_ptr->get_param(MS_CTX_DEVICE_ID); auto rank_size_env = common::GetEnv("RANK_SIZE"); if (rank_size_env.empty()) { MS_LOG(INFO) << "Should config rank size."; rank_size = 1; } else { int rank_env = std::stoi(rank_size_env); if (rank_env <= 0) { MS_LOG(EXCEPTION) << "Error rank size " << rank_env << "."; } rank_size = IntToUint(rank_env); } MS_LOG(INFO) << "Device id = " << device_id << ", rank size = " << rank_size << "."; TDT_StatusT status = TsdOpen(device_id, rank_size); if (status != TDT_OK) { MS_LOG(EXCEPTION) << "Device " << device_id << " is occupied, open tsd failed, status = " << status << "."; return false; } ms_context_ptr->increase_param(MS_CTX_TSD_REF); #ifdef ENABLE_TDTQUE int32_t initStatus = tdt::TdtHostInit(device_id); if (initStatus != TDT_OK_CODE) { MS_LOG(EXCEPTION) << "Init tsd failed, status = " << initStatus << "."; return false; } ms_context_ptr->tdt_print_ = std::thread(TensorPrint()); #endif MS_LOG(INFO) << "Open and init tsd successful, tsd reference = " << ms_context_ptr->get_param(MS_CTX_TSD_REF) << "."; return true; } bool CloseTsd(const std::shared_ptr &ms_context_ptr, bool force) { if (ms_context_ptr == nullptr) { MS_LOG(EXCEPTION) << "nullptr"; } if (ms_context_ptr->get_param(MS_CTX_TSD_REF) == 0) { return true; } ms_context_ptr->decrease_param(MS_CTX_TSD_REF); if (force || ms_context_ptr->get_param(MS_CTX_TSD_REF) == 0) { ms_context_ptr->set_param(MS_CTX_TSD_REF, 0); #ifdef ENABLE_TDTQUE int32_t stopStatus = tdt::TdtHostStop(KNpuLog); if (stopStatus != TDT_OK_CODE) { MS_LOG(EXCEPTION) << "Stop tsd failed, status = " << stopStatus << "."; return false; } py::gil_scoped_release gil_release; int32_t destroyStatus = tdt::TdtHostDestroy(); if (destroyStatus != TDT_OK_CODE) { MS_LOG(EXCEPTION) << "Destroy tsd failed, status = " << destroyStatus << "."; return false; } try { if (ms_context_ptr->tdt_print_.joinable()) { MS_LOG(INFO) << "join tdt host receive process"; ms_context_ptr->tdt_print_.join(); } } catch (const std::exception &e) { MS_LOG(ERROR) << "tdt thread join failed: " << e.what(); } #endif auto device_id = ms_context_ptr->get_param(MS_CTX_DEVICE_ID); TDT_StatusT status = TsdClose(device_id); if (status != TDT_OK) { MS_LOG(EXCEPTION) << "Close tsd failed, status = " << status << "."; return false; } ms_context_ptr->set_param(MS_CTX_IS_PYNATIVE_GE_INIT, false); MS_LOG(INFO) << "Destroy and close tsd successful, status = " << status << "."; } else { MS_LOG(DEBUG) << "TDT Dataset client is used, no need to close, tsd reference = " << ms_context_ptr->get_param(MS_CTX_TSD_REF) << "."; } return true; } #else bool OpenTsd(const std::shared_ptr &ms_context_ptr) { return true; } bool CloseTsd(const std::shared_ptr &ms_context_ptr, bool) { return true; } #endif void SetDisableReuseMemoryFlag(std::map *ge_options) { auto env_disable_reuse_memory = common::GetEnv("DISABLE_REUSE_MEMORY"); if (!env_disable_reuse_memory.empty()) { (*ge_options)["ge.exec.disableReuseMemory"] = env_disable_reuse_memory; } else { (*ge_options)["ge.exec.disableReuseMemory"] = "0"; MS_LOG(WARNING) << "DISABLE_REUSE_MEMORY is not set in ENV. Now set to default value 0"; } } void GetGeOptions(const std::shared_ptr &ms_context_ptr, std::map *ge_options) { if (ms_context_ptr == nullptr) { MS_LOG(EXCEPTION) << "nullptr"; } #ifdef ENABLE_GE (*ge_options)["device_id"] = "0"; (*ge_options)["ge.exec.enableDump"] = std::to_string(ms_context_ptr->get_param(MS_CTX_ENABLE_DUMP)); (*ge_options)["ge.exec.dumpPath"] = ms_context_ptr->get_param(MS_CTX_SAVE_DUMP_PATH); (*ge_options)["ge.exec.dumpMode"] = "output"; MS_LOG(INFO) << "The enable dump state is " << std::to_string(ms_context_ptr->get_param(MS_CTX_ENABLE_DUMP)) << " and save dump path is " << ms_context_ptr->get_param(MS_CTX_SAVE_DUMP_PATH) << "."; (*ge_options)["ge.exec.profilingMode"] = std::to_string(ms_context_ptr->get_param(MS_CTX_ENABLE_PROFILING)); if (ms_context_ptr->get_param(MS_CTX_ENABLE_PROFILING)) { (*ge_options)["ge.exec.profilingOptions"] = ms_context_ptr->get_param(MS_CTX_PROFILING_OPTIONS); } (*ge_options)["rank_table_file"] = ""; auto env_ddk_version = common::GetEnv("DDK_VERSION"); if (!env_ddk_version.empty()) { (*ge_options)["ge.DDK_version"] = env_ddk_version; } else { (*ge_options)["ge.DDK_version"] = "1.60.T17.B830"; } (*ge_options)["graphType"] = "1"; if (ms_context_ptr->get_param(MS_CTX_GRAPH_MEMORY_MAX_SIZE) != "0") { (*ge_options)["ge.graphMemoryMaxSize"] = ms_context_ptr->get_param(MS_CTX_GRAPH_MEMORY_MAX_SIZE); } if (ms_context_ptr->get_param(MS_CTX_VARIABLE_MEMORY_MAX_SIZE) != "0") { (*ge_options)["ge.variableMemoryMaxSize"] = ms_context_ptr->get_param(MS_CTX_VARIABLE_MEMORY_MAX_SIZE); } #if ENABLE_TRAIN == 1 (*ge_options)["ge.graphRunMode"] = "1"; #endif SetDisableReuseMemoryFlag(ge_options); SetHcclOptions(ms_context_ptr, ge_options); auto env_job_id = common::GetEnv("JOB_ID"); if (!env_job_id.empty()) { (*ge_options)["ge.exec.jobId"] = env_job_id; } else { (*ge_options)["ge.exec.jobId"] = "0"; MS_LOG(WARNING) << "JOB_ID is not set in ENV. Now set to default value 0"; } auto env_fe_flag = common::GetEnv("FE_FLAG"); if (!env_fe_flag.empty()) { (*ge_options)["ge.feFlag"] = env_fe_flag; MS_LOG(INFO) << "Use FE, make sure fe lib is set in OPTION_EXEC_EXTERN_PLUGIN_PATH."; } auto env_aicpu_flag = common::GetEnv("AICPU_FLAG"); if (!env_aicpu_flag.empty()) { (*ge_options)["ge.aicpuFlag"] = env_aicpu_flag; MS_LOG(INFO) << "Use AICPU, make sure aicpu lib is set in OPTION_EXEC_EXTERN_PLUGIN_PATH."; } auto proto_lib_path = common::GetEnv("OPTION_PROTO_LIB_PATH"); if (!proto_lib_path.empty()) { char real_path[PATH_MAX] = {0}; if (realpath(proto_lib_path.c_str(), real_path)) { proto_lib_path = real_path; (*ge_options)["ge.opsProtoLibPath"] = proto_lib_path; } } else { MS_LOG(WARNING) << "Set proto lib path failed!"; } // Enable auto mixed precision according to the context options if (ms_context_ptr->get_param(MS_CTX_ENABLE_AUTO_MIXED_PRECISION)) { (*ge_options)["ge.exec.precision_mode"] = "allow_mix_precision"; } else { (*ge_options)["ge.exec.precision_mode"] = "allow_fp32_to_fp16"; } // Disable the global variable acc, only enable it whlie adding training graph in pipeline (*ge_options)["ge.exec.variable_acc"] = "0"; #endif } void SetHcclOptions(const std::shared_ptr &ms_context_ptr, std::map *ge_options) { if (ms_context_ptr == nullptr) { MS_LOG(EXCEPTION) << "nullptr"; } auto env_table_file = common::GetEnv("RANK_TABLE_FILE"); auto env_rank_id = common::GetEnv("RANK_ID"); auto env_device_id = std::to_string(ms_context_ptr->get_param(MS_CTX_DEVICE_ID)); if (!(env_table_file.empty() || env_rank_id.empty())) { MS_LOG(INFO) << "Initialize Ge for distribute parameter"; MS_LOG(INFO) << "Use hccl, make sure hccl lib is set in OPTION_EXEC_EXTERN_PLUGIN_PATH."; auto env_hccl_flag = common::GetEnv("HCCL_FLAG"); if (!env_hccl_flag.empty()) { (*ge_options)["ge.exec.hcclFlag"] = env_hccl_flag; } (*ge_options)["ge.exec.isUseHcom"] = "1"; (*ge_options)["ge.exec.deviceId"] = env_device_id; (*ge_options)["ge.exec.rankId"] = env_rank_id; (*ge_options)["ge.exec.podName"] = env_rank_id; (*ge_options)["ge.exec.rankTableFile"] = env_table_file; (*ge_options)["ge.graphRunMode"] = "1"; } else { // device id is still needed for non-distribute case (*ge_options)["ge.exec.deviceId"] = env_device_id; MS_LOG(INFO) << "No hccl mode. " "If use hccl, make sure [RANK_TABLE_FILE,RANK_ID,DEVICE_ID,DEPLOY_MODE] all be set in ENV."; } auto env_deploy_mode = common::GetEnv("DEPLOY_MODE"); if (!env_deploy_mode.empty()) { (*ge_options)["ge.exec.deployMode"] = env_deploy_mode; } else { (*ge_options)["ge.exec.deployMode"] = "0"; MS_LOG(WARNING) << "DEPLOY_MODE is not set in ENV. Now set to default value 0"; } } bool InitGe(const std::shared_ptr &ms_context_ptr) { if (ms_context_ptr == nullptr) { MS_LOG(EXCEPTION) << "nullptr"; } #ifdef ENABLE_GE if (ms_context_ptr->get_param(MS_CTX_IS_PYNATIVE_GE_INIT)) { return true; } if (ms_context_ptr->get_param(MS_CTX_GE_REF)) { ms_context_ptr->increase_param(MS_CTX_GE_REF); return true; } std::map ge_options; GetGeOptions(ms_context_ptr, &ge_options); { // Release GIL before calling into (potentially long-running) C++ code py::gil_scoped_release release; if (ge::GEInitialize(ge_options) != ge::GRAPH_SUCCESS) { MS_LOG(EXCEPTION) << "Initialize GE failed!"; } } ms_context_ptr->increase_param(MS_CTX_GE_REF); MS_LOG(INFO) << "Init ge successful, ge reference = " << ms_context_ptr->get_param(MS_CTX_GE_REF) << "."; #endif return true; } bool PynativeInitGe(const std::shared_ptr &ms_context_ptr) { if (ms_context_ptr == nullptr) { MS_LOG(EXCEPTION) << "nullptr"; } if (ms_context_ptr->get_param(MS_CTX_IS_PYNATIVE_GE_INIT) || ms_context_ptr->get_param(MS_CTX_GE_REF) || ms_context_ptr->get_param(MS_CTX_TSD_REF)) { return true; } (void)OpenTsd(ms_context_ptr); (void)InitGe(ms_context_ptr); ms_context_ptr->set_param(MS_CTX_IS_PYNATIVE_GE_INIT, true); return true; } bool FinalizeGe(const std::shared_ptr &ms_context_ptr, bool force) { if (ms_context_ptr == nullptr) { MS_LOG(EXCEPTION) << "nullptr"; } #ifdef ENABLE_GE if (ms_context_ptr->get_param(MS_CTX_GE_REF) == 0) { return true; } ms_context_ptr->decrease_param(MS_CTX_GE_REF); if (force || ms_context_ptr->get_param(MS_CTX_GE_REF) == 0) { ms_context_ptr->set_param(MS_CTX_GE_REF, 0); try { DfGraphManager::GetInstance().DeleteGraphRunner(); DfGraphManager::GetInstance().DeleteGeSession(); } catch (const std::exception &e) { MS_LOG(ERROR) << "Error occurred when deleting GE graph runner and session fail. Error: " << e.what(); } catch (...) { std::string exName(abi::__cxa_current_exception_type()->name()); MS_LOG(ERROR) << "Error occurred when deleting GE graph runner and session fail. Exception name: " << exName; } if (ge::GEFinalize() != ge::GRAPH_SUCCESS) { MS_LOG(WARNING) << "Finalize GE failed!"; } ms_context_ptr->set_param(MS_CTX_IS_PYNATIVE_GE_INIT, false); } else { MS_LOG(INFO) << "Ge is used, no need to finalize, tsd reference = " << ms_context_ptr->get_param(MS_CTX_GE_REF) << "."; } #endif return true; } bool IsTsdOpened(const std::shared_ptr &ms_context_ptr) { if (ms_context_ptr == nullptr) { MS_LOG(EXCEPTION) << "nullptr"; } return ms_context_ptr->get_param(MS_CTX_TSD_REF) > 0; } bool IsGeInited(const std::shared_ptr &ms_context_ptr) { if (ms_context_ptr == nullptr) { MS_LOG(EXCEPTION) << "nullptr"; } return ms_context_ptr->get_param(MS_CTX_GE_REF) > 0; } // Register for device type. struct DeviceTypeSetRegister { DeviceTypeSetRegister() { MsContext::device_type_seter([](std::shared_ptr &device_type_seter) { #ifdef ENABLE_GE device_type_seter.reset(new (std::nothrow) MsContext("ge", kAscendDevice)); #elif defined(ENABLE_D) device_type_seter.reset(new (std::nothrow) MsContext("ms", kAscendDevice)); #elif defined(ENABLE_GPU) device_type_seter.reset(new (std::nothrow) MsContext("ms", kGPUDevice)); #else device_type_seter.reset(new (std::nothrow) MsContext("vm", kCPUDevice)); #endif }); } ~DeviceTypeSetRegister() = default; } device_type_set_regsiter; } // namespace context } // namespace mindspore