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diff --git a/preprocess.py b/preprocess.py
new file mode 100644
index 0000000000000000000000000000000000000000..8b42abc95a50ec103946f09fb8bbc7d5d8683ef0
--- /dev/null
+++ b/preprocess.py
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+import sys
+import re
+
+char_map = {
+ # Arabic Letter Hamza
+ # "\u": "\u0621",
+
+ # Arabic Letter Alef with Hamza Above
+ "\uFE83": "\u0623",
+ "\uFE84": "\u0623",
+
+ # Arabic Letter Yeh with Hamza Above
+ "\uFE89": "\u0626",
+ "\uFE8A": "\u0626",
+ "\uFE8B": "\u0626",
+ "\uFE8C": "\u0626",
+
+ # Arabic Letter Waw with Hamza Above
+ "\uFE85": "\u0624",
+ "\uFE86": "\u0624",
+ "\u0676": "\u0624",
+
+ # Arabic Letter Alef with Madda Above
+ "\uFE81": "\u0622", # Arabic letter Alef final form
+ "\uFE82": "\u0622", # Arabic letter Alef isolated form
+
+ # Alef
+ "\uFB50": "\u0627", # Arabic letter Alef wasla
+ "\uFE87": "\u0627",
+ "\u0675": "\u0627",
+ "\u0625": "\u0627",
+ "\uFE8D": "\u0627",
+ "\uFE8E": "\u0627",
+ "\u1EE00": "\u0627",
+ "\u1EE80": "\u0627",
+
+ # Beh
+ "\uFE8F": "\u0628",
+ "\uFE90": "\u0628",
+ "\uFE91": "\u0628",
+ "\uFE92": "\u0628",
+ "\u1EE01": "\u0628",
+ "\u1EE21": "\u0628",
+ "\u1EE61": "\u0628",
+ "\u1EE81": "\u0628",
+ "\u1EEA1": "\u0628",
+
+ # Pe
+ "\uFB56": "\u067E",
+ "\uFB57": "\u067E",
+ "\uFB58": "\u067E",
+ "\uFB59": "\u067E",
+
+ # Teh
+ "\uFE95": "\u062A",
+ "\uFE96": "\u062A",
+ "\uFE97": "\u062A",
+ "\uFE98": "\u062A",
+ "\u1EE15": "\u062A",
+ "\u1EE35": "\u062A",
+ "\u1EE75": "\u062A",
+ "\u1EE95": "\u062A",
+ "\u1EEB5": "\u062A",
+
+ # Theh
+ "\uFE99": "\u062B",
+ "\uFE9A": "\u062B",
+ "\uFE9B": "\u062B",
+ "\uFE9C": "\u062B",
+ "\u1EE16": "\u062B",
+ "\u1EE36": "\u062B",
+ "\u1EE76": "\u062B",
+ "\u1EE96": "\u062B",
+ "\u1EEB6": "\u062B",
+
+ # Jim
+ "\uFE9D": "\u062C",
+ "\uFE9E": "\u062C",
+ "\uFE9F": "\u062C",
+ "\uFEA0": "\u062C",
+ "\u1EE02": "\u062C",
+ "\u1EE22": "\u062C",
+ "\u1EE42": "\u062C",
+ "\u1EE62": "\u062C",
+ "\u1EE82": "\u062C",
+ "\u1EEA2": "\u062C",
+
+ # Cheh
+ "\uFB7A": "\u0686",
+ "\uFB7B": "\u0686",
+ "\uFB7C": "\u0686",
+ "\uFB7D": "\u0686",
+
+ # Hah
+ "\uFEA1": "\u062D",
+ "\uFEA2": "\u062D",
+ "\uFEA3": "\u062D",
+ "\uFEA4": "\u062D",
+ "\u1EE07": "\u062D",
+ "\u1EE27": "\u062D",
+ "\u1EE47": "\u062D",
+ "\u1EE67": "\u062D",
+ "\u1EE87": "\u062D",
+ "\u1EEA7": "\u062D",
+
+ # Khah
+ "\uFEA5": "\u062E",
+ "\uFEA6": "\u062E",
+ "\uFEA7": "\u062E",
+ "\uFEA8": "\u062E",
+ "\u1EE17": "\u062E",
+ "\u1EE37": "\u062E",
+ "\u1EE57": "\u062E",
+ "\u1EE77": "\u062E",
+ "\u1EE97": "\u062E",
+ "\u1EEB7": "\u062E",
+
+ # Dal
+ "\uFEA9": "\u062F",
+ "\uFEAA": "\u062F",
+ "\u1EE03": "\u062F",
+ "\u1EE83": "\u062F",
+ "\u1EEA3": "\u062F",
+
+ # Zal
+ "\uFEAB": "\u0630",
+ "\uFEAC": "\u0630",
+ "\u1EE18": "\u0630",
+ "\u1EE98": "\u0630",
+ "\u1EEB8": "\u0630",
+
+ # Reh
+ "\uFEAE": "\u0631", # Arabic letter Reh isolated form
+ "\uFEAD": "\u0631", # Arabic letter Reh final form
+ "\u0692": "\u0631",
+ "\u1EE13": "\u0631",
+ "\u1EE93": "\u0631",
+ "\u1EEB3": "\u0631",
+
+ # Ze
+ "\uFEAF": "\u0632", #
+ "\uFEB0": "\u0632", #
+ "\u1EE06": "\u0632", #
+ "\u1EE86": "\u0632", #
+ "\u1EEA6": "\u0632", #
+
+ # Jhe
+ "\uFB8A": "\u0698",
+ "\uFB8B": "\u0698",
+
+ # Seen
+ "\uFEB1": "\u0633", #
+ "\uFEB2": "\u0633", #
+ "\uFEB3": "\u0633", #
+ "\uFEB4": "\u0633", #
+ "\u1EE0E": "\u0633", #
+ "\u1EE2E": "\u0633", #
+ "\u1EE4E": "\u0633", #
+ "\u1EE6E": "\u0633", #
+ "\u1EE8E": "\u0633", #
+ "\u1EEAE": "\u0633", #
+
+ # Sheen
+ "\uFEB5": "\u0634", #
+ "\uFEB6": "\u0634", #
+ "\uFEB7": "\u0634", #
+ "\uFEB8": "\u0634", #
+ "\u1EE14": "\u0634", #
+ "\u1EE34": "\u0634", #
+ "\u1EE54": "\u0634", #
+ "\u1EE74": "\u0634", #
+ "\u1EE94": "\u0634", #
+ "\u1EEB4": "\u0634", #
+
+ # Sad
+ "\uFEB9": "\u0635", #
+ "\uFEBA": "\u0635", #
+ "\uFEBB": "\u0635", #
+ "\uFEBC": "\u0635", #
+ "\u1EE11": "\u0635", #
+ "\u1EE31": "\u0635", #
+ "\u1EE51": "\u0635", #
+ "\u1EE71": "\u0635", #
+ "\u1EE91": "\u0635", #
+ "\u1EEB1": "\u0635", #
+
+ # Zad
+ "\uFEBD": "\u0636", #
+ "\uFEBE": "\u0636", #
+ "\uFEBF": "\u0636", #
+ "\uFEC0": "\u0636", #
+ "\u1EE19": "\u0636", #
+ "\u1EE39": "\u0636", #
+ "\u1EE59": "\u0636", #
+ "\u1EE79": "\u0636", #
+ "\u1EE99": "\u0636", #
+ "\u1EEB9": "\u0636", #
+
+ # Ta
+ "\uFEC1": "\u0637", #
+ "\uFEC2": "\u0637", #
+ "\uFEC3": "\u0637", #
+ "\uFEC4": "\u0637", #
+ "\u1EE08": "\u0637", #
+ "\u1EE68": "\u0637", #
+ "\u1EE88": "\u0637", #
+ "\u1EEA8": "\u0637", #
+
+ # Za
+ "\uFEC5": "\u0638", #
+ "\uFEC6": "\u0638", #
+ "\uFEC7": "\u0638", #
+ "\uFEC8": "\u0638", #
+ "\u1EE1A": "\u0638", #
+ "\u1EE7A": "\u0638", #
+ "\u1EE9A": "\u0638", #
+ "\u1EEBA": "\u0638", #
+
+ # Ain
+ "\uFEC9": "\u0639", #
+ "\uFECA": "\u0639", #
+ "\uFECB": "\u0639", #
+ "\uFECC": "\u0639", #
+ "\u1EE0F": "\u0639", #
+ "\u1EE2F": "\u0639", #
+ "\u1EE4F": "\u0639", #
+ "\u1EE6F": "\u0639", #
+ "\u1EE8F": "\u0639", #
+ "\u1EEAF": "\u0639", #
+
+ # Ghain
+ "\uFECD": "\u063A", #
+ "\uFECE": "\u063A", #
+ "\uFECF": "\u063A", #
+ "\uFED0": "\u063A", #
+ "\u1EE1B": "\u063A", #
+ "\u1EE3B": "\u063A", #
+ "\u1EE5B": "\u063A", #
+ "\u1EE7B": "\u063A", #
+ "\u1EE9B": "\u063A", #
+ "\u1EEBB": "\u063A", #
+
+ # Fa
+ "\uFED1": "\u0641", #
+ "\uFED2": "\u0641", #
+ "\uFED3": "\u0641", #
+ "\uFED4": "\u0641", #
+ "\u1EE10": "\u0641", #
+ "\u1EE30": "\u0641", #
+ "\u1EE70": "\u0641", #
+ "\u1EE90": "\u0641", #
+ "\u1EEB0": "\u0641", #
+
+ # Qaf
+ "\uFED5": "\u0642", #
+ "\uFED6": "\u0642", #
+ "\uFED7": "\u0642", #
+ "\uFED8": "\u0642", #
+ "\u1EE12": "\u0642", #
+ "\u1EE32": "\u0642", #
+ "\u1EE52": "\u0642", #
+ "\u1EE72": "\u0642", #
+ "\u1EE92": "\u0642", #
+ "\u1EEB2": "\u0642", #
+
+ # Kaf
+ "\uFB8E": "\u06A9", # Arabic letter Kaf isolated form
+ "\uFB8F": "\u06A9", # Arabic letter Kaf final form
+ "\uFB90": "\u06A9", # Arabic letter Kaf initial form
+ "\uFB91": "\u06A9", # Arabic letter Kaf medial form
+ "\uFCC8": "\u06A9", # Arabic ligature Dal with Alef final form
+ "\u0643": "\u06A9",
+ "\uFED9": "\u06A9",
+ "\uFEDA": "\u06A9", # Arabic Letter Kaf Final Form
+ "\uFEDB": "\u06A9", #
+ "\uFEDC": "\u06A9", #
+ "\u1EE0A": "\u06A9", #
+ "\u1EE2A": "\u06A9", #
+ "\u1EE6A": "\u06A9", #
+
+ # Gaf
+ "\uFB92": "\u06AF", # Arabic letter Gaf isolated form
+ "\uFB93": "\u06AF", # Arabic letter Gaf final form
+ "\uFB94": "\u06AF", # Arabic letter Gaf initial form
+ "\uFB95": "\u06AF", # Arabic letter Gaf medial form
+
+ # Lam
+ "\uFCC9": "\u0644", # Arabic Ligature Lam with Jeem Initial Form
+ "\uFEDD": "\u0644", # Arabic Letter Lam Isolated Form
+ "\uFEDE": "\u0644", # Arabic Letter Lam Final Form
+ "\uFEDF": "\u0644", # Arabic Letter Lam Initial Form
+ "\uFEE0": "\u0644", # Arabic Letter Lam Medial Form
+ "\u1EE0B": "\u0644", # Arabic Mathematical Lam
+ "\u1EE2B": "\u0644", # Arabic Mathematical Initial Lam
+ "\u1EE4B": "\u0644", # Arabic Mathematical Tailed Lam
+ "\u1EE8B": "\u0644", # Arabic Mathematical Looped Lam
+ "\u1EEAB": "\u0644", # Arabic Mathematical Double-Struck Lam
+
+ # Mim
+ "\uFEE1": "\u0645", # Arabic Letter Meem Isolated Form
+ "\uFEE2": "\u0645", # Arabic Letter Meem Final Form
+ "\uFEE3": "\u0645", # Arabic Letter Meem Initial Form
+ "\uFEE4": "\u0645", # Arabic Letter Meem Medial Form
+ "\u1EE0C": "\u0645", # Arabic Mathematical Meem
+ "\u1EE2C": "\u0645", # Arabic Mathematical Initial Meem
+ "\u1EE6C": "\u0645", # Arabic Mathematical Stretched Meem
+ "\u1EE8C": "\u0645", # Arabic Mathematical Looped Meem
+ "\u1EEAC": "\u0645", # Arabic Mathematical Double-Struck Meem
+
+ # Nun
+ "\uFEE5": "\u0646", # Arabic Letter Noon Isolated Form
+ "\uFEE6": "\u0646", # Arabic Letter Noon Final Form
+ "\uFEE7": "\u0646", # Arabic Letter Noon Initial Form
+ "\uFEE8": "\u0646", # Arabic Letter Noon Medial Form
+ "\u1EE0D": "\u0646", # Arabic Mathematical Noon
+ "\u1EE2D": "\u0646", # Arabic Mathematical Initial Noon
+ "\u1EE4D": "\u0646", # Arabic Mathematical Tailed Noon
+ "\u1EE6D": "\u0646", # Arabic Mathematical Stretched Noon
+ "\u1EE8D": "\u0646", # Arabic Mathematical Looped Noon
+ "\u1EEAD": "\u0646", # Arabic Mathematical Double-Struck Noon
+
+ # Vav
+ "\u0677": "\u0648", # Arabic letter Mid hamza on waw
+ "\uFEED": "\u0648", # Arabic Letter Waw Isolated Form
+ "\uFEEE": "\u0648", # Arabic Letter Waw Final Form
+ "\u06C6": "\u0648", # Arabic Letter Oe
+ "\u06C7": "\u0648", # Arabic Letter U
+
+ # He
+ "\u06C0": "\u0647", # Arabic letter Heh with yeh above
+ "\u0629": "\u0647", # Arabic Letter Teh Marbuta
+ "\u06BE": "\u0647", # Arabic Letter Heh Doachashmee
+ "\uFE93": "\u0647", # Arabic Letter Teh Marbuta Isolated Form
+ "\u06D5": "\u0647", # Arabic Letter Ae
+ "\uFEE9": "\u0647", # Arabic Letter Heh Isolated Form
+ "\uFEEA": "\u0647", # Arabic Letter Heh Final Form
+ "\uFEEB": "\u0647", # Arabic Letter Heh Initial Form
+ "\uFEEC": "\u0647", # Arabic Letter Heh Medial Form
+ "\u1EE24": "\u0647", # Arabic Mathematical Initial Heh
+ "\u1EE64": "\u0647", # Arabic Mathematical Stretched Heh
+ "\u1EE84": "\u0647", # Arabic Mathematical Looped Heh
+
+ # Yeh
+ "\u06D0": "\u06CC", # Arabic letter Yeh with dot below
+ "\uFEEF": "\u06CC", # Arabic Letter Alef Maksura Isolated Form
+ "\uFEF3": "\u06CC", # Arabic Letter Yeh Initial Form
+ "\uFEF4": "\u06CC", # Arabic Letter Yeh Medial Form
+ "\u064A": "\u06CC", # Arabic Letter Yeh
+ "\uFEF1": "\u06CC", # Arabic Letter Yeh Isolated Form
+ "\u06CE": "\u06CC", # Arabic Letter Yeh with Small V
+ "\uFBFD": "\u06CC", # Arabic Letter Farsi Yeh Final Form
+ "\uFBFC": "\u06CC", # Arabic Letter Farsi Yeh Isolated Form
+ "\uFBFE": "\u06CC", # Arabic Letter Farsi Yeh Initial Form
+ "\uFBFF": "\u06CC", # Arabic Letter Farsi Yeh Medial Form
+ "\uFEF0": "\u06CC", # Arabic letter Lam final form
+ "\uFEF2": "\u06CC", # Arabic letter Lam medial form
+ "\u063D": "\u06CC",
+ "\u063E": "\u06CC",
+ "\u063F": "\u06CC",
+ "\u06D2": "\u06CC", # Arabic Letter Yeh Barree
+
+ "\u064E": "",
+ "\u064B": "",
+ "\u064F": "",
+ "\u064C": "",
+ "\u0650": "",
+ "\u064D": "",
+ "\u0652": "",
+ "\u0651": "",
+ "\u0654": "",
+
+ "0": "۰",
+ "1": "۱",
+ "2": "۲",
+ "3": "۳",
+ "4": "۴",
+ "5": "۵",
+ "6": "۶",
+ "7": "۷",
+ "8": "۸",
+ "9": "۹",
+ "٠": "۰",
+ "١": "۱",
+ "٢": "۲",
+ "٣": "۳",
+ "٤": "۴",
+ "٥": "۵",
+ "٦": "۶",
+ "٧": "۷",
+ "٨": "۸",
+ "٩": "۹",
+
+ "٬": "،",
+ ",": "،",
+ ";": "؛",
+ "?": "؟",
+ "\\": " ",
+ "…": " غیره ",
+ "%": " درصد ",
+ "\u200e": " ",# LEFT-TO-RIGHT
+ "\u200f": " ",# RIGHT-TO-LEFT
+ "\u202a": " ",# LEFT-TO-RIGHT EMBEDDING
+ "\u202b": " ",# RIGHT-TO-LEFT EMBEDDING
+ "\u2066": " ",# LEFT-TO-RIGHT ISOLATE
+ "\u2067": " ",# RIGHT-TO-LEFT ISOLATE
+ "\u2069": " ",# POP DIRECTIONAL ISOLATE
+ "\ufdef": " ",# Non-standard
+ "\u00B7": ".",# MIDDLE DOT
+ "\u2022": " ",# BULLET POINT
+
+ "'": " ",
+ "“": " ",
+ "”": " ",
+ "\u00ad": " ",
+ "\u005f": " ",
+ "\u002b": " ",
+ "\u200b": " ",
+ # ©
+ "\u00a9": " ",
+
+ "\u2014": " ",# Em Dash
+ "\u2019": " ",# Right Single Quotation Mark
+ "\uFE0F": "",# Variation Selector-16 (VS16)
+ "\u007C": " ",# Vertical Line
+}
+
+patterns = {
+ "SPLIT_.": re.compile("(?<]"),
+ "COMMA": re.compile("\u060c"),
+ "TOO_MANY_SPACES": re.compile("\\s+"),
+ "NEG_FARSI_CHARS": re.compile(".*[^\u060c\u061b\u061f\u0622\u0623\u0624\u0626\u0627"
+ "\u0628\u062a\u062b\u062c\u062d\u062e\u062f\u0630\u0631"
+ "\u0632\u0633\u0634\u0635\u0636\u0637\u0638\u0639\u063a"
+ "\u0641\u0642\u0644\u0645\u0646\u0647\u0648\u067e\u0686"
+ "\u0698\u06a9\u06af\u06cc\u06f0\u06f1\u06f2\u06f3\u06f4"
+ "\u06f5\u06f6\u06f7\u06f8\u06f9\\s\u200c\\.\\!].*"),
+ "NO_SPACE_BEFORE": re.compile("\\s(?=[\\.!؟،])"),
+}
+
+
+def split_into_sentences(paragraph):
+ def flat_map(f, xs):
+ ys = []
+ for x in xs:
+ ys.extend(f(x))
+ return ys
+
+ def split_strip_append(string, regex_name, ending):
+ sentences = [s.strip() for s in
+ patterns[regex_name].split(string)]
+ sentences = [f"{s}{ending}" if i != len(sentences) - 1 else s
+ for i, s in enumerate(sentences) if len(s) > 0]
+ return sentences
+
+ sentences = split_strip_append(paragraph, "SPLIT_.", ".")
+ sentences = flat_map(lambda s: split_strip_append(s, "SPLIT_!", "!"),
+ sentences)
+ sentences = flat_map(lambda s: split_strip_append(s, "SPLIT_؟", "؟"),
+ sentences)
+
+ if len(sentences) > 0 and sentences[-1][-1] not in [".", "!", "؟"]:
+ sentences[-1] = f"{sentences[-1]}."
+
+ return sentences
+
+
+def map_to_persian(char):
+ if char in char_map:
+ return char_map[char]
+ else:
+ return char
+
+
+def more_alphabet_than_non(string):
+ farsi_characters_count = 0
+ farsi_characters = "\u0622\u0623\u0624\u0626\u0627\u0628\u062a\u062b\u062c" \
+ "\u062d\u062e\u062f\u0630\u0631\u0632\u0633\u0634\u0635" \
+ "\u0636\u0637\u0638\u0639\u063a\u0641\u0642\u0644\u0645" \
+ "\u0646\u0647\u0648\u067e\u0686\u0698\u06a9\u06af\u06cc "
+
+ for char in string:
+ if char in farsi_characters:
+ farsi_characters_count += 1
+
+ return len(string)-farsi_characters_count < farsi_characters_count
+
+
+doc_id = sys.argv[1]
+char_count = {}
+s_counter = 1
+for paragraph in sys.stdin:
+ # Corner cases
+ paragraph = " غیره ".join(paragraph.split("..."))
+ paragraph = ". ".join(paragraph.split("
"))
+ paragraph = ". ".join(paragraph.split("
"))
+ paragraph = ". ".join(paragraph.split("
"))
+
+ # Uniform all the Farsi characters
+ paragraph = "".join(map_to_persian(char) for char in paragraph)
+ # Split the text into sentences
+ for sentence in split_into_sentences(paragraph):
+ # Remove the remaining punctuation
+ sentence = patterns["ELIMINATE"].sub(" ", sentence)
+ # Making sure there's a space after each comma
+ sentence = patterns["COMMA"].sub("، ", sentence)
+ # Multiple spaces into one
+ sentence = patterns["TOO_MANY_SPACES"].sub(" ", sentence)
+ # Strip the leading and the trailing white spaces
+ sentence = sentence.strip()
+ # Remove the spaces before punctuations
+ sentence = patterns["NO_SPACE_BEFORE"].sub("", sentence)
+ # Consider only the sentences with more than 1 characters left in them
+ # And those chars should be composed of just Farsi alphabets and digits
+ # And finally, there should be more alphabet characters than none
+
+ if len(sentence) > 1 and \
+ not bool(patterns["NEG_FARSI_CHARS"].match(sentence)) and \
+ more_alphabet_than_non(sentence):
+ # Convert the sentences into vertical format (one word per line)
+ words = "\n".join(sentence.split(" "))
+ # Enclose the vertical sentence by
+ print(f"\n{words}\n")
+ s_counter += 1