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embed.sh
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embed.sh
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#!/bin/bash
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
#
# LASER Language-Agnostic SEntence Representations
# is a toolkit to calculate multilingual sentence embeddings
# and to use them for document classification, bitext filtering
# and mining
#
# --------------------------------------------------------
#
# bash script to calculate sentence embeddings for arbitrary
# text file
#############################
# BEGIN PARAMETERS TO SET
#############################
# location of models (e.g. /path/to/models); no trailing slash
model_dir=""
# version number for LASER3 models
version=1
#############################
# END PARAMETERS TO SET
#############################
if [ -z ${model_dir} ]; then
echo "Please set model directory within script"
exit 1
elif [ ! -d ${model_dir} ]; then
echo "Can't find model directory: $model_dir"
exit 1
fi
if [ -z ${LASER} ] ; then
echo "Please set the environment variable 'LASER'"
exit 1
fi
if [ $# -lt 2 ] ; then
echo "usage: embed.sh input-file output-file [language]"
exit 1
fi
infile=$1
outfile=$2
language=$3
# default to laser2
model_file=${model_dir}/laser2.pt
spm=${model_dir}/laser2.spm
if [ ! -z ${language} ]; then
model_file=${model_dir}/laser3-$language.v$version.pt
lang_specific_spm=${model_dir}/laser3-$language.v$version.spm
if [[ -s $lang_specific_spm ]]; then
spm=$lang_specific_spm
fi
fi
if [[ ! -s $model_file ]]; then
echo "couldn't find model file: $model_file"
exit 1
fi
if [[ ! -s $spm ]]; then
echo "couldn't find spm: $spm"
exit 1
fi
python3 ${LASER}/source/embed.py \
--input ${infile} \
--encoder ${model_file} \
--spm-model $spm \
--output ${outfile} \
--verbose