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product-translator's Introduction

product-translator

This is a project on product title translation from English to Thai. See the documentation for the description of steps, data and algorithms used.

Requirements

Install the following Python libraries:

Additionally, the following are required for pre-processing Wikipedia corpus:

  • regex >= 2016.6.24
  • lxml >= 3.3.3
  • pythai >= 0.1.3

Data

Take the first two columns (Category and Product name) of the provided sample and test data and convert them into tab-separated files. Put them in a directory named data.

Language Model

Train a 3-gram language model based on Thai Wikipedia:

cd lm
bash prepro.sh

Bilingual lexicon

python build_lexicon.py data/sample.txt data/test.txt

Translate

python translate.py data/test.txt lm/th.txt.arpa test.output

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