diff --git a/README.md b/README.md index 36517b8d02a4f276c4792f2ffd6dc0a5a7fe28fd..b36a48689e21b82d7a25092f0016aad49f53ebda 100644 --- a/README.md +++ b/README.md @@ -9,7 +9,6 @@ license: - unknown multilinguality: - multilingual -pretty_name: WikiSnippets size_categories: - 10M 0 - ] - step_size = passage_len - overlap - passages = [] - for i in range(math.ceil(len(word_map) / step_size)): - pre_toks = word_map[i * step_size : i * step_size + passage_len] - start_section_id = max([0] + [j for j in section_indices if j <= pre_toks[0][0]]) - section_ids = [j for j in section_indices if j >= start_section_id and j <= pre_toks[-1][0]] - section_ids = section_ids if len(section_ids) > 0 else [0] - passage_text = " ".join([w for p_id, s_id, w in pre_toks]) - passages += [ - { - "article_title": article_title, - "section_title": " & ".join([paragraphs[j] for j in section_ids]), - "wiki_id": article["wikidata_id"], - "start_paragraph": pre_toks[0][0], - "start_character": pre_toks[0][1], - "end_paragraph": pre_toks[-1][0], - "end_character": pre_toks[-1][1] + len(pre_toks[-1][2]) + 1, - "passage_text": passage_text.replace("_NEWLINE_", "\n"), - } - ] - return passages - - -def wikipedia_article_snippets(article, passage_len=100, overlap=0): - paragraphs = [par for par in article["text"].split("\n") if not par.startswith("Category:")] - if "References" in paragraphs: - paragraphs = paragraphs[: paragraphs.index("References")] - article_title = article["title"] - section_indices = [ - i + 1 - for i, par in enumerate(paragraphs[:-2]) - if paragraphs[i] == "" and paragraphs[i + 1] != "" and paragraphs[i + 2] != "" - ] - par_tabs = [par.split(" ") for par in paragraphs] - word_map = [(i, len(" ".join(par[:j])), w) for i, par in enumerate(par_tabs) for j, w in enumerate(par)] - step_size = passage_len - overlap - passages = [] - for i in range(math.ceil(len(word_map) / step_size)): - pre_toks = word_map[i * step_size : i * step_size + passage_len] - start_section_id = max([0] + [j for j in section_indices if j <= pre_toks[0][0]]) - section_ids = [j for j in section_indices if start_section_id <= j <= pre_toks[-1][0]] - section_ids = section_ids if len(section_ids) > 0 else [-1] - passage_text = " ".join([w for p_id, s_id, w in pre_toks]) - passages += [ - { - "article_title": article_title, - "section_title": " & ".join(["Start" if j == -1 else paragraphs[j].strip() for j in section_ids]), - "wiki_id": article_title.replace(" ", "_"), - "start_paragraph": pre_toks[0][0], - "start_character": pre_toks[0][1], - "end_paragraph": pre_toks[-1][0], - "end_character": pre_toks[-1][1] + len(pre_toks[-1][2]) + 1, - "passage_text": passage_text, - } - ] - return passages - - -_SPLIT_FUNCTION_MAP = { - "wikipedia": wikipedia_article_snippets, - "wiki40b": wiki40b_article_snippets, -} - - -def generate_snippets(wikipedia, split_function, passage_len=100, overlap=0): - for i, article in enumerate(wikipedia): - for doc in split_function(article, passage_len, overlap): - part_id = json.dumps( - { - "datasets_id": i, - "wiki_id": doc["wiki_id"], - "sp": doc["start_paragraph"], - "sc": doc["start_character"], - "ep": doc["end_paragraph"], - "ec": doc["end_character"], - } - ) - doc["_id"] = part_id - doc["datasets_id"] = i - yield doc - - -class WikiSnippetsConfig(datasets.BuilderConfig): - """BuilderConfig for WikiSnippets.""" - - def __init__( - self, wikipedia_name="wiki40b", wikipedia_version_name="en", snippets_length=100, snippets_overlap=0, **kwargs - ): - """BuilderConfig for WikiSnippets. - Args: - **kwargs: keyword arguments forwarded to super. - """ - super(WikiSnippetsConfig, self).__init__(**kwargs) - self.wikipedia_name = wikipedia_name - self.wikipedia_version_name = wikipedia_version_name - self.snippets_length = snippets_length - self.snippets_overlap = snippets_overlap - - -class WikiSnippets(datasets.GeneratorBasedBuilder): - BUILDER_CONFIG_CLASS = WikiSnippetsConfig - BUILDER_CONFIGS = [ - WikiSnippetsConfig( - name="wiki40b_en_100_0", - version=datasets.Version("1.0.0"), - wikipedia_name="wiki40b", - wikipedia_version_name="en", - snippets_length=100, - snippets_overlap=0, - ), - WikiSnippetsConfig( - name="wikipedia_en_100_0", - version=datasets.Version("2.0.0"), - wikipedia_name="wikipedia", - wikipedia_version_name="20220301.en", - snippets_length=100, - snippets_overlap=0, - ), - ] - - test_dummy_data = False - - def _info(self): - return datasets.DatasetInfo( - description=_DESCRIPTION, - features=datasets.Features( - { - "_id": datasets.Value("string"), - "datasets_id": datasets.Value("int32"), - "wiki_id": datasets.Value("string"), - "start_paragraph": datasets.Value("int32"), - "start_character": datasets.Value("int32"), - "end_paragraph": datasets.Value("int32"), - "end_character": datasets.Value("int32"), - "article_title": datasets.Value("string"), - "section_title": datasets.Value("string"), - "passage_text": datasets.Value("string"), - } - ), - supervised_keys=None, - homepage="https://dumps.wikimedia.org", - citation=_CITATION, - ) - - def _split_generators(self, dl_manager): - # WARNING: It is a bad practice to use `datasets.load_dataset` inside a loading script. Please, avoid doing it. - wikipedia = datasets.load_dataset( - path=self.config.wikipedia_name, - name=self.config.wikipedia_version_name, - ) - - return [ - datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"wikipedia": wikipedia}), - ] - - def _generate_examples(self, wikipedia): - logger.info(f"generating examples from = {self.config.wikipedia_name} {self.config.wikipedia_version_name}") - for split in wikipedia: - dset = wikipedia[split] - split_function = _SPLIT_FUNCTION_MAP[self.config.wikipedia_name] - for doc in generate_snippets( - dset, split_function, passage_len=self.config.snippets_length, overlap=self.config.snippets_overlap - ): - id_ = doc["_id"] - yield id_, doc diff --git a/wikipedia_en_100_0/train-00000-of-00053.parquet b/wikipedia_en_100_0/train-00000-of-00053.parquet new file mode 100644 index 0000000000000000000000000000000000000000..2ee972397f7ba0e655db2ee2a4f553719460fa8e --- /dev/null +++ b/wikipedia_en_100_0/train-00000-of-00053.parquet @@ -0,0 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