Difference between revisions of "Using GIZA++"
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If you have parallel |
'''GIZA++''' is a program for aligning words and sequences of words in sentence aligned corpora. If you have parallel corpus you can use GIZA++ to make bilingual dictionaries for Apertium (e.g. using [[ReTraTos]]). |
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Download your |
Download your corpus, and convert into one sentence per line. |
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Download and compile GIZA++. |
Download and compile GIZA++. |
Revision as of 18:45, 9 August 2008
GIZA++ is a program for aligning words and sequences of words in sentence aligned corpora. If you have parallel corpus you can use GIZA++ to make bilingual dictionaries for Apertium (e.g. using ReTraTos).
Download your corpus, and convert into one sentence per line.
Download and compile GIZA++.
Use plain2snt.out
to convert your corpus into GIZA++ format:
$ plain2snt.out sv-text.txt da-text.txt w1:sv-text w2:da-text sv-text -> sv-text da-text -> da-text
You may get some warnings about empty sentences like these:
WARNING: filtered out empty sentence (source: sv-text.txt 23 target: da-text.txt 0). WARNING: filtered out empty sentence (source: sv-text.txt 34 target: da-text.txt 0).
if it is a large corpus you may get a lot of warnings... — if you have a lot of warnings, consider changing the corpus.
After you've done this, you should have a couple of .snt
files and a couple of .vcb
files.
Next you need to generate word classes, using mkcls
:
$ mkcls -m2 -psv-text.txt -c50 -Vsv-text.vcb.classes opt >& mkcls1.log $ mkcls -m2 -pda-text.txt -c50 -Vda-text.vcb.classes opt >& mkcls1.log
Now use GIZA++ to build your dictionary (-S
is the source language, -T
is the target language, -C
is the generated aligned text file, and -o
is the output file prefix):
$ GIZA++ -S sv-text.vcb -T da-text.vcb -C sv-text_da-text.snt -p0 0.98 -o dictionary >& dictionary.log
and wait... You can watch the log in dictionary.log
... but the training is likely to take upwards of 10 hours (at most several days), so have something else planned.
The final alignment can be found in the file dictionary.A3.final
trainGIZA++.sh
To use the trainGIZA++.sh
script, you need to make a few changes before compiling:
In Makefile
change:
CFLAGS_OPT = $(CFLAGS) -O3 -DNDEBUG -DWORDINDEX_WITH_4_BYTE -DBINARY_SEARCH_FOR_TTABLE
to:
CFLAGS_OPT = $(CFLAGS) -O3 -DNDEBUG -DWORDINDEX_WITH_4_BYTE
and in trainGIZA++.sh
itself, change:
if( $# != 3 )
to:
if( $#argv != 3 )