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graphengine/ge/graph/load/graph_loader.cc

298 lines
11 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 "graph/load/graph_loader.h"
#include <string>
#include <vector>
#include "common/helper/model_helper.h"
#include "common/model_parser/model_parser.h"
#include "graph/ge_context.h"
#include "graph/load/model_manager/model_manager.h"
#include "graph/manager/graph_var_manager.h"
#include "omm/csa_interact.h"
namespace ge {
Status GraphLoader::UnloadModel(uint32_t model_id) {
auto model_manager = ModelManager::GetInstance();
GE_CHECK_NOTNULL(model_manager);
GELOGI("UnLoad model begin, model id:%u.", model_id);
Status ret = model_manager->Stop(model_id);
if (ret != SUCCESS) {
GELOGE(ret, "UnloadModel: Stop failed. model id:%u", model_id);
}
ret = model_manager->Unload(model_id);
if (ret != SUCCESS) {
GELOGE(ret, "UnloadModel: Unload failed. model id:%u", model_id);
CsaInteract::GetInstance().WriteErrorCode(ret, ERROR_MODULE_FMK, JOBSUBSTATE_GRAPH_UNLOAD);
return ret;
}
GELOGI("UnLoad model success, model id:%u.", model_id);
return SUCCESS;
}
Status GraphLoader::LoadModelOnline(uint32_t &model_id, const std::shared_ptr<ge::GeRootModel> &ge_root_model_ptr,
const std::shared_ptr<ModelListener> &listener) {
GELOGI("Load model online begin.");
rtError_t rt_ret = rtSetDevice(GetContext().DeviceId());
if (rt_ret != RT_ERROR_NONE) {
REPORT_CALL_ERROR("E19999", "Call rtSetDevice failed, device_id:%u, ret:0x%X",
GetContext().DeviceId(), rt_ret);
GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
CsaInteract::GetInstance().WriteErrorCode(rt_ret, ERROR_MODULE_RUNTIME, JOBSUBSTATE_GRAPH_LOAD);
return RT_FAILED;
}
if (ge_root_model_ptr == nullptr) {
REPORT_INNER_ERROR("E19999", "Check param ge_root_model_ptr nullptr, check invalid");
GELOGE(GE_GRAPH_PARAM_NULLPTR, "[LoadGraph] GE load graph model_ptr is nullptr.");
return GE_GRAPH_PARAM_NULLPTR;
}
model_id = ge_root_model_ptr->GetModelId();
auto model_manager = ModelManager::GetInstance();
GE_CHECK_NOTNULL(model_manager);
Status ret = model_manager->LoadModelOnline(model_id, ge_root_model_ptr, listener);
if (ret != SUCCESS) {
GELOGE(ret, "LoadModel: Load failed. ret = %u", ret);
CsaInteract::GetInstance().WriteErrorCode(ret, ERROR_MODULE_FMK, JOBSUBSTATE_GRAPH_LOAD);
rt_ret = rtDeviceReset(GetContext().DeviceId());
if (rt_ret != RT_ERROR_NONE) {
REPORT_CALL_ERROR("E19999", "Call rtDeviceReset failed, device_id:%u, ret:0x%X",
GetContext().DeviceId(), rt_ret);
GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
}
return ret;
}
ret = model_manager->Start(model_id);
if (ret != SUCCESS) {
if (model_manager->Unload(model_id) != SUCCESS) {
GELOGE(ret, "LoadModel: Unload failed while trying to unload after a failed start.");
}
rt_ret = rtDeviceReset(GetContext().DeviceId());
if (rt_ret != RT_ERROR_NONE) {
REPORT_CALL_ERROR("E19999", "Call rtDeviceReset failed, device_id:%u, ret:0x%X",
GetContext().DeviceId(), rt_ret);
GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
}
GELOGE(ret, "LoadModel: Start failed.");
CsaInteract::GetInstance().WriteErrorCode(ret, ERROR_MODULE_FMK, JOBSUBSTATE_GRAPH_EXEC);
return ret;
}
rt_ret = rtDeviceReset(GetContext().DeviceId());
if (rt_ret != RT_ERROR_NONE) {
REPORT_CALL_ERROR("E19999", "Call rtDeviceReset failed, device_id:%u, ret:0x%X",
GetContext().DeviceId(), rt_ret);
GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
return RT_FAILED;
}
GELOGI("Load model online success, model_id:%u.", model_id);
return SUCCESS;
}
Status GraphLoader::GetMaxUsedMemory(uint32_t model_id, uint64_t &max_size) {
auto model_manager = ModelManager::GetInstance();
GE_CHECK_NOTNULL(model_manager);
Status ret = model_manager->GetMaxUsedMemory(model_id, max_size);
if (ret != SUCCESS) {
GELOGE(ret, "GetMaxUsedMemory: GetMaxUsedMemory failed.");
return ret;
}
return SUCCESS;
}
Status GraphLoader::LoadDataFromFile(const std::string &path, const std::string &key_path, int32_t priority,
ModelData &model_data) {
if (!CheckInputPathValid(path)) {
GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID, "model path is invalid: %s", path.c_str());
return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
}
GELOGI("Load model begin, model path is: %s", path.c_str());
if (!key_path.empty() && !CheckInputPathValid(key_path)) {
REPORT_INNER_ERROR("E19999", "Param key_path:%s empty or invalid",
key_path.c_str());
GELOGE(ACL_ERROR_GE_PARAM_INVALID, "decrypt_key path is invalid: %s", key_path.c_str());
return ACL_ERROR_GE_PARAM_INVALID;
}
Status ret = ModelParserBase::LoadFromFile(path.c_str(), key_path.c_str(), priority, model_data);
if (ret != SUCCESS) {
GELOGE(ret, "LoadModelFromFile: Load failed. ret = %u", ret);
if (model_data.model_data != nullptr) {
delete[] static_cast<char *>(model_data.model_data);
model_data.model_data = nullptr;
}
}
return ret;
}
Status GraphLoader::CommandHandle(const Command &command) {
try {
auto model_manager = ModelManager::GetInstance();
GE_CHECK_NOTNULL(model_manager);
Status ret = model_manager->HandleCommand(command);
if (ret != SUCCESS) {
GELOGE(ret, "CommandHandle: Command Handle failed.");
return ret;
}
} catch (std::bad_alloc &) {
REPORT_INNER_ERROR("E19999", "Bad memory allocation occur");
GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "Command handle failed, bad memory allocation occur !");
return ACL_ERROR_GE_MEMORY_ALLOCATION;
} catch (...) {
REPORT_INNER_ERROR("E19999", "Some exceptions occur");
GELOGE(FAILED, "Command handle failed, some exceptions occur !");
return FAILED;
}
return SUCCESS;
}
Status GraphLoader::LoadModelFromData(uint32_t &model_id, const ModelData &model_data, void *dev_ptr,
size_t mem_size, void *weight_ptr, size_t weight_size) {
GELOGI("Load model begin, model_id:%u.", model_id);
// For ACL, Open Device from App.
auto model_manager = ModelManager::GetInstance();
GE_CHECK_NOTNULL(model_manager);
Status ret = model_manager->LoadModelOffline(
model_id, model_data, nullptr, dev_ptr, mem_size, weight_ptr, weight_size);
if (ret != SUCCESS) {
GELOGE(ret, "Load model failed, model_id:%u.", model_id);
return ret;
}
GELOGI("Load model success, model_id:%u.", model_id);
return SUCCESS;
}
///
/// @ingroup ge
/// @brief Load task list from ModelData with queue.
/// @param [out] model_id: model id allocate from manager.
/// @param [in] model_data: Model data load from offline model.
/// @param [in] input_queue_ids: input queue ids create from user.
/// @param [in] output_queue_ids: input queue ids create from user.
/// @return: 0 for success / others for fail
///
Status GraphLoader::LoadModelWithQ(uint32_t &model_id, const ModelData &model_data,
const std::vector<uint32_t> &input_queue_ids,
const std::vector<uint32_t> &output_queue_ids) {
GELOGI("Load model with queue begin, model_id:%u.", model_id);
// For ACL, Open Device from App.
auto model_manager = ModelManager::GetInstance();
GE_CHECK_NOTNULL(model_manager);
Status ret = model_manager->LoadModelWithQ(model_id, model_data, input_queue_ids, output_queue_ids);
if (ret != SUCCESS) {
GELOGE(ret, "Load model with queue failed, model_id:%u.", model_id);
return ret;
}
GELOGI("Load model with queue success, model_id:%u.", model_id);
return SUCCESS;
}
///
/// @ingroup domi_ome
/// @brief execute model
/// @param [in] model_id model id
/// @param [in] stream stream to execute model on
/// @param [in] async_mode is asynchronize mode.
/// @param [in] input_data model input data
/// @param [in] input_desc description of model input data
/// @param [out] output_data model output data
/// @param [out] output_desc description of model output data
///
Status GraphLoader::ExecuteModel(uint32_t model_id, rtStream_t stream, bool async_mode, const InputData &input_data,
const std::vector<GeTensorDesc> &input_desc, OutputData &output_data,
std::vector<GeTensorDesc> &output_desc) {
auto model_manager = ModelManager::GetInstance();
GE_CHECK_NOTNULL(model_manager);
Status ret = model_manager->ExecuteModel(model_id, stream, async_mode,
input_data, input_desc, output_data, output_desc);
if (ret != SUCCESS) {
GELOGE(ret, "Execute model failed, model_id:%u.", model_id);
return ret;
}
GELOGD("Execute model success, model_id:%u.", model_id);
return SUCCESS;
}
Status GraphLoader::GetMemoryInfo(int64_t &free) {
rtError_t rt_ret = rtSetDevice(GetContext().DeviceId());
if (rt_ret != RT_ERROR_NONE) {
REPORT_CALL_ERROR("E19999", "Call rtSetDevice failed, device_id:%u, ret:0x%X",
GetContext().DeviceId(), rt_ret);
GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
CsaInteract::GetInstance().WriteErrorCode(rt_ret, ERROR_MODULE_RUNTIME, JOBSUBSTATE_GRAPH_LOAD);
return RT_FAILED;
}
size_t total_mem = 0;
size_t free_mem = 0;
rt_ret = rtMemGetInfo(&free_mem, &total_mem);
if (rt_ret != RT_ERROR_NONE) {
REPORT_CALL_ERROR("E19999", "Call rtMemGetInfo failed, ret:0x%X", rt_ret);
GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
return RT_FAILED;
}
rt_ret = rtDeviceReset(GetContext().DeviceId());
if (rt_ret != RT_ERROR_NONE) {
REPORT_CALL_ERROR("E19999", "Call rtDeviceReset failed, device_id:%u, ret:0x%X",
GetContext().DeviceId(), rt_ret);
GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
return RT_FAILED;
}
// Add small page memory size
free = static_cast<int64_t>(free_mem + VarManager::Instance(GetContext().SessionId())->GetUseMaxMemorySize() -
total_mem);
GELOGI("GetMemoryInfo free[%zu], total[%zu], return free[%ld]", free_mem, total_mem, free);
return SUCCESS;
}
Status GraphLoader::DestroyAicpuKernel(uint64_t session_id, uint32_t model_id, uint32_t sub_model_id) {
auto model_manager = ModelManager::GetInstance();
GE_CHECK_NOTNULL(model_manager);
Status ret = model_manager->DestroyAicpuKernel(session_id, model_id, sub_model_id);
if (ret != SUCCESS) {
GELOGE(ret, "Destroy aicpu kernel failed.");
return ret;
}
return SUCCESS;
}
Status GraphLoader::DestroyAicpuSessionForInfer(uint32_t model_id) {
auto model_manager = ModelManager::GetInstance();
GE_CHECK_NOTNULL(model_manager);
Status ret = model_manager->DestroyAicpuSessionForInfer(model_id);
if (ret != SUCCESS) {
GELOGE(ret, "Destroy aicpu serrion for infer failed.");
return ret;
}
return SUCCESS;
}
} // namespace ge