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You could explore TorchEasyRec and its inference service here. TorchEasyRec has further enhanced performance optimizations for inference based on TorchRec.
You could explore TorchEasyRec and its inference service here. TorchEasyRec has further enhanced performance optimizations for inference based on TorchRec.
I followed the steps in https://github.com/pytorch/torchrec/tree/main/torchrec/inference to test inference. But in 4. Build inference library and example server, the Build server and C++ protobufs failed. In particular, after I input
The following error occured:
make -j
[ 16%] Generating predictor.pb.cc, predictor.pb.h, predictor.grpc.pb.cc, predictor.grpc.pb.h
[ 50%] Building CXX object CMakeFiles/hw_grpc_proto.dir/predictor.grpc.pb.cc.o
[ 50%] Building CXX object CMakeFiles/hw_grpc_proto.dir/predictor.pb.cc.o
[ 66%] Linking CXX static library libhw_grpc_proto.a
[ 66%] Built target hw_grpc_proto
[ 83%] Building CXX object CMakeFiles/server.dir/server.cpp.o
/home/ec2-user/SageMaker/efs/Projects/torchrec-mob/zhangchg/torchrec/inference/server.cpp: In member function ‘virtual grpc::Status PredictorServiceHandler::Predict(grpc::ServerContext*, const predictor::PredictionRequest*, predictor::PredictionResponse*)’:
/home/ec2-user/SageMaker/efs/Projects/torchrec-mob/zhangchg/torchrec/inference/server.cpp:67:10: warning: narrowing conversion of ‘batchSize’ from ‘long unsigned int’ to ‘long int’ [-Wnarrowing]
67 | {batchSize, numFloatFeatures},
| ^~~~~~~~~
/home/ec2-user/SageMaker/efs/Projects/torchrec-mob/zhangchg/torchrec/inference/server.cpp:67:10: warning: narrowing conversion of ‘batchSize’ from ‘long unsigned int’ to ‘long int’ [-Wnarrowing]
/home/ec2-user/SageMaker/efs/Projects/torchrec-mob/zhangchg/torchrec/inference/server.cpp:83:29: warning: narrowing conversion of ‘(lengthsBlob.std::basic_string::size() / 4)’ from ‘std::basic_string::size_type’ {aka ‘long unsigned int’} to ‘long int’ [-Wnarrowing]
83 | {lengthsBlob.size() / NUM_BYTES_SPARSE_FEATURES},
| ^
/home/ec2-user/SageMaker/efs/Projects/torchrec-mob/zhangchg/torchrec/inference/server.cpp:83:29: warning: narrowing conversion of ‘(lengthsBlob.std::basic_string::size() / 4)’ from ‘std::basic_string::size_type’ {aka ‘long unsigned int’} to ‘long int’ [-Wnarrowing]
/home/ec2-user/SageMaker/efs/Projects/torchrec-mob/zhangchg/torchrec/inference/server.cpp:87:28: warning: narrowing conversion of ‘(valuesBlob.std::basic_string::size() / 4)’ from ‘std::basic_string::size_type’ {aka ‘long unsigned int’} to ‘long int’ [-Wnarrowing]
87 | {valuesBlob.size() / NUM_BYTES_SPARSE_FEATURES},
| ^
/home/ec2-user/SageMaker/efs/Projects/torchrec-mob/zhangchg/torchrec/inference/server.cpp:87:28: warning: narrowing conversion of ‘(valuesBlob.std::basic_string::size() / 4)’ from ‘std::basic_string::size_type’ {aka ‘long unsigned int’} to ‘long int’ [-Wnarrowing]
[100%] Linking CXX executable server
/usr/bin/ld: CMakeFiles/server.dir/server.cpp.o: in function
RunServer(unsigned short, torch::jit::Module&)': server.cpp:(.text+0x3a9): undefined reference to
grpc::ServerBuilder::AddListeningPort(std::string const&, std::shared_ptrgrpc::ServerCredentials, int*)'/usr/bin/ld: CMakeFiles/server.dir/server.cpp.o: in function
std::string* absl::lts_20240116::log_internal::MakeCheckOpString<unsigned long const&, unsigned long const&>(unsigned long const&, unsigned long const&, char const*)': server.cpp:(.text._ZN4absl12lts_2024011612log_internal17MakeCheckOpStringIRKmS4_EEPSsT_T0_PKc[_ZN4absl12lts_2024011612log_internal17MakeCheckOpStringIRKmS4_EEPSsT_T0_PKc]+0xa0): undefined reference to
absl::lts_20240116::log_internal::CheckOpMessageBuilder::NewString()'/usr/bin/ld: CMakeFiles/server.dir/server.cpp.o: in function
std::string* absl::lts_20240116::log_internal::MakeCheckOpString<unsigned long const&, unsigned int const&>(unsigned long const&, unsigned int const&, char const*)': server.cpp:(.text._ZN4absl12lts_2024011612log_internal17MakeCheckOpStringIRKmRKjEEPSsT_T0_PKc[_ZN4absl12lts_2024011612log_internal17MakeCheckOpStringIRKmRKjEEPSsT_T0_PKc]+0xa0): undefined reference to
absl::lts_20240116::log_internal::CheckOpMessageBuilder::NewString()'/usr/bin/ld: CMakeFiles/server.dir/server.cpp.o: in function
std::string* absl::lts_20240116::log_internal::MakeCheckOpString<unsigned int const&, unsigned int const&>(unsigned int const&, unsigned int const&, char const*)': server.cpp:(.text._ZN4absl12lts_2024011612log_internal17MakeCheckOpStringIRKjS4_EEPSsT_T0_PKc[_ZN4absl12lts_2024011612log_internal17MakeCheckOpStringIRKjS4_EEPSsT_T0_PKc]+0xa0): undefined reference to
absl::lts_20240116::log_internal::CheckOpMessageBuilder::NewString()'/usr/bin/ld: CMakeFiles/server.dir/server.cpp.o: in function
std::string absl::lts_20240116::StrFormat<unsigned short>(absl::lts_20240116::str_format_internal::FormatSpecTemplate<(ArgumentToConv<unsigned short>)()> const&, unsigned short const&)': server.cpp:(.text._ZN4absl12lts_202401169StrFormatIJtEEESsRKNS0_19str_format_internal18FormatSpecTemplateIJXspcl14ArgumentToConvIT_EEEEEEDpRKS4_[_ZN4absl12lts_202401169StrFormatIJtEEESsRKNS0_19str_format_internal18FormatSpecTemplateIJXspcl14ArgumentToConvIT_EEEEEEDpRKS4_]+0x90): undefined reference to
absl::lts_20240116::str_format_internal::FormatPack(absl::lts_20240116::str_format_internal::UntypedFormatSpecImpl, absl::lts_20240116::Span<absl::lts_20240116::str_format_internal::FormatArgImpl const>)'/usr/bin/ld: CMakeFiles/server.dir/server.cpp.o: in function
std::string* absl::lts_20240116::log_internal::MakeCheckOpString<int const&, int const&>(int const&, int const&, char const*)': server.cpp:(.text._ZN4absl12lts_2024011612log_internal17MakeCheckOpStringIRKiS4_EEPSsT_T0_PKc[_ZN4absl12lts_2024011612log_internal17MakeCheckOpStringIRKiS4_EEPSsT_T0_PKc]+0xa0): undefined reference to
absl::lts_20240116::log_internal::CheckOpMessageBuilder::NewString()'/usr/bin/ld: CMakeFiles/server.dir/server.cpp.o: in function
std::string absl::lts_20240116::UnparseFlag<unsigned short>(unsigned short const&)': server.cpp:(.text._ZN4absl12lts_2024011611UnparseFlagItEESsRKT_[_ZN4absl12lts_2024011611UnparseFlagItEESsRKT_]+0x37): undefined reference to
absl::lts_20240116::flags_internal::Unparse(unsigned short)'/usr/bin/ld: CMakeFiles/server.dir/server.cpp.o: in function
bool absl::lts_20240116::flags_internal::InvokeParseFlag<unsigned short>(absl::lts_20240116::string_view, unsigned short*, std::string*)': server.cpp:(.text._ZN4absl12lts_2024011614flags_internal15InvokeParseFlagItEEbNS0_11string_viewEPT_PSs[_ZN4absl12lts_2024011614flags_internal15InvokeParseFlagItEEbNS0_11string_viewEPT_PSs]+0x42): undefined reference to
absl::lts_20240116::flags_internal::AbslParseFlag(absl::lts_20240116::string_view, unsigned short*, std::string*)'/usr/bin/ld: CMakeFiles/server.dir/server.cpp.o: in function
std::string* absl::lts_20240116::log_internal::MakeCheckOpString<unsigned int const&, google::protobuf::internal::UntypedMapBase::{unnamed type#1} const&>(unsigned int const&, google::protobuf::internal::UntypedMapBase::{unnamed type#1} const&, char const*)': server.cpp:(.text._ZN4absl12lts_2024011612log_internal17MakeCheckOpStringIRKjRKN6google8protobuf8internal14UntypedMapBaseUt_EEEPSsT_T0_PKc[_ZN4absl12lts_2024011612log_internal17MakeCheckOpStringIRKjRKN6google8protobuf8internal14UntypedMapBaseUt_EEEPSsT_T0_PKc]+0xa0): undefined reference to
absl::lts_20240116::log_internal::CheckOpMessageBuilder::NewString()'collect2: error: ld returned 1 exit status
make[2]: *** [CMakeFiles/server.dir/build.make:209: server] Error 1
make[1]: *** [CMakeFiles/Makefile2:111: CMakeFiles/server.dir/all] Error 2
make: *** [Makefile:91: all] Error 2
The system is Ubuntu 20.04, g++ 9.4.0, protoc used the installed version in /home/ubuntu/.local/bin/protoc.
Your help is much appreciated.
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