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train-cross-lingual-parsers.tape
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#!/usr/bin/env ducttape
global {
ducttape_experimental_submitters=enable
ducttape_experimental_imports=enable
# experiments directory
ducttape_output="/usr4/home/wammar/exp-universal-embeddings"
# language to evaluate on
target_language=(Target: cs="cs" de="de" en="en" es="es" fi="fi" fr="fr" ga="ga" hu="hu" it="it" sv="sv")
###########
# CONFIGS #
###########
use_pretrained="yes" #(UsePretrained: yes="yes" no="")
pretrained_dim=(PretrainedDim: hundred="100" fifty="50")
use_typology=(UseTypology: no="" yes="yes")
pos_dim="12" #(PosDim: default="12" hundred="100" twohundreds="200")
hidden_dim="100" #(HiddenDim: hundred="100" default="64")
lstm_input_dim="100" #(LstmInputDim: hundred="100" default="60")
rel_dim="20" #(RelDim: twenty="20" default="10")
action_dim="20" #(ActionDim: twenty="20" default="16")
unk_prob="0.2" #(UnkProb: default="0.2")
layers="2" #(Layers: default="2")
input_dim="0" #(InputDim: zero="0" hundred="100")
use_spelling=(UseSpelling: no="" yes="yes")
##############
# DATA FILES #
##############
# tokenized and lowercased monolingual corpora
corpus_cs="/usr3/home/wammar/corpora/monolingual/plain-cs/ud-v1x40+news.2008-2012+nc.v8.tok.lc.1m"
corpus_de="/usr3/home/wammar/corpora/monolingual/plain-de/ud-v1x40+news.2008-2012+nc.v8+ud.v1.lc.tok.1m"
corpus_en="/usr3/home/wammar/corpora/monolingual/plain-en/ud-v1x40+news.2008-2012+nc.v8+ud.v1.lc.tok.1m"
corpus_es="/usr3/home/wammar/corpora/monolingual/plain-es/ud-v1x40+news.2008-2012+nc.v8+ud.v1.lc.tok.1m"
corpus_fi="/usr3/home/wammar/corpora/monolingual/plain-fi/ud-v1x40+wmt15-mono+ud.v1.tok.lc.1m"
corpus_fr="/usr3/home/wammar/corpora/monolingual/plain-fr/ud-v1x40+news.2008-2012+nc.v8+ud.v1.lc.tok.1m"
corpus_ga="/usr3/home/wammar/corpora/monolingual/plain-ga/ud-v1x40+DGT+EUbookshop+EUconst+GNOME+KDE4+Tatoeba+Ubuntu.tok.lc.1m"
corpus_hu="/usr3/home/wammar/corpora/monolingual/hungarian/ud-v1x40+newscrawl_2011_100K+europarl.tok.lc.1m"
corpus_it="/usr3/home/wammar/corpora/monolingual/italian/ud-v1x40+news_2010_100K+europarl.tok.lc.1m"
corpus_sv="/usr3/home/wammar/corpora/monolingual/plain-sv/ud-v1x40+europarl.sv.lc.1m"
# wiktionary dump
wiktionary_dump="/usr3/home/wammar/corpora/parallel/wiktionary-bilingual-dicts/wiktionary_de+en_2012-04-01_translations.csv.gz"
# the alignments used by Jiang in his ACL 2015 paper, available for download at
# https://github.com/jiangfeng1124/acl15-clnndep/tree/master/resources/align
jiangacl15_alignments_de_en="/usr3/home/wammar/corpora/parallel/acl15-clnndep-alignments/de-en.align"
jiangacl15_alignments_es_en="/usr3/home/wammar/corpora/parallel/acl15-clnndep-alignments/es-en.align"
jiangacl15_alignments_fr_en="/usr3/home/wammar/corpora/parallel/acl15-clnndep-alignments/fr-en.align"
# parallel data to be word-aligned then used to extract bilingual dictionaries.
bitext_cs_en="/usr3/home/wammar/corpora/parallel/czech/100k+aer+kazuya+nc_v8.tok.lc.cs-en"
bitext_de_en="/usr3/home/wammar/corpora/parallel/german/wmt14-syntaxcorpus.tok.lc.de-en"
bitext_es_en="/usr3/home/wammar/corpora/parallel/spanish/nc10+europarl5+kazuya.tok.lc.es-en"
bitext_fi_en="/usr3/home/wammar/corpora/parallel/finnish/wmt-train.tok.lc.fi-en"
bitext_fr_en="/usr3/home/wammar/corpora/parallel/french/kazuya+10k+nc10.tok.lc.fr-en"
bitext_ga_en="/usr3/home/wammar/corpora/parallel/irish/DGT+EUbookshop+EUconst+GNOME+KDE4+Tatoeba+Ubuntu.tok.lc.ga-en"
bitext_hu_en="/usr3/home/wammar/corpora/parallel/hungarian/kazuya.tok.lc.hu-en"
bitext_it_en="/usr3/home/wammar/corpora/parallel/italian/kazuya.tok.lc.it-en"
bitext_sv_en="/usr3/home/wammar/corpora/parallel/swedish/kazuya.tok.lc.sv-en"
# wikipedia dump files needed to extract parallel wikipedia titles as detailed in
# https://github.com/clab/wikipedia-parallel-titles
wikipedia_base_cs="/usr3/home/wammar/corpora/parallel/wikipedia-parallel-titles/cswiki-20150602"
wikipedia_base_de="/usr3/home/wammar/corpora/parallel/wikipedia-parallel-titles/dewiki-20150602"
wikipedia_base_es="/usr3/home/wammar/corpora/parallel/wikipedia-parallel-titles/eswiki-20150602"
wikipedia_base_fi="/usr3/home/wammar/corpora/parallel/wikipedia-parallel-titles/fiwiki-20150602"
wikipedia_base_fr="/usr3/home/wammar/corpora/parallel/wikipedia-parallel-titles/frwiki-20150602"
wikipedia_base_ga="/usr3/home/wammar/corpora/parallel/wikipedia-parallel-titles/gawiki-20150603"
wikipedia_base_hu="/usr3/home/wammar/corpora/parallel/wikipedia-parallel-titles/huwiki-20150602"
wikipedia_base_it="/usr3/home/wammar/corpora/parallel/wikipedia-parallel-titles/itwiki-20150602"
wikipedia_base_sv="/usr3/home/wammar/corpora/parallel/wikipedia-parallel-titles/svwiki-20150602"
# multilingual punctuation clusters
# TODO: this file only has de+en+es+fr punctuations. Please add the language specific
# version of these puncutations in other languages.
punctuation_clusters="/usr3/home/wammar/corpora/parallel/wiktionary-bilingual-dicts/punctuation-mappings"
# typological properties
typological_properties="/usr0/home/wammar/git/internal-lstm-parser/typological_properties.txt"
# universal dependency treebanks (train)
treebank_train_cs="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/cs/cs-ud-train.conllu"
treebank_train_de="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/de/de-ud-train.conllu"
treebank_train_en="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/en/en-ud-train.conllu"
treebank_train_es="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/es/es-ud-train.conllu"
treebank_train_fi="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/fi/fi-ud-train.conllu"
treebank_train_fr="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/fr/fr-ud-train.conllu"
treebank_train_ga="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/ga/ga-ud-train.conllu"
treebank_train_hu="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/hu/hu-ud-train.conllu"
treebank_train_it="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/it/it-ud-train.conllu"
treebank_train_sv="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/sv/sv-ud-train.conllu"
# universal dependency treebanks (dev)
treebank_dev_cs="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/cs/cs-ud-dev.conllu"
treebank_dev_de="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/de/de-ud-dev.conllu"
treebank_dev_en="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/en/en-ud-dev.conllu"
treebank_dev_es="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/es/es-ud-dev.conllu"
treebank_dev_fi="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/fi/fi-ud-dev.conllu"
treebank_dev_fr="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/fr/fr-ud-dev.conllu"
treebank_dev_ga="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/ga/ga-ud-dev.conllu"
treebank_dev_hu="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/hu/hu-ud-dev.conllu"
treebank_dev_it="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/it/it-ud-dev.conllu"
treebank_dev_sv="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/sv/sv-ud-dev.conllu"
# universal dependency treebanks (test)
treebank_test_cs="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/cs/cs-ud-test.conllu"
treebank_test_de="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/de/de-ud-test.conllu"
treebank_test_en="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/en/en-ud-test.conllu"
treebank_test_es="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/es/es-ud-test.conllu"
treebank_test_fi="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/fi/fi-ud-test.conllu"
treebank_test_fr="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/fr/fr-ud-test.conllu"
treebank_test_ga="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/ga/ga-ud-test.conllu"
treebank_test_hu="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/hu/hu-ud-test.conllu"
treebank_test_it="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/it/it-ud-test.conllu"
treebank_test_sv="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.1/sv/sv-ud-test.conllu"
# the CCA word embeddings used by Jiang in his ACL15 paper, available at
# https://drive.google.com/file/d/0B1z04ix6jD_Db3REdHlnREpjMmc/view?usp=sharing
jiangacl15_cca_ende_en="/usr3/home/wammar/corpora/monolingual/universal/acl15-cl-wemb/cca/en-de/en.50.w2v"
jiangacl15_cca_ende_de="/usr3/home/wammar/corpora/monolingual/universal/acl15-cl-wemb/cca/en-de/de.50.w2v"
jiangacl15_cca_enfr_en="/usr3/home/wammar/corpora/monolingual/universal/acl15-cl-wemb/cca/en-fr/en.50.w2v"
jiangacl15_cca_enfr_fr="/usr3/home/wammar/corpora/monolingual/universal/acl15-cl-wemb/cca/en-fr/fr.50.w2v"
jiangacl15_cca_enes_en="/usr3/home/wammar/corpora/monolingual/universal/acl15-cl-wemb/cca/en-es/en.50.w2v"
jiangacl15_cca_enes_es="/usr3/home/wammar/corpora/monolingual/universal/acl15-cl-wemb/cca/en-es/es.50.w2v"
# the PROJ word embeddings used by Jiang in his ACL15 paper, available at
# https://drive.google.com/file/d/0B1z04ix6jD_Db3REdHlnREpjMmc/view?usp=sharing
jiangacl15_proj_en="/usr3/home/wammar/corpora/monolingual/universal/acl15-cl-wemb/projected/en.50"
jiangacl15_proj_de="/usr3/home/wammar/corpora/monolingual/universal/acl15-cl-wemb/projected/de.50"
jiangacl15_proj_fr="/usr3/home/wammar/corpora/monolingual/universal/acl15-cl-wemb/projected/fr.50"
jiangacl15_proj_es="/usr3/home/wammar/corpora/monolingual/universal/acl15-cl-wemb/projected/es.50"
#########
# TOOLS #
#########
lstm_parser="/usr0/home/wammar/git/internal-lstm-parser/"
incremental_word2vec="/usr0/home/wammar/git/incremental-word2vec/"
conll_eval="/usr0/home/wammar/wammar-utils/conllx-eval.v1_8.pl"
wammar_utils="/usr0/home/wammar/wammar-utils/"
parse_oracle_arc_std_swap_jar="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.0/treebanks/ParserOracleArcStdWithSwap.jar"
#parse_oracle_arc_std_swap_jar="/usr3/home/wammar/corpora/treebanks/universal-dependencies-1.0/treebanks/ParseOracleArcStd.jar"
wikipedia_parallel_titles="/usr0/home/wammar/git/wikipedia-parallel-titles/"
fast_align="use_giza" #"/usr0/home/wammar/git/fast_align/"
cdec="/usr0/home/wammar/cdec/"
}
# TODO: controlled experiments between delex and lex
# TODO: controlled experiments to decide which subset of typological properties are best
plan Full {
#reach TrainEmbeddingsOfWordClusters
reach ProcessIndividualTreebanks
reach AggregateTrainTreebanks
reach AggregateDevTreebanks
}
task EvaluateParserOnTest
:: conll_eval=@
:: use_typology=@
< train=(TrainLang: cs=$treebank_train_cs_arcstdswap@ProcessIndividualTreebanks
de=$treebank_train_de_arcstdswap@ProcessIndividualTreebanks
en=$treebank_train_en_arcstdswap@ProcessIndividualTreebanks
es=$treebank_train_es_arcstdswap@ProcessIndividualTreebanks
fi=$treebank_train_fi_arcstdswap@ProcessIndividualTreebanks
fr=$treebank_train_fr_arcstdswap@ProcessIndividualTreebanks
ga=$treebank_train_ga_arcstdswap@ProcessIndividualTreebanks
hu=$treebank_train_hu_arcstdswap@ProcessIndividualTreebanks
it=$treebank_train_it_arcstdswap@ProcessIndividualTreebanks
sv=$treebank_train_sv_arcstdswap@ProcessIndividualTreebanks
v1_but_en=$v1_but_en@AggregateTrainTreebanks
v1_but_cs=$v1_but_cs@AggregateTrainTreebanks
v1_but_de=$v1_but_de@AggregateTrainTreebanks
v1_but_es=$v1_but_es@AggregateTrainTreebanks
v1_but_fi=$v1_but_fi@AggregateTrainTreebanks
v1_but_fr=$v1_but_fr@AggregateTrainTreebanks
v1_but_ga=$v1_but_ga@AggregateTrainTreebanks
v1_but_hu=$v1_but_hu@AggregateTrainTreebanks
v1_but_it=$v1_but_it@AggregateTrainTreebanks
v1_but_sv=$v1_but_sv@AggregateTrainTreebanks
v1=$v1@AggregateTrainTreebanks
)
< embeddings=(EmbeddingsType:
jiangacl15_cca_ende=$ende_embeddings@PrepareJiangAcl15CcaEmbeddings
jiangacl15_cca_enes=$enes_embeddings@PrepareJiangAcl15CcaEmbeddings
jiangacl15_cca_enfr=$enfr_embeddings@PrepareJiangAcl15CcaEmbeddings
jiangacl15_proj=$embeddings@PrepareJiangAcl15ProjEmbeddings
word_clusters=$cluster_embeddings@TrainEmbeddingsOfWordClusters
none="")
:: use_pretrained=@
:: lstm_parser=@
< model=$latest_model@TrainParser
< test=(EvalLang: cs=$treebank_test_cs_arcstdswap@ProcessIndividualTreebanks
de=$treebank_test_de_arcstdswap@ProcessIndividualTreebanks
en=$treebank_test_en_arcstdswap@ProcessIndividualTreebanks
es=$treebank_test_es_arcstdswap@ProcessIndividualTreebanks
fi=$treebank_test_fi_arcstdswap@ProcessIndividualTreebanks
fr=$treebank_test_fr_arcstdswap@ProcessIndividualTreebanks
ga=$treebank_test_ga_arcstdswap@ProcessIndividualTreebanks
hu=$treebank_test_hu_arcstdswap@ProcessIndividualTreebanks
it=$treebank_test_it_arcstdswap@ProcessIndividualTreebanks
sv=$treebank_test_sv_arcstdswap@ProcessIndividualTreebanks)
< test_conll=(EvalLang:
cs=$treebank_test_cs_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
de=$treebank_test_de_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
en=$treebank_test_en_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
es=$treebank_test_es_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
fi=$treebank_test_fi_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
fr=$treebank_test_fr_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
ga=$treebank_test_ga_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
hu=$treebank_test_hu_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
it=$treebank_test_it_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
sv=$treebank_test_sv_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks)
> predictions
> score
> stderr
:: pos_dim=@
:: hidden_dim=@
:: lstm_input_dim=@
:: rel_dim=@
:: action_dim=@
:: unk_prob=@
:: layers=@
:: input_dim=@
{
# rebuild the parser
pushd $lstm_parser
make -j2
popd
# construct the command
command="$lstm_parser/parser/lstm-parse -T $train --model $model -d $test -P"
if [ $input_dim ]; then
command="$command --input_dim $input_dim "
fi
if [ $use_pretrained ]; then
command="$command -w $embeddings --pretrained_dim 100 "
fi
if [ $use_typology ]; then
command="$command -y $lstm_parser/typological_properties.txt "
fi
if [ $pos_dim ]; then
command="$command --pos_dim $pos_dim "
fi
if [ $hidden_dim ]; then
command="$command --hidden_dim $hidden_dim "
fi
if [ $lstm_input_dim ]; then
command="$command --lstm_input_dim $lstm_input_dim "
fi
if [ $rel_dim ]; then
command="$command --rel_dim $rel_dim "
fi
if [ $action_dim ]; then
command="$command --action_dim $action_dim "
fi
if [ $unk_prob ]; then
command="$command --unk_prob $unk_prob "
fi
if [ $layers ]; then
command="$command --layers $layers "
fi
# execute command
echo "executing $command..."
$command 2> $stderr > $predictions
# evaluate
perl $conll_eval -g $test_conll -s $predictions -q > $score
}
task EvaluateParserOnDev
:: conll_eval=@
< train=(TrainLang: cs=$treebank_train_cs_arcstdswap@ProcessIndividualTreebanks
de=$treebank_train_de_arcstdswap@ProcessIndividualTreebanks
en=$treebank_train_en_arcstdswap@ProcessIndividualTreebanks
es=$treebank_train_es_arcstdswap@ProcessIndividualTreebanks
fi=$treebank_train_fi_arcstdswap@ProcessIndividualTreebanks
fr=$treebank_train_fr_arcstdswap@ProcessIndividualTreebanks
ga=$treebank_train_ga_arcstdswap@ProcessIndividualTreebanks
hu=$treebank_train_hu_arcstdswap@ProcessIndividualTreebanks
it=$treebank_train_it_arcstdswap@ProcessIndividualTreebanks
sv=$treebank_train_sv_arcstdswap@ProcessIndividualTreebanks
v1_but_en=$v1_but_en@AggregateTrainTreebanks
v1_but_cs=$v1_but_cs@AggregateTrainTreebanks
v1_but_de=$v1_but_de@AggregateTrainTreebanks
v1_but_es=$v1_but_es@AggregateTrainTreebanks
v1_but_fi=$v1_but_fi@AggregateTrainTreebanks
v1_but_fr=$v1_but_fr@AggregateTrainTreebanks
v1_but_ga=$v1_but_ga@AggregateTrainTreebanks
v1_but_hu=$v1_but_hu@AggregateTrainTreebanks
v1_but_it=$v1_but_it@AggregateTrainTreebanks
v1_but_sv=$v1_but_sv@AggregateTrainTreebanks
v1=$v1@AggregateTrainTreebanks
)
< embeddings=(EmbeddingsType:
jiangacl15_cca_ende=$ende_embeddings@PrepareJiangAcl15CcaEmbeddings
jiangacl15_cca_enes=$enes_embeddings@PrepareJiangAcl15CcaEmbeddings
jiangacl15_cca_enfr=$enfr_embeddings@PrepareJiangAcl15CcaEmbeddings
jiangacl15_proj=$embeddings@PrepareJiangAcl15ProjEmbeddings
word_clusters=$cluster_embeddings@TrainEmbeddingsOfWordClusters
none="")
:: use_pretrained=@
:: lstm_parser=@
< model=$latest_model@TrainParser
< dev=(EvalLang: cs=$treebank_dev_cs_arcstdswap@ProcessIndividualTreebanks
de=$treebank_dev_de_arcstdswap@ProcessIndividualTreebanks
en=$treebank_dev_en_arcstdswap@ProcessIndividualTreebanks
es=$treebank_dev_es_arcstdswap@ProcessIndividualTreebanks
fi=$treebank_dev_fi_arcstdswap@ProcessIndividualTreebanks
fr=$treebank_dev_fr_arcstdswap@ProcessIndividualTreebanks
ga=$treebank_dev_ga_arcstdswap@ProcessIndividualTreebanks
hu=$treebank_dev_hu_arcstdswap@ProcessIndividualTreebanks
it=$treebank_dev_it_arcstdswap@ProcessIndividualTreebanks
sv=$treebank_dev_sv_arcstdswap@ProcessIndividualTreebanks)
< dev_conll=(EvalLang: cs=$treebank_dev_cs_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
de=$treebank_dev_de_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
en=$treebank_dev_en_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
es=$treebank_dev_es_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
fi=$treebank_dev_fi_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
fr=$treebank_dev_fr_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
ga=$treebank_dev_ga_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
hu=$treebank_dev_hu_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
it=$treebank_dev_it_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks
sv=$treebank_dev_sv_conllx_lc_coarse_langprefix_clusterid@ProcessIndividualTreebanks)
> predictions
:: use_typology=@
> score
> stderr
:: pos_dim=@
:: hidden_dim=@
:: lstm_input_dim=@
:: rel_dim=@
:: action_dim=@
:: unk_prob=@
:: layers=@
:: input_dim=@
{
# rebuild the parser
pushd $lstm_parser
make -j2
popd
# construct the command
command="$lstm_parser/parser/lstm-parse -T $train --model $model -d $dev -P"
if [ $input_dim ]; then
command="$command --input_dim $input_dim "
fi
if [ $use_pretrained ]; then
command="$command -w $embeddings --pretrained_dim 100 "
fi
if [ $use_typology ]; then
command="$command -y $lstm_parser/typological_properties.txt "
fi
if [ $pos_dim ]; then
command="$command --pos_dim $pos_dim "
fi
if [ $hidden_dim ]; then
command="$command --hidden_dim $hidden_dim "
fi
if [ $lstm_input_dim ]; then
command="$command --lstm_input_dim $lstm_input_dim "
fi
if [ $rel_dim ]; then
command="$command --rel_dim $rel_dim "
fi
if [ $action_dim ]; then
command="$command --action_dim $action_dim "
fi
if [ $unk_prob ]; then
command="$command --unk_prob $unk_prob "
fi
if [ $layers ]; then
command="$command --layers $layers "
fi
# execute command
echo "executing $command..."
$command 2> $stderr > $predictions
# evaluate
perl $conll_eval -g $dev_conll -s $predictions -q > $score
}
task TrainParser
:: use_typology=@
:: lstm_parser=@
< global_clustermap=$global_clustermap@ProcessIndividualTreebanks
< train=(TrainLang: cs=$treebank_train_cs_arcstdswap@ProcessIndividualTreebanks
de=$treebank_train_de_arcstdswap@ProcessIndividualTreebanks
en=$treebank_train_en_arcstdswap@ProcessIndividualTreebanks
es=$treebank_train_es_arcstdswap@ProcessIndividualTreebanks
fi=$treebank_train_fi_arcstdswap@ProcessIndividualTreebanks
fr=$treebank_train_fr_arcstdswap@ProcessIndividualTreebanks
ga=$treebank_train_ga_arcstdswap@ProcessIndividualTreebanks
hu=$treebank_train_hu_arcstdswap@ProcessIndividualTreebanks
it=$treebank_train_it_arcstdswap@ProcessIndividualTreebanks
sv=$treebank_train_sv_arcstdswap@ProcessIndividualTreebanks
v1_but_en=$v1_but_en@AggregateTrainTreebanks
v1_but_cs=$v1_but_cs@AggregateTrainTreebanks
v1_but_de=$v1_but_de@AggregateTrainTreebanks
v1_but_es=$v1_but_es@AggregateTrainTreebanks
v1_but_fi=$v1_but_fi@AggregateTrainTreebanks
v1_but_fr=$v1_but_fr@AggregateTrainTreebanks
v1_but_ga=$v1_but_ga@AggregateTrainTreebanks
v1_but_hu=$v1_but_hu@AggregateTrainTreebanks
v1_but_it=$v1_but_it@AggregateTrainTreebanks
v1_but_sv=$v1_but_sv@AggregateTrainTreebanks
v1=$v1@AggregateTrainTreebanks
)
< dev=(TrainLang: cs=$treebank_dev_cs_arcstdswap@ProcessIndividualTreebanks
de=$treebank_dev_de_arcstdswap@ProcessIndividualTreebanks
en=$treebank_dev_en_arcstdswap@ProcessIndividualTreebanks
es=$treebank_dev_es_arcstdswap@ProcessIndividualTreebanks
fi=$treebank_dev_fi_arcstdswap@ProcessIndividualTreebanks
fr=$treebank_dev_fr_arcstdswap@ProcessIndividualTreebanks
ga=$treebank_dev_ga_arcstdswap@ProcessIndividualTreebanks
hu=$treebank_dev_hu_arcstdswap@ProcessIndividualTreebanks
it=$treebank_dev_it_arcstdswap@ProcessIndividualTreebanks
sv=$treebank_dev_sv_arcstdswap@ProcessIndividualTreebanks
v1_but_en=$v1_but_en@AggregateDevTreebanks
v1_but_cs=$v1_but_cs@AggregateDevTreebanks
v1_but_de=$v1_but_de@AggregateDevTreebanks
v1_but_es=$v1_but_es@AggregateDevTreebanks
v1_but_fi=$v1_but_fi@AggregateDevTreebanks
v1_but_fr=$v1_but_fr@AggregateDevTreebanks
v1_but_ga=$v1_but_ga@AggregateDevTreebanks
v1_but_hu=$v1_but_hu@AggregateDevTreebanks
v1_but_it=$v1_but_it@AggregateDevTreebanks
v1_but_sv=$v1_but_sv@AggregateDevTreebanks
v1=$v1@AggregateDevTreebanks
)
< embeddings=(EmbeddingsType:
jiangacl15_cca_ende=$ende_embeddings@PrepareJiangAcl15CcaEmbeddings
jiangacl15_cca_enes=$enes_embeddings@PrepareJiangAcl15CcaEmbeddings
jiangacl15_cca_enfr=$enfr_embeddings@PrepareJiangAcl15CcaEmbeddings
jiangacl15_proj=$embeddings@PrepareJiangAcl15ProjEmbeddings
word_clusters=$cluster_embeddings@TrainEmbeddingsOfWordClusters
none="")
:: use_pretrained=@
> stderr
> stdout
> latest_model
:: pos_dim=@
:: hidden_dim=@
:: lstm_input_dim=@
:: rel_dim=@
:: action_dim=@
:: unk_prob=@
:: layers=@
:: input_dim=@
:: use_spelling=@
{
# rebuild the parser
pushd $lstm_parser
make -j2
popd
# construct the command
command="$lstm_parser/parser/lstm-parse -T $train -d $dev -t -P --clusters $global_clustermap"
if [ $input_dim ]; then
command="$command --input_dim $input_dim "
fi
if [ $use_pretrained ]; then
command="$command -w $embeddings --pretrained_dim 100 "
fi
if [ $use_typology ]; then
command="$command -y $lstm_parser/typological_properties.txt "
fi
if [ $pos_dim ]; then
command="$command --pos_dim $pos_dim "
fi
if [ $hidden_dim ]; then
command="$command --hidden_dim $hidden_dim "
fi
if [ $lstm_input_dim ]; then
command="$command --lstm_input_dim $lstm_input_dim "
fi
if [ $rel_dim ]; then
command="$command --rel_dim $rel_dim "
fi
if [ $action_dim ]; then
command="$command --action_dim $action_dim "
fi
if [ $unk_prob ]; then
command="$command --unk_prob $unk_prob "
fi
if [ $use_spelling ]; then
command="$command --use_spelling "
fi
if [ $layers ]; then
command="$command --layers $layers "
fi
# execute command
echo "executing $command..."
$command 2> $stderr > $stdout
}
# Aggregate treebanks of two or more source languages
# arrow #14, #15
task AggregateTrainTreebanks
## individual files (arcstdswap)
< en=$treebank_train_en_arcstdswap@ProcessIndividualTreebanks
< cs=$treebank_train_cs_arcstdswap@ProcessIndividualTreebanks
< de=$treebank_train_de_arcstdswap@ProcessIndividualTreebanks
< es=$treebank_train_es_arcstdswap@ProcessIndividualTreebanks
< fi=$treebank_train_fi_arcstdswap@ProcessIndividualTreebanks
< fr=$treebank_train_fr_arcstdswap@ProcessIndividualTreebanks
< ga=$treebank_train_ga_arcstdswap@ProcessIndividualTreebanks
< hu=$treebank_train_hu_arcstdswap@ProcessIndividualTreebanks
< it=$treebank_train_it_arcstdswap@ProcessIndividualTreebanks
< sv=$treebank_train_sv_arcstdswap@ProcessIndividualTreebanks
# outputs files (arcstdswp)
> v1_but_en
> v1_but_sv
> v1_but_cs
> v1_but_de
> v1_but_es
> v1_but_fi
> v1_but_fr
> v1_but_ga
> v1_but_hu
> v1_but_it
> v1
{
# train with nine treebanks (arcstdswp)
cat $cs $de $es $fi $fr $ga $hu $it $sv > $v1_but_en # target = any but en
cat $en $cs $de $es $fi $fr $ga $hu $it > $v1_but_sv # target = any but cs, de, es, fi, fr, ga, hu, it
cat $en $de $es $fi $fr $ga $hu $it $sv > $v1_but_cs # target = cs
cat $en $cs $es $fi $fr $ga $hu $it $sv > $v1_but_de # target = de
cat $en $cs $de $fi $fr $ga $hu $it $sv > $v1_but_es # target = es
cat $en $cs $de $es $fr $ga $hu $it $sv > $v1_but_fi # target = fi
cat $en $cs $de $es $fi $ga $hu $it $sv > $v1_but_fr # target = fr
cat $en $cs $de $es $fi $fr $hu $it $sv > $v1_but_ga # target = ga
cat $en $cs $de $es $fi $fr $ga $it $sv > $v1_but_hu # target = hu
cat $en $cs $de $es $fi $fr $ga $hu $sv > $v1_but_it # target = it
# train with ten treebanks (arcstdswp)
cat $en $cs $de $es $fi $fr $ga $hu $it $sv > $v1
cat v1_but_cs | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_cs_nolabel
cat v1_but_de | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_de_nolabel
cat v1_but_en | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_en_nolabel
cat v1_but_es | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_es_nolabel
cat v1_but_fi | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_fi_nolabel
cat v1_but_fr | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_fr_nolabel
cat v1_but_ga | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_ga_nolabel
cat v1_but_hu | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_hu_nolabel
cat v1_but_it | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_it_nolabel
cat v1_but_sv | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_sv_nolabel
cat v1 | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_nolabel
}
# Aggregate dev sections of the treebanks of two or more source languages
# arrow #14, #15
task AggregateDevTreebanks
## input files (arcstdswap)
< en=$treebank_dev_en_arcstdswap@ProcessIndividualTreebanks
< cs=$treebank_dev_cs_arcstdswap@ProcessIndividualTreebanks
< de=$treebank_dev_de_arcstdswap@ProcessIndividualTreebanks
< es=$treebank_dev_es_arcstdswap@ProcessIndividualTreebanks
< fi=$treebank_dev_fi_arcstdswap@ProcessIndividualTreebanks
< fr=$treebank_dev_fr_arcstdswap@ProcessIndividualTreebanks
< ga=$treebank_dev_ga_arcstdswap@ProcessIndividualTreebanks
< hu=$treebank_dev_hu_arcstdswap@ProcessIndividualTreebanks
< it=$treebank_dev_it_arcstdswap@ProcessIndividualTreebanks
< sv=$treebank_dev_sv_arcstdswap@ProcessIndividualTreebanks
## output files (arcstdswap)
> v1_but_sv
> v1_but_cs
> v1_but_de
> v1_but_en
> v1_but_es
> v1_but_fi
> v1_but_fr
> v1_but_ga
> v1_but_hu
> v1_but_it
> v1
:: wammar_utils=@
{
# only use the first 150 sentences from each language (arcstdswap)
python $wammar_utils/clip-file-after-kth-match.py -i $cs -o cs.150 -k 150 -p "\n\n"
python $wammar_utils/clip-file-after-kth-match.py -i $de -o de.150 -k 150 -p "\n\n"
python $wammar_utils/clip-file-after-kth-match.py -i $en -o en.150 -k 150 -p "\n\n"
python $wammar_utils/clip-file-after-kth-match.py -i $es -o es.150 -k 150 -p "\n\n"
python $wammar_utils/clip-file-after-kth-match.py -i $fi -o fi.150 -k 150 -p "\n\n"
python $wammar_utils/clip-file-after-kth-match.py -i $fr -o fr.150 -k 150 -p "\n\n"
python $wammar_utils/clip-file-after-kth-match.py -i $ga -o ga.150 -k 150 -p "\n\n"
python $wammar_utils/clip-file-after-kth-match.py -i $hu -o hu.150 -k 150 -p "\n\n"
python $wammar_utils/clip-file-after-kth-match.py -i $it -o it.150 -k 150 -p "\n\n"
python $wammar_utils/clip-file-after-kth-match.py -i $sv -o sv.150 -k 150 -p "\n\n"
# train with nine treebanks
cat cs.150 de.150 es.150 fi.150 fr.150 ga.150 hu.150 it.150 sv.150 > $v1_but_en # target = en
cat en.150 cs.150 de.150 es.150 fi.150 fr.150 ga.150 hu.150 it.150 > $v1_but_sv # target = sv
cat en.150 de.150 es.150 fi.150 fr.150 ga.150 hu.150 it.150 sv.150 > $v1_but_cs # target = cs
cat en.150 cs.150 es.150 fi.150 fr.150 ga.150 hu.150 it.150 sv.150 > $v1_but_de # target = de
cat en.150 cs.150 de.150 fi.150 fr.150 ga.150 hu.150 it.150 sv.150 > $v1_but_es # target = es
cat en.150 cs.150 de.150 es.150 fr.150 ga.150 hu.150 it.150 sv.150 > $v1_but_fi # target = fi
cat en.150 cs.150 de.150 es.150 fi.150 ga.150 hu.150 it.150 sv.150 > $v1_but_fr # target = fr
cat en.150 cs.150 de.150 es.150 fi.150 fr.150 hu.150 it.150 sv.150 > $v1_but_ga # target = ga
cat en.150 cs.150 de.150 es.150 fi.150 fr.150 ga.150 it.150 sv.150 > $v1_but_hu # target = hu
cat en.150 cs.150 de.150 es.150 fi.150 fr.150 ga.150 hu.150 sv.150 > $v1_but_it # target = it
# train with ten treebanks
cat en.150 cs.150 de.150 es.150 fi.150 fr.150 ga.150 hu.150 it.150 sv.150 > $v1
# no label version
cat v1_but_cs | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_cs_nolabel
cat v1_but_de | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_de_nolabel
cat v1_but_en | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_en_nolabel
cat v1_but_es | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_es_nolabel
cat v1_but_fi | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_fi_nolabel
cat v1_but_fr | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_fr_nolabel
cat v1_but_ga | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_ga_nolabel
cat v1_but_hu | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_hu_nolabel
cat v1_but_it | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_it_nolabel
cat v1_but_sv | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_but_sv_nolabel
cat v1 | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > v1_nolabel
}
# Process individual conllu files in the universal dependencies treebanks, transforming each into
# the arc-standard format (with swap actions).
# arrow #12
task ProcessIndividualTreebanks
:: wammar_utils=@
:: parse_oracle_arc_std_swap_jar=@
:: treebank_train_cs=@
:: treebank_train_de=@
:: treebank_train_en=@
:: treebank_train_es=@
:: treebank_train_fi=@
:: treebank_train_fr=@
:: treebank_train_ga=@
:: treebank_train_hu=@
:: treebank_train_it=@
:: treebank_train_sv=@
:: treebank_dev_cs=@
:: treebank_dev_de=@
:: treebank_dev_en=@
:: treebank_dev_es=@
:: treebank_dev_fi=@
:: treebank_dev_fr=@
:: treebank_dev_ga=@
:: treebank_dev_hu=@
:: treebank_dev_it=@
:: treebank_dev_sv=@
:: treebank_test_cs=@
:: treebank_test_de=@
:: treebank_test_en=@
:: treebank_test_es=@
:: treebank_test_fi=@
:: treebank_test_fr=@
:: treebank_test_ga=@
:: treebank_test_hu=@
:: treebank_test_it=@
:: treebank_test_sv=@
< word_clusters=$augmented_word_clusters@TrainEmbeddingsOfWordClusters
> treebank_train_cs_arcstdswap
> treebank_train_de_arcstdswap
> treebank_train_en_arcstdswap
> treebank_train_es_arcstdswap
> treebank_train_fi_arcstdswap
> treebank_train_fr_arcstdswap
> treebank_train_ga_arcstdswap
> treebank_train_hu_arcstdswap
> treebank_train_it_arcstdswap
> treebank_train_sv_arcstdswap
> treebank_dev_cs_arcstdswap
> treebank_dev_de_arcstdswap
> treebank_dev_en_arcstdswap
> treebank_dev_es_arcstdswap
> treebank_dev_fi_arcstdswap
> treebank_dev_fr_arcstdswap
> treebank_dev_ga_arcstdswap
> treebank_dev_hu_arcstdswap
> treebank_dev_it_arcstdswap
> treebank_dev_sv_arcstdswap
> treebank_test_cs_arcstdswap
> treebank_test_de_arcstdswap
> treebank_test_en_arcstdswap
> treebank_test_es_arcstdswap
> treebank_test_fi_arcstdswap
> treebank_test_fr_arcstdswap
> treebank_test_ga_arcstdswap
> treebank_test_hu_arcstdswap
> treebank_test_it_arcstdswap
> treebank_test_sv_arcstdswap
## clustermap
> global_clustermap
## clusterids
> treebank_dev_cs_conllx_lc_coarse_langprefix_clusterid
> treebank_dev_de_conllx_lc_coarse_langprefix_clusterid
> treebank_dev_en_conllx_lc_coarse_langprefix_clusterid
> treebank_dev_es_conllx_lc_coarse_langprefix_clusterid
> treebank_dev_fi_conllx_lc_coarse_langprefix_clusterid
> treebank_dev_fr_conllx_lc_coarse_langprefix_clusterid
> treebank_dev_ga_conllx_lc_coarse_langprefix_clusterid
> treebank_dev_hu_conllx_lc_coarse_langprefix_clusterid
> treebank_dev_it_conllx_lc_coarse_langprefix_clusterid
> treebank_dev_sv_conllx_lc_coarse_langprefix_clusterid
> treebank_test_cs_conllx_lc_coarse_langprefix_clusterid
> treebank_test_de_conllx_lc_coarse_langprefix_clusterid
> treebank_test_en_conllx_lc_coarse_langprefix_clusterid
> treebank_test_es_conllx_lc_coarse_langprefix_clusterid
> treebank_test_fi_conllx_lc_coarse_langprefix_clusterid
> treebank_test_fr_conllx_lc_coarse_langprefix_clusterid
> treebank_test_ga_conllx_lc_coarse_langprefix_clusterid
> treebank_test_hu_conllx_lc_coarse_langprefix_clusterid
> treebank_test_it_conllx_lc_coarse_langprefix_clusterid
> treebank_test_sv_conllx_lc_coarse_langprefix_clusterid
{
# Setting the class path didn't work for me. Just copy the jar file to the current directory.
cp $parse_oracle_arc_std_swap_jar ./ParseOracleArcStdSwap.jar
# For each language and each of train/dev/test:
# * Remove phrases and comments, which were recently introduced in the conllu format, and is not
# supported by the oracle parse arc-std tool nor the LSTM parser.
# * Lowercase everything.
# * Swap the coarse vs. fine POS tag columns. We want to use the coarse one because it's universal,
# but the arcstd oracle parse tool uses the fine POS. Hence the need for this step.
# * Extract oracle actions for training a transition-based parser.
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_train_cs -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "cs:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_train_cs_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_train_cs_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid treebank_train_cs_conllx_lc_coarse_langprefix_clusterid
cat $treebank_train_cs_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_train_cs_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_train_de -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "de:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_train_de_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_train_de_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid treebank_train_de_conllx_lc_coarse_langprefix_clusterid
cat $treebank_train_de_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_train_de_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_train_en -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "en:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_train_en_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_train_en_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid treebank_train_en_conllx_lc_coarse_langprefix_clusterid
cat $treebank_train_en_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_train_en_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_train_es -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "es:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_train_es_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_train_es_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid treebank_train_es_conllx_lc_coarse_langprefix_clusterid
cat $treebank_train_es_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_train_es_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_train_fi -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "fi:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_train_fi_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_train_fi_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid treebank_train_fi_conllx_lc_coarse_langprefix_clusterid
cat $treebank_train_fi_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_train_fi_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_train_fr -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "fr:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_train_fr_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_train_fr_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid treebank_train_fr_conllx_lc_coarse_langprefix_clusterid
cat $treebank_train_fr_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_train_fr_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_train_ga -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "ga:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_train_ga_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_train_ga_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid treebank_train_ga_conllx_lc_coarse_langprefix_clusterid
cat $treebank_train_ga_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_train_ga_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_train_hu -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "hu:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_train_hu_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_train_hu_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid treebank_train_hu_conllx_lc_coarse_langprefix_clusterid
cat $treebank_train_hu_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_train_hu_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_train_it -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "it:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_train_it_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_train_it_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid treebank_train_it_conllx_lc_coarse_langprefix_clusterid
cat $treebank_train_it_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_train_it_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_train_sv -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "sv:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_train_sv_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_train_sv_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid treebank_train_sv_conllx_lc_coarse_langprefix_clusterid
cat $treebank_train_sv_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_train_sv_arcstdswap_nolabel
###########################
# process dev treebanks
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_dev_cs -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "cs:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_dev_cs_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_dev_cs_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_dev_cs_conllx_lc_coarse_langprefix_clusterid
cat $treebank_dev_cs_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_dev_cs_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_dev_de -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "de:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_dev_de_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_dev_de_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_dev_de_conllx_lc_coarse_langprefix_clusterid
cat $treebank_dev_de_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_dev_de_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_dev_en -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "en:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_dev_en_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_dev_en_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_dev_en_conllx_lc_coarse_langprefix_clusterid
cat $treebank_dev_en_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_dev_en_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_dev_es -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "es:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_dev_es_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_dev_es_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_dev_es_conllx_lc_coarse_langprefix_clusterid
cat $treebank_dev_es_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_dev_es_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_dev_fi -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "fi:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_dev_fi_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_dev_fi_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_dev_fi_conllx_lc_coarse_langprefix_clusterid
cat $treebank_dev_fi_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_dev_fi_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_dev_fr -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "fr:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_dev_fr_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_dev_fr_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_dev_fr_conllx_lc_coarse_langprefix_clusterid
cat $treebank_dev_fr_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_dev_fr_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_dev_ga -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "ga:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_dev_ga_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_dev_ga_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_dev_ga_conllx_lc_coarse_langprefix_clusterid
cat $treebank_dev_ga_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_dev_ga_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_dev_hu -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "hu:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_dev_hu_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_dev_hu_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_dev_hu_conllx_lc_coarse_langprefix_clusterid
cat $treebank_dev_hu_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_dev_hu_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_dev_it -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "it:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_dev_it_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_dev_it_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_dev_it_conllx_lc_coarse_langprefix_clusterid
cat $treebank_dev_it_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_dev_it_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_dev_sv -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "sv:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_dev_sv_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_dev_sv_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_dev_sv_conllx_lc_coarse_langprefix_clusterid
cat $treebank_dev_sv_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_dev_sv_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_test_cs -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "cs:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_test_cs_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_test_cs_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_test_cs_conllx_lc_coarse_langprefix_clusterid
cat $treebank_test_cs_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_test_cs_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_test_de -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "de:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_test_de_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_test_de_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_test_de_conllx_lc_coarse_langprefix_clusterid
cat $treebank_test_de_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_test_de_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_test_en -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "en:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_test_en_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_test_en_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_test_en_conllx_lc_coarse_langprefix_clusterid
cat $treebank_test_en_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_test_en_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_test_es -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5
python $wammar_utils/add-prefix-to-conll-column.py -i conllx.lc.coarse -o conllx.lc.coarse.langprefix -j 2 -p "es:"
python $wammar_utils/replace-words-in-conll-corpus.py -i conllx.lc.coarse.langprefix -o conllx.lc.coarse.langprefix.clusterid -d $word_clusters -p -c treebank_test_es_clustermap
java -jar ParseOracleArcStdSwap.jar -t -1 -l 1 -c conllx.lc.coarse.langprefix.clusterid -i conllx.lc.coarse.langprefix.clusterid > $treebank_test_es_arcstdswap
cp conllx.lc.coarse.langprefix.clusterid $treebank_test_es_conllx_lc_coarse_langprefix_clusterid
cat $treebank_test_es_arcstdswap | sed -r 's/-ARC\(.*\)$/-ARC(default)/' > treebank_test_es_arcstdswap_nolabel
python $wammar_utils/convert-conllu-to-conll06.py -i $treebank_test_fi -o conllx
python $wammar_utils/lowercase.py -i conllx -o conllx.lc
python $wammar_utils/swap-conll-columns.py -i conllx.lc -o conllx.lc.coarse -j 4 -k 5