Parallel implementation of machine translation using MPJ Express

Author

Tomar, Aparna ; Bodhankar, Jahnavi ; Kurariya, Pavan ; Anarase, Pramod ; Jain, Paril ; Lele, Alok ; Darbari, Hemant ; Bhavsar, Virendrakumar C.

Author_Institution

Centre for Dev. of Adv. Comput., Pune, India

fYear

2013

fDate

21-23 Feb. 2013

Firstpage

1

Lastpage

5

Abstract

In this paper we consider a machine translation (MT) system based on the tree adjoining grammar (TAG) formalism. We have successfully carried out sentence level parallelization and its parallel implementations on a multicore machine with varying number of cores and a computing cluster with multicore nodes. Since our code is in Java, we use MPJ Express for parallel implementations. We have carried out experiments with these parallel implementations and their performance is analysed.

Keywords

Java; application program interfaces; grammars; language translation; message passing; multiprocessing systems; natural language processing; parallel processing; Java; MPI; MPJ Express; MT system; TAG formalism; computing cluster; machine translation system; multicore machine; multicore nodes; parallel implementation; sentence level parallelization; tree adjoining grammar formalism; Computers; Grammar; Java; Multicore processing; Natural language processing; Parallel processing; Servers; MPJ Express; Machine Translation; Message Passing Interface; Natural Language Processing; Parallel processing;

fLanguage

English

Publisher

ieee

Conference_Titel

Parallel Computing Technologies (PARCOMPTECH), 2013 National Conference on

Conference_Location

Bangalore

Print_ISBN

978-1-4799-1589-7

Type

conf

DOI

10.1109/ParCompTech.2013.6621391

Filename

6621391