Title :
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
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;
Conference_Titel :
Parallel Computing Technologies (PARCOMPTECH), 2013 National Conference on
Conference_Location :
Bangalore
Print_ISBN :
978-1-4799-1589-7
DOI :
10.1109/ParCompTech.2013.6621391