Hui Zhang
3 years ago
parent
f5369abdbe
commit
104743cccc
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#!/bin/bash
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# To be run from one directory above this script.
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. ./path.sh
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text=data/local/lm/text
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lexicon=data/local/dict/lexicon.txt
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for f in "$text" "$lexicon"; do
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[ ! -f $x ] && echo "$0: No such file $f" && exit 1;
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done
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# Check SRILM tools
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if ! which ngram-count > /dev/null; then
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echo "srilm tools are not found, please download it and install it from: "
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echo "http://www.speech.sri.com/projects/srilm/download.html"
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echo "Then add the tools to your PATH"
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exit 1
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fi
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# This script takes no arguments. It assumes you have already run
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# aishell_data_prep.sh.
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# It takes as input the files
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# data/local/lm/text
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# data/local/dict/lexicon.txt
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dir=data/local/lm
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mkdir -p $dir
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cleantext=$dir/text.no_oov
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cat $text | awk -v lex=$lexicon 'BEGIN{while((getline<lex) >0){ seen[$1]=1; } }
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{for(n=1; n<=NF;n++) { if (seen[$n]) { printf("%s ", $n); } else {printf("<SPOKEN_NOISE> ");} } printf("\n");}' \
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> $cleantext || exit 1;
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cat $cleantext | awk '{for(n=2;n<=NF;n++) print $n; }' | sort | uniq -c | \
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sort -nr > $dir/word.counts || exit 1;
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# Get counts from acoustic training transcripts, and add one-count
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# for each word in the lexicon (but not silence, we don't want it
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# in the LM-- we'll add it optionally later).
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cat $cleantext | awk '{for(n=2;n<=NF;n++) print $n; }' | \
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cat - <(grep -w -v '!SIL' $lexicon | awk '{print $1}') | \
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sort | uniq -c | sort -nr > $dir/unigram.counts || exit 1;
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cat $dir/unigram.counts | awk '{print $2}' | cat - <(echo "<s>"; echo "</s>" ) > $dir/wordlist
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heldout_sent=10000 # Don't change this if you want result to be comparable with
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# kaldi_lm results
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mkdir -p $dir
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cat $cleantext | awk '{for(n=2;n<=NF;n++){ printf $n; if(n<NF) printf " "; else print ""; }}' | \
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head -$heldout_sent > $dir/heldout
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cat $cleantext | awk '{for(n=2;n<=NF;n++){ printf $n; if(n<NF) printf " "; else print ""; }}' | \
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tail -n +$heldout_sent > $dir/train
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ngram-count -text $dir/train -order 3 -limit-vocab -vocab $dir/wordlist -unk \
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-map-unk "<UNK>" -kndiscount -interpolate -lm $dir/lm.arpa
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ngram -lm $dir/lm.arpa -ppl $dir/heldout
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#!/bin/bash
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set -eo pipefail
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stage=-1
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stop_stage=100
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corpus=aishell
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lmtype=srilm
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source utils/parse_options.sh
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data=${MAIN_ROOT}/examples/dataset/${corpus}
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lexicon=$data/resource_aishell/lexicon.txt
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text=$data/data_aishell/transcript/aishell_transcript_v0.8.txt
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if [ ${stage} -le 0 ] && [ ${stop_stage} -ge 0 ]; then
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# 7.1 Prepare dict
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unit_file=data/vocab.txt
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mkdir -p data/local/dict
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cp $unit_file data/local/dict/units.txt
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utils/fst/prepare_dict.py \
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--unit_file $unit_file \
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--in_lexicon ${lexicon} \
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--out_lexicon data/local/dict/lexicon.txt
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fi
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if [ ${stage} -le 1 ] && [ ${stop_stage} -ge 1 ]; then
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# 7.2 Train lm
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lm=data/local/lm
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mkdir -p data/train
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mkdir -p $lm
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utils/manifest_key_value.py \
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--manifest_path data/manifest.train \
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--output_path data/train
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utils/filter_scp.pl data/train/text \
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$text > $lm/text
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if [ $lmtype == 'srilm' ];then
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local/aishell_train_lms.sh
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else
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utils/ngram_train.sh --order 3 $lm/text $lm/lm.arpa
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fi
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fi
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if [ ${stage} -le 2 ] && [ ${stop_stage} -ge 2 ]; then
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# 7.3 Build decoding TLG
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utils/fst/compile_lexicon_token_fst.sh \
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data/local/dict data/local/tmp data/local/lang
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utils/fst/make_tlg.sh data/local/lm data/local/lang data/lang_test || exit 1;
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fi
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echo "Aishell build TLG done."
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exit 0
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@ -0,0 +1 @@
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../../../utils
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# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#!/usr/bin/env perl
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# Copyright 2010-2012 Microsoft Corporation
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# Johns Hopkins University (author: Daniel Povey)
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# THIS CODE IS PROVIDED *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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# KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED
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# WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE,
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# MERCHANTABLITY OR NON-INFRINGEMENT.
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# See the Apache 2 License for the specific language governing permissions and
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# limitations under the License.
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# This script takes a list of utterance-ids or any file whose first field
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# of each line is an utterance-id, and filters an scp
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# file (or any file whose "n-th" field is an utterance id), printing
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# out only those lines whose "n-th" field is in id_list. The index of
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# the "n-th" field is 1, by default, but can be changed by using
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# the -f <n> switch
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$exclude = 0;
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$field = 1;
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$shifted = 0;
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do {
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$shifted=0;
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if ($ARGV[0] eq "--exclude") {
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$exclude = 1;
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shift @ARGV;
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$shifted=1;
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}
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if ($ARGV[0] eq "-f") {
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$field = $ARGV[1];
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shift @ARGV; shift @ARGV;
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$shifted=1
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}
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} while ($shifted);
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if(@ARGV < 1 || @ARGV > 2) {
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die "Usage: filter_scp.pl [--exclude] [-f <field-to-filter-on>] id_list [in.scp] > out.scp \n" .
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"Prints only the input lines whose f'th field (default: first) is in 'id_list'.\n" .
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"Note: only the first field of each line in id_list matters. With --exclude, prints\n" .
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"only the lines that were *not* in id_list.\n" .
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"Caution: previously, the -f option was interpreted as a zero-based field index.\n" .
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"If your older scripts (written before Oct 2014) stopped working and you used the\n" .
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"-f option, add 1 to the argument.\n" .
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"See also: utils/filter_scp.pl .\n";
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}
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$idlist = shift @ARGV;
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open(F, "<$idlist") || die "Could not open id-list file $idlist";
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while(<F>) {
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@A = split;
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@A>=1 || die "Invalid id-list file line $_";
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$seen{$A[0]} = 1;
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}
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if ($field == 1) { # Treat this as special case, since it is common.
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while(<>) {
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$_ =~ m/\s*(\S+)\s*/ || die "Bad line $_, could not get first field.";
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# $1 is what we filter on.
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if ((!$exclude && $seen{$1}) || ($exclude && !defined $seen{$1})) {
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print $_;
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}
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}
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} else {
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while(<>) {
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@A = split;
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@A > 0 || die "Invalid scp file line $_";
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@A >= $field || die "Invalid scp file line $_";
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if ((!$exclude && $seen{$A[$field-1]}) || ($exclude && !defined $seen{$A[$field-1]})) {
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print $_;
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}
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}
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}
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# tests:
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# the following should print "foo 1"
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# ( echo foo 1; echo bar 2 ) | utils/filter_scp.pl <(echo foo)
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# the following should print "bar 2".
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# ( echo foo 1; echo bar 2 ) | utils/filter_scp.pl -f 2 <(echo 2)
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@ -0,0 +1,64 @@
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#!/usr/bin/env python3
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"""Manifest file to key-value files."""
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import argparse
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import functools
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from pathlib import Path
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from utils.utility import add_arguments
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from utils.utility import print_arguments
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from utils.utility import read_manifest
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def main(args):
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print_arguments(args, globals())
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count = 0
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outdir = Path(args.output_path)
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wav_scp = outdir / 'wav.scp'
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dur_scp = outdir / 'duration'
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text_scp = outdir / 'text'
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manifest_jsons = read_manifest(args.manifest_path)
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with wav_scp.open('w') as fwav, dur_scp.open('w') as fdur, text_scp.open(
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'w') as ftxt:
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for line_json in manifest_jsons:
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utt = line_json['utt']
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feat = line_json['feat']
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file_ext = Path(feat).suffix # .wav
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text = line_json['text']
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feat_shape = line_json['feat_shape']
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dur = feat_shape[0]
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feat_dim = feat_shape[1]
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if 'token' in line_json:
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tokens = line_json['token']
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tokenids = line_json['token_id']
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token_shape = line_json['token_shape']
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token_len = token_shape[0]
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vocab_dim = token_shape[1]
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if file_ext == '.wav':
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fwav.write(f"{utt} {feat}\n")
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fdur.write(f"{utt} {dur}\n")
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ftxt.write(f"{utt} {text}\n")
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count += 1
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print(f"Examples number: {count}")
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if __name__ == '__main__':
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parser = argparse.ArgumentParser(description=__doc__)
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add_arg = functools.partial(add_arguments, argparser=parser)
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# yapf: disable
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add_arg('manifest_path', str,
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'data/librispeech/manifest.train',
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"Filepath of manifest to compute normalizer's mean and stddev.")
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add_arg('output_path', str,
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'data/train',
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"dir path to dump wav.scp/duaration/text files.")
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# yapf: disable
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args = parser.parse_args()
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main(args)
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