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Marian: Fast Neural Machine Translation in C++

Authors :
Junczys-Dowmunt, Marcin
Grundkiewicz, Roman
Dwojak, Tomasz
Hoang, Hieu
Heafield, Kenneth
Neckermann, Tom
Seide, Frank
Germann, Ulrich
Aji, Alham Fikri
Bogoychev, Nikolay
Martins, André F. T.
Birch, Alexandra
Publication Year :
2018

Abstract

We present Marian, an efficient and self-contained Neural Machine Translation framework with an integrated automatic differentiation engine based on dynamic computation graphs. Marian is written entirely in C++. We describe the design of the encoder-decoder framework and demonstrate that a research-friendly toolkit can achieve high training and translation speed.<br />Comment: Demonstration paper

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1804.00344
Document Type :
Working Paper