Description: Multiverso is a parameter server based framework for training machine learning models on big data with numbers of machines. It is currently a standard C++ library and provides a series of friendly programming interfaces. With such easy-to-use APIs, machine learning researchers and practitioners do not need to worry about the system routine issues such as distributed model storage and operation, inter-process and inter-thread communication, multi-threading management, and so on.
Instead, they are able to focus on the core machine learning logics: data, model, and training.
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File list (Check if you may need any files):
multiverso-master
.................\.gitignore
.................\CMakeLists.txt
.................\LICENSE
.................\Makefile
.................\README.md
.................\include
.................\.......\multiverso
.................\.......\..........\aggregator.h
.................\.......\..........\barrier.h
.................\.......\..........\communicator.h
.................\.......\..........\data_block.h
.................\.......\..........\delta_pool.h
.................\.......\..........\double_buffer.h
.................\.......\..........\endpoint_list.h
.................\.......\..........\lock.h
.................\.......\..........\log.h
.................\.......\..........\meta.h
.................\.......\..........\mpi_util.h
.................\.......\..........\msg_pack.h
.................\.......\..........\mt_queue.h
.................\.......\..........\multiverso.h
.................\.......\..........\parameter_loader.h
.................\.......\..........\row.h
.................\.......\..........\row_iter.h
.................\.......\..........\server.h
.................\.......\..........\stop_watch.h
.................\.......\..........\table.h
.................\.......\..........\table_iter.h
.................\.......\..........\trainer.h
.................\.......\..........\vector_clock.h
.................\.......\..........\zmq_util.h
.................\src
.................\...\CMakeLists.txt
.................\...\multiverso
.................\...\..........\CMakeLists.txt
.................\...\..........\aggregator.cpp
.................\...\..........\barrier.cpp
.................\...\..........\communicator.cpp
.................\...\..........\data_block.cpp
.................\...\..........\delta_pool.cpp
.................\...\..........\endpoint_list.cpp
.................\...\..........\lock.cpp
.................\...\..........\log.cpp
.................\...\..........\mpi_util.cpp
.................\...\..........\msg_pack.cpp
.................\...\..........\multiverso.cpp
.................\...\..........\parameter_loader.cpp
.................\...\..........\row.cpp
.................\...\..........\row_iter.cpp
.................\...\..........\server.cpp
.................\...\..........\stop_watch.cpp
.................\...\..........\table.cpp
.................\...\..........\table_iter.cpp
.................\...\..........\trainer.cpp
.................\...\..........\vector_clock.cpp
.................\...\..........\zmq_util.cpp
.................\...\multiverso_server
.................\...\.................\CMakeLists.txt
.................\...\.................\cl_parser.cpp
.................\...\.................\cl_parser.h
.................\...\.................\main.cpp
.................\third_party
.................\...........\install.sh
.................\...........\uninstall.sh
.................\windows
.................\.......\README.md
.................\.......\multiverso.sln
.................\.......\multiverso
.................\.......\..........\multiverso.vcxproj
.................\.......\multiverso_server
.................\.......\.................\multiverso_server.vcxproj
.................\.......\third_party
.................\.......\...........\MPI
.................\.......\...........\...\README.md
.................\.......\...........\README.md
.................\.......\...........\ZeroMQ
.................\.......\...........\......\README.md
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