forked from mindspore-Ecosystem/mindspore
fix serving bugs
This commit is contained in:
parent
df795daf75
commit
52c58735fc
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@ -277,10 +277,11 @@ endif ()
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if (USE_GLOG)
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target_link_libraries(inference PRIVATE mindspore::glog)
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else()
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if (CMAKE_SYSTEM_NAME MATCHES "Linux")
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target_link_options(inference PRIVATE -Wl,-init,mindspore_log_init)
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elseif (CMAKE_SYSTEM_NAME MATCHES "Darwin")
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set_target_properties(inference PROPERTIES MACOSX_RPATH ON)
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endif ()
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endif()
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if (CMAKE_SYSTEM_NAME MATCHES "Linux")
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target_link_options(inference PRIVATE -Wl,-init,common_log_init)
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elseif (CMAKE_SYSTEM_NAME MATCHES "Darwin")
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set_target_properties(inference PROPERTIES MACOSX_RPATH ON)
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endif ()
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@ -33,9 +33,14 @@
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namespace py = pybind11;
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namespace mindspore::inference {
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std::shared_ptr<FuncGraph> LoadModel(const char *model_buf, size_t size, const std::string &device) {
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try {
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inference::Session::RegAllOp();
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auto anf_graph = lite::AnfConverter::RunAnfConverter(model_buf, size);
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return anf_graph;
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} catch (std::exception &e) {
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MS_LOG(ERROR) << "Inference LoadModel failed";
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return nullptr;
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}
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}
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void ExitInference() {
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@ -51,12 +56,17 @@ void ExitInference() {
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}
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std::shared_ptr<MSSession> MSSession::CreateSession(const std::string &device, uint32_t device_id) {
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try {
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auto session = std::make_shared<inference::Session>();
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auto ret = session->Init(device, device_id);
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if (ret != 0) {
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return nullptr;
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}
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return session;
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} catch (std::exception &e) {
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MS_LOG(ERROR) << "Inference CreatSession failed";
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return nullptr;
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}
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}
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void Session::RegAllOp() {
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@ -113,12 +123,18 @@ void Session::RegAllOp() {
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uint32_t Session::CompileGraph(std::shared_ptr<FuncGraph> funcGraphPtr) {
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MS_ASSERT(session_impl_ != nullptr);
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try {
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auto graph_id = session_impl_->CompileGraph(NOT_NULL(funcGraphPtr));
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py::gil_scoped_release gil_release;
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return graph_id;
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} catch (std::exception &e) {
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MS_LOG(ERROR) << "Inference CompileGraph failed";
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return static_cast<uint32_t>(-1);
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}
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}
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MultiTensor Session::RunGraph(uint32_t graph_id, const std::vector<std::shared_ptr<inference::MSTensor>> &inputs) {
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try {
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std::vector<tensor::TensorPtr> inTensors;
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inTensors.resize(inputs.size());
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bool has_error = false;
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@ -146,14 +162,32 @@ MultiTensor Session::RunGraph(uint32_t graph_id, const std::vector<std::shared_p
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session_impl_->RunGraph(graph_id, inTensors, &outputs);
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return TransformVectorRefToMultiTensor(outputs);
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} catch (std::exception &e) {
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MS_LOG(ERROR) << "Inference Rungraph failed";
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return MultiTensor();
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}
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}
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namespace {
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string AjustTargetName(const std::string &device) {
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if (device == kAscendDevice) {
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return std::string(kAscendDevice) + "Inference";
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} else {
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MS_LOG(ERROR) << "Only support device Ascend right now";
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return "";
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}
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}
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} // namespace
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int Session::Init(const std::string &device, uint32_t device_id) {
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RegAllOp();
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auto ms_context = MsContext::GetInstance();
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ms_context->set_execution_mode(kGraphMode);
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ms_context->set_device_target(kAscendDevice);
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session_impl_ = session::SessionFactory::Get().Create(device);
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ms_context->set_device_id(device_id);
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auto ajust_device = AjustTargetName(device);
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if (ajust_device == "") {
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return -1;
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}
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ms_context->set_device_target(device);
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session_impl_ = session::SessionFactory::Get().Create(ajust_device);
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if (session_impl_ == nullptr) {
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MS_LOG(ERROR) << "Session create failed!, please make sure target device:" << device << " is available.";
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return -1;
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@ -463,7 +463,7 @@ void InitSubModulesLogLevel() {
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// set submodule's log level
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auto submodule = GetEnv("MS_SUBMODULE_LOG_v");
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MS_LOG(INFO) << "MS_SUBMODULE_LOG_v=`" << submodule << "`";
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MS_LOG(DEBUG) << "MS_SUBMODULE_LOG_v=`" << submodule << "`";
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LogConfigParser parser(submodule);
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auto configs = parser.Parse();
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for (const auto &cfg : configs) {
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@ -489,22 +489,14 @@ void InitSubModulesLogLevel() {
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} // namespace mindspore
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extern "C" {
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// shared lib init hook
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#if defined(_WIN32) || defined(_WIN64)
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__attribute__((constructor)) void mindspore_log_init(void) {
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__attribute__((constructor)) void common_log_init(void) {
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#else
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void mindspore_log_init(void) {
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void common_log_init(void) {
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#endif
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#ifdef USE_GLOG
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// do not use glog predefined log prefix
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FLAGS_log_prefix = false;
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static bool is_glog_initialzed = false;
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if (!is_glog_initialzed) {
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#if !defined(_WIN32) && !defined(_WIN64)
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google::InitGoogleLogging("mindspore");
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#endif
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is_glog_initialzed = true;
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}
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// set default log level to WARNING
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if (mindspore::GetEnv("GLOG_v").empty()) {
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FLAGS_v = mindspore::WARNING;
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@ -525,4 +517,22 @@ void mindspore_log_init(void) {
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#endif
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mindspore::InitSubModulesLogLevel();
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}
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// shared lib init hook
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#if defined(_WIN32) || defined(_WIN64)
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__attribute__((constructor)) void mindspore_log_init(void) {
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#else
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void mindspore_log_init(void) {
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#endif
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#ifdef USE_GLOG
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static bool is_glog_initialzed = false;
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if (!is_glog_initialzed) {
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#if !defined(_WIN32) && !defined(_WIN64)
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google::InitGoogleLogging("mindspore");
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#endif
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is_glog_initialzed = true;
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}
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#endif
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common_log_init();
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}
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}
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@ -22,6 +22,7 @@
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#include <vector>
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#include <utility>
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#include <memory>
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#include <future>
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#include "mindspore/ccsrc/utils/log_adapter.h"
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#include "serving/ms_service.grpc.pb.h"
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@ -40,7 +41,7 @@ namespace serving {
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using MSTensorPtr = std::shared_ptr<inference::MSTensor>;
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Status Session::CreatDeviceSession(const std::string &device, uint32_t device_id) {
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session_ = inference::MSSession::CreateSession(device + "Inference", device_id);
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session_ = inference::MSSession::CreateSession(device, device_id);
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if (session_ == nullptr) {
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MS_LOG(ERROR) << "Creat Session Failed";
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return FAILED;
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@ -67,6 +68,7 @@ Status Session::Predict(const std::vector<MSTensorPtr> &inputs, inference::Multi
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MS_LOG(INFO) << "run Predict";
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*outputs = session_->RunGraph(graph_id_, inputs);
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MS_LOG(INFO) << "run Predict finished";
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return SUCCESS;
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}
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@ -80,12 +82,16 @@ Status Session::Warmup(const MindSporeModelPtr model) {
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std::string file_name = model->GetModelPath() + '/' + model->GetModelName();
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char *graphBuf = ReadFile(file_name.c_str(), &size);
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if (graphBuf == nullptr) {
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MS_LOG(ERROR) << "Load graph model failed, file name is " << file_name.c_str();
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MS_LOG(ERROR) << "Read model file failed, file name is " << file_name.c_str();
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return FAILED;
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}
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last_graph_ = inference::LoadModel(graphBuf, size, device_type_);
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if (last_graph_ == nullptr) {
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MS_LOG(ERROR) << "Load graph model failed, file name is " << file_name.c_str();
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return FAILED;
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}
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graph_id_ = session_->CompileGraph(last_graph_);
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MS_LOG(INFO) << "Session Warmup";
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MS_LOG(INFO) << "Session Warmup finished";
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return SUCCESS;
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}
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@ -95,6 +101,9 @@ Status Session::Clear() {
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}
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namespace {
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static const uint32_t uint32max = 0x7FFFFFFF;
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std::promise<void> exit_requested;
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const std::map<ms_serving::DataType, TypeId> type2id_map{
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{ms_serving::MS_UNKNOWN, TypeId::kNumberTypeBegin}, {ms_serving::MS_BOOL, TypeId::kNumberTypeBool},
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{ms_serving::MS_INT8, TypeId::kNumberTypeInt8}, {ms_serving::MS_UINT8, TypeId::kNumberTypeUInt8},
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@ -141,7 +150,7 @@ MSTensorPtr ServingTensor2MSTensor(const ms_serving::Tensor &tensor) {
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}
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TypeId type = iter->second;
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auto ms_tensor = std::shared_ptr<inference::MSTensor>(inference::MSTensor::CreateTensor(type, shape));
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memcpy_s(ms_tensor->MutableData(), tensor.data().size(), tensor.data().data(), tensor.data().size());
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memcpy_s(ms_tensor->MutableData(), ms_tensor->Size(), tensor.data().data(), tensor.data().size());
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return ms_tensor;
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}
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@ -166,10 +175,7 @@ void ClearEnv() {
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Session::Instance().Clear();
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inference::ExitInference();
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}
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void HandleSignal(int sig) {
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ClearEnv();
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exit(0);
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}
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void HandleSignal(int sig) { exit_requested.set_value(); }
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#ifdef ENABLE_D
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static rtContext_t g_ctx = nullptr;
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@ -247,6 +253,7 @@ Status Server::BuildAndStart() {
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rtError_t rt_ret = rtCtxGetCurrent(&ctx);
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if (rt_ret != RT_ERROR_NONE || ctx == nullptr) {
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MS_LOG(ERROR) << "the ascend device context is null";
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ClearEnv();
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return FAILED;
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}
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g_ctx = ctx;
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@ -258,6 +265,7 @@ Status Server::BuildAndStart() {
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auto option = grpc::MakeChannelArgumentOption(GRPC_ARG_ALLOW_REUSEPORT, 0);
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grpc::ServerBuilder builder;
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builder.SetOption(std::move(option));
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builder.SetMaxMessageSize(uint32max);
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// Listen on the given address without any authentication mechanism.
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builder.AddListeningPort(server_address, grpc::InsecureServerCredentials());
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// Register "service" as the instance through which we'll communicate with
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builder.RegisterService(&service);
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// Finally assemble the server.
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std::unique_ptr<grpc::Server> server(builder.BuildAndStart());
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auto grpc_server_run = [&server]() { server->Wait(); };
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std::thread serving_thread(grpc_server_run);
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MS_LOG(INFO) << "Server listening on " << server_address << std::endl;
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// Wait for the server to shutdown. Note that some other thread must be
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// responsible for shutting down the server for this call to ever return.
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server->Wait();
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auto exit_future = exit_requested.get_future();
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exit_future.wait();
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ClearEnv();
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server->Shutdown();
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serving_thread.join();
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return SUCCESS;
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}
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} // namespace serving
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} // namespace mindspore
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@ -29,7 +29,6 @@
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namespace mindspore {
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namespace serving {
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char *ReadFile(const char *file, size_t *size) {
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if (file == nullptr) {
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MS_LOG(ERROR) << "file is nullptr";
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@ -70,8 +69,8 @@ bool DirOrFileExist(const std::string &file_path) {
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}
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std::vector<std::string> GetAllSubDirs(const std::string &dir_path) {
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DIR *dir;
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struct dirent *ptr;
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DIR *dir = nullptr;
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struct dirent *ptr = nullptr;
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std::vector<std::string> SubDirs;
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if ((dir = opendir(dir_path.c_str())) == NULL) {
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@ -36,17 +36,16 @@ bool RemovePrefix(std::string *str, const std::string &prefix) {
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bool Option::ParseInt32(std::string *arg) {
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if (RemovePrefix(arg, "--") && RemovePrefix(arg, name_) && RemovePrefix(arg, "=")) {
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char extra;
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int32_t parsed_value;
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if (sscanf(arg->data(), "%d%c", &parsed_value, &extra) != 1) {
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std::cout << "Parse " << name_ << "Error for option " << *arg << std::endl;
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try {
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parsed_value = std::stoi(arg->data());
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} catch (std::invalid_argument) {
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std::cout << "Parse " << name_ << " Error for option " << *arg << std::endl;
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return false;
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} else {
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*int32_default_ = parsed_value;
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}
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*int32_default_ = parsed_value;
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return true;
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}
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return false;
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}
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@ -76,17 +75,16 @@ bool Option::ParseString(std::string *arg) {
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bool Option::ParseFloat(std::string *arg) {
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if (RemovePrefix(arg, "--") && RemovePrefix(arg, name_) && RemovePrefix(arg, "=")) {
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char extra;
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float parsed_value;
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if (sscanf(arg->data(), "%f%c", &parsed_value, &extra) != 1) {
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std::cout << "Parse " << name_ << "Error for option " << *arg << std::endl;
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try {
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parsed_value = std::stof(arg->data());
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} catch (std::invalid_argument) {
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std::cout << "Parse " << name_ << " Error for option " << *arg << std::endl;
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return false;
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} else {
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*float_default_ = parsed_value;
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}
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*float_default_ = parsed_value;
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return true;
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}
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return false;
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}
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@ -159,10 +157,11 @@ Options::Options() : args_(nullptr) { CreateOptions(); }
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void Options::CreateOptions() {
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args_ = std::make_shared<Arguments>();
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std::vector<Option> options = {
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Option("port", &args_->grpc_port, "Port to listen on for gRPC API, default is 5500"),
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Option("model_name", &args_->model_name, "model name "),
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Option("model_path", &args_->model_path, "the path of the model files"),
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Option("device_id", &args_->device_id, "the device id, default is 0"),
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Option("port", &args_->grpc_port,
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"[Optional] Port to listen on for gRPC API, default is 5500, range from 1 to 65535"),
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Option("model_name", &args_->model_name, "[Required] model name "),
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Option("model_path", &args_->model_path, "[Required] the path of the model files"),
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Option("device_id", &args_->device_id, "[Optional] the device id, default is 0, range from 0 to 7"),
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};
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options_ = options;
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}
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@ -176,6 +175,14 @@ bool Options::CheckOptions() {
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std::cout << "device_type only support Ascend right now" << std::endl;
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return false;
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}
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if (args_->device_id > 7) {
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std::cout << "the device_id should be in [0~7]" << std::endl;
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return false;
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}
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if (args_->grpc_port < 1 || args_->grpc_port > 65535) {
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std::cout << "the port should be in [1~65535]" << std::endl;
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return false;
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}
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return true;
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}
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@ -238,6 +245,5 @@ void Options::Usage() {
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<< option.usage_ << std::endl;
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}
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}
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} // namespace serving
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} // namespace mindspore
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@ -22,7 +22,6 @@
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namespace mindspore {
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namespace serving {
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struct Arguments {
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int32_t grpc_port = 5500;
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std::string grpc_socket_path;
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@ -40,6 +39,7 @@ class Option {
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Option(const std::string &name, bool *default_point, const std::string &usage);
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Option(const std::string &name, std::string *default_point, const std::string &usage);
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Option(const std::string &name, float *default_point, const std::string &usage);
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~Option() = default;
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private:
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friend class Options;
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@ -77,7 +77,6 @@ class Options {
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std::vector<Option> options_;
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std::shared_ptr<Arguments> args_;
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};
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} // namespace serving
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} // namespace mindspore
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@ -19,7 +19,6 @@
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namespace mindspore {
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namespace serving {
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MindSporeModel::MindSporeModel(const std::string &model_name, const std::string &model_path,
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const std::string &model_version, const time_t &last_update_time)
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: model_name_(model_name),
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@ -25,7 +25,6 @@
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namespace mindspore {
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namespace serving {
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volatile bool stop_poll = false;
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std::string GetVersionFromPath(const std::string &path) {
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@ -102,10 +101,10 @@ Status VersionController::CreateInitModels() {
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}
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std::vector<std::string> SubDirs = GetAllSubDirs(models_path_);
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if (version_control_strategy_ == kLastest) {
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auto path = SubDirs.empty() ? models_path_ : SubDirs.back();
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std::string model_version = GetVersionFromPath(path);
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time_t last_update_time = GetModifyTime(path);
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MindSporeModelPtr model_ptr = std::make_shared<MindSporeModel>(model_name_, path, model_version, last_update_time);
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std::string model_version = GetVersionFromPath(models_path_);
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time_t last_update_time = GetModifyTime(models_path_);
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MindSporeModelPtr model_ptr =
|
||||
std::make_shared<MindSporeModel>(model_name_, models_path_, model_version, last_update_time);
|
||||
valid_models_.emplace_back(model_ptr);
|
||||
} else {
|
||||
for (auto &dir : SubDirs) {
|
||||
|
@ -119,8 +118,8 @@ Status VersionController::CreateInitModels() {
|
|||
MS_LOG(ERROR) << "There is no valid model for serving";
|
||||
return FAILED;
|
||||
}
|
||||
Session::Instance().Warmup(valid_models_.back());
|
||||
return SUCCESS;
|
||||
auto ret = Session::Instance().Warmup(valid_models_.back());
|
||||
return ret;
|
||||
}
|
||||
|
||||
void VersionController::StartPollModelPeriodic() {
|
||||
|
@ -129,6 +128,5 @@ void VersionController::StartPollModelPeriodic() {
|
|||
}
|
||||
|
||||
void VersionController::StopPollModelPeriodic() {}
|
||||
|
||||
} // namespace serving
|
||||
} // namespace mindspore
|
||||
|
|
|
@ -64,7 +64,6 @@ class PeriodicFunction {
|
|||
VersionController::VersionControllerStrategy version_control_strategy_;
|
||||
std::vector<MindSporeModelPtr> valid_models_;
|
||||
};
|
||||
|
||||
} // namespace serving
|
||||
} // namespace mindspore
|
||||
|
||||
|
|
|
@ -214,6 +214,7 @@ PredictRequest ReadBertInput() {
|
|||
class MSClient {
|
||||
public:
|
||||
explicit MSClient(std::shared_ptr<Channel> channel) : stub_(MSService::NewStub(channel)) {}
|
||||
~MSClient() = default;
|
||||
|
||||
std::string Predict(const std::string &type) {
|
||||
// Data we are sending to the server.
|
||||
|
@ -310,7 +311,6 @@ int main(int argc, char **argv) {
|
|||
type = "add";
|
||||
}
|
||||
}
|
||||
|
||||
} else {
|
||||
target_str = "localhost:5500";
|
||||
type = "add";
|
||||
|
|
Loading…
Reference in New Issue