File size: 10,473 Bytes
79297dc
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
"""The Southeast Asia Lan Wiki Loader"""

import os
import re

from functools import reduce

import numpy as np
import pandas as pd

import datasets


_CITATIONS = """\
@ONLINE{wikidump,
    author = "Wikimedia Foundation",
    title  = "Wikimedia Downloads",
    url    = "https://dumps.wikimedia.org"}

@ONLINE{wikipedia-hf,
    title  = "Huggingface Wikipedia Dataset",
    url    = "https://huggingface.co/datasets/wikipedia"}"""

_REPO_URL = "https://huggingface.co/datasets/sabilmakbar/sea_wiki"

_LICENSE = (
    "This work is licensed under the Creative Commons Attribution-ShareAlike "
    "3.0 Unported License. To view a copy of this license, visit "
    "http://creativecommons.org/licenses/by-sa/3.0/ or send a letter to "
    "Creative Commons, PO Box 1866, Mountain View, CA 94042, USA."
)


_SEA_WIKI_RAW_DESCRIPTION = """\
Southeast Asia Wikipedia Data Repository contains Wikipedia Data from Wikipedia HF that focuses
on extraction in all available Languanges and Local Languages across South East Asia, which some of them
are considered as low-resource languages or extremely low-resource languages"""

_SEA_WIKI_DEDUP_DESCRIPTION = """\
This is a derivative of South East Asia Wikipedia Data Repository which is already pre-processed
by identifying and dropping duplicates to prevent boilerplate texts occuring in dataset"""

_AVAILABLE_DUMP_VERSION_DATE = ["20231101"]

# map from alpha-3 country codes to ISO-639 3 lang codes
# alpha-3 codes: https://www.iban.com/country-codes
# ISO-639 codes: https://iso639-3.sil.org/code_tables/639/data
_COUNTRY_TO_LANG_MAPPER = {
    "idn": ["ace", "ban", "bjn", "bug", "gor", "id", "jv", "mad", "map-bms", "min", "ms", "nia", "su", "tet"],
    "sgp": ["ms"],
    "mys": ["ms"],
    "brn": ["ms"],
    "tha": ["th"],
    "mmr": ["my", "shn", "mnw"],
    "lao": ["lo"],
    "vnm": ["vi"],
    "khm": ["km"],
    "tls": ["tet"]}

_AVAILABLE_DUMP_LANGUAGES = reduce(np.union1d, list(_COUNTRY_TO_LANG_MAPPER.values()))

_LATEST_DUMP_VERSION_DATE = sorted(_AVAILABLE_DUMP_VERSION_DATE)[-1]


def _construct_dset_url_from_dset_version_and_lang(date_ver: str, lang: str, mode: str):
    _mode_to_folder_mapper = {"dedup": "sea_wiki_dedup_data", "raw": "sea_wiki_raw_data"}
    _mode_to_file_suffix_mapper = {"dedup": "dataset_dedup_cleansed.csv", "raw": "raw_dataset.csv"}

    return os.path.join(_mode_to_folder_mapper[mode], f"wiki_{lang}_{date_ver}_{_mode_to_file_suffix_mapper[mode]}")


class SEAWikiConfig(datasets.BuilderConfig):
    """BuilderConfig for SEAWiki."""

    def __init__(self, description: str=None, features: list=['url', 'title', 'text'],
                 data_url: str=None, date_stamp: str=_LATEST_DUMP_VERSION_DATE, country: str=None,
                 lang: str=None, mode = "dedup", **kwargs):
        """BuilderConfig for SEAWiki.

        Args:
          description: `string`, description of dataset
          features: `list[string]`, list of the features that will appear in the
            feature dict. Should not include "label" if it's a supervised.
          data_url: `string`, url to download the data.
          date_stamp: `string`, wikidump date_stamp for data available in repo.
          lang: `string`, language to be loaded.
          **kwargs: keyword arguments forwarded to super.
        """
        # validate configs
        if mode not in ["dedup", "raw"]:
            raise ValueError(f"Error occured! Expected values are 'dedup' or 'raw' for arg `mode`, received {mode}!")

        if ((lang is None and country is None) or date_stamp is None) and data_url is None:
            raise ValueError("Expected `data_url` is provided or both `date_stamp` and `lang` or `country` are provided!")

        _mode_to_desc_mapper = {"dedup": _SEA_WIKI_DEDUP_DESCRIPTION, "raw": _SEA_WIKI_RAW_DESCRIPTION}

        if date_stamp is not None and date_stamp not in _AVAILABLE_DUMP_VERSION_DATE:
            raise ValueError("Provided `date_stamp` dataset versioning doesn't match! Please re-check")

        if lang is not None and lang not in _AVAILABLE_DUMP_LANGUAGES:
            raise ValueError("Provided `lang` doesn't match! Please re-check")
        
        if country is not None and country not in _COUNTRY_TO_LANG_MAPPER.keys() and lang is None:
            raise ValueError("Provided `country` doesn't match! Please re-check")

        super(SEAWikiConfig, self).__init__(**kwargs)
        self.features = features

        # prioritize kwargs data_url
        if data_url is not None:
            self.data_url = data_url
        # prioritize lang provided over country
        elif lang is not None:
            self.data_url = _construct_dset_url_from_dset_version_and_lang(date_ver=date_stamp, lang=lang, mode=mode)
        # if only country provided, create dict of langs
        elif country is not None:
            self.data_url = {lang: _construct_dset_url_from_dset_version_and_lang(date_ver=date_stamp, lang=lang, mode=mode) for lang in _COUNTRY_TO_LANG_MAPPER[country]}

        # auto-construct desc if not provided
        if description is None:
            self.description = _mode_to_desc_mapper[mode] + "\n" + f"Extracted from file path {self.data_url}"

        #define citations & info URL internally in config class
        self.citation = _CITATIONS
        self.url = _REPO_URL


class SEAWiki(datasets.GeneratorBasedBuilder):
    """The SEAWiki Dataset."""

    # if name isn't provided, will create a dataset of all languages
    DEFAULT_CONFIG_NAME = "seawiki_dedup_all"
    BUILDER_CONFIG_CLASS = SEAWikiConfig

    # construct data-url with countries a list of spoken langs as value
    _newest_data_raw_all_langs = [_construct_dset_url_from_dset_version_and_lang(
        date_ver=_LATEST_DUMP_VERSION_DATE, lang=lang, mode="raw") for lang in _AVAILABLE_DUMP_LANGUAGES]
    _newest_data_dedup_all_langs = [_construct_dset_url_from_dset_version_and_lang(
        date_ver=_LATEST_DUMP_VERSION_DATE, lang=lang, mode="dedup") for lang in _AVAILABLE_DUMP_LANGUAGES]

    # construct data-url with countries as key-dict, being country code as key and list of spoken langs as value
    _newest_data_raw_with_countries_all_langs = {
        country: [_construct_dset_url_from_dset_version_and_lang(date_ver=_LATEST_DUMP_VERSION_DATE, lang=lang, mode="raw") for lang in lang_list]
        for country, lang_list in _COUNTRY_TO_LANG_MAPPER.items()}
    _newest_data_dedup_with_countries_all_langs = {
        country: [_construct_dset_url_from_dset_version_and_lang(date_ver=_LATEST_DUMP_VERSION_DATE, lang=lang, mode="dedup") for lang in lang_list]
        for country, lang_list in _COUNTRY_TO_LANG_MAPPER.items()}

    BUILDER_CONFIGS = [
        SEAWikiConfig(
            name="seawiki_all",
            description=_SEA_WIKI_RAW_DESCRIPTION,
            data_url=_newest_data_raw_all_langs
        ),
        SEAWikiConfig(
            name="seawiki_dedup_all",
            description=_SEA_WIKI_DEDUP_DESCRIPTION,
            data_url=_newest_data_dedup_all_langs
        ),
        SEAWikiConfig(
            name="seawiki_with_countries_all",
            description=_SEA_WIKI_RAW_DESCRIPTION,
            data_url=_newest_data_raw_with_countries_all_langs
        ),
        SEAWikiConfig(
            name="seawiki_with_countries_dedup_all",
            description=_SEA_WIKI_DEDUP_DESCRIPTION,
            data_url=_newest_data_dedup_with_countries_all_langs
        ),
    ]


    def _info(self):
        features = {feature: datasets.Value("string") for feature in self.config.features}

        return datasets.DatasetInfo(
            description = self.config.description,
            features = datasets.Features(features),
            homepage = self.config.url,
            citation = self.config.citation,
            license=_LICENSE)


    @staticmethod
    def _get_lang_name_from_data_url(data_url: str):
        # lang code occurred after "wiki_" and before date versioning (using 8len date)
        _list_folder_sep = data_url.split("/")[-1].split("_")
        _min_pos = min([pos for pos, data in enumerate(_list_folder_sep) if bool(re.search("\d{8}", data))])
        return re.sub("[^\w\.]", "_", "_".join(_list_folder_sep[1:_min_pos]))


    def _split_generators(self, dl_manager):

        # handle cases of config "seawiki_all", "seawiki_dedup_all", and custom config where only country is provided (take all langs in a country)
        if self.config.name in ("seawiki_all", "seawiki_dedup_all") or (self.config.country is not None and self.config.lang is None):
            file_dict = {self._get_lang_name_from_data_url(file): file for file in self.config.data_url}
            dl_dir = dl_manager.download_and_extract(file_dict)

            return [
                datasets.SplitGenerator(
                    name=datasets.Split(split_name),
                    gen_kwargs={
                        "data_file": file_name
                    }
                )
            for split_name, file_name in dl_dir.items()]

        # handle cases of config "seawiki_with_countries_all", "seawiki_with_countries_dedup_all"
        elif self.config.name in ("seawiki_with_countries_all", "seawiki_with_countries_dedup_all"):
            file_dict = {}

            for country, file_list in self.config.data_url.items():
                for file in file_list:
                    file_dict[country + "_" + self._get_lang_name_from_data_url(file)] = file

            dl_dir = dl_manager.download_and_extract(file_dict)

            return [
                datasets.SplitGenerator(
                    name=datasets.Split(split_name),
                    gen_kwargs={
                        "data_file": file_name
                    }
                )
            for split_name, file_name in dl_dir.items()]

        # handle custom config where only country is provided
        elif self.config.lang is not None:
            dl_dir = dl_manager.download_and_extract(self.config.data_url)
            return [
                datasets.SplitGenerator(
                    name=datasets.Split.TRAIN,
                    gen_kwargs={
                        "data_file": dl_dir
                    },
                )
            ]
        

    def _generate_examples(self, data_file):
        pd_df = pd.read_csv(data_file)
        for _, row in pd_df.iterrows():
            example = {feature: row[feature] for feature in self.config.features}
            idx = row["id"]
            yield idx, example