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.

multiverso-master
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.................\include
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.................\.......\..........\multiverso.h
.................\.......\..........\parameter_loader.h
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.................\src
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.................\...\multiverso
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.................\...\..........\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
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.................\...\.................\cl_parser.cpp
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.................\...\.................\main.cpp
.................\third_party
.................\...........\install.sh
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.................\windows
.................\.......\README.md
.................\.......\multiverso.sln
.................\.......\multiverso
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