GIZA++
Install
For more information about how to install GIZA++, please refer to Install GIZA++
Information
- Directory on verbs: /home/verbs/share/stage/tools/gizapp
Input Format
Basic Files
- In order to run GIZA++, we need to input 3 or more files. Here are the list of these files:
- Vocabulary Files
- For both source and target language, we need to input vocabulary files for GIZA++. The format of the vocabulary is as follow:
- Vocabulary Files
1 UNK 0 2 the 58947 3 , 52221 4 . 48789 5 of 30427 6 to 26185 ..........
The first column is an unique-id number. The second column is the vocabulary. And the last column is the frequency of vocabularies appearing in the corpus. All of the columns are separated by a tab. We name the source and target vocabulary files as source.vcb and target.vcb
- Sentences File
- With the unique-id of vocabularies, the sentences file are formatted with these id number. Here is the example of the sentences file
- Sentences File
1 8007 36 577 226 25 97 6 1987 106 2 2560 7 315 4 5729 39 539 29 12 3877 87 2469 6 4323 1273 568 3 1 45 2 5090 10 152 534 18 2 625 58 2277 107 2 59 222 1893 54 230 5 31 144 12 2 195 4 4 2358 10 162 326 40 12109 68 4 5456 104 55 4 2252 5 145 985 2031 625 118 264 15 4 319 3 1 1519 11 16680 3 7 2 6570 5 31 112 3 307 6 16 2753 8 9 424 1718 4 4 17439 4689 6 5 1924 126 2138 194 23 18502 1962 6493 41 3 1 19 153 10 63 346 36 423 99 15 10 2 880 983 112 8 2 43 4 35 381 10 14 508 39 4 428 138 16 10 4 17734 24079 5 76 3 ..........
The first line is the occurrence of the this sentences-pair. The second line is the source sentence while the words are transferred into unique-id. The third line is the target sentence with the same encoding style.
- Dictionary File (Optional)
- We can provide a dictionary file for GIZA++. The format of the dictionary file is listed as follow:
- Dictionary File (Optional)
5279 8007 3877 226 ..........
The first column is the unique-id of target vocabulary, while the second column is the unique-id of source vocabulary.
Advanced Files
For using IBM-Model 4 or HMM Model in GIZA++, we need to generate another word class files for GIZA++. We use the mkcls to reach this.
- Type this commend
mkcls -psource -Vsource.vcb.classes mkcls -ptarget -Vtarget.vcb.classes
Then the software produces four classes files: source.vcb.classes, source.vcb.classes.cats, target.vcb.classes, target.vcb.cats . Make sure that the prefix of these generation files is the same with the original vocabulary files.
Processing Input File with GIZA++ Script
- The GIZA++ provides some scripts for processing the text file. In our case, we can use the script to generate input file into GIZA++ format from the corpus.
- Use plain2snt.out
- Prepare the plain text files for both source and target language. In each files, each sentence is listed on one line. And the sentences-pair for source-target sentences should match the same line number.
- Type the commend
- Use plain2snt.out
plain2snt.out source target
And then the script file will generate the vocabulary files and sentence files named source.vcb, target.vcb, source-target.snt, target-source.snt .
Parameter
Use this parameter setting when running GIZA++
-c /home/verbs/student/wech5560/testMGIZA/giza/corpus/de-en-int-train.snt (Location of the sentences files) -d (Location of the dictionary file) -l 110-09-03.145823.wech5560.log (Log File Name) -log 0 (Use log file or not; 0 for no, 1 for yes) m1 5 (Number of iteration for IBM-Model 1) m2 0 (Number of iteration for IBM-Model 2) m3 3 (Number of iteration for IBM-Model 3) m4 3 (Number of iteration for IBM-Model 4) m5 0 (Number of iteration for IBM-Model 5) m5p0 -1 (Number of iteration for IBM-Model 5) m6 0 (Number of iteration for IBM-Model 6?) mh 5 (Number of iteration for HMM) nbestalignments 0 (Show the top-n best alignment result) -o /home/verbs/student/wech5560/testMGIZA/giza/result/de-en (The output file location & prefix) s /home/verbs/student/wech5560/testMGIZA/giza/corpus/en.vcb (The source vocabulary file) t /home/verbs/student/wech5560/testMGIZA/giza/corpus/de.vcb (The target vocabulary file)
Run
Reference
http://kwang.blogdns.com/research/how-to-compile-install-run-giza.html http://www.mail-archive.com/moses-support@mit.edu/msg01143.html