guymorlan/levanti_diacritics2translit

Levanti Transliterator

This model converts diacritics in Palestinian colloquial Arabic to their estimated pronunciation via Hebrew vowels. It can be used to transliterate diacritized Palestinian Arabic text into Hebrew or English. The model is trained on a special subset of the Levanti dataset (to be released later). The model is fine-tuned from Google's CANINE-s character level LM with a token classification head. Each token (letter) of the input is classified into either of 7 classes: 'O' if not a diacritic, or one of 6 Hebrew vowels (see model.config.id2label).

Diacritizer

This model can be used in conjunction with Levanti Diacritizer, which add diacritics to raw Palestinian Arabic text.

Example Usage

from transformers import CanineForTokenClassification, AutoTokenizer
import torch

model = CanineForTokenClassification.from_pretrained("guymorlan/levanti_diacritics2translit")
tokenizer = AutoTokenizer.from_pretrained("guymorlan/levanti_diacritics2translit")

def diacritics2hebrew_vowels(text, model, tokenizer):
    tokens = tokenizer(text, return_tensors="pt")
    with torch.no_grad():
        pred = model(**tokens)
        pred = pred.logits.argmax(-1).tolist()
        
    pred = pred[0][1:-1] # remove CLS and SEP
    output = []
    for p, c in zip(pred, text):
        if p != model.config.label2id["O"]:
            output.append(model.config.id2label[p])
        else:
            output.append(c)
    output = "".join(output)
    return output

# to convert arabic diacritics to Hebrew diacritics (Tsere, Holam, Patah, Shva, Kubutz, Hiriq)
text = "لَازِم نِعْطِي رَشَّات وِقَائِيِّة لِلشَّجَر "
heb_vowels = diacritics2hebrew_vowels(text, model, tokenizer)
heb_vowels

Out[1]: 'لַازֵم نִعְطִي رַشַّات وִقַائִيֵّة لִلشַّجַر '

arabic_to_hebrew = {
    # regular letters
    "ا": "א", "أ": "א", "إ": "א", "ء": "א", "ئ": "א", "ؤ": "א", 
    "آ": "אא", "ى": "א", "ب": "ב", "ت": "ת", "ث": "ת'", "ج": "ג'", 
    "ح": "ח", "خ": "ח'", "د": "ד", "ذ": "ד'", "ر": "ר", "ز": "ז", 
    "س": "ס", "ش": "ש", "ص": "צ", "ض": "צ'", "ط": "ט", "ظ": "ט'", 
    "ع": "ע", "غ": "ע'", "ف": "פ", "ق": "ק", "ك": "כ", "ل": "ל", 
    "م": "מ", "ن": "נ", "ه": "ה", "و": "ו", "ي": "י", "ة": "ה",
    # special characters
    "،": ",", "َ": "ַ", "ُ": "ֻ", "ِ": "ִ",
}

final_letters = {
    "ن": "ן", "م": "ם", "ص": "ץ", "ض": "ץ'", "ف": "ף",
}

def to_taatik(arabic):
    taatik = []
    for index, letter in enumerate(arabic):
        if (
            (index == len(arabic) - 1 or arabic[index + 1] in {" ", ".", "،"}) and 
            letter in final_letters
        ):
            taatik.append(final_letters[letter])
        elif letter not in arabic_to_hebrew:
            taatik.append(letter)
        else:
            taatik.append(arabic_to_hebrew[letter])
    return "".join(taatik)

# to convert consonants and create full hebrew transliteration (Taatik)
to_taatik(heb_vowels)

Out[2]: "לַאזֵם נִעְטִי רַשַّאת וִקַאאִיֵّה לִלשַّג'ַר "

arabic_to_english = {
    "ا": "a", "أ": "a", "إ": "a", "ء": "a", "ئ": "a", "ؤ": "a",
    "آ": "aa", "ى": "a", "ب": "b", "ت": "t", "ث": "th", "ج": "j",
    "ح": "h", "خ": "kh", "د": "d", "ذ": "dh", "ر": "r", "ز": "z",
    "س": "s", "ش": "sh", "ص": "s", "ض": "d", "ط": "t", "ظ": "z",
    "ع": "a", "غ": "gh", "ف": "f", "ق": "q", "ك": "k", "ل": "l",
    "م": "m", "ن": "n", "ه": "h", "و": "w", "ي": "y", "ة": "h",
    "َ": "a", "ُ": "u", "ِ": "i",
    "،": ",",
    "ֹ": "o",  # holam
    "ַ": "a",  # patah
    "ִ": "i",  # hiriq
    "ְ": "",   # shva
    "ֻ": "u",  # kubutz
    'ֵ': "e",
    "ّ": "SHADDA"  # shadda
}

vowels = ["،", ",", "َ", "ַ", "ُ", "ֻ", "ِ", "ִ", 'ֵ']


def to_translit(arabic):
    translit = []
    for letter in arabic:
        if letter not in arabic_to_english:
            translit.append([letter, letter])
        else:
            if arabic_to_english[letter] == "SHADDA":
                if translit[-1][0] in vowels:
                    translit[-2][1] = translit[-2][1].upper()
                else:
                    translit[-1][1] = translit[-1][1].upper()
    
            else:
                translit.append([letter, arabic_to_english[letter]])
            
    return "".join([x[1] for x in translit])

# to convert letters to latin representation (English transliteration)
to_translit(heb_vowels)

Out[3]: 'laazem niatiy raSHaat wiqaaaiYeh lilSHajar '

Attribution

Created by Guy Mor-Lan.
Contact: guy.mor AT mail.huji.ac.il