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graphengine/ge/common/profiling/profiling_manager.cc

876 lines
32 KiB

/**
* 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 "common/profiling/profiling_manager.h"
#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "framework/common/string_util.h"
#include "graph/ge_context.h"
#include "graph/utils/type_utils.h"
#include "graph/types.h"
#include "runtime/base.h"
#include "graph/load/model_manager/davinci_model.h"
namespace {
const char *const kTrainingTrace = "training_trace";
const char *const kFpPoint = "fp_point";
const char *const kBpPoint = "bp_point";
#ifdef DAVINCI_SUPPORT_PROFILING
const size_t kReportMaxLen = 2048;
const int32_t kMaxDeviceNum = 256;
const uint32_t kInteval = 2;
const std::string kConfigNumsdev = "devNums";
const std::string kConfigDevIdList = "devIdList";
const std::string kProfStart = "prof_start";
const std::string kProfStop = "prof_stop";
const std::string kProfModelSubscribe = "prof_model_subscribe";
const std::string kProfModelUnsubscribe = "prof_model_cancel_subscribe";
const std::string kModelName = "model_name";
const std::string kModelId = "model_id";
const std::string kOpNmae = "op_name";
const std::string kOptype = "op_type";
const std::string kBlockDim = "block_dims";
const std::string kTaskId = "task_id";
const std::string kStreamId = "stream_id";
const std::string kShapeType = "shape_type";
const std::string kCurIterNum = "cur_iter_num";
const std::string kTaskType = "task_type";
const std::string kInput = "input";
const std::string kOutput = "output";
const std::string kFormat = "format";
const std::string kDataType = "data_type";
const std::string kShape = "shape";
const std::string kIdx = "idx";
#endif
} // namespace
namespace ge {
ProfilingManager::ProfilingManager()
: is_load_profiling_(false), is_execute_profiling_(false), is_training_trace_(false), subscribe_count_(0) {
prof_cb_.msprofCtrlCallback = nullptr;
prof_cb_.msprofReporterCallback = nullptr;
}
ProfilingManager::~ProfilingManager() {}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ProfilingManager &ProfilingManager::Instance() {
static ProfilingManager profiling_manager;
return profiling_manager;
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ge::Status ProfilingManager::Init(const Options &options) {
#ifdef DAVINCI_SUPPORT_PROFILING
vector<int32_t>().swap(device_id_);
subscribe_count_ = 0;
GELOGI("ProfilingManager::Init job_id:%s", options.job_id.c_str());
struct MsprofGeOptions prof_conf = {{ 0 }};
Status ret = InitFromOptions(options, prof_conf);
if (ret != SUCCESS) {
GELOGE(ret, "Failed to init profiling.");
return ret;
}
if (is_execute_profiling_) {
if (prof_cb_.msprofCtrlCallback == nullptr) {
GELOGE(ge::PARAM_INVALID, "MsprofCtrlCallback callback is nullptr.");
return ge::PARAM_INVALID;
}
int32_t cb_ret = prof_cb_.msprofCtrlCallback(
static_cast<uint32_t>(MsprofCtrlCallbackType::MSPROF_CTRL_INIT_GE_OPTIONS),
static_cast<void *>(&prof_conf), sizeof(MsprofGeOptions));
if (cb_ret != 0) {
GELOGE(FAILED, "Call msprofCtrlCallback failed, type:%u, return:%d",
static_cast<uint32_t>(MsprofCtrlCallbackType::MSPROF_CTRL_INIT_GE_OPTIONS), cb_ret);
return FAILED;
}
GELOGI("Profiling init success");
} else {
GELOGI("The profiling is off, skip the initialization");
}
#endif
return SUCCESS;
}
ge::Status ProfilingManager::InitFromOptions(const Options &options, MsprofGeOptions &prof_conf) {
#ifdef DAVINCI_SUPPORT_PROFILING
// enable profiling by env
char env_profiling_mode[MMPA_MAX_PATH] = { 0x00 };
is_execute_profiling_ = false;
if (options.profiling_mode == "1" && !options.profiling_options.empty()) {
// enable profiling by ge option
if (strncpy_s(prof_conf.options, MSPROF_OPTIONS_DEF_LEN_MAX, options.profiling_options.c_str(),
MSPROF_OPTIONS_DEF_LEN_MAX - 1) != EOK) {
GELOGE(INTERNAL_ERROR, "copy profiling_options failed.");
return INTERNAL_ERROR;
}
is_execute_profiling_ = true;
GELOGI("The profiling in options is %s, %s. origin option: %s", options.profiling_mode.c_str(), prof_conf.options,
options.profiling_options.c_str());
} else {
(void)mmGetEnv("PROFILING_MODE", env_profiling_mode, MMPA_MAX_PATH);
(void)mmGetEnv("PROFILING_OPTIONS", prof_conf.options, MSPROF_OPTIONS_DEF_LEN_MAX);
// The env is invalid
if ((strcmp("true", env_profiling_mode) != 0) || (strcmp(prof_conf.options, "\0") == 0)) {
return SUCCESS;
}
// enable profiling by env
is_execute_profiling_ = true;
GELOGI("The profiling in env is %s, %s", env_profiling_mode, prof_conf.options);
}
if (!is_execute_profiling_) {
return SUCCESS;
}
// Parse json str for bp fp
Status ret = ParseOptions(prof_conf.options);
if (ret != ge::SUCCESS) {
GELOGE(ge::PARAM_INVALID, "Parse training trace param failed.");
return ge::PARAM_INVALID;
}
if (strncpy_s(prof_conf.jobId, MSPROF_OPTIONS_DEF_LEN_MAX, options.job_id.c_str(), MSPROF_OPTIONS_DEF_LEN_MAX - 1) !=
EOK) {
GELOGE(INTERNAL_ERROR, "copy job_id failed.");
return INTERNAL_ERROR;
}
GELOGI("Job id: %s, original job id: %s.", prof_conf.jobId, options.job_id.c_str());
#endif
return ge::SUCCESS;
}
ge::Status ProfilingManager::ParseOptions(const std::string &options) {
if (options.empty()) {
GELOGE(ge::PARAM_INVALID, "Profiling options is empty.");
return ge::PARAM_INVALID;
}
try {
Json prof_options = Json::parse(options);
if (options.find(kTrainingTrace) == std::string::npos) {
return ge::SUCCESS;
}
const std::string training_trace = prof_options[kTrainingTrace];
if (training_trace.empty()) {
GELOGI("Training trace will not take effect.");
return ge::SUCCESS;
}
GELOGI("GE profiling training trace:%s", training_trace.c_str());
if (training_trace != "on") {
GELOGE(ge::PARAM_INVALID, "Training trace param:%s is invalid.", training_trace.c_str());
return ge::PARAM_INVALID;
}
fp_point_ = prof_options[kFpPoint];
bp_point_ = prof_options[kBpPoint];
if (!fp_point_.empty() && !bp_point_.empty()) {
GELOGI("Training trace bp fp is set, bp_point:%s, fp_point:%s.", bp_point_.c_str(), fp_point_.c_str());
}
is_training_trace_ = true;
} catch (...) {
GELOGE(FAILED, "Json prof_conf options is invalid.");
return ge::PARAM_INVALID;
}
return ge::SUCCESS;
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::StopProfiling() {
#ifdef DAVINCI_SUPPORT_PROFILING
uint64_t module = GetProfilingModule();
// The following if case will not be executed in normal case, inc case of ProfStopProfiling is abnormal
int32_t device_num = static_cast<int32_t>(device_id_.size());
if (device_num != 0) {
auto device_id_ptr = std::unique_ptr<uint32_t[]>(new (std::nothrow) uint32_t[device_num]);
if (device_id_ptr == nullptr) {
GELOGE(FAILED, "Stop profiling: device id ptr is null.");
return;
}
for (int32_t i = 0; i < device_num; i++) {
device_id_ptr[i] = static_cast<uint32_t>(device_id_[i]);
}
rtError_t rt_ret = rtProfilerStop(module, device_num, device_id_ptr.get());
if (rt_ret != RT_ERROR_NONE) {
GELOGW("Call rtProfilerStop failed, ret:%d", rt_ret);
}
}
// stop profiling
if (prof_cb_.msprofCtrlCallback == nullptr) {
GELOGE(ge::PARAM_INVALID, "MsprofCtrlCallback callback is nullptr.");
return;
}
int32_t cb_ret = prof_cb_.msprofCtrlCallback(static_cast<uint32_t>(MsprofCtrlCallbackType::MSPROF_CTRL_FINALIZE),
nullptr, 0);
if (cb_ret != 0) {
GELOGW("call msprofCtrlCallback failed, type:%u, return:%d",
static_cast<uint32_t>(MsprofCtrlCallbackType::MSPROF_CTRL_FINALIZE), cb_ret);
return;
}
GELOGI("Stop Profiling success.");
#endif
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ProfilingOpInputOutInfo(
const TaskDescInfo &task, Json &task_json) {
#ifdef DAVINCI_SUPPORT_PROFILING
for (size_t i = 0; i < task.input_format.size(); i++) {
Json tmp_input;
tmp_input[kIdx] = i;
Format format = task.input_format[i];
tmp_input[kFormat] = TypeUtils::FormatToSerialString(format);
DataType data_type = task.input_data_type[i];
tmp_input[kDataType] = TypeUtils::DataTypeToSerialString(data_type);
tmp_input[kShape] = task.input_shape[i];
task_json[kInput] += tmp_input;
}
for (size_t i = 0; i < task.output_format.size(); i++) {
Json tmp_output;
tmp_output[kIdx] = i;
Format format = task.output_format[i];
tmp_output[kFormat] = TypeUtils::FormatToSerialString(format);
DataType data_type = task.output_data_type[i];
tmp_output[kDataType] = TypeUtils::DataTypeToSerialString(data_type);
tmp_output[kShape] = task.output_shape[i];
task_json[kOutput] += tmp_output;
}
#endif
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ProfilingTaskDescInfo(
uint32_t model_id, const std::vector<TaskDescInfo> &task_desc_info, const int32_t &device_id) {
#ifdef DAVINCI_SUPPORT_PROFILING
for (const auto &task : task_desc_info) {
Json task_info;
task_info[kModelName] = task.model_name;
task_info[kModelId] = model_id;
task_info[kOpNmae] = task.op_name;
task_info[kOptype] = task.op_type;
task_info[kBlockDim] = task.block_dim;
task_info[kTaskType] = task.task_type;
task_info[kTaskId] = task.task_id;
task_info[kStreamId] = task.stream_id;
task_info[kCurIterNum] = task.cur_iter_num;
task_info[kShapeType] = task.shape_type;
ProfilingOpInputOutInfo(task, task_info);
std::string reported_data;
try {
reported_data = task_info.dump(kInteval, ' ', false, Json::error_handler_t::ignore);
} catch (std::exception &e) {
GELOGE(FAILED, "Failed to convert JSON to string, reason: %s.", e.what());
return ;
} catch (...) {
GELOGE(FAILED, "Failed to convert JSON to string.");
return;
}
reported_data.append(",")
.append("\n");
ReportData(device_id, reported_data, "task_desc_info");
}
#endif
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ReportData(
const int32_t &device_id, const string &data, const string &tag_name) {
#ifdef DAVINCI_SUPPORT_PROFILING
ReporterData reporter_data{};
int ret = -1;
int32_t cb_ret = -1;
size_t index = data.size() / kReportMaxLen;
if (index >= 1) {
reporter_data.deviceId = device_id;
ret = memcpy_s(reporter_data.tag, MSPROF_ENGINE_MAX_TAG_LEN + 1, tag_name.c_str(), tag_name.size());
GE_IF_BOOL_EXEC(ret != EOK, GELOGE(ret, "Report data tag [%s] memcpy error!", tag_name.c_str()); return;);
for (size_t i = 0; i < index; ++i) {
reporter_data.data = (unsigned char *)data.c_str() + kReportMaxLen * i;
reporter_data.dataLen = kReportMaxLen;
cb_ret = CallMsprofReport(reporter_data);
GE_IF_BOOL_EXEC(cb_ret != 0, GELOGE(cb_ret, "Reporter data [%s] failed, ret:%d", tag_name.c_str(), cb_ret);
return;);
}
reporter_data.dataLen = data.size() - kReportMaxLen * index;
if (reporter_data.dataLen != 0) {
reporter_data.data = (unsigned char *)data.c_str() + kReportMaxLen * index;
cb_ret = CallMsprofReport(reporter_data);
GE_IF_BOOL_EXEC(cb_ret != 0, GELOGE(cb_ret, "Reporter data [%s] failed, ret:%d", tag_name.c_str(), cb_ret);
return;);
}
} else {
reporter_data.deviceId = device_id;
reporter_data.data = (unsigned char *)data.c_str();
reporter_data.dataLen = data.size();
ret = memcpy_s(reporter_data.tag, MSPROF_ENGINE_MAX_TAG_LEN + 1, tag_name.c_str(), tag_name.size());
GE_IF_BOOL_EXEC(ret != EOK, GELOGE(ret, "Report data tag [%s] memcpy error!", tag_name.c_str()); return;);
cb_ret = CallMsprofReport(reporter_data);
GE_IF_BOOL_EXEC(cb_ret != 0, GELOGE(cb_ret, "Reporter data [%s] failed, ret:%d", tag_name.c_str(), cb_ret);
return;);
}
#endif
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ReportProfilingData(
uint32_t model_id, const std::vector<TaskDescInfo> &task_desc_info) {
#ifdef DAVINCI_SUPPORT_PROFILING
int32_t logic_device_id = 0;
rtError_t rt_ret = rtGetDevice(&logic_device_id);
if (rt_ret != RT_ERROR_NONE) {
GELOGE(rt_ret, "runtime get logic_device_id failed, current logic_device_id:%d", logic_device_id);
return;
}
GELOGD("current logic_device_id:%d", logic_device_id);
GELOGD("start ProfilingTaskDescInfo.");
ProfilingTaskDescInfo(model_id, task_desc_info, logic_device_id);
GELOGD("Report profiling data for GE end.");
#endif
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY uint64_t ProfilingManager::GetProfilingModule() {
uint64_t module = PROF_MODEL_EXECUTE_MASK |
PROF_RUNTIME_API_MASK |
PROF_RUNTIME_TRACE_MASK |
PROF_SCHEDULE_TIMELINE_MASK |
PROF_SCHEDULE_TRACE_MASK |
PROF_TASK_TIME_MASK |
PROF_SUBTASK_TIME_MASK |
PROF_AICPU_TRACE_MASK |
PROF_AICORE_METRICS_MASK |
PROF_AIVECTORCORE_METRICS_MASK |
PROF_MODEL_LOAD_MASK;
return module;
}
void ProfilingManager::UpdateSubscribeDeviceModuleMap(std::string prof_type, uint32_t device_id, uint64_t module) {
#ifdef DAVINCI_SUPPORT_PROFILING
if (prof_type == kProfModelSubscribe) {
if (subs_dev_module_.find(device_id) != subs_dev_module_.end()) {
subs_dev_module_[device_id].subscribe_count++;
} else {
DeviceSubsInfo dev_info;
dev_info.module = module;
dev_info.subscribe_count = 1;
subs_dev_module_[device_id] = dev_info;
}
} else if (prof_type == kProfModelUnsubscribe) {
auto iter = subs_dev_module_.find(device_id);
if (iter != subs_dev_module_.end()) {
if (iter->second.subscribe_count > 0) {
iter->second.subscribe_count--;
}
if (iter->second.subscribe_count == 0) {
subs_dev_module_.erase(iter);
}
}
} else {
GELOGI("No need to update device_id module map.");
}
#endif
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfModelSubscribe(
uint64_t module, void *model) {
#ifdef DAVINCI_SUPPORT_PROFILING
std::lock_guard<std::mutex> lock(mutex_);
uint64_t model_load_mask = module & PROF_MODEL_LOAD_MASK;
if ((subscribe_count_ == 0) && (model_load_mask == PROF_MODEL_LOAD_MASK)) {
// register framework to profiling
// register Framework to profiling
int32_t cb_ret = PluginInit();
if (cb_ret != 0) {
GELOGE(cb_ret, "profiling plugin init failed, ret:%d", cb_ret);
return cb_ret;
}
GELOGI("Prof subscribe: model load profiling on.");
}
subscribe_count_++;
auto davinci_model = static_cast<DavinciModel *>(model);
int32_t device_num = 1;
uint32_t device[1];
device[0] = davinci_model->GetDeviceId();
rtError_t rt_ret = rtProfilerStart(module, device_num, device);
if (rt_ret != RT_ERROR_NONE) {
GELOGE(FAILED, "Runtime profiler start failed.");
return FAILED;
}
UpdateSubscribeDeviceModuleMap(kProfModelSubscribe, device[0], module);
// Report profiling data
Status p_ret = davinci_model->ReportProfilingData();
if (p_ret != SUCCESS) {
GELOGE(p_ret, "Report profiling data failed.");
return p_ret;
}
#endif
return SUCCESS;
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfModelUnsubscribe(
void *model) {
#ifdef DAVINCI_SUPPORT_PROFILING
std::lock_guard<std::mutex> lock(mutex_);
if (subscribe_count_ == 0) {
GELOGW("The profiler has not been subscribed, you do not need to cannel the subscription.");
return SUCCESS;
}
auto davinci_model = static_cast<DavinciModel *>(model);
int32_t dev_num = 1;
uint32_t device[1];
device[0] = davinci_model->GetDeviceId();
auto iter = subs_dev_module_.find(device[0]);
if (iter != subs_dev_module_.end()) {
if (subs_dev_module_[device[0]].subscribe_count == 1) {
// The same device_id, only stop at last time
rtError_t rt_ret = rtProfilerStop(subs_dev_module_[device[0]].module, dev_num, device);
if (rt_ret != RT_ERROR_NONE) {
GELOGE(FAILED, "Runtime profiler stop failed.");
return FAILED;
}
}
UpdateSubscribeDeviceModuleMap(kProfModelUnsubscribe, device[0], subs_dev_module_[device[0]].module);
} else {
GELOGE(FAILED, "The device_id:%u has not been subscribed, do not need to cancel.", device[0]);
return FAILED;
}
subscribe_count_--;
if (subscribe_count_ == 0) {
// profiling plugin uninit at last subscription
PluginUnInit();
}
#endif
return SUCCESS;
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfInit(uint64_t module) {
#ifdef DAVINCI_SUPPORT_PROFILING
std::lock_guard<std::mutex> lock(mutex_);
uint64_t model_load_mask = module & PROF_MODEL_LOAD_MASK;
if (model_load_mask == PROF_MODEL_LOAD_MASK) {
// register Framework to profiling
int32_t cb_ret = PluginInit();
if (cb_ret != 0) {
GELOGE(cb_ret, "profiling plugin init failed, ret:%d", cb_ret);
return cb_ret;
}
int32_t device_num = -1;
rtError_t rt_ret = rtProfilerStart(model_load_mask, device_num, nullptr);
if (rt_ret != RT_ERROR_NONE) {
GELOGE(FAILED, "Runtime profiler start failed.");
return FAILED;
}
is_load_profiling_ = true;
GELOGI("Prof init: model load profiling on.");
}
uint64_t training_trace_mask = module & PROF_TRAINING_TRACE_MASK;
if (training_trace_mask == PROF_TRAINING_TRACE_MASK) {
is_training_trace_ = true;
}
GELOGI("Prof init success.");
#endif
return SUCCESS;
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfFinalize() {
#ifdef DAVINCI_SUPPORT_PROFILING
std::lock_guard<std::mutex> lock(mutex_);
is_load_profiling_ = false;
is_training_trace_ = false;
is_execute_profiling_ = false;
// profiling plugin uninit
PluginUnInit();
int32_t dev_num = -1;
rtError_t rt_ret = rtProfilerStop(PROF_MODEL_LOAD_MASK, dev_num, nullptr);
if (rt_ret != RT_ERROR_NONE) {
GELOGE(FAILED, "Runtime profiler stop failed.");
return FAILED;
}
for (auto device_id_module : device_id_module_map_) {
if (device_id_module.second != 0) {
uint32_t device_id = static_cast<uint32_t>(device_id_module.first);
GELOGI("Prof finalize: device_id: %u, module: 0x%lx.", device_id, device_id_module.second);
rt_ret = rtProfilerStop(device_id_module.second, 1, &device_id);
if (rt_ret != RT_ERROR_NONE) {
GELOGE(FAILED, "Runtime profiler stop failed.");
return FAILED;
}
}
}
device_id_module_map_.clear();
device_id_.clear();
GELOGI("Prof finalize success.");
#endif
return SUCCESS;
}
Status ProfilingManager::ProfParseDeviceId(const std::map<std::string, std::string> &config_para,
vector<int32_t> &device_list) {
#ifdef DAVINCI_SUPPORT_PROFILING
auto iter = config_para.find(kConfigDevIdList);
if (iter != config_para.end()) {
std::string device_id_list = iter->second;
std::string temp;
vector<std::string> decvice_id;
for (uint32_t i = 0; i < device_id_list.size(); i++) {
if (isdigit(device_id_list[i])) {
temp.append(1, device_id_list[i]);
} else {
if (!temp.empty()) {
decvice_id.emplace_back(temp);
}
temp.clear();
}
}
if (!temp.empty()) {
decvice_id.emplace_back(temp);
}
for (uint32_t i = 0; i < decvice_id.size(); i++) {
try {
int32_t dev_id = std::stoi(decvice_id[i]);
device_list.push_back(dev_id);
} catch (std::invalid_argument &) {
GELOGE(FAILED, "Device id: %s is invalid.", decvice_id[i].c_str());
return FAILED;
} catch (std::out_of_range &) {
GELOGE(FAILED, "Device id: %s is out of range.", decvice_id[i].c_str());
return FAILED;
} catch (...) {
GELOGE(FAILED, "Device id: %s cannot change to int.", decvice_id[i].c_str());
return FAILED;
}
}
} else {
GELOGE(FAILED, "Config para not contain device id list.");
return FAILED;
}
#endif
return SUCCESS;
}
Status ProfilingManager::ProfParseParam(const std::map<std::string, std::string> &config_para,
int32_t &device_num, vector<int32_t> &device_list) {
#ifdef DAVINCI_SUPPORT_PROFILING
// device num
auto iter = config_para.find(kConfigNumsdev);
if (iter != config_para.end()) {
try {
device_num = std::stoi(iter->second);
} catch (std::invalid_argument &) {
GELOGE(FAILED, "Device nun: %s is invalid.", iter->second.c_str());
return FAILED;
} catch (std::out_of_range &) {
GELOGE(FAILED, "Device num: %s is out of range.", iter->second.c_str());
return FAILED;
} catch (...) {
GELOGE(FAILED, "Device num: %s cannot change to int.", iter->second.c_str());
return FAILED;
}
} else {
GELOGE(FAILED, "Config para not contain device num.");
return FAILED;
}
// device id
if (ProfParseDeviceId(config_para, device_list) != SUCCESS) {
GELOGE(FAILED, "Parse config para device id failed.");
return FAILED;
}
if (device_num == 0 || device_num > kMaxDeviceNum || device_num != static_cast<int32_t>(device_list.size())) {
GELOGE(FAILED, "Config para device num: %d not equal to device list size: %zu.", device_num, device_list.size());
return FAILED;
}
#endif
return SUCCESS;
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfStartProfiling(
uint64_t module, const std::map<std::string, std::string> &config_para) {
#ifdef DAVINCI_SUPPORT_PROFILING
std::lock_guard<std::mutex> lock(mutex_);
uint64_t training_trace_mask = module & PROF_TRAINING_TRACE_MASK;
if (training_trace_mask == PROF_TRAINING_TRACE_MASK) {
is_training_trace_ = true;
}
int32_t device_num = 0;
vector<int32_t> device_list;
if (ProfParseParam(config_para, device_num, device_list) != SUCCESS) {
GELOGE(FAILED, "Prof start parse param failed.");
return FAILED;
}
auto device_id_ptr = std::unique_ptr<uint32_t[]>(new (std::nothrow) uint32_t[device_num]);
if (device_id_ptr == nullptr) {
GELOGE(FAILED, "Prof start: device id ptr is null.");
return FAILED;
}
for (int32_t i = 0; i < device_num; i++) {
device_id_ptr[i] = static_cast<uint32_t>(device_list[i]);
}
GELOGI("Runtime config param: 0x%lx, device num: %d.", module, device_num);
rtError_t rt_ret = rtProfilerStart(module, device_num, device_id_ptr.get());
if (rt_ret != RT_ERROR_NONE) {
GELOGE(FAILED, "Runtime profiler config proc failed.");
return FAILED;
}
if ((module & PROF_MODEL_EXECUTE_MASK) == PROF_MODEL_EXECUTE_MASK) {
for (int32_t i = 0; i < device_num; i++) {
if (std::find(device_id_.begin(), device_id_.end(), device_list[i]) == device_id_.end()) {
device_id_.push_back(device_list[i]);
}
}
GELOGI("Prof start: ge execute model start profiling.");
}
if ((module & PROF_MODEL_LOAD_MASK) == PROF_MODEL_LOAD_MASK) {
GELOGW("Prof start: load model module is invalid.");
}
UpdateDeviceIdModuleMap(kProfStart, module, device_list);
GELOGI("Prof start profiling success.");
#endif
return SUCCESS;
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfStopProfiling(uint64_t module,
const std::map<std::string, std::string> &config_para) {
#ifdef DAVINCI_SUPPORT_PROFILING
std::lock_guard<std::mutex> lock(mutex_);
int32_t device_num = 0;
vector<int32_t> device_list;
if (ProfParseParam(config_para, device_num, device_list) != SUCCESS) {
GELOGE(FAILED, "Prof stop parse param failed.");
return FAILED;
}
auto device_id_ptr = std::unique_ptr<uint32_t[]>(new (std::nothrow) uint32_t[device_num]);
if (device_id_ptr == nullptr) {
GELOGE(FAILED, "Prof stop: device id ptr is null.");
return FAILED;
}
for (int32_t i = 0; i < device_num; i++) {
device_id_ptr[i] = static_cast<uint32_t>(device_list[i]);
}
GELOGI("Prof stop: runtime config param: 0x%lx, device num: %d", module, device_num);
rtError_t rt_ret = rtProfilerStop(module, device_num, device_id_ptr.get());
if (rt_ret != RT_ERROR_NONE) {
GELOGE(FAILED, "Prof stop: runtime profiler config proc failed.");
return FAILED;
}
uint64_t execute_model_mask = module & PROF_MODEL_EXECUTE_MASK;
if (execute_model_mask == PROF_MODEL_EXECUTE_MASK) {
for (int32_t i = 0; i < device_num; i++) {
auto iter = std::find(device_id_.begin(), device_id_.end(), device_list[i]);
if (iter != device_id_.end()) {
device_id_.erase(iter);
}
}
GELOGI("Prof stop: ge execute model stop profiling.");
}
if ((module & PROF_MODEL_LOAD_MASK) == PROF_MODEL_LOAD_MASK) {
GELOGW("Prof stop: load model module is invalid.");
}
UpdateDeviceIdModuleMap(kProfStop, module, device_list);
GELOGI("Prof stop profiling success.");
#endif
return SUCCESS;
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::UpdateDeviceIdModuleMap(string prof_type,
uint64_t module, const vector<int32_t> &device_list) {
#ifdef DAVINCI_SUPPORT_PROFILING
if (prof_type == kProfStart) {
for (uint32_t i = 0; i < device_list.size(); i++) {
auto iter = device_id_module_map_.find(device_list[i]);
if (iter != device_id_module_map_.end()) {
uint64_t prof_on_module = device_id_module_map_[device_list[i]];
// save all profiling on module of device
device_id_module_map_[device_list[i]] = prof_on_module | module;
} else {
device_id_module_map_[device_list[i]] = module;
}
}
} else if (prof_type == kProfStop) {
for (uint32_t i = 0; i < device_list.size(); i++) {
auto iter = device_id_module_map_.find(device_list[i]);
if (iter != device_id_module_map_.end()) {
uint64_t prof_on_module = device_id_module_map_[device_list[i]];
uint64_t prof_off_module = prof_on_module & module;
uint64_t prof_on_left_module = prof_on_module & (~prof_off_module);
// stop profiling on module of device
device_id_module_map_[device_list[i]] = prof_on_left_module;
}
}
} else {
GELOGI("No need to update device_id module map.");
}
#endif
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY bool ProfilingManager::ProfilingModelExecuteOn() const {
int32_t logic_device_id = 0;
rtError_t rt_ret = rtGetDevice(&logic_device_id);
if (rt_ret != RT_ERROR_NONE) {
GELOGE(rt_ret, "Runtime get logic_device_id failed, current logic_device_id:%d", logic_device_id);
}
GELOGI("Current logic_device_id:%d", logic_device_id);
bool execute_model_prof_on = false;
auto iter = std::find(device_id_.begin(), device_id_.end(), logic_device_id);
if (iter != device_id_.end()) {
execute_model_prof_on = true;
}
GELOGI("Flag is_execute_profiling: %d, execute_model_prof_on: %d", is_execute_profiling_, execute_model_prof_on);
return execute_model_prof_on;
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::PluginInit() const {
if (prof_cb_.msprofReporterCallback == nullptr) {
GELOGE(ge::PARAM_INVALID, "MsprofReporterCallback callback is nullptr.");
return ge::PARAM_INVALID;
}
return prof_cb_.msprofReporterCallback(
static_cast<uint32_t>(MsprofReporterModuleId::MSPROF_MODULE_FRAMEWORK),
static_cast<uint32_t>(MsprofReporterCallbackType::MSPROF_REPORTER_INIT),
nullptr, 0);
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::PluginUnInit() const {
#ifdef DAVINCI_SUPPORT_PROFILING
if (prof_cb_.msprofReporterCallback == nullptr) {
GELOGE(ge::PARAM_INVALID, "MsprofReporterCallback callback is nullptr.");
return;
}
int32_t cb_ret = prof_cb_.msprofReporterCallback(
static_cast<uint32_t>(MsprofReporterModuleId::MSPROF_MODULE_FRAMEWORK),
static_cast<uint32_t>(MsprofReporterCallbackType::MSPROF_REPORTER_UNINIT),
nullptr, 0);
if (cb_ret != 0) {
GELOGW("profiling plugin uninit failed, ret:%d", cb_ret);
}
#endif
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::CallMsprofReport(
ReporterData &reporter_data) const {
if (prof_cb_.msprofReporterCallback == nullptr) {
GELOGE(ge::PARAM_INVALID, "MsprofReporterCallback callback is nullptr.");
return ge::PARAM_INVALID;
}
return prof_cb_.msprofReporterCallback(
static_cast<uint32_t>(MsprofReporterModuleId::MSPROF_MODULE_FRAMEWORK),
static_cast<uint32_t>(MsprofReporterCallbackType::MSPROF_REPORTER_REPORT),
static_cast<void *>(&reporter_data), sizeof(ReporterData));
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::GetOpInputOutputInfo(
const OpDescPtr &op, TaskDescInfo &task_desc_info) const {
std::vector<Format> input_format;
std::vector<std::vector<int64_t>> input_shape;
std::vector<DataType> input_data_type;
for (size_t i = 0; i < op->GetAllInputsSize(); ++i) {
GeTensorDescPtr input_tensor_desc = op->MutableInputDesc(i);
if (input_tensor_desc == nullptr) {
continue;
}
input_format.emplace_back(input_tensor_desc->GetFormat());
input_shape.emplace_back(input_tensor_desc->GetShape().GetDims());
input_data_type.emplace_back(input_tensor_desc->GetDataType());
}
std::vector<Format> output_format;
std::vector<std::vector<int64_t>> output_shape;
std::vector<DataType> output_data_type;
for (size_t j = 0; j < op->GetOutputsSize(); ++j) {
GeTensorDescPtr output_tensor_desc = op->MutableOutputDesc(j);
if (output_tensor_desc == nullptr) {
continue;
}
output_format.emplace_back(output_tensor_desc->GetFormat());
output_shape.emplace_back(output_tensor_desc->GetShape().GetDims());
output_data_type.emplace_back(output_tensor_desc->GetDataType());
}
std::vector<Format> format_default = { FORMAT_NULL };
std::vector<std::vector<int64_t>> shape_default = { {0} };
std::vector<DataType> data_type_default = { DT_UNDEFINED };
task_desc_info.input_format = input_format.empty() ? format_default : input_format;
task_desc_info.input_shape = input_shape.empty() ? shape_default : input_shape;
task_desc_info.input_data_type = input_data_type.empty() ? data_type_default : input_data_type;
task_desc_info.output_format = output_format.empty() ? format_default : output_format;
task_desc_info.output_shape = output_shape.empty() ? shape_default : output_shape;
task_desc_info.output_data_type = output_data_type.empty() ? data_type_default : output_data_type;
}
FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::GetFpBpPoint(
std::string &fp_point, std::string &bp_point) {
// Env or options mode, fp_point_/bp_point_ have initiliazed on profiling init
if (!fp_point_.empty() && !bp_point_.empty()) {
fp_point = fp_point_;
bp_point = bp_point_;
GELOGI("Bp Fp have been initialized in env or options. bp_point: %s, fp_point: %s", bp_point.c_str(),
fp_point.c_str());
return;
}
// ProfApi mode and training trace is set
// Parse options first
char env_profiling_options[MSPROF_OPTIONS_DEF_LEN_MAX] = { 0x00 };
bool is_profiling_valid = false;
std::string profiling_options;
if (ge::GetContext().GetOption(OPTION_EXEC_PROFILING_OPTIONS, profiling_options) == SUCCESS &&
!profiling_options.empty()) {
is_profiling_valid = true;
} else {
INT32 ret = mmGetEnv("PROFILING_OPTIONS", env_profiling_options, MSPROF_OPTIONS_DEF_LEN_MAX);
if (ret != EN_OK) {
GELOGI("PROFILING_OPTIONS env is not exist.");
return;
}
GELOGI("Parse env PROFILING_OPTIONS:%s.", env_profiling_options);
profiling_options = env_profiling_options;
is_profiling_valid = true;
}
if (is_profiling_valid) {
try {
Json prof_options = Json::parse(profiling_options);
fp_point_ = prof_options[kFpPoint];
bp_point_ = prof_options[kBpPoint];
fp_point = fp_point_;
bp_point = bp_point_;
if (!fp_point_.empty() && !bp_point_.empty()) {
GELOGI("Training trace bp fp is set, bp_point:%s, fp_point:%s.", bp_point_.c_str(), fp_point_.c_str());
}
} catch (...) {
GELOGW("Json prof options is invalid.");
return;
}
}
return;
}
} // namespace ge