Saga Lemmatize stage uses a dictionary file to identify words and reduce them to their basic form. For example it will identify that "running" is a verb form (gerund) and will reduce it to its base infinitive form "run".
The Lemmatizer will also expand the word to its synonyms in case there are synonyms available in the dictionary. It could also expand antonyms, alternative forms, etc.
An important note here is that Saga Lemmatizer Stage code is agnostic to what reductions or expansions it uses. The set of reductions and expansions (Relationship Types) to use are defined in the dictionary file and in the Lemmatize Stage configuration.
This means that when creating the dictionary file for each language, we need to be careful to understand which relationship types we want the lemmatizer to use and make sure to include them in the dictionary file.
In order to produce the dictionary file an internal tool called "Wiktionary Dump Parser" is used. This tool uses an open source library called "Java Wiktionary Library" (JWKTL) that makes the parser of the Wiktionary dump file much easier.
In the following diagram you can see different components and different stages the tool uses to produce a dictionary file:
Wiktionary dump parser tool will:
Stage 1: using JWKL, parse the language specific Wiktionary dump file and produce an index in Oracle Berkeley DB format.
Stage 2: read the contents of the index, transform them and store entries in a Mongo DB collection.
Stage 3: read and parse entries stored in Mongo DB then produce a file in a JSON entry per line format that SAGA lemmatizer can use.
On following steps you will know where to get Wiktionary dump files, what code you need to add/modify to support an additional language and how to test your new generated dictionary file.
Dump files are periodically generated as a back up in the Wikimedia site. You can see a list of all Wiki backups including Wiktionary for each language at this URL: https://dumps.wikimedia.org/backup-index.html
In order to find your language, use the ISO 2 letter language code plus the word 'wiktionary'. So for example:
For English: enwiktionary
For Spanish: eswiktionary
For German: dewiktionary
And so on...
Here a useful list of language codes: https://www.loc.gov/standards/iso639-2/php/code_list.php
For Spanish you should see something like this:
Once you know it exists, click on the link to load a landing page for the language or simply go directly to the file list page using this URL: https://dumps.wikimedia.org/eswiktionary/latest/
Note the word 'eswiktionary' is used in the URL, you can change that for you desired language. For example 'dewiktionary' in case you want German.
When the page loads, look for a file that ends in "-latest-pages-articles.xml.bz2" and download it. For example, the Spanish file name is "eswiktionary-latest-pages-articles.xml.bz2"
Once downloaded just unzip it and you are ready to go.
As you may already know, Wiktionary is an multilingual project to create free content dictionary of all words in all languages.
Each word you find in Wiktionary is called a page/article/entry and it is manually added by volunteers around the globe.
Obviously, languages are different, communities contributing are different, therefore format used to write these entries varies a lot between languages. They could even change between entries in the same language, depending on who did it and how old the entry is.
This means that before implementing a new language for SAGA Lemmatize Stage, it is a good idea to get familiar with the specifics of the language.
First step is to load wiktionary in your browser: https://www.wiktionary.org/
Then choose your desired language, for this guide we'll use the Spanish one as example: https://es.wiktionary.org/wiki/Wikcionario:Portada
Then look for a word, for example: 'casa' (spanish for home). Once the word page is displayed, click on the Edit tab:
You should see the entry definition, like this:
In general, for all languages:
sustantivo femenino|es
===. This section defines the word form (a noun in this case) and all different meanings the word has.For more information on templates use the Help in the Wiktionary site. For example:
Your desired language should have a similar page to the Spanish template listing.
This listing is very useful when implementing a new language because you can get a list of all templates used and do searches.