#!/bin/bash # This script performs significance testing for metrics such as BLEU, chrF++ using sacrebleu on the evaluation set # where each subdirectory contains En-X pair echo `date` devtest_data_dir=$1 # path to the evaluation directory # we predefine a set of systems which we consider for evaluation # feel free to change the below line in case you want to add or remove any system system=(google azure nllb mbart50 m2m100 it1 it2) # get a list of language pairs in the `devtest_data_dir` pairs=$(ls -d $devtest_data_dir/eng_Latn-* | sort) # iterate over each language pair for pair in ${pairs[@]}; do # extract the source and target languages from the pair name pair=$(basename $pair) src_lang=$(echo "$pair" | cut -d "-" -f 1) tgt_lang=$(echo "$pair" | cut -d "-" -f 2) if [[ $src_lang == "eng_Latn" ]]; then # ---------------------------------------------------------------------- # en - indic direction # ---------------------------------------------------------------------- echo "${src_lang} - ${tgt_lang}" # find all the prediction files for different systems and tokenize it using IndicNLP pred_fnames=$devtest_data_dir/$pair/test.${tgt_lang}.pred.* ref_fname=$devtest_data_dir/$pair/test.${tgt_lang} for pred_fname in $(find . -type f -name $pred_fnames); do input_size=`python scripts/preprocess_translate.py $pred_fname $pred_fname.tok $tgt_lang false false` done input_size=`python scripts/preprocess_translate.py $ref_fname $ref_fname.tok $tgt_lang false false` ref_fname=$devtest_data_dir/$pair/test.${tgt_lang}.tok it2_fname=$devtest_data_dir/$pair/test.${tgt_lang}.pred.it2.tok sys_fnames=$devtest_data_dir/$pair/test.${tgt_lang}.pred.*.tok bleu_out_fname=$devtest_data_dir/$pair/${src_lang}_${tgt_lang}_bleu_significance.txt chrF_out_fname=$devtest_data_dir/$pair/${src_lang}_${tgt_lang}_chrF++_significance.txt sacrebleu --tokenize none $ref_fname -i $it2_fname $sys_fnames --paired-bs -m bleu --format text > $bleu_out_fname sacrebleu --tokenize none $it2_fname $sys_fnames --paired-bs -m chrf --chrf-word-order 2 --format text > $chrF_out_fname # ---------------------------------------------------------------------- # indic - en direction # ---------------------------------------------------------------------- echo "${tgt_lang} - ${src_lang}" ref_fname=$devtest_data_dir/$pair/test.${src_lang} it2_fname=$devtest_data_dir/$pair/test.${src_lang}.pred.it2 sys_fnames=$devtest_data_dir/$pair/test.${src_lang}.pred.* bleu_out_fname=$devtest_data_dir/$pair/${tgt_lang}_${src_lang}_bleu_significance.txt chrF_out_fname=$devtest_data_dir/$pair/${tgt_lang}_${src_lang}_chrF++_significance.txt sacrebleu --tokenize none $ref_fname -i $it2_fname $sys_fnames --paired-bs -m bleu --format text > $bleu_out_fname sacrebleu --tokenize none $it2_fname $sys_fnames --paired-bs -m chrf --chrf-word-order 2 --format text > $chrF_out_fname fi