/** * 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 "framework/common/helper/model_helper.h" #include "common/model_parser/model_parser.h" #include "framework/omg/model_tool.h" #include "framework/omg/version.h" #include "graph/debug/ge_attr_define.h" #include "graph/utils/graph_utils.h" #include "framework/omg/omg_inner_types.h" using std::string; using domi::ModelTaskDef; namespace { const int64_t kOriginalOmPartitionNum = 1; const uint32_t kStatiOmFileModelNum = 1; } namespace ge { ModelHelper::~ModelHelper() { (void)ReleaseLocalModelData(); } Status ModelHelper::SaveModelPartition(std::shared_ptr &om_file_save_helper, ModelPartitionType type, const uint8_t *data, size_t size, size_t model_index) { if (size < 1 || size > UINT32_MAX) { GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, partition size %zu invalid", size); if (size > UINT32_MAX) { string item = "item"; if (type == MODEL_DEF) { item = "model info"; } else if (type == WEIGHTS_DATA) { item = "weight data"; } else if (type == TASK_INFO) { item = "task info"; } else if (type == TBE_KERNELS) { item = "tbe kernels"; } else if (type == CUST_AICPU_KERNELS) { item = "aicpu kernels"; } ErrorManager::GetInstance().ATCReportErrMessage("E19023", {"size", "item", "maxsize"}, {std::to_string(size), item, std::to_string(UINT32_MAX)}); } REPORT_INNER_ERROR("E19999", "Add model partition failed, partition size %zu " "invalid", size); return PARAM_INVALID; } if (data == nullptr) { GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, data is null"); REPORT_INNER_ERROR("E19999", "Add model partition failed, data is null"); return PARAM_INVALID; } ModelPartition partition_model; partition_model.data = const_cast(data); partition_model.size = static_cast(size); partition_model.type = type; if (om_file_save_helper->AddPartition(partition_model, model_index) != SUCCESS) { GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, partition size %zu", size); REPORT_CALL_ERROR("E19999", "Add model partition failed, partition size %zu", size); return PARAM_INVALID; } return SUCCESS; } Status ModelHelper::SaveSizeToModelDef(const GeModelPtr &ge_model) { vector om_info; auto ge_model_weight = ge_model->GetWeight(); GELOGD("SaveSizeToModelDef weight_data_size is %zu, ge_model_weight data is %p", ge_model_weight.GetSize(), ge_model_weight.GetData()); om_info.push_back(ge_model_weight.GetSize()); TBEKernelStore tbe_kernel_store = ge_model->GetTBEKernelStore(); GELOGD("SaveSizeToModelDef tbe_kernels_size is %zu", tbe_kernel_store.DataSize()); om_info.push_back(tbe_kernel_store.DataSize()); CustAICPUKernelStore cust_aicpu_kernel_store = ge_model->GetCustAICPUKernelStore(); GELOGD("SaveSizeToModelDef cust aicpu kernels size is %zu", cust_aicpu_kernel_store.DataSize()); om_info.push_back(cust_aicpu_kernel_store.DataSize()); std::shared_ptr model_task_def = ge_model->GetModelTaskDefPtr(); if (model_task_def == nullptr) { GELOGD("SaveSizeToModelDef task_info_size is 0."); om_info.push_back(0); } else { size_t partition_task_size = model_task_def->ByteSizeLong(); GELOGD("SaveSizeToModelDef task_info_size is %zu", partition_task_size); om_info.push_back(partition_task_size); } GE_CHK_BOOL_EXEC(ge::AttrUtils::SetListInt(*(ge_model.get()), "om_info_list", om_info), GELOGE(FAILED, "SetListInt of om_info_list failed."); return FAILED); return SUCCESS; } Status ModelHelper::SaveModelDef(std::shared_ptr &om_file_save_helper, const GeModelPtr &ge_model, ge::Buffer &model_buffer, size_t model_index) { ModelPtr model_tmp = ge::MakeShared(ge_model->GetName(), ge_model->GetPlatformVersion()); if (model_tmp == nullptr) { GELOGE(FAILED, "[Creat][Model]Failed, Model %s Ptr", ge_model->GetName().c_str()); REPORT_CALL_ERROR("E19999", "Create Model %s Ptr failed", ge_model->GetName().c_str()); return FAILED; } model_tmp->SetGraph(ge_model->GetGraph()); model_tmp->SetVersion(ge_model->GetVersion()); model_tmp->SetAttr(ge_model->MutableAttrMap()); Status ret = SaveSizeToModelDef(ge_model); if (ret != SUCCESS) { GELOGE(ret, "[Save][SizeToModelDef]Failed, model %s, error_code %u", ge_model->GetName().c_str(), ret); REPORT_CALL_ERROR("E19999", "Save SizeToModelDef failed, model %s, error_code %u", ge_model->GetName().c_str(), ret); return ret; } (void)model_tmp->Save(model_buffer); GELOGD("MODEL_DEF size is %zu", model_buffer.GetSize()); if (model_buffer.GetSize() > 0) { if (SaveModelPartition(om_file_save_helper, ModelPartitionType::MODEL_DEF, model_buffer.GetData(), model_buffer.GetSize(), model_index) != SUCCESS) { GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, model %s, model_def size %zu, model_index %zu", ge_model->GetName().c_str(), model_buffer.GetSize(), model_index); REPORT_CALL_ERROR("E19999", "Add model graph partititon failed, model %s, model_def %zu, " "model_index %zu", ge_model->GetName().c_str(), model_buffer.GetSize(), model_index); return PARAM_INVALID; } } return SUCCESS; } Status ModelHelper::SaveModelWeights(std::shared_ptr &om_file_save_helper, const GeModelPtr &ge_model, size_t model_index) { auto ge_model_weight = ge_model->GetWeight(); GELOGD("WEIGHTS_DATA size is %zu, %p", ge_model_weight.GetSize(), ge_model_weight.GetData()); // weight is not necessary if (ge_model_weight.GetSize() > 0) { GE_CHK_STATUS_RET(SaveModelPartition(om_file_save_helper, ModelPartitionType::WEIGHTS_DATA, ge_model_weight.GetData(), ge_model_weight.GetSize(), model_index), "Add weight partition failed"); } return SUCCESS; } Status ModelHelper::SaveModelTbeKernel(std::shared_ptr &om_file_save_helper, const GeModelPtr &ge_model, size_t model_index) { TBEKernelStore tbe_kernel_store = ge_model->GetTBEKernelStore(); GELOGD("TBE_KERNELS size is %zu", tbe_kernel_store.DataSize()); if (tbe_kernel_store.DataSize() > 0) { GE_CHK_STATUS_RET( SaveModelPartition(om_file_save_helper, ModelPartitionType::TBE_KERNELS, ge_model->GetTBEKernelStore().Data(), ge_model->GetTBEKernelStore().DataSize(), model_index), "Add tbe kernel partition failed"); } // no need to check value, DATA->NetOutput (void)tbe_kernel_store.Load(tbe_kernel_store.Data(), tbe_kernel_store.DataSize()); return SUCCESS; } Status ModelHelper::SaveModelCustAICPU(std::shared_ptr &om_file_save_helper, const GeModelPtr &ge_model, size_t model_index) { CustAICPUKernelStore cust_aicpu_kernel_store = ge_model->GetCustAICPUKernelStore(); GELOGD("cust aicpu kernels size is %zu", cust_aicpu_kernel_store.DataSize()); if (cust_aicpu_kernel_store.DataSize() > 0) { GE_CHK_STATUS_RET(SaveModelPartition(om_file_save_helper, ModelPartitionType::CUST_AICPU_KERNELS, ge_model->GetCustAICPUKernelStore().Data(), cust_aicpu_kernel_store.DataSize(), model_index), "Add cust aicpu kernel partition failed"); } return SUCCESS; } Status ModelHelper::SaveModelTaskDef(std::shared_ptr &om_file_save_helper, const GeModelPtr &ge_model, ge::Buffer &task_buffer, size_t model_index) { std::shared_ptr model_task_def = ge_model->GetModelTaskDefPtr(); if (model_task_def == nullptr) { GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "[Creat][ModelTaskDef]Failed, it is nullptr, " "model %s", ge_model->GetName().c_str()); REPORT_CALL_ERROR("E19999", "Creat model task def failed, it is nullptr, model %s", ge_model->GetName().c_str()); return ACL_ERROR_GE_MEMORY_ALLOCATION; } size_t partition_task_size = model_task_def->ByteSizeLong(); GE_IF_BOOL_EXEC(partition_task_size == 0 || partition_task_size > INT_MAX, GELOGE(FAILED, "[Check][ModelDefSize]Invalid, size %zu, model %s", partition_task_size, ge_model->GetName().c_str()); REPORT_CALL_ERROR("E19999", "Model def size %zu check invalid, model %s", partition_task_size, ge_model->GetName().c_str()); return FAILED); task_buffer = ge::Buffer(partition_task_size); if (task_buffer.GetSize() == 0) { GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "[Allocate][ModelTaskDefBuffer]Failed, " "model def size %zu, model %s", partition_task_size, ge_model->GetName().c_str()); REPORT_CALL_ERROR("E19999", "Allocate model task def buffer failed, model def size %zu " "model %s", partition_task_size, ge_model->GetName().c_str()); return ACL_ERROR_GE_MEMORY_ALLOCATION; } (void)model_task_def->SerializePartialToArray(task_buffer.GetData(), static_cast(partition_task_size)); GELOGD("TASK_INFO op_size:%d, stream_num:%u", model_task_def->op().size(), model_task_def->stream_num()); GELOGD("TASK_INFO size is %zu", partition_task_size); if (SaveModelPartition(om_file_save_helper, ModelPartitionType::TASK_INFO, task_buffer.GetData(), partition_task_size, model_index) != SUCCESS) { GELOGE(PARAM_INVALID, "[Add][ModelTaskDefPartition]Failed, model def size %zu, " "model_index %zu, model %s", partition_task_size, model_index, ge_model->GetName().c_str()); REPORT_CALL_ERROR("E19999", "Add model task def partition failed, model def size %zu " "model_index %zu, model %s", partition_task_size, model_index, ge_model->GetName().c_str()); return PARAM_INVALID; } return SUCCESS; } Status ModelHelper::SaveModelHeader(std::shared_ptr &om_file_save_helper, const GeModelPtr &ge_model, size_t model_num) { // Save target/version to model_header ModelFileHeader &model_header = om_file_save_helper->GetModelFileHeader(); model_header.platform_type = ge_model->GetPlatformType(); model_header.om_ir_version = ge_model->GetVersion(); model_header.model_num = model_num; std::string platform_version = ge_model->GetPlatformVersion(); errno_t err; err = memcpy_s(model_header.platform_version, PLATFORM_VERSION_LEN, platform_version.c_str(), platform_version.size() + 1); if (err != EOK) { GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "[Save][Model]Failed while allocating memory for platform_version %s, model %s, " "errno %d", platform_version.c_str(), ge_model->GetName().c_str(), err); REPORT_CALL_ERROR("E19999", "ModelHelper save model %s failed while " "allocating memory for platform_version %s, errno %d", ge_model->GetName().c_str(), platform_version.c_str(), err); return ACL_ERROR_GE_MEMORY_ALLOCATION; } string version = reinterpret_cast(model_header.platform_version); GELOGD("Platform version save: %s", version.c_str()); size_t name_size = ge_model->GetName().size(); name_size = name_size > (MODEL_NAME_LENGTH - 1) ? (MODEL_NAME_LENGTH - 1) : name_size; err = memcpy_s(model_header.name, MODEL_NAME_LENGTH, ge_model->GetName().c_str(), name_size); if (err != EOK) { GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "[Save][Model]Failed while allocating memory for model %s, errno %d", ge_model->GetName().c_str(), err); REPORT_CALL_ERROR("E19999", "ModelHelper save model failed while allocating memory " "for model %s,errno %d", ge_model->GetName().c_str(), err); return ACL_ERROR_GE_MEMORY_ALLOCATION; } string model_name = reinterpret_cast(model_header.name); GELOGD("Model name save:%s", model_name.c_str()); return SUCCESS; } Status ModelHelper::SaveAllModelPartiton(std::shared_ptr &om_file_save_helper, const GeModelPtr &ge_model, ge::Buffer &model_buffer, ge::Buffer &task_buffer, size_t model_index) { if (SaveModelDef(om_file_save_helper, ge_model, model_buffer, model_index) != SUCCESS) { GELOGE(FAILED, "[Save][ModelDef]Failed, model %s, model index %zu", ge_model->GetName().c_str(), model_index); REPORT_CALL_ERROR("E19999", "ModelHelper save model def failed, model %s, model index %zu", ge_model->GetName().c_str(), model_index); return FAILED; } if (SaveModelWeights(om_file_save_helper, ge_model, model_index) != SUCCESS) { GELOGE(FAILED, "[Save][ModelWeights]Failed, model %s, model index %zu", ge_model->GetName().c_str(), model_index); REPORT_CALL_ERROR("E19999", "ModelHelper save mode weights failed, model %s, model index %zu", ge_model->GetName().c_str(), model_index); return FAILED; } if (SaveModelTbeKernel(om_file_save_helper, ge_model, model_index) != SUCCESS) { GELOGE(FAILED, "[Save][ModelTbeKernel]Failed, model %s, model index %zu", ge_model->GetName().c_str(), model_index); REPORT_CALL_ERROR("E19999", "ModelHelper save model tbe kernel failed, model %s, " "model index %zu", ge_model->GetName().c_str(), model_index); return FAILED; } if (SaveModelCustAICPU(om_file_save_helper, ge_model, model_index) != SUCCESS) { GELOGE(FAILED, "[Save][ModelCustAICPU]Failed, model %s, model index %zu", ge_model->GetName().c_str(), model_index); REPORT_CALL_ERROR("E19999", "ModelHelper save model cust aicpu failed, model %s " "model index %zu", ge_model->GetName().c_str(), model_index); return FAILED; } if (SaveModelTaskDef(om_file_save_helper, ge_model, task_buffer, model_index) != SUCCESS) { GELOGE(FAILED, "[Save][TaskDef]Failed, model %s, model index %zu", ge_model->GetName().c_str(), model_index); REPORT_CALL_ERROR("E19999", "ModelHelper save task def failed, model %s, model index %zu", ge_model->GetName().c_str(), model_index); return FAILED; } return SUCCESS; } Status ModelHelper::SaveToOmModel(const GeModelPtr &ge_model, const SaveParam &save_param, const std::string &output_file, ModelBufferData &model) { if (output_file.empty()) { GELOGE(FAILED, "[Save][Model]GraphBuilder SaveModel received invalid file name prefix, " "model %s", ge_model->GetName().c_str()); REPORT_CALL_ERROR("E19999", "GraphBuilder SaveModel received invalid file name prefix, " "model %s", ge_model->GetName().c_str()); return FAILED; } GE_IF_BOOL_EXEC(ge_model == nullptr, GELOGE(FAILED, "Ge_model is nullptr"); return FAILED); std::shared_ptr om_file_save_helper = ge::MakeShared(); GE_CHECK_NOTNULL(om_file_save_helper); ge::Buffer model_buffer; ge::Buffer task_buffer; GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(*(ge_model.get()), ATTR_MODEL_ATC_CMDLINE, domi::GetContext().atc_cmdline), GELOGE(FAILED, "SetStr for atc_cmdline failed."); return FAILED); auto ret = SaveAllModelPartiton(om_file_save_helper, ge_model, model_buffer, task_buffer); if (ret != SUCCESS) { GELOGE(ret, "[Save][AllModelPartition]Failed, model %s, error_code %u", ge_model->GetName().c_str(), ret); REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save all model partition failed, model %s " "error_code %u", ge_model->GetName().c_str(), ret); return ret; } ret = SaveModelHeader(om_file_save_helper, ge_model); if (ret != SUCCESS) { GELOGE(ret, "[Save][ModelHeader]Failed, model %s, error_code %u", ge_model->GetName().c_str(), ret); REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save model header failed, model %s " "error_code %u", ge_model->GetName().c_str(), ret); return ret; } ret = om_file_save_helper->SaveModel(save_param, output_file.c_str(), model, is_offline_); if (ret != SUCCESS) { GELOGE(FAILED, "[Save][Model]Failed, model %s, output file %s", ge_model->GetName().c_str(), output_file.c_str()); REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save model failed, model %s, " "output file %s", ge_model->GetName().c_str(), output_file.c_str()); return ret; } return SUCCESS; } Status ModelHelper::SaveToOmRootModel(const GeRootModelPtr &ge_root_model, const SaveParam &save_param, const std::string &output_file, ModelBufferData &model, bool is_unknown_shape) { GE_CHECK_NOTNULL(ge_root_model); GE_IF_BOOL_EXEC(ge_root_model == nullptr, GELOGE(FAILED, "[Check][GERootModel]Ge_root_model is nullptr"); REPORT_INNER_ERROR("E19999", "Ge_root_model check failed, it is nullptr"); return FAILED); auto &name_to_ge_model = ge_root_model->GetSubgraphInstanceNameToModel(); GE_IF_BOOL_EXEC(name_to_ge_model.empty(), GELOGE(FAILED, "[Get][SubModel]Ge_root_model has no sub model"); REPORT_INNER_ERROR("E19999", "Ge_root_model has no sub model"); return FAILED); GE_IF_BOOL_EXEC(output_file.empty(), GELOGE(FAILED, "[Save][Model]GraphBuilder SaveModel received invalid " "file name prefix"); REPORT_INNER_ERROR("E19999", "GraphBuilder SaveModel received invalid " "file name prefix"); return FAILED); if (!is_unknown_shape) { auto &model_root = name_to_ge_model.begin()->second; GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(*(model_root.get()), ATTR_MODEL_ATC_CMDLINE, domi::GetContext().atc_cmdline), GELOGE(FAILED, "SetStr for atc_cmdline failed."); return FAILED); return SaveToOmModel(model_root, save_param, output_file, model); } std::shared_ptr om_file_save_helper = ge::MakeShared(); GE_CHECK_NOTNULL(om_file_save_helper); auto &first_ge_model = name_to_ge_model.at(ge_root_model->GetRootGraph()->GetName()); GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(*(first_ge_model.get()), ATTR_MODEL_ATC_CMDLINE, domi::GetContext().atc_cmdline), GELOGE(FAILED, "SetStr for atc_cmdline failed."); return FAILED); // ge root model must be the first to be loaded vector model_names{ge_root_model->GetRootGraph()->GetName()}; for (auto &item : name_to_ge_model) { if (item.first != model_names.front()) { model_names.emplace_back(item.first); } } vector model_buffers(model_names.size()); vector task_buffers(model_names.size()); size_t cur_index = 0; if (model_names.size() > 1) { GELOGD("only save first model MODEL_DEF"); if (SaveModelDef(om_file_save_helper, first_ge_model, model_buffers[cur_index], cur_index) != SUCCESS) { GELOGE(FAILED, "[Save][ModelDef]Failed, cur_index %zu", cur_index); REPORT_INNER_ERROR("E19999", "Save model def failed, cur_index %zu", cur_index); return FAILED; } ++cur_index; } for (; cur_index < model_names.size(); ++cur_index) { auto model_name = model_names[cur_index]; GELOGD("cur model %s index is %zu", model_name.c_str(), cur_index); const GeModelPtr &ge_model = name_to_ge_model.at(model_name); auto ret = SaveAllModelPartiton(om_file_save_helper, ge_model, model_buffers[cur_index], task_buffers[cur_index], cur_index); if (ret != SUCCESS) { GELOGE(INTERNAL_ERROR, "[Save][AllModelPartition]Failed, model name %s, cur_index %zu", model_name.c_str(), cur_index); REPORT_CALL_ERROR("E19999", "Save all model %s partition failed, cur_index %zu", model_name.c_str(), cur_index); return INTERNAL_ERROR; } } auto ret = SaveModelHeader(om_file_save_helper, first_ge_model, model_names.size()); if (ret != SUCCESS) { GELOGE(INTERNAL_ERROR, "[Save][ModelHeader]Failed, model name %s", first_ge_model->GetName().c_str()); REPORT_CALL_ERROR("E19999", "Save model %s header failed", first_ge_model->GetName().c_str()); return INTERNAL_ERROR; } ret = om_file_save_helper->SaveRootModel(save_param, output_file.c_str(), model, is_offline_); if (ret != SUCCESS) { GELOGE(FAILED, "[Save][Model]OmFileSaveHelper save model eturn fail, output_file %s", output_file.c_str()); REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save model return fail, output_file %s", output_file.c_str()); return FAILED; } return SUCCESS; } Status ModelHelper::SaveOriginalGraphToOmModel(const ge::Graph &graph, const std::string &output_file) { if (output_file.empty()) { GELOGE(FAILED, "[Save][Model]Received invalid file name prefix, output_file %s", output_file.c_str()); REPORT_INNER_ERROR("E19999", "Save model received invalid file name prefix, output_file %s", output_file.c_str()); return FAILED; } // Get computegraph from graph auto compute_graph = ge::GraphUtils::GetComputeGraph(graph); if (compute_graph == nullptr) { GELOGE(FAILED, "[Save][Model]Failed for compute_graph null"); REPORT_INNER_ERROR("E19999", "Save model failed for compute_graph null"); return FAILED; } GE_DUMP(compute_graph, "OriginalGraph"); // Model ModelPtr model_ptr = ge::MakeShared(); GE_CHECK_NOTNULL_EXEC(model_ptr, return MEMALLOC_FAILED); std::string original_model_name = compute_graph->GetName() + "_original"; model_ptr->SetName(original_model_name); model_ptr->SetGraph(graph); model_ptr->SetVersion(static_cast(OM_PROTO_VERSION)); string framework_version; Status frame_rt = PlatformVersionManager::GetPlatformVersion(framework_version); if (frame_rt == SUCCESS) { uint32_t counter = 0; string model_framework_version = framework_version + "." + std::to_string(counter); model_ptr->SetPlatformVersion(model_framework_version); } // Model def ge::Buffer model_buffer; ge::graphStatus status = model_ptr->Save(model_buffer); if (status != ge::GRAPH_SUCCESS) { GELOGE(FAILED, "[Save][Model]Failed for save buffer fail, model %s", model_ptr->GetName().c_str()); REPORT_CALL_ERROR("E19999", "Save model %s failed for save buffer fail", model_ptr->GetName().c_str()); return FAILED; } std::shared_ptr om_file_save_helper = ge::MakeShared(); GE_CHECK_NOTNULL_EXEC(om_file_save_helper, return MEMALLOC_FAILED); ModelPartition partition_model; partition_model.data = model_buffer.GetData(); partition_model.size = static_cast(model_buffer.GetSize()); partition_model.type = ModelPartitionType::MODEL_DEF; GELOGI("Original Model type[%u],size[%u]", partition_model.type, partition_model.size); if (partition_model.data != nullptr && partition_model.size > 0) { (void)om_file_save_helper->AddPartition(partition_model); // Condition of AddPartition is established, no need to check value } // Save target/version to model_header ModelFileHeader &model_header = om_file_save_helper->GetModelFileHeader(); model_header.om_ir_version = model_ptr->GetVersion(); model_header.headsize = MODEL_FILE_HEAD_LEN; std::string platform_version = model_ptr->GetPlatformVersion(); errno_t err = memcpy_s(model_header.platform_version, PLATFORM_VERSION_LEN, platform_version.c_str(), platform_version.size() + 1); if (err != EOK) { GELOGE(FAILED, "[Save][Model]Failed for platform_version %s, model %s, errno %d", platform_version.c_str(), model_ptr->GetName().c_str(), err); REPORT_CALL_ERROR("E19999", "Save model %s failed for platform_version %s, errno %d", model_ptr->GetName().c_str(), platform_version.c_str(), err); return FAILED; } size_t name_size = model_ptr->GetName().size(); name_size = name_size > (MODEL_NAME_LENGTH - 1) ? (MODEL_NAME_LENGTH - 1) : name_size; err = memcpy_s(model_header.name, MODEL_NAME_LENGTH, model_ptr->GetName().c_str(), name_size); if (err != EOK) { GELOGE(FAILED, "[Save][Model]Failed for memory copy %s failed, errno %d", model_ptr->GetName().c_str(), err); REPORT_CALL_ERROR("E19999", "Save model failed for memory copy %s failed, errno %d", model_ptr->GetName().c_str(), err); return FAILED; } ModelBufferData model; Status ret = om_file_save_helper->SaveModelToFile(output_file.c_str(), model, is_offline_); return (ret == SUCCESS ? SUCCESS : FAILED); } Status ModelHelper::LoadModel(const ge::ModelData &model_data) { if (model_data.model_data == nullptr || model_data.model_len == 0) { GELOGE(ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID, "[Load][Model]Model_data is nullptr or model_data_size is 0"); REPORT_INNER_ERROR("E19999", "Load model failed, " "Model_data is nullptr or model_data_size is 0"); return ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID; } if (is_assign_model_) { GELOGE(ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED, "[Load][Model]Model helper has already loaded!"); return ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED; } if (ReleaseLocalModelData() != SUCCESS) { GELOGE(ACL_ERROR_GE_EXEC_RELEASE_MODEL_DATA, "[Release][ModelData]Failed."); return ACL_ERROR_GE_EXEC_RELEASE_MODEL_DATA; } Status status = ModelParserBase::ParseModelContent(model_data, model_addr_tmp_, model_len_tmp_); if (status != SUCCESS) { GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Parse][ModelContent]Failed!"); return ACL_ERROR_GE_PARAM_INVALID; } file_header_ = reinterpret_cast(model_data.model_data); OmFileLoadHelper om_load_helper; status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_); if (status != SUCCESS) { GELOGE(status, "[Init][OmLoadHelper]Failed"); model_addr_tmp_ = nullptr; return status; } auto partition_table = reinterpret_cast(model_addr_tmp_); if (partition_table->num == kOriginalOmPartitionNum) { model_addr_tmp_ = nullptr; GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Check][OmModel]Error, please use executable om model"); return ACL_ERROR_GE_PARAM_INVALID; } // Encrypt model need to del temp model/no encrypt model don't need to del model model_addr_tmp_ = nullptr; status = GenerateGeModel(om_load_helper); if (status != SUCCESS) { GELOGE(status, "[Generate][GEModel]Failed"); return status; } GELOGD("in ModelHelper::LoadModel, is_assign_model_ is setted to true!"); is_assign_model_ = true; return SUCCESS; } Status ModelHelper::LoadRootModel(const ge::ModelData &model_data) { if (model_data.model_data == nullptr || model_data.model_len == 0) { GELOGE(ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID, "[Load][RootModel] " "Model_data is nullptr or model data is empty."); REPORT_INNER_ERROR("E19999", "Load root model failed, model_data is nullptr or its size is 0"); return ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID; } if (is_assign_model_) { GELOGE(ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED, "[Load][RootModel]Model helper has already loaded!"); return ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED; } if (ReleaseLocalModelData() != SUCCESS) { GELOGE(INTERNAL_ERROR, "[Release][ModelData]Failed."); return INTERNAL_ERROR; } Status status = ModelParserBase::ParseModelContent(model_data, model_addr_tmp_, model_len_tmp_); if (status != SUCCESS) { GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Parse][RootModelContent]Failed!"); return ACL_ERROR_GE_PARAM_INVALID; } file_header_ = reinterpret_cast(model_data.model_data); //model verison 1.0 file header does not have model_num member is_unknown_shape_model_ = file_header_->version >= ge::MODEL_VERSION && file_header_->model_num > kStatiOmFileModelNum; GELOGD("Cur om model is ge root model or no %d, model version %u", is_unknown_shape_model_, file_header_->version); OmFileLoadHelper om_load_helper; if (is_unknown_shape_model_) { auto model_num = file_header_->model_num; status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_, model_num); } else { status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_); } if (status != SUCCESS) { GELOGE(status, "[Init][OmLoadHelper]Failed"); model_addr_tmp_ = nullptr; return status; } // Encrypt model need to del temp model/no encrypt model don't need to del model model_addr_tmp_ = nullptr; status = GenerateGeRootModel(om_load_helper); if (status != SUCCESS) { GELOGE(status, "[Generate][GERootModel]Failed"); return status; } GELOGD("In ModelHelper::LoadRootModel, is_assign_model_ is setted to true!"); is_assign_model_ = true; return SUCCESS; } Status ModelHelper::GenerateGeModel(OmFileLoadHelper &om_load_helper) { model_ = ge::MakeShared(); GE_CHECK_NOTNULL(model_); Status ret = LoadModelData(om_load_helper); if (ret != SUCCESS) { return ACL_ERROR_GE_EXEC_LOAD_MODEL_PARTITION_FAILED; } ret = LoadWeights(om_load_helper); if (ret != SUCCESS) { return ACL_ERROR_GE_EXEC_LOAD_WEIGHT_PARTITION_FAILED; } ret = LoadTask(om_load_helper); if (ret != SUCCESS) { return ACL_ERROR_GE_EXEC_LOAD_TASK_PARTITION_FAILED; } ret = LoadTBEKernelStore(om_load_helper); if (ret != SUCCESS) { return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED; } ret = LoadCustAICPUKernelStore(om_load_helper); if (ret != SUCCESS) { return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED; } return SUCCESS; } Status ModelHelper::GenerateGeRootModel(OmFileLoadHelper &om_load_helper) { GELOGD("Begin to generate ge root model"); root_model_ = ge::MakeShared(); GE_CHECK_NOTNULL(root_model_); if (!is_unknown_shape_model_) { if (GenerateGeModel(om_load_helper) != SUCCESS) { GELOGE(FAILED, "[Generate][GERootModel]Failed"); REPORT_CALL_ERROR("E19999", "Generate GE root model failed"); return FAILED; } GE_CHECK_NOTNULL(model_); root_model_->SetRootGraph(GraphUtils::GetComputeGraph(model_->GetGraph())); return SUCCESS; } bool is_first_model = true; for (size_t mode_index = 0; mode_index < file_header_->model_num; ++mode_index) { GeModelPtr cur_model = ge::MakeShared(); Status ret = LoadModelData(om_load_helper, cur_model, mode_index); if (ret != SUCCESS) { return ACL_ERROR_GE_EXEC_LOAD_MODEL_PARTITION_FAILED; } if (is_first_model) { is_first_model = false; root_model_->SetRootGraph(GraphUtils::GetComputeGraph(cur_model->GetGraph())); root_model_->SetModelId(cur_model->GetModelId()); root_model_->SetModelName(cur_model->GetName()); model_ = cur_model; continue; } ret = LoadWeights(om_load_helper, cur_model, mode_index); if (ret != SUCCESS) { return ACL_ERROR_GE_EXEC_LOAD_WEIGHT_PARTITION_FAILED; } ret = LoadTBEKernelStore(om_load_helper, cur_model, mode_index); if (ret != SUCCESS) { return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED; } ret = LoadCustAICPUKernelStore(om_load_helper, cur_model, mode_index); if (ret != SUCCESS) { return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED; } ret = LoadTask(om_load_helper, cur_model, mode_index); if (ret != SUCCESS) { return ACL_ERROR_GE_EXEC_LOAD_TASK_PARTITION_FAILED; } root_model_->SetSubgraphInstanceNameToModel(cur_model->GetName(), cur_model); } return SUCCESS; } Status ModelHelper::LoadModelData(OmFileLoadHelper &om_load_helper) { ModelPartition partition_model_def; // no need to check value, DATA->NetOutput om_load_helper.GetModelPartition(ModelPartitionType::MODEL_DEF, partition_model_def); GELOGD("Model_def partition addr:%p,size:%u", partition_model_def.data, partition_model_def.size); ge::Model model; if (ge::Model::Load(partition_model_def.data, partition_model_def.size, model) != SUCCESS) { GELOGE(INTERNAL_ERROR, "[Load][Model]Failed, model_def partition addr:%p, size:%u", partition_model_def.data, partition_model_def.size); REPORT_CALL_ERROR("E19999", "Load model failed, model_def partition addr:%p, size:%u", partition_model_def.data, partition_model_def.size); return INTERNAL_ERROR; } SetModelToGeModel(model_, model); return SUCCESS; } void ModelHelper::SetModelToGeModel(GeModelPtr &ge_model, Model &model) { ge_model->SetGraph(model.GetGraph()); ge_model->SetName(model.GetName()); ge_model->SetVersion(model.GetVersion()); ge_model->SetPlatformVersion(model.GetPlatformVersion()); ge_model->SetAttr(model.MutableAttrMap()); } Status ModelHelper::LoadModelData(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) { ModelPartition partition_model_def; // no need to check value, DATA->NetOutput om_load_helper.GetModelPartition(ModelPartitionType::MODEL_DEF, partition_model_def, mode_index); GELOGD("Model_def partition addr:%p,size:%u", partition_model_def.data, partition_model_def.size); ge::Model model; if (ge::Model::Load(partition_model_def.data, partition_model_def.size, model) != SUCCESS) { GELOGE(INTERNAL_ERROR, "[Load][Model]Failed, model_def partition addr:%p, size:%u", partition_model_def.data, partition_model_def.size); REPORT_CALL_ERROR("E19999", "Load model failed, model_def partition addr:%p, size:%u", partition_model_def.data, partition_model_def.size); return INTERNAL_ERROR; } SetModelToGeModel(cur_model, model); return SUCCESS; } Status ModelHelper::LoadWeights(OmFileLoadHelper &om_load_helper) { ModelPartition partition; if (om_load_helper.GetModelPartition(ModelPartitionType::WEIGHTS_DATA, partition) != SUCCESS) { GELOGE(FAILED, "[Get][ModelWeightPartition]Failed, GetWeight size:%u", partition.size); REPORT_CALL_ERROR("E19999", "[Get][ModelPartition]Failed, GetWeight size:%u", partition.size); return FAILED; } ge::Buffer weight = ge::Buffer::CopyFrom(partition.data, partition.size); model_->SetWeight(weight); GELOGD("GetWeight size:%u", partition.size); return SUCCESS; } Status ModelHelper::LoadWeights(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) { ModelPartition partition; if (om_load_helper.GetModelPartition(ModelPartitionType::WEIGHTS_DATA, partition, mode_index) != SUCCESS) { GELOGE(FAILED, "[Get][ModelPartition]Failed, GetWeight size:%u", partition.size); REPORT_CALL_ERROR("E19999", "[Get][ModelPartition]Failed, GetWeight size:%u", partition.size); return FAILED; } ge::Buffer weight = ge::Buffer::CopyFrom(partition.data, partition.size); cur_model->SetWeight(weight); GELOGD("GetWeight size:%u", partition.size); return SUCCESS; } Status ModelHelper::LoadTask(OmFileLoadHelper &om_load_helper) { ModelPartition task_partition; if (om_load_helper.GetModelPartition(ModelPartitionType::TASK_INFO, task_partition) != SUCCESS) { GELOGE(FAILED, "[Get][ModelTaskPartition]Failed, task_partition size:%u", task_partition.size); REPORT_CALL_ERROR("E19999", "Get model task partition failed, task_partition size %u", task_partition.size); return FAILED; } std::shared_ptr task = ge::MakeShared(); GE_CHECK_NOTNULL(task); if (task_partition.size != 0) { if (!ReadProtoFromArray(task_partition.data, task_partition.size, task.get())) { GELOGE(INTERNAL_ERROR, "[Read][ProtoFromArray]Failed, task_partition size %u", task_partition.size); REPORT_CALL_ERROR("E19999", "Read proto from array failed, task_partition size %u", task_partition.size); return INTERNAL_ERROR; } GELOGD("TASK_INFO op_size:%d, stream_num:%u", task->op().size(), task->stream_num()); } model_->SetModelTaskDef(task); return SUCCESS; } Status ModelHelper::LoadTask(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) { ModelPartition task_partition; if (om_load_helper.GetModelPartition(ModelPartitionType::TASK_INFO, task_partition, mode_index) != SUCCESS) { GELOGE(FAILED, "Get task model partition failed."); GELOGE(FAILED, "[Get][ModelTaskPartition]Failed, task_partition size %u, mode_index %zu", task_partition.size, mode_index); REPORT_CALL_ERROR("E19999", "Get model task partition failed, " "task_partition size %u, mode_index %zu", task_partition.size, mode_index); return FAILED; } std::shared_ptr task = ge::MakeShared(); GE_CHECK_NOTNULL(task); if (task_partition.size != 0) { if (!ReadProtoFromArray(task_partition.data, task_partition.size, task.get())) { GELOGE(INTERNAL_ERROR, "[Read][ProtoFromArray]Failed, task_partition size %u", task_partition.size); REPORT_CALL_ERROR("E19999", "Read proto from array failed, task_partition size %u", task_partition.size); return INTERNAL_ERROR; } GELOGD("TASK_INFO op_size:%d, stream_num:%u", task->op().size(), task->stream_num()); } cur_model->SetModelTaskDef(task); return SUCCESS; } Status ModelHelper::LoadTBEKernelStore(OmFileLoadHelper &om_load_helper) { // Load tbe kernels ModelPartition partition_kernel_def; TBEKernelStore kernel_store; if (om_load_helper.GetModelPartition(ModelPartitionType::TBE_KERNELS, partition_kernel_def) == SUCCESS) { GELOGD("Kernels partition size:%u", partition_kernel_def.size); if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) { GELOGD("Load tbe kernels success"); } else { GELOGW("Load tbe kernels failed"); } } model_->SetTBEKernelStore(kernel_store); return SUCCESS; } Status ModelHelper::LoadTBEKernelStore(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) { // Load tbe kernels ModelPartition partition_kernel_def; TBEKernelStore kernel_store; if (om_load_helper.GetModelPartition(ModelPartitionType::TBE_KERNELS, partition_kernel_def, mode_index) == SUCCESS) { GELOGD("Kernels partition size:%u", partition_kernel_def.size); if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) { GELOGD("Load tbe kernels success"); } else { GELOGW("Load tbe kernels failed"); } } cur_model->SetTBEKernelStore(kernel_store); return SUCCESS; } Status ModelHelper::LoadCustAICPUKernelStore(OmFileLoadHelper &om_load_helper) { // Load cust aicpu kernels ModelPartition partition_kernel_def; CustAICPUKernelStore kernel_store; if (om_load_helper.GetModelPartition(ModelPartitionType::CUST_AICPU_KERNELS, partition_kernel_def) == SUCCESS) { GELOGD("Kernels partition size:%u", partition_kernel_def.size); if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) { GELOGD("Load cust aicpu kernels success"); } else { GELOGW("Load cust aicpu kernels failed"); } } model_->SetCustAICPUKernelStore(kernel_store); return SUCCESS; } Status ModelHelper::LoadCustAICPUKernelStore(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) { // Load cust aicpu kernels ModelPartition partition_kernel_def; CustAICPUKernelStore kernel_store; if (om_load_helper.GetModelPartition(ModelPartitionType::CUST_AICPU_KERNELS, partition_kernel_def, mode_index) == SUCCESS) { GELOGD("Kernels partition size:%u", partition_kernel_def.size); if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) { GELOGD("Load cust aicpu kernels success"); } else { GELOGW("Load cust aicpu kernels failed"); } } cur_model->SetCustAICPUKernelStore(kernel_store); return SUCCESS; } GeModelPtr ModelHelper::GetGeModel() { if (model_ != nullptr) { return model_; } GELOGD("Model has not been loaded!"); std::shared_ptr out_model = ge::MakeShared(); if (out_model == nullptr) { return nullptr; } return out_model; } GeRootModelPtr ModelHelper::GetGeRootModel() { if (root_model_ != nullptr) { return root_model_; } GELOGD("Model has not been loaded!"); std::shared_ptr out_model = ge::MakeShared(); if (out_model == nullptr) { return nullptr; } return out_model; } Status ModelHelper::ReleaseLocalModelData() noexcept { Status result = SUCCESS; if (model_addr_tmp_ != nullptr) { errno_t ret = memset_s(static_cast(model_addr_tmp_), model_len_tmp_, 0, model_len_tmp_); if (ret != EOK) { GELOGE(FAILED, "[Memset][Memory]Failed, error-code %d", ret); REPORT_CALL_ERROR("E19999", "Failed to memset memory, error-code %d", ret); result = FAILED; } delete[] model_addr_tmp_; model_addr_tmp_ = nullptr; model_len_tmp_ = 0; } return result; } Status ModelHelper::GetBaseNameFromFileName(const string &file_name, string &base_name) { GELOGD("Get base_name from file, file_name:%s", file_name.c_str()); GE_CHK_BOOL_EXEC_WARN(!file_name.empty(), return FAILED, "File path may not valid, check params --output"); size_t start_position = 0; // using output as base_name (ignore ".om") size_t filename_suffixes = 3; if (file_name.find_last_of('/') != string::npos) { start_position = file_name.find_last_of('/') + 1; } size_t end_position = file_name.length() - filename_suffixes; base_name = file_name.substr(start_position, end_position - start_position); GE_CHK_BOOL_EXEC_WARN(!base_name.empty(), return FAILED, "Get base_name failed, check params --output"); return SUCCESS; } Status ModelHelper::GetModelNameFromMergedGraphName(const string &graph_name, string &model_name) { GELOGD("Get model_name from graph_name, graph_name:%s", graph_name.c_str()); // this can only be used after merged graph(graph name will be append with "_x", x is index); GE_CHK_BOOL_EXEC_WARN(!graph_name.empty(), return FAILED, "File path may not valid, check params --output"); size_t start_position = 0; size_t end_position = graph_name.length(); // using graph as model_name (ignore "_x", x is the index of graph) if (graph_name.find_last_of('_') != string::npos) { end_position = graph_name.find_last_of('_'); } model_name = graph_name.substr(start_position, end_position); GE_CHK_BOOL_EXEC_WARN(!model_name.empty(), return FAILED, "Get model_name failed, check params --output"); return SUCCESS; } Status ModelTool::GetModelInfoFromOm(const char *model_file, ge::proto::ModelDef &model_def, uint32_t &modeldef_size) { GE_CHECK_NOTNULL(model_file); ge::ModelData model; int32_t priority = 0; Status ret = ModelParserBase::LoadFromFile(model_file, priority, model); if (ret != SUCCESS) { GELOGE(ret, "[Load][ModelInfo]Failed from file %s, error_code %u", model_file, ret); REPORT_CALL_ERROR("E19999", "Load model info failed from file %s, error_code %u", model_file, ret); return ret; } std::function callback = [&]() { if (model.model_data != nullptr) { delete[] reinterpret_cast(model.model_data); model.model_data = nullptr; } }; GE_MAKE_GUARD(release, callback); uint8_t *model_data = nullptr; uint32_t model_len = 0; ret = ModelParserBase::ParseModelContent(model, model_data, model_len); if (ret != SUCCESS) { ErrorManager::GetInstance().ATCReportErrMessage("E10003", {"parameter", "value", "reason"}, {"om", model_file, "invalid om file, can't be parsed"}); GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Parse][ModelContent]Failed because of invalid om file %s, please check om param", model_file); return ret; } OmFileLoadHelper om_load_helper; ret = om_load_helper.Init(model_data, model_len); if (ret != SUCCESS) { REPORT_INNER_ERROR("E19999", "Init om file %s failed", model_file); GELOGE(ge::FAILED, "[Init][OmFile]Failed, model_file %s", model_file); return ret; } ModelPartition ir_part; ret = om_load_helper.GetModelPartition(MODEL_DEF, ir_part); if (ret != SUCCESS) { REPORT_INNER_ERROR("E19999", "Get model partition failed, model_file %s", model_file); GELOGE(ge::FAILED, "[Get][ModelPart]Failed, model_file %s", model_file); return ret; } bool flag = ReadProtoFromArray(ir_part.data, ir_part.size, &model_def); if (!flag) { ret = INTERNAL_ERROR; REPORT_INNER_ERROR("E19999", "Read proto from array failed, model_file %s", model_file); GELOGE(ret, "[Read][ProtoFromArray]Failed, model_file %s", model_file); return ret; } modeldef_size = ir_part.size; return ret; } Status ModelTool::GetModelInfoFromPbtxt(const char *model_file, ge::proto::ModelDef &model_def) { GE_CHECK_NOTNULL(model_file); ge::ModelData model; int32_t priority = 0; Status ret = ModelParserBase::LoadFromFile(model_file, priority, model); auto free_model_data = [](void **ptr) -> void { if (ptr != nullptr && *ptr != nullptr) { delete[] reinterpret_cast(*ptr); *ptr = nullptr; } }; if (ret != SUCCESS) { free_model_data(&model.model_data); GELOGE(ret, "[Load][ModelInfo]Failed from file %s, error_code %u", model_file, ret); REPORT_CALL_ERROR("E19999", "Load model info failed from file %s, error_code %u", model_file, ret); return ret; } try { bool flag = google::protobuf::TextFormat::ParseFromString(reinterpret_cast(model.model_data), &model_def); if (!flag) { free_model_data(&model.model_data); REPORT_INNER_ERROR("E19999", "Parse model info failed from string, model_file %s", model_file); GELOGE(FAILED, "[Parse][ModelInfo]Failed from string, model_file %s", model_file); return FAILED; } free_model_data(&model.model_data); return SUCCESS; } catch (google::protobuf::FatalException &e) { free_model_data(&model.model_data); REPORT_INNER_ERROR("E19999", "Parse model info failed from string, exception message %s, model_file %s", e.what(), model_file); GELOGE(FAILED, "[Parse][ModelInfo]Failed from string, exception message %s, model_file %s", e.what(), model_file); return FAILED; } } } // namespace ge