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espnet_taigi_baseline_release
Commit 83464c70 by ntut
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Initial commit

parent e1028728
Showing with 13 additions and 338 deletions
decode.sh deleted 120000 → 0
../asr1/decode.sh
\ No newline at end of file
local/data.sh
......@@ -18,15 +18,11 @@ stop_stage=100000
train_set=train_all
valid_set=dev_all
test_sets="librispeech-test_clean librispeech-test_other \
NER-Trs-Vol1-test NER-Trs-Vol2-test NER-Trs-Vol3-test NER-Trs-Vol4-test \
OC16-CE80 MATBN-test thchs30-test \
tat-vol1-test tat-vol2-test tat-edu-test"
test_sets="tat-vol1-test tat-vol2-test tat-edu-test"
lid=false # whether to use language id as additional label
use_noise=false
global_path=
nlsyms_txt=data/local/nlsyms.txt
log "$0 $*"
. ./path.sh || exit 1
......@@ -42,44 +38,14 @@ if [ ${stage} -le 1 ]; then
# combine the sub sets into the train_set
echo "Stage 0: Combine Multiple Train Data Source"
utils/combine_data.sh --extra-files utt2num_frames data/${train_set} \
data/train-data/{OC16-CE80,TCC300,aishell-train} \
data/train-data/NER-Trs-Vol{1,2,3,4}-train \
data/train-data/{librispeech-train_100,librispeech-train_360} \
data/train-data/{tat-vol1-train,tat-vol2-train,tat-edu}
if $lid; then
mv data/${train_set}/text data/${train_set}/text.bak
python3 tools/add_lid_tag.py \
-utt data/train-data/tat-vol1-train/utt2spk \
-utt data/train-data/tat-vol2-train/utt2spk \
-utt data/train-data/tat-tmp/utt2spk \
-utt data/train-data/G2019429-fix/utt2spk \
-utt data/train-data/G2019432-fix/utt2spk \
-utt data/train-data/G2019459-fix/utt2spk \
-utt data/train-data/G2019463-fix/utt2spk \
-utt data/train-data/G2019479-fix/utt2spk \
data/${train_set}/text.bak tools/taiwanese.v2.csv data/${train_set}/text
rm data/${train_set}/text.bak
utils/fix_data_dir.sh data/${train_set}
fi
# combine the sub sets into the dev_set
echo "Stage 0: Combine Multiple Dev Data Source"
utils/combine_data.sh --extra-files utt2num_frames data/${valid_set} \
data/train-data/NER-Trs-Vol{1,2,3,4}-eval \
data/train-data/{thchs30-dev,aishell-dev} \
data/train-data/{librispeech-dev_clean,librispeech-dev_other} \
data/train-data/{tat-vol1-dev,tat-vol2-dev}
data/train-data/{tat-vol1-dev,tat-vol2-dev,tat-edu-dev}
# data/train-data/{NER-Trs-Vol1-eval,librispeech-dev_clean,tat-vol1-dev}
if $lid; then
mv data/${valid_set}/text data/${valid_set}/text.bak
python3 tools/add_lid_tag.py \
-utt data/train-data/tat-vol1-dev/utt2spk \
-utt data/train-data/tat-vol2-dev/utt2spk \
data/${valid_set}/text.bak tools/taiwanese.v2.csv data/${valid_set}/text
rm data/${valid_set}/text.bak
utils/fix_data_dir.sh data/${valid_set}
fi
if $use_noise; then
echo "Use FaNT to add noise"
......@@ -154,17 +120,6 @@ if [ ${stage} -le 4 ] && [ ${stop_stage} -ge 4 ]; then
for test in ${test_sets}; do
cp -r data/test-data/${test} data
utils/fix_data_dir.sh data/${test}
if $lid; then
echo "Stage 4: add language ID to Dev Data Source"
mv data/${test}/text data/${test}/text.bak
python3 tools/add_lid_tag.py \
-utt data/test-data/tat-vol1-test/utt2spk \
-utt data/test-data/tat-vol2-test/utt2spk \
data/${test}/text.bak tools/taiwanese.csv data/${test}/text
rm data/${test}/text.bak
utils/fix_data_dir.sh data/${test}
fi
done
fi
......
run.sh
......@@ -8,12 +8,9 @@ set -o pipefail
# E2E model related
train_set=train_all
valid_set=dev_all
test_sets="librispeech-test_clean librispeech-test_other \
tat-vol1-test tat-vol2-test tat-tmp-edu \
NER-Trs-Vol1-test NER-Trs-Vol2-test NER-Trs-Vol3-test NER-Trs-Vol4-test"
test_sets="tat-vol1-test tat-vol2-test tat-edu-test"
use_noise=false
global_path=`pwd`
lid=true # whether to use language id as additional label
nj=150
stage=0
stop_stage=10000
......@@ -22,23 +19,23 @@ stop_stage=10000
. ./cmd.sh
. ./utils/parse_options.sh
asr_config=conf/tuning/train_asr_conformer.yaml
asr_config=conf/tuning/train_asr_streaming_conformer.yaml
lm_config=conf/tuning/train_lm_transformer.yaml
inference_config=conf/decode_asr.yaml
nlsyms_txt=data/local/nlsyms.txt
inference_config=conf/decode_asr_streaming.yaml
if "${use_noise}"; then train_set=${train_set}_noise; fi
#--use_streaming true \
./asr.sh \
--stage $stage \
--stop_stage $stop_stage \
--use_streaming true \
--use_lm false \
--nj $nj \
--lang cht_eng_tw \
--lang tw \
--ngpu 10 \
--num_nodes 1 \
--nbpe 20000 \
--token_type bpe \
--nbpe 5000 \
--token_type word \
--feats_type raw \
--audio_format wav \
--max_wav_duration 30 \
......@@ -46,12 +43,10 @@ if "${use_noise}"; then train_set=${train_set}_noise; fi
--asr_config "${asr_config}" \
--lm_config "${lm_config}" \
--inference_config "${inference_config}" \
--local_data_opts "--global-path $global_path --nj $nj --nlsyms_txt ${nlsyms_txt} --lid ${lid}" \
--local_data_opts "--global-path $global_path --nj $nj --stage 1" \
--train_set "${train_set}" \
--valid_set "${valid_set}" \
--test_sets "${test_sets}" \
--bpe_nlsyms "[CHT],[EN],[TW]" \
--lm_train_text "data/${train_set}/text" \
--bpe_train_text "data/${train_set}/text" "$@" \
--local_score_opts "--score_lang_id ${lid}" "$@"
--bpe_train_text "data/${train_set}/text" "$@"
run_decode.sh deleted 100644 → 0
#!/bin/bash
# Set bash to 'debug' mode, it will exit on :
# -e 'error', -u 'undefined variable', -o ... 'error in pipeline', -x 'print commands',
set -e
set -u
set -o pipefail
# E2E model related
train_set=train_all
valid_set=dev_all
test_sets="librispeech-test_clean librispeech-test_other \
NER-Trs-Vol1-test NER-Trs-Vol2-test NER-Trs-Vol3-test \
NER-Trs-Vol4-test OC16-CE80 MATBN-test thchs30-test"
use_noise=false
global_path=`pwd`
lid=true # whether to use language id as additional label
nj=100
. ./path.sh
. ./cmd.sh
. ./utils/parse_options.sh
asr_config=conf/tuning/train_asr_streaming_conformer.yaml
lm_config=conf/tuning/train_lm_transformer.yaml
inference_config=conf/decode_asr_streaming.yaml
nlsyms_txt=data/local/nlsyms.txt
if "${use_noise}"; then train_set=${train_set}_noise; fi
./decode.sh \
--stage 2 \
--stop_stage 10000 \
--use_streaming true \
--gpu_inference false \
--inference_nj $nj \
--use_lm false \
--nj $nj \
--lang cht_eng_tw.v2 \
--ngpu 10 \
--num_nodes 1 \
--nbpe 30000 \
--token_type bpe \
--feats_type raw \
--audio_format wav \
--speed_perturb_factors "0.9 1.0 1.1" \
--asr_config "${asr_config}" \
--lm_config "${lm_config}" \
--inference_config "${inference_config}" \
--local_data_opts "--global-path $global_path --stage 1" \
--train_set "${train_set}" \
--valid_set "${valid_set}" \
--test_sets "${test_sets}" \
--asr_speech_fold_length 512 \
--asr_text_fold_length 150 \
--lm_fold_length 150 \
--bpe_nlsyms "[CHT],[EN],[TW]" \
--lm_train_text "data/${train_set}/text" \
--bpe_train_text "data/${train_set}/text" "$@" \
--local_score_opts "--score_lang_id ${lid}" "$@"
tools/add_lid_tag.py deleted 100755 → 0
import os, sys
import argparse
import csv
import re
def parse_opts():
parser = argparse.ArgumentParser(
description='Strips unhelpful, from LM viewpoint, strings from PG texts',
formatter_class=argparse.ArgumentDefaultsHelpFormatter)
parser.add_argument('-utt', '--taiwanese-utt-file', action='append',
help='Split chinese word to char which use for writting the output text')
parser.add_argument('in_text', type=str, help='Input text file')
parser.add_argument('taiwanese_tab', type=str, help='Input taiwanese table file')
parser.add_argument('out_text', type=str, help='Filtered output text file')
opts = parser.parse_args()
return opts
def check_english(check_str):
check = False
for ch in check_str:
if (ch >= u'\u0041' and ch <= u'\u005A') or \
(ch >= u'\u0061' and ch <= u'\u007A') or ch == "'":
check = True
else:
return False
if check:
return True
def check_full_english(check_str):
check = False
for w in check_str.split():
if check_english(w):
check = True
else:
return False
if check:
return True
def check_contain_chinese(check_str):
check = False
RE_HANS = re.compile(
r'^(?:['
r'\u3100-\u312f' # Bopomofo
r'\u3400-\u4dbf' # CJK Ext.A:[3400-4DBF]
r'\u4e00-\u9fff' # CJK baise:[4E00-9FFF]
r'\uf900-\ufaff' # CJK Comp:[F900-FAFF]
r'\U00020000-\U0002A6DF' # CJK Ext.B:[20000-2A6DF]
r'\U0002A703-\U0002B73F' # CJK Ext.C:[2A700-2B73F]
r'\U0002B740-\U0002B81D' # CJK Ext.D:[2B740-2B81D]
r'\U0002F80A-\U0002FA1F' # CJK Comp:[2F800-2FA1F]
r'])+$'
)
for ch in check_str:
if RE_HANS.match(ch):
check = True
else:
return False
if check:
return True
def read_csv(path):
table = []
with open(path, newline='') as csvfile:
rows = csv.reader(csvfile)
rows = list(rows)
con = rows[0][2:]
table.extend(con)
for row in rows[2:]:
table.extend([ row[0]+_n for _n in con ])
return table
def check_taiwanese(check_str, table):
tone_list = [u"ā", u"á", u"ǎ", u"à", u"â", u"a̍", \
u"ē", u"é", u"ě", u"è", u"ê", u"e̍", \
u"ō", u"ó", u"ǒ", u"ò", u"ô", u"o̍", u"ő", \
u"ī", u"í", u"ǐ", u"ì", u"î", u"i̍", \
u"ū", u"ú", u"ǔ", u"ù", u"û", u"u̍", \
u"ń", u"ň", u"ǹ", u"n̍", \
u"m̄", u"ḿ", u"m̀", u"m̍"]
# tone_list = [u"ā", u"á", u"ǎ", u"à", u"â", \
# u"ē", u"é", u"ě", u"è", \
# u"ō", u"ó", u"ǒ", u"ò", u"ô", u"ő", \
# u"ī", u"í", u"ǐ", u"ì", u"i", u"î", \
# u"ū", u"ú", u"ǔ", u"ù", u"ü", u"ǖ", u"ǘ", u"ǚ" ,u"ǜ", u"û", \
# u"ń", u"ň", u"ǹ", \
# u"m̄", u"ḿ", u"m̀", \
# u"ê", u"ê̄", u"ế", u"ê̌", u"ề"]
if len(check_str.split()) == 2:
check = False
for _str in check_str.split():
if not ( any( [ _ in tone_list for _ in _str] ) or _str in table or check_contain_chinese(_str) ):
return False
return True
else:
return any([ _ in tone_list for _ in check_str] ) or check_str in table
if __name__ == '__main__':
opts = parse_opts()
tai_id = []
if opts.taiwanese_utt_file:
for f in opts.taiwanese_utt_file:
with open(f, "r") as rf:
tai_id.extend([ l.split()[0] for l in rf.readlines() ])
data = []
table = read_csv(opts.taiwanese_tab)
with open(opts.in_text, "r", encoding="utf-8") as rf:
for l in rf.readlines():
if len(l.split()) > 1:
u = l.split(maxsplit=1)[0]
# taiwanese mode
taiwanese_mode = False
if opts.taiwanese_utt_file:
if u in tai_id:
taiwanese_mode = True
t = ""
switchcode = ""
b_w = ""
try:
for w in l.split(maxsplit=1)[1].split():
if len(t) == 0:
if taiwanese_mode:
if check_taiwanese(w, table) or check_contain_chinese(w):
t += "[TW] @{} ".format(w)
switchcode = "tw"
else:
t += "[EN] {} ".format(w)
switchcode = "en"
else:
if check_contain_chinese(w):
t += "[CHT] {} ".format(w)
switchcode = "cht"
else:
t += "[EN] {} ".format(w)
switchcode = "en"
else:
if taiwanese_mode:
if switchcode == "tw":
if check_taiwanese("{} {}".format(b_w, w), table):
t += " @{} ".format(w)
else:
t += "[EN] {} ".format(w)
switchcode = "en"
else:
if check_full_english(b_w+w) and not check_taiwanese("{} {}".format(b_w, w), table):
t += " {} ".format(w)
else:
t += "[TW] @{} ".format(w)
switchcode = "tw"
else:
if switchcode == "cht":
if check_contain_chinese(b_w+w):
t += " {} ".format(w)
else:
t += "[EN] {} ".format(w)
switchcode = "en"
else:
if check_full_english(b_w+w):
t += " {} ".format(w)
else:
t += "[CHT] {} ".format(w)
switchcode = "cht"
#print(b_w+w, switchcode)
b_w = w
data.append("{} {}\n".format(u, " ".join(_t for _t in t.split()).strip()))
except Exception as e:
print(u, e)
with open(opts.out_text, "w", encoding="utf-8") as wf:
wf.writelines(data)
tools/taiwanese.csv deleted 100644 → 0
INDEX,NONE,a,ah,ai,aih,ainn,ak,am,an,ang,ann,annh,ap,at,au,auh,aunnh,e,eh,enn,ennh,i,ia,iah,iak,iam,ian,iang,iann,iannh,iap,iat,iau,iauh,ih,ik,im,in,ing,inn,io,ioh,iok,iong,ip,it,iu,iuh,iunn,m,mh,ng,ngh,o,oh,ok,om,ong,onn,onnh,oo,ooh,op,u,ua,uah,uai,uainn,uan,uang,uann,uat,ue,ueh,uh,ui,uinn,un,ut
NONE,,a,ah,ai,aih,ainn,ak,am,an,ang,ann,annh,ap,at,au,auh,aunnh,E,eh,enn,ennh,i,ia,iah,iak,iam,ian,iang,iann,iannh,iap,iat,iau,iauh,ih,ik,im,ien,ieng,inn,io,ioh,iok,iong,ip,it,iu,iuh,iunn,nm,mh,eng,ngh,e,oh,ok,om,ong,onn,onnh,o,ooh,op,u,ua,uah,uai,uainn,uan,uang,uann,uat,oe,ueh,uh,ui,uinn,uen,ut
p,b,b a,b ah,b ai,,,b ak,,b an,b ang,,,,b at,b au,,,b E,b eh,b enn,,b i,,b iah,b iak,,b ian,b iang,b iann,,,b iat,b iau,,b ih,b ik,,b ien,b ieng,b inn,b io,,,,,b it,b iu,,,,,b eng,,b e,b oh,b ok,,b ong,,,b o,,,b u,b ua,b uah,,,b uan,,b uann,b uat,b oe,b ush,b uh,b ui,,b uen,b ut
ph,p,p a,p ah,p ai,,p ainn,p ak,,p an,p ang,p ann,,,,p au,p auh,,p E,,p enn,,p i,,p iah,p iak,,p ian,p iang,p iann,,,p iat,p iau,,p ih,p ik,,p ien,p ieng,p inn,p io,,,,,p it,b iu,,,,,,p ngh,p e,p oh,p ok,,p ong,,,p o,,,p u,p ua,p uah,,,p uan,,p uann,p uat,p oe,p ueh,p uh,p ui,,p uen,p ut
m,m,m a,m ah,m ai,,,,,,,,,,,m au,m auh,,m E,m eh,,,m i,m ia,,,,,,,,,,m iau,,m ih,,,,,,,,,,,,,,,,,m eng,,,,,,,,,m o,m ooh,,,m ua,,m ue,,,,,,m oe,,,m ui,,,
b,bh,bh a,bh ah,bh ai,,,bh ak,,bh an,bh ang,,,,bh at,bh au,,,bh E,bh eh,,,bh i,,,,,bh ian,,,,,bh iat,bh iau,,bh ih,b ik,,bh ien,bh ieng,,bh io,,,,,bh it,bh iu,,,,,,,bh e,,bh ok,,bh ong,,,bh o,,,bh u,bh ua,bh uah,,,bh uan,,,bh uat,bh oe,bh ueh,,bh ui,,bh uen,bh ut
t,d,d a,d ah,d ai,,d ainn,d ak,d am,d an,d ang,d ann,,d ap,d at,d au,d auh,,d E,d eh,d enn,,d i,d ia,d iah,d iak,d iam,d ian,,d iann,,d iap,d iat,d iau,,d ih,d ik,d im,d ien,d ieng,d inn,d io,d ioh,d iok,d iong,,d it,diu,d iuh,d iunn,,,d eng,,d e,d oh,d ok,d om,d ong,,,d o,,,d u,d ua,d uah,,,d uan,,d uann,d uat,d oe,,d uh,d ui,,d uen,d ut
th,t,t a,t ah,t ai,,,t ak,t am,t an,t ang,t ann,,t ap,t at,t au,,,t E,t eh,t enn,,t i,,t iah,,t iam,t ian,,t iann,,t iap,t iat,t iau,,t ih,t ik,t im,t ien,t ieng,t inn,t io,,t iok,t iong,,tsh it,t iu,,,,,t eng,,t e,t oh,t ok,,t ong,,,t o,,,t u,t ua,t uah,,,t uan,,t uann,t uat,th E,,t uh,t ui,,t uen,t ut
n,n,n a,n ah,n ai,n ah,,,,,,,,,,n au,n auh,,n E,n eh,,,n i,n ia,,,,,,,,,,n iau,,n ih,,,,,,,,,,,,n iu,,,,,n eng,,ne,,,,,,,n o,,,,n ua,,,,,,,,,,,n ui,,,
l,l,l a,l ah,l ai,,,l ak,l am,l an,l ang,,,l ap,l at,l au,l auh,,l E,l eh,,,l i,,l iah,l iok,l iam,l ian,l iang,,,l iap,l iat,l iau,,l ih,l ik,l im,l ien,l ieng,,l io,l ioh,l iok,l iong,l ip,l it,l iu,,,,,,,l e,l oh,l ok,,l ong,,,l o,,l op,l u,l ua,l uah,,,l uan,,,l uat,l oe,,l uh,l ui,,l uen,l ut
k,g,g a,g ah,g ai,,g ainn,g ak,k am,g an,g ang,g ann,,g ap,g at,g au,g auh,,g E,g eh,g enn,,g i,g ia,g iah,,g iam,g ian,k iong,g iann,,g iap,g iat,g iua,,g ih,g ik,g im,g ien,g ieng,g inn,g io,g ioh,g iok,g iong,g ip,,g iu,,g iunn,,,g eng,,g e,g oh,g ok,,g ong,g onn,,g o,,,g u,g ua,g uah,g uai,g uainn,g uan,,g uann,g uat,g oe,g ueh,,g ui,,g uen,g ut
kh,k,k a,k ah,k ai,,k ainn,k ak,k am,k an,k ang,k ann,,k ap,k at,k au,,,k E,k eh,k enn,k ennh,k i,k ia,k iah,k iak,k iam,k ian,k iang,,,k iap,k iat,k iau,,k ih,k ik,k im,k ien,k ieg,k inn,k io,k ioh,k iok,k iong,k ip,k it,k iu,,k iunn,,,k eng,k ngh,k e,,k ok,,k ong,,,k o,,,k u,k ua,k uah,k uai,,k uan,,k uann,k uat,k oe,k ueh,k uh,k ui,k uinn,k uen,k ut
ng,ng,ng a,,ng ai,,,,,,,,,,,ng au,,,ng E,ng eh,,,,ng ia,,,,,,,,,,ng iau,ng iauh,,,,,,,,,,,,,ng iu,,,,,,,,,,,,,,ng o,,,,,,,,,,,,,,,,,,
h,h,h a,h ah,h ai,h aih,h ainn,h ak,h am,h an,h ang,h ann,h annh,h ap,h at,h au,,h aunnh,h E,h eh,,,h i,h ia,h iah,,h iam,h ian,h iang,h iann,h iannh,h iap,h iat,h iau,h iauh,,h ik,h im,h ien,h ieg,h inn,h io,h ioh,h iok,h iong,h ip,h it,h iu,,h iunn,h nm,h mh,h eng,h ngh,h e,h oh,h ok,,h ong,h onn,h onnh,h o,h ooh,,h u,h ua,h uah,h uai,h uainn,h uan,,h uann,h uat,h oe,h ugh,h uh,h ui,,h uen,h ut
g,gh,gh a,,gh ai,,,gh ak,gh am,gh an,gh ang,,,,,gh au,,,gh E,g eh,,,gh i,gh ia,gh iah,,gh iam,gh ian,gh iang,,,gh iap,gh iat,gh iau,,,gh ik,gh im,gh ien,gh ieng,,gh io,gh ioh,gh iok,gh iong,,,gh iu,,,,,,,gh e,,gh ok,,gh ong,,,gh o,,,gh u,gh ua,,,,gh uan,,,gh uat,gh oe,gh ueh,,gh ui,,gh ien,
ts,ts,ts a,ts ah,ts ai,,ts ainn,ts ak,ts am,ts an,ts ang,ts ann,,ts ap,ts at,ts au,,,ts E,ts eh,ts enn,,ts i,ts ia,ts iah,,ts iam,ts ian,ts iang,ts iann,,ts iap,ts iat,ts iau,,ts ih,ts ik,ts im,ts ien,ts ieng,ts inn,ts io,ts ioh,ts iok,ts iong,ts ip,ts it,ts iu,ts iuh,ts iunn,,,ts eng,,ts e,ts oh,ts ok,,ts ong,,,ts o,,,ts u,ts ua,ts uah,,ts uainn,ts uan,,ts uann,ts uat,ts oe,ts ueh,ts uh,ts ui,,ts uen,ts ut
tsh,tsh,tsh a,tsh ah,tsh ai,,,tsh ak,tsh am,tsh an,tsh ang,tsh ann,,tsh ap,tsh at,tsh au,tsh auh,,tsh E,tsh eh,tsh enn,,tsh i,tsh ia,tsh iah,tsh iak,tsh iam,tsh ian,tsh iang,tsh iann,,tsh iap,tsh iat,tsh iau,,tsh ih,tsh ik,tsh im,tsh ien,tsh ieng,tsh inn,tsh io,tsh ioh,tsh iok,tsh iong,x ip,tsh it,tsh iu,,tsh iunn,,,tsh eng,,tsh e,tsh oh,tsh ok,,tsh ong,,,tsh o,,,tsh u,tsh ua,tsh uah,,,tsh uan,tsh uang,tsh uann,,tsh oe,,tsh uh,tsh ui,,tsh uen,tsh ut
s,s,s a,s ah,s ai,,,s ak,s ma,s an,s ang,s ann,s annh,s ap,s at,s au,,,s E,s eh,s enn,,s i,s ia,s iah,s iak,s iam,s ian,s iang,s iann,s iann,s iap,s iat,s iau,,s ih,s ik,s im,s ien,s ieng,s inn,s io,s ioh,s iok,s iong,s ip,s it,s iu,,s iunn,,,s eng,,s e,s oh,s ok,s om,s ong,,,s o,,,s u,s ua,s uah,,s uainn,s uan,,s uann,s uat,s oe,s ueh,s uh,s ui,,s uen,s ut
j,nj,,,,,,,,,,,,,,,,,,,,,j i,j ia,j iah, ,j iam,j ian,j dang,,,j iap,j iat,j iau,,tsh ih,,j im,j ien,,,j io,,j iok,j iong,j ip,j it,j iu,,,,,,,,,,,,,,,,,j u,,j uah,,,,,,,j oe,,,,,j uen,
tools/taiwanese.v2.csv deleted 100644 → 0
INDEX,NONE,a,ah,ai,aih,ainn,ak,am,an,ang,ann,annh,ap,at,au,auh,aunnh,e,eh,enn,ennh,i,ia,iah,iak,iam,ian,iang,iann,iannh,iap,iat,iau,iauh,ih,ik,im,in,ing,inn,io,ioh,iok,iong,ionn,ip,it,iu,iuh,iunn,m,mh,ng,ngh,o,oh,ok,om,ong,onn,oo,ooh,op,u,ua,uah,uai,uainn,uan,uann,uat,ue,ueh,uh,ui,uinn,un,ut
NONE,,a,ah,ai,aih,ainn,ak,am,an,ang,ann,annh,ap,at,au,auh,aunnh,e,eh,enn,ennh,i,ia,iah,iak,iam,ian,iang,iann,iannh,iap,iat,iau,iauh,ih,ik,im,in,ing,inn,io,ioh,iok,iong,ionn,ip,it,iu,iuh,iunn,m,mh,ng,ngh,o,oh,ok,om,ong,onn,oo,ooh,op,u,ua,uah,uai,uainn,uan,uann,uat,ue,ueh,uh,ui,kh uinn,un,ut
p,p,p a,p ah,p ai,,,p ak,,p an,p ang,,,,p at,p au,,,p e,p eh,p enn,,p i,,p iah,p iak,,p ian,p iang,p iann,,,p iat,p iau,,p ih,p ik,,p in,p ing,p inn,p io,,,,,,p it,p iu,,,,,p ng,,p o,p oh,p ok,,p ong,,p oo,,,p u,p ua,p uah,,,p uan,p uann,p uat,p ue,p ueh,p uh,p ui,,p un,p ut
ph,ph,ph a,ph ah,ph ai,,ph ainn,ph ak,,ph an,ph ang,ph ann,,,,ph au,ph auh,,ph e,,ph enn,,ph i,,ph iah,ph iak,,ph ian,ph iang,ph iann,,,ph iat,ph iau,,ph ih,ph ik,,ph in,ph ing,ph inn,ph io,,,,,,ph it,,,,,,,ph ngh,ph o,ph oh,ph ok,,ph ong,,ph oo,,,ph u,ph ua,ph uah,,,ph uan,ph uann,ph uat,ph ue,ph ueh,ph uh,ph ui,,ph un,ph ut
b,b,b a,b ah,b ai,,,b ak,,b an,b ang,,,,b at,b au,,,b e,b eh,,,b i,,,,,b ian,,,,,b iat,b iau,,b ih,b ik,,b in,b ing,,b io,,,,,,b it,b iu,,,,,,,b o,,b ok,,b ong,,b oo,,,b u,b ua,b uah,,,b uan,,b uat,b ue,b ueh,,b ui,,b un,b ut
m,m,m a,m ah,m ai,,,,,,,,,,,m au,m auh,,m e,m eh,,,m i,m ia,,,,,,,,,,m iau,,m ih,,,,,,,,,,,,,,,,,,m ng,,,,,,,,m oo,m ooh,,,m ua,,,,,,,m ue,,,m ui,,,
t,t,t a,t ah,t ai,,t ainn,t ak,t am,t an,t ang,t ann,,t ap,t at,t au,t auh,,t e,t eh,t enn,,t i,t ia,t iah,t iak,t iam,t ian,,t iann,,t iap,t iat,t iau,,t ih,t ik,t im,t in,t ing,t inn,t io,t ioh,t iok,t iong,t iunn,,t it,t iu,t iuh,t iunn,,,t ng,,t o,t oh,t ok,t om,t ong,,t oo,,,t u,t ua,t uah,,,t uan,t uann,t uat,t ue,,t uh,t ui,,t un,t ut
th,th,th a,th ah,th ai,,,th ak,th am,th an,th ang,th ann,,th ap,th at,th au,,,th e,th eh,th enn,,th i,,th iah,,th iam,th ian,,th iann,,th iap,th iat,th iau,,th ih,th ik,th im,th in,th ing,th inn,th io,,th iok,th iong,,,,th iu,,,,,th ng,,th o,th oh,th ok,,th ong,,th oo,,,th u,th ua,th uah,,,th uan,th uann,th uat,,,th uh,th ui,,th un,th ut
n,n,n a,n ah,n ai,,,,,,,,,,,n au,n auh,,n e,n eh,,,n i,n ia,,,,,,,,,,n iau,,n ih,,,,,,,,,,,,,n iu,,,,,n ng,,,,,,,,n oo,,,,n ua,,,,,,,,,,,,,
l,l,l a,l ah,l ai,,,l ak,l am,l an,l ang,,,l ap,l at,l au,l auh,,l e,l eh,,,l i,,l iah,,l iam,l ian,l iang,,,l iap,l iat,l iau,,l ih,l ik,l im,l in,l ing,,l io,l ioh,l iok,l iong,,l ip,l it,l iu,,,,,,,l o,l oh,l ok,,l ong,,l oo,l ooh,l op,l u,l ua,l uah,,,l uan,,l uat,l ue,,l uh,l ui,,l un,l ut
k,k,k a,k ah,k ai,,k ainn,k ak,k am,k an,k ang,k ann,,k ap,k at,k au,k auh,,k e,k eh,k enn,,k i,k ia,k iah,,k iam,k ian,,k iann,,k iap,k iat,k iau,,k ih,k ik,k im,k in,k ing,k inn,k io,k ioh,k iok,k iong,,k ip,,k iu,,k iunn,,,k ng,,k o,k oh,k ok,,k ong,k onn,k oo,,,k u,k ua,k uah,k uai,k uainn,k uan,k uann,k uat,k ue,k ueh,,k ui,,k un,k ut
kh,kh,kh a,kh ah,kh ai,,kh ainn,kh ak,kh am,kh an,kh ang,kh ann,,kh ap,kh at,kh au,,kh aunnh,kh e,kh eh,kh enn,kh ennh,kh i,kh ia,kh iah,kh iak,kh iam,kh ian,kh iang,,,kh iap,kh iat,kh iau,,kh ih,kh ik,kh im,kh in,kh ing,kh inn,kh io,kh ioh,kh iok,kh iong,,kh ip,kh it,kh iu,,kh iunn,,,kh ng,kh ngh,kh o,,kh ok,,kh ong,,kh oo,,,kh u,kh ua,kh uah,kh uai,,kh uan,kh uann,kh uat,kh ue,kh ueh,kh uh,kh ui,kh uinn,kh un,kh ut
g,g,g a,,g ai,,,g ak,g am,g an,g ang,,,,,g au,,,g e,,,,g i,g ia,g iah,,g iam,g ian,g iang,,,g iap,g iat,g iau,,,g ik,g im,g in,g ing,,g io,g ioh,g iok,g iong,,,,g iu,,,,,,,g o,,g ok,,g ong,,g oo,,,g u,g ua,,,,g uan,,g uat,g ue,g ueh,,g ui,,g uan,
ng,ng,ng a,,ng ai,,,,,,,,,,,ng au,,,ng e,ng eh,,,,ng ia,,,,,,,,,,ng iau,ng iauh,,,,,,,,,,,,,,ng iu,,,,,,,,,,,,,ng oo,,,,,,,,,,,,,,,,,
h,h,h a,h ah,h ai,h aih,h ainn,h ak,h am,h an,h ang,h ann,h annh,h ap,h at,h au,,,h e,h eh,,,h i,h ia,h iah,,h iam,h ian,h iang,h iann,h iannh,h iap,h iat,h iau,h iauh,,h ik,h im,h in,h ing,h inn,h io,h ioh,h iok,h iong,,h ip,h it,h iu,,h iunn,h m,h mh,h ng,h ngh,h o,h oh,h ok,,h ong,h onn,h oo,h ooh,,h u,h ua,h uah,h uai,h uainn,h uan,h uann,h uat,h ue,h ueh,,h ui,,h un,h ut
ts,ts,ts a,ts ah,ts ai,,ts ainn,ts ak,ts am,ts an,ts ang,ts ann,,ts ap,ts at,ts au,,,ts e,ts eh,ts enn,,ts i,ts ia,ts iah,,ts iam,ts ian,ts iang,ts iann,,ts iap,ts iat,ts iau,,ts ih,ts ik,ts im,ts in,ts ing,ts inn,ts io,ts ioh,ts iok,ts iong,,ts ip,ts it,ts iu,ts iuh,ts iunn,,,ts ng,,ts o,ts oh,ts ok,,ts ong,,ts oo,,,ts u,ts ua,ts uah,,ts uainn,ts uan,ts uann,ts uat,ts ue,,ts uh,ts ui,,ts un,ts ut
tsh,tsh,tsh a,tsh ah,tsh ai,,,tsh ak,tsh am,tsh an,tsh ang,tsh ann,,tsh ap,tsh at,tsh au,tsh auh,,tsh e,tsh eh,tsh enn,,tsh i,tsh ia,tsh iah,tsh iak,tsh iam,tsh ian,tsh iang,tsh iann,,tsh iap,tsh iat,tsh iau,,tsh ih,tsh ik,tsh im,tsh in,tsh ing,tsh inn,tsh io,tsh ioh,tsh iok,tsh iong,,tsh ip,tsh it,tsh iu,,tsh iunn,,,tsh ng,,tsh o,tsh oh,tsh ok,,tsh ong,,tsh oo,,,tsh u,tsh ua,tsh uah,,,tsh uan,tsh uann,,tsh ue,,tsh uh,tsh ui,,tsh un,tsh ut
s,s,s a,s ah,s ai,,,s ak,s am,s an,s ang,s ann,s annh,s ap,s at,s au,,,s e,s eh,s enn,,s i,s ia,s iah,s iak,s iam,s ian,s iang,s iann,,s iap,s iat,s iau,,s ih,s ik,s im,s in,s ing,s inn,s io,s ioh,s iok,s iong,s iunn,s ip,s it,s iu,,s iunn,,,s ng,,s o,s oh,s ok,s om,s ong,,s oo,,,s u,s ua,s uah,,s uainn,s uan,s uann,s uat,s ue,s ueh,s uh,s ui,,s un,s ut
j,j,,,,,,,,,,,,,,,,,,,,,j i,j ia,j iah, ,j iam,j ian,j iang,,,j iap,j iat,j iau,,,,j im,j in,,,j io,,j iok,j iong,,j ip,j it,j iu,,,,,,,,,,,,,,,,j u,,j uah,,,,,,j ue,,,,,j un,
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