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Distributed Machine Learning Common Codebase

Build Status Documentation Status GitHub license

DMLC-Core is the backbone library to support all DMLC projects, offers the bricks to build efficient and scalable distributed machine learning libraries.

Developer Channel Join the chat at https://gitter.im/dmlc/dmlc-core

What's New

Contents

Known Issues

  • RecordIO format is not portable across different processor endians. So it is not possible to save RecordIO file on a x86 machine and then load it on a SPARC machine, because x86 is little endian while SPARC is big endian.

Contributing

Contributing to dmlc-core is welcomed! dmlc-core follows google's C style guide. If you are interested in contributing, take a look at feature wishlist and open a new issue if you like to add something.

  • DMLC-Core uses C++11 standard. Ensure that your C++ compiler supports C++11.
  • Try to introduce minimum dependency when possible

CheckList before submit code

  • Type make lint and fix all the style problems.
  • Type make doc and fix all the warnings.

NOTE

deps:

libcurl4-openssl-dev

Distributed (Deep) Machine Learning Community's Projects

mxnet.jl icon mxnet.jl

MXNet Julia Package - flexible and efficient deep learning in Julia

mxnet.js icon mxnet.js

MXNetJS: Javascript Package for Deep Learning in Browser (without server)

nccl icon nccl

Optimized primitives for collective multi-GPU communication

nnvm-fusion icon nnvm-fusion

Kernel Fusion and Runtime Compilation Based on NNVM

ps-lite icon ps-lite

A lightweight parameter server interface

rabit icon rabit

Reliable Allreduce and Broadcast Interface for distributed machine learning

tensorboard icon tensorboard

Standalone TensorBoard for visualizing in deep learning

tl2cgen icon tl2cgen

TL2cgen (TreeLite 2 C GENerator) is a model compiler for decision tree models

treelite icon treelite

Universal model exchange and serialization format for decision tree forests

web-data icon web-data

The repo to host all the web data including images for documents in dmlc projects.

xgboost icon xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

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