Comparativa de programaris d'aprenentatge profund

Comparativa de programaris d'aprenentatge profund és una recopilació de les diferents solucions en l'àmbit de l'aprenentatge profund.[1][2][3]

Programari Creador Llicència Codi

obert

Plataforma Escrit en Interfície Suport

OpenMP

Suport

OpenCL

Suport

CUDA

Derivació automàtica

models

coneguts

Xarxa

Recurrent

Xarxa

Convolucional

Suport

RBM/DBNs

Execució

Paral·lela execution (multi node)

Apache SINGA Apache Incubator Apache 2.0 Linux, Mac OS X, Windows C++ Python, C++, Java No ?
Caffe Berkeley Vision and Learning Center BSD Linux, Mac OS X, Windows C++ Python, MATLAB En desenvolupament No ?
Deeplearning4j Skymind engineering team; Deeplearning4j community; originally Adam Gibson Apache 2.0 Linux, Mac OS X, Windows, Android (Cross-platform) java Java, Scala, Clojure, Python(Keras) En previsió Yes Computational Graph
Dlib Davis King Boost Software License Cross-Platform C++ C++ No No
Keras François Chollet MIT license Linux, Mac OS X, Windows Python Python, R Només usant Theano En desenvolupament
MatConvNet Andrea Vedaldi,Karel Lenc BSD Windows, Linux (OSXvia Docker previst) C++ MATLAB, C++, No No No
Microsoft Cognitive Toolkit Microsoft Research MIT license Windows, Linux (OSXvia Docker previst) C++ Python, C++, Command line,BrainScript(.NET on roadmap) No No
MXNet Distributed (Deep) Machine Learning Community Apache 2.0 Linux, Mac OS X, Windows,AWS, Android,iOS, JavaScript Small C++core library C++, Python, Julia, Matlab, JavaScript, Go, R, Scala, Perl En previsió
Neural Designer Artelnics Propietària No Linux, Mac OS X, Windows C++ Graphical user interface No No ? ? No No No ?
OpenNN Artelnics GNU LGPL Cross-platform C++ C++ No No ? ? No No No ?
PyTorch Adam Paszke, Sam Gross, Soumith Chintala, Gregory Chanan BSD Linux, Mac OS, Windows C++, Python, CUDA Python
TensorFlow Google Brainteam Apache 2.0 Linux, Mac OS X, Windows C++, Python Python (Keras), C/C++, Java, Go, R No En previsió Yes
Theano Université de Montréal BSD Cross-platform Python Python En desenvolupament Yes Through Lasagne's model zoo
Torch Ronan Collobert, Koray Kavukcuoglu, Clement Farabet BSD Linux, Mac OS X, Windows,Android, iOS C, Lua Lua, LuaJIT,C, utility library for C++/OpenCL Solucions de d'altres empreses Through Twitter's Autograd
Wolfram Mathematica Wolfram Research Propietària No Windows, Mac OS X, Linux, Cloud computing C++ Wolfram Language No No Yes Yes

Referències

  1. Gibson, Chris Nicholson, Adam. «Deep Learning Comp Sheet: Deeplearning4j vs. Torch vs. Theano vs. Caffe vs. TensorFlow vs. MxNet vs. CNTK - Deeplearning4j: Open-source, Distributed Deep Learning for the JVM» (en anglès). https://deeplearning4j.org. Arxivat de l'original el 2017-03-29. [Consulta: 23 agost 2017].
  2. Gomez-Ol, Ricardo Guerrero. «Deep Learning frameworks: a review before finishing 2016» (en anglès). https://medium.com,+31-12-2016.+[Consulta: 23 agost 2017].
  3. Bahrampour, Soheil; Ramakrishnan, Naveen; Schott, Lukas; Shah, Mohak «Comparative Study of Deep Learning Software Frameworks». arXiv:1511.06435 [cs], 19-11-2015.

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