Switch branches/tags
Nothing to show
Find file History
Fetching latest commit…
Cannot retrieve the latest commit at this time.
Permalink
..
Failed to load latest commit information.
dataset
scripts
source/sockeye-1.5
README.md

README.md

Sockeye

Introduction

This folder contains the Sockeye benchmark. It is developed by the Amazon Web Services. The local copy is based on version 1.5. Sockeye is the benchmark on machine translation that supports three different models

  • RNN-based Sequence-to-Sequence

  • Transformer

  • Convolutional Sequence-to-Sequence

Here, we chose the hyperparameters specifically to run the first model. The dataset IWSLT15 was taken from the Tensorflow NMT repository. Due to the fact that Sockeye cannot process the raw dataset directly, we slightly modified the original dataset so that empty lines have been removed.

Reference

@article{Sockeye:17,
   author = {Hieber, Felix and Domhan, Tobias and Denkowski, Michael
           and Vilar, David and Sokolov, Artem, and Clifton, Ann and Post, Matt},
    title = "{Sockeye: A Toolkit for Neural Machine Translation}",
  journal = {ArXiv e-prints},
archivePrefix = "arXiv",
   eprint = {1712.05690},
 primaryClass = "cs.CL",
 keywords = {Computer Science - Computation and Language,
             Computer Science - Learning,
             Statistics - Machine Learning},
     year = 2017,
    month = dec,
      url = {https://arxiv.org/abs/1712.05690}
}

Sockeye 1.5 - Changelog