/** * Copyright 2019-2020 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 "external/ge/ge_ir_build.h" #include #include "common/auth/file_saver.h" #include "external/register/register_types.h" #include "framework/common/debug/ge_log.h" #include "framework/common/ge_inner_error_codes.h" #include "framework/common/string_util.h" #include "framework/common/types.h" #include "framework/common/util.h" #include "framework/omg/omg_inner_types.h" #include "framework/omg/omg_inner_types.h" #include "ge/ge_api_types.h" #include "generator/ge_generator.h" #include "graph/compute_graph.h" #include "graph/ge_tensor.h" #include "graph/utils/type_utils.h" #include "graph/ge_global_options.h" #include "init/gelib.h" #include "ir_build/atc_ir_common.h" #include "model/ge_model.h" using std::string; using namespace std; namespace ge { namespace { const std::string IR_OPTION_TARGET = "target"; const std::string IR_OPTION_MODE = "mode"; const std::string IR_OP_CONF_DELIMITER = ":"; const std::string IR_OPTION_LOG_LEVEL_DEFAULT = "default"; const std::string IR_OPTION_BUFFER_OPTIMIZE_DEFAULT = "l2_optimize"; const std::string IR_OPTION_DISABLE_REUSE_MEMORY_DEFAULT = "0"; const std::string IR_OPTION_ENABLE_COMPRESS_WEIGHT_DEFAULT = "false"; } // namespace static graphStatus CheckGlobalOptions(std::map &global_options) { // check param disable_reuse_memory std::string disable_reuse_memory = global_options.find(ge::ir_option::EXEC_DISABLE_REUSED_MEMORY) == global_options.end() ? IR_OPTION_DISABLE_REUSE_MEMORY_DEFAULT : global_options[ge::ir_option::EXEC_DISABLE_REUSED_MEMORY]; GE_CHK_BOOL_EXEC(ge::CheckDisableReuseMemoryParamValid(disable_reuse_memory) == ge::SUCCESS, return ge::GRAPH_PARAM_INVALID, "check disable_reuse_memory failed!"); global_options[ge::ir_option::EXEC_DISABLE_REUSED_MEMORY] = disable_reuse_memory; // check buffer_optimize std::string buffer_optimize = global_options.find(ge::ir_option::BUFFER_OPTIMIZE) == global_options.end() ? IR_OPTION_BUFFER_OPTIMIZE_DEFAULT : global_options[ge::ir_option::BUFFER_OPTIMIZE]; GE_CHK_BOOL_EXEC(ge::CheckBufferOptimizeParamValid(buffer_optimize) == ge::SUCCESS, return ge::GRAPH_PARAM_INVALID, "check buffer optimize failed!"); global_options[ge::ir_option::BUFFER_OPTIMIZE] = buffer_optimize; // check enable_single_stream std::string enable_single_stream = global_options.find(ge::ir_option::ENABLE_SINGLE_STREAM) == global_options.end() ? "" : global_options[ge::ir_option::ENABLE_SINGLE_STREAM]; GE_CHK_BOOL_EXEC(ge::CheckEnableSingleStreamParamValid(enable_single_stream) == ge::SUCCESS, return ge::GRAPH_PARAM_INVALID, "check enable single stream failed!"); // check compress_weight std::string enable_compress_weight = global_options.find(ge::ir_option::ENABLE_COMPRESS_WEIGHT) == global_options.end() ? IR_OPTION_ENABLE_COMPRESS_WEIGHT_DEFAULT : global_options[ge::ir_option::ENABLE_COMPRESS_WEIGHT]; std::string compress_weight_conf = global_options.find(ge::ir_option::COMPRESS_WEIGHT_CONF) == global_options.end() ? "" : global_options[ge::ir_option::COMPRESS_WEIGHT_CONF]; GE_CHK_BOOL_EXEC(ge::CheckCompressWeightParamValid(enable_compress_weight, compress_weight_conf) == ge::SUCCESS, return ge::GRAPH_PARAM_INVALID, "check compress weight failed!"); global_options[ge::ir_option::ENABLE_COMPRESS_WEIGHT] = (enable_compress_weight == "true") ? ge::kEnableCompressWeightTrue : ge::kEnableCompressWeightFalse; // check optypelist_for_implmode and op_select_implmode std::string optypelist_for_implmode = global_options.find(ge::ir_option::OPTYPELIST_FOR_IMPLMODE) == global_options.end() ? "" : global_options[ge::ir_option::OPTYPELIST_FOR_IMPLMODE]; std::string op_select_implmode = global_options.find(ge::ir_option::OP_SELECT_IMPL_MODE) == global_options.end() ? "" : global_options[ge::ir_option::OP_SELECT_IMPL_MODE]; GE_CHK_BOOL_EXEC(ge::CheckImplmodeParamValid(optypelist_for_implmode, op_select_implmode) == ge::SUCCESS, return ge::GRAPH_PARAM_INVALID, "check optypelist_for_implmode and op_select_implmode failed!"); global_options[ge::ir_option::OP_SELECT_IMPL_MODE] = op_select_implmode; // set precision mode default value std::string precision_mode = global_options.find(ge::ir_option::PRECISION_MODE) == global_options.end() ? "force_fp16" : global_options[ge::ir_option::PRECISION_MODE]; global_options[ge::ir_option::PRECISION_MODE] = precision_mode; return GRAPH_SUCCESS; } graphStatus aclgrphBuildInitialize(std::map global_options) { GELOGD("Enter aclgrphInitialize start!"); // check global options if (CheckGlobalOptions(global_options) != GRAPH_SUCCESS) { GELOGE(GRAPH_PARAM_INVALID, "Check global options falied!"); return GRAPH_PARAM_INVALID; } // print global option map ge::PrintOptionMap(global_options, "global option"); std::shared_ptr instance_ptr = ge::GELib::GetInstance(); if (instance_ptr == nullptr || !instance_ptr->InitFlag()) { GELOGI("aclgrphInitialize start!"); auto ret = ge::GELib::Initialize(global_options); if (ret != ge::SUCCESS) { GELOGE(ret, "GE initialize failed!"); return GRAPH_FAILED; } } GELOGW("gelib has been initialized!"); return GRAPH_SUCCESS; } void aclgrphBuildFinalize() { if (ge::GELib::GetInstance() != nullptr && ge::GELib::GetInstance()->InitFlag()) { (void)ge::GELib::GetInstance()->Finalize(); return; } GELOGW("[Notice] gelib has not been initialized!do nothing!"); } class Impl { public: Impl() { omg_context_ = domi::GetContext(); omg_context_.format = domi::DOMI_TENSOR_ND; omg_context_.input_nodes_format_map.clear(); omg_context_.output_formats.clear(); omg_context_.user_input_dims.clear(); omg_context_.input_dims.clear(); omg_context_.op_conf_map.clear(); omg_context_.out_nodes_map.clear(); omg_context_.user_out_nodes.clear(); omg_context_.net_format = domi::DOMI_TENSOR_RESERVED; omg_context_.type = domi::FRAMEWORK_RESERVED; omg_context_.run_mode = ONLY_PRE_CHECK; omg_context_.train_flag = false; omg_context_.output_type.clear(); omg_context_.is_dynamic_input = false; omg_context_.dynamic_batch_size.clear(); omg_context_.dynamic_image_size.clear(); omg_context_.dynamic_dims.clear(); }; ~Impl() { (void)generator_.Finalize(); }; graphStatus CheckOptions(const std::map &options); graphStatus CreateInputsForIRBuild(const ge::Graph &graph, vector &inputs); graphStatus Init(const std::map &options); graphStatus BuildModel(const Graph &graph, const std::map &options, ModelBufferData &ge_models); graphStatus InitDomiOmgContext(const string &input_shape, const string &input_format, const string &net_format, bool is_dynamic_input); void SetRtSocVersion(); public: ge::GeGenerator generator_; std::map options_; bool is_dynamic_input_ = false; OmgContext omg_context_; }; graphStatus Impl::CheckOptions(const std::map &options) { for (auto &ele : options) { auto it = ge::ir_option::ir_builder_suppported_options.find(ele.first); if (it == ge::ir_option::ir_builder_suppported_options.end()) { auto it_lx_fusion = ir_builder_supported_options_for_lx_fusion.find(ele.first); if (it_lx_fusion == ir_builder_supported_options_for_lx_fusion.end()) { GELOGE(GRAPH_PARAM_INVALID, "input options include unsupported option(%s).Please check!", ele.first.c_str()); return GRAPH_PARAM_INVALID; } } options_.insert(ele); } // Check options build_mode and build_step. std::string build_mode; auto it = options_.find(BUILD_MODE); if (it != options_.end() && !(it->second.empty())) { if (build_mode_options.find(it->second) == build_mode_options.end()) { GELOGE(GRAPH_PARAM_INVALID, "Build mode:%s is unsupported. Please check!", it->second.c_str()); return GRAPH_PARAM_INVALID; } build_mode = it->second; } it = options_.find(BUILD_STEP); if (it != options_.end() && !(it->second.empty())) { if (build_step_options.find(it->second) == build_step_options.end()) { GELOGE(GRAPH_PARAM_INVALID, "Build step:%s is unsupported. Please check!", it->second.c_str()); return GRAPH_PARAM_INVALID; } } else { if (build_mode == BUILD_MODE_TUNING) { GELOGE(GRAPH_PARAM_INVALID, "Build mode tuning must specify build step. Please check!"); return GRAPH_PARAM_INVALID; } } return GRAPH_SUCCESS; } graphStatus Impl::Init(const std::map &options) { // 1. check options graphStatus ret = CheckOptions(options); if (ret != GRAPH_SUCCESS) { GELOGE(ret, "User input options are illegal! Please check!"); return ret; } GetThreadLocalContext().SetGlobalOption(GetMutableGlobalOptions()); GetThreadLocalContext().SetGraphOption(options_); std::string build_mode = (options_.find(BUILD_MODE) == options_.end() || options_[BUILD_MODE] == BUILD_MODE_NORMAL) ? "" : options_[BUILD_MODE]; options_[BUILD_MODE] = build_mode; // set log level std::string log = options_.find(ge::ir_option::LOG_LEVEL) == options_.end() ? IR_OPTION_LOG_LEVEL_DEFAULT : options_[ge::ir_option::LOG_LEVEL]; GE_CHK_BOOL_RET_STATUS_NOLOG(ge::CheckLogParamValidAndSetLogLevel(log) == 0, GRAPH_PARAM_INVALID); options_[ge::ir_option::LOG_LEVEL] = log; string input_shape = options_.find("input_shape") == options_.end() ? "" : options_["input_shape"]; string input_format = options_.find("input_format") == options_.end() ? "" : options_["input_format"]; string net_format = options_.find("net_format") == options_.end() ? "" : options_["net_format"]; string dynamic_batch_size = options_.find(ge::ir_option::DYNAMIC_BATCH_SIZE) == options_.end() ? "" : options_[ge::ir_option::DYNAMIC_BATCH_SIZE]; string dynamic_image_size = options_.find(ge::ir_option::DYNAMIC_IMAGE_SIZE) == options_.end() ? "" : options_[ge::ir_option::DYNAMIC_IMAGE_SIZE]; string dynamic_dims = options_.find(ge::ir_option::DYNAMIC_DIMS) == options_.end() ? "" : options_[ge::ir_option::DYNAMIC_DIMS]; auto status = CheckDynamicInputParamValid(dynamic_batch_size, dynamic_image_size, dynamic_dims, input_shape, input_format, is_dynamic_input_); if (status != ge::SUCCESS) { GELOGE(GRAPH_PARAM_INVALID, "Check dynamic input size failed!"); return GRAPH_PARAM_INVALID; } GELOGD("User input dynamic_batch_size:%s, dynamic_image_size:%s, dynamic_dims:%s.", dynamic_batch_size.c_str(), dynamic_image_size.c_str(), dynamic_dims.c_str()); omg_context_.dynamic_batch_size = dynamic_batch_size; omg_context_.dynamic_image_size = dynamic_image_size; omg_context_.dynamic_dims = dynamic_dims; // check output_type std::string output_type = options_.find(ge::ir_option::OUTPUT_TYPE) == options_.end() ? "" : options_[ge::ir_option::OUTPUT_TYPE]; GE_CHK_BOOL_EXEC(ge::CheckOutputTypeParamValid(output_type) == ge::SUCCESS, return ge::GRAPH_PARAM_INVALID, "check output type failed!"); // check insert_op_conf std::string insert_op_conf = options_.find(ge::ir_option::INSERT_OP_FILE) == options_.end() ? "" : options_[ge::ir_option::INSERT_OP_FILE]; GE_CHK_BOOL_EXEC(ge::CheckInsertOpConfParamValid(std::string(insert_op_conf)) == ge::SUCCESS, return ge::GRAPH_PARAM_INVALID, "check insert op conf failed!"); // for IR builder.Only support om mode, so here fixed; options_.insert(std::pair(string(IR_OPTION_MODE), to_string(0))); options_.insert(std::pair(string(IR_OPTION_TARGET), "mini")); options_.insert(std::pair(string(ge::RUN_FLAG), to_string(0))); options_.insert(std::pair(string(ge::TRAIN_FLAG), to_string(0))); options_.insert(std::pair(string(ge::SAVE_ORIGINAL_MODEL), to_string(0))); // print ge option map ge::PrintOptionMap(options_, "ge option"); SetRtSocVersion(); // 3. init generator with options_ ret = generator_.Initialize(options_, omg_context_); if (ret != GRAPH_SUCCESS) { GELOGE(ret, "generator Initialize failed!"); return ret; } // 4.parse and init Context with input shape format and net format info return this->InitDomiOmgContext(input_shape, input_format, net_format, is_dynamic_input_); } void Impl::SetRtSocVersion() { auto &global_options = GetMutableGlobalOptions(); auto it = global_options.find(ge::SOC_VERSION); if (it != global_options.end()) { const char *soc_version = it->second.c_str(); rtError_t rt_ret = rtSetSocVersion(soc_version); if (rt_ret != RT_ERROR_NONE) { GELOGW("Set soc version %s failed. ret:0x%X", soc_version, rt_ret); } GELOGI("Set soc version %s success.", soc_version); } } graphStatus Impl::CreateInputsForIRBuild(const ge::Graph &graph, vector &inputs) { auto compute_graph = ge::GraphUtils::GetComputeGraph(graph); GE_CHECK_NOTNULL(compute_graph); int64_t index = 0; for (ge::NodePtr &input_node : compute_graph->GetDirectNode()) { GE_CHECK_NOTNULL(input_node); ge::OpDescPtr op = input_node->GetOpDesc(); GE_CHECK_NOTNULL(op); if (op->GetType() == DATA) { (void)AttrUtils::SetInt(op, ATTR_NAME_INDEX, index++); GELOGI("Data op inputDesc size: %zu", op->GetAllInputsDesc().size()); ge::GeTensorDesc tensor = op->GetInputDesc(0); string data_op_name = op->GetName(); GELOGI("Data op name: %s", data_op_name.c_str()); ge::GeShape data_shape; auto iter = omg_context_.input_dims.find(data_op_name); if (iter != omg_context_.input_dims.end()) { data_shape = ge::GeShape(iter->second); GELOGI("Data op get shape from Context."); } else { data_shape = tensor.GetShape(); GELOGI("Data op get shape from InputDesc in ge ir graph."); } ge::DataType data_type = tensor.GetDataType(); string data_type_str = ge::TypeUtils::DataTypeToSerialString(data_type); GELOGI("Data op get data type:%s from InputDesc in ge ir graph.", data_type_str.c_str()); ge::GeTensor inputTensor; ge::GeTensorDesc desc(data_shape, ge::Format(omg_context_.format), data_type); inputTensor.SetTensorDesc(desc); inputs.push_back(inputTensor); } } GELOGD("CreateInputsForIRBuild, inputs size: %zu", inputs.size()); return GRAPH_SUCCESS; } graphStatus Impl::BuildModel(const Graph &graph, const std::map &options, ModelBufferData &model) { // 1. init GeGenerator with user optios graphStatus ret = Init(options); if (ret != GRAPH_SUCCESS) { GELOGE(ret, "Build ir model Init failed!"); return ret; } // 2. construct input std::vector inputs; if (!omg_context_.is_dynamic_input) { // if dynamic input , no need to creat inputs ret = CreateInputsForIRBuild(graph, inputs); if (ret != GRAPH_SUCCESS) { GELOGE(ret, "CreateInputsForIRBuild failed!"); return ret; } } // 3. build IR model ret = generator_.GenerateOnlineModel(graph, inputs, model); if (ret != GRAPH_SUCCESS) { GELOGE(ret, "GenerateOnlineModel failed!"); return ret; } return GRAPH_SUCCESS; } graphStatus Impl::InitDomiOmgContext(const string &input_shape, const string &input_format, const string &net_format, bool is_dynamic_input) { // Clear omgcontext data first omg_context_.input_dims.clear(); omg_context_.user_input_dims.clear(); omg_context_.is_dynamic_input = is_dynamic_input; // the default value is ND omg_context_.format = domi::DOMI_TENSOR_ND; if (!input_format.empty()) { auto iter = ge::input_format_str_to_geformat.find(input_format); if (iter != ge::input_format_str_to_geformat.end()) { omg_context_.format = iter->second; } else { GELOGE(GRAPH_PARAM_INVALID, "Input format %s not support , expect ND/NCHW/NHWC/CHWN/NC1HWC0/NHWC1C0.", input_format.c_str()); return GRAPH_PARAM_INVALID; } } // Input is empty, do not process if (input_shape.empty()) { return GRAPH_SUCCESS; } if (!ParseInputShape(input_shape, omg_context_.input_dims, omg_context_.user_input_dims, is_dynamic_input)) { GELOGE(GRAPH_PARAM_INVALID, "Failed to parse input shape: %s", input_shape.c_str()); return GRAPH_PARAM_INVALID; } return GRAPH_SUCCESS; } graphStatus aclgrphBuildModel(const ge::Graph &graph, const std::map &build_options, ModelBufferData &model) { GELOGD("Enter aclmdlBuildModel process!"); Impl builder; return builder.BuildModel(graph, build_options, model); } graphStatus aclgrphSaveModel(const string &output_file, const ModelBufferData &model) { GELOGD("Enter aclmdlSaveModel process!"); if (model.data.get() == nullptr || model.length == 0) { GELOGE(GRAPH_PARAM_INVALID, "input model is illegal"); return GRAPH_PARAM_INVALID; } return FileSaver::SaveToFile((output_file + ".om"), reinterpret_cast(model.data.get()), static_cast(model.length)); } graphStatus aclgrphGetIRVersion(int *major_version, int *minor_version, int *patch_version) { GELOGD("Enter aclgrphGetIRVersion process!"); GE_CHECK_NOTNULL(major_version); GE_CHECK_NOTNULL(minor_version); GE_CHECK_NOTNULL(patch_version); *major_version = IR_MAJOR_VERSION; *minor_version = IR_MINOR_VERSION; *patch_version = IR_PATCH_VERSION; return GRAPH_SUCCESS; } } // namespace ge