Update files from the datasets library (from 1.10.0)

Release notes: https://github.com/huggingface/datasets/releases/tag/1.10.0

README.md

@@ -1,4 +1,5 @@
 ---
+pretty_name: SQuAD
 annotations_creators:
 - crowdsourced
 language_creators:

squad.py

@@ -117,28 +117,26 @@ class Squad(datasets.GeneratorBasedBuilder):
     def _generate_examples(self, filepath):
         """This function returns the examples in the raw (text) form."""
         logger.info("generating examples from = %s", filepath)
+        key = 0
         with open(filepath, encoding="utf-8") as f:
             squad = json.load(f)
             for article in squad["data"]:
-                title = article.get("title", "").strip()
+                title = article.get("title", "")
                 for paragraph in article["paragraphs"]:
-                    context = paragraph["context"].strip()
+                    context = paragraph["context"]  # do not strip leading blank spaces GH-2585
                     for qa in paragraph["qas"]:
-                        question = qa["question"].strip()
-                        id_ = qa["id"]
-
                         answer_starts = [answer["answer_start"] for answer in qa["answers"]]
-                        answers = [answer["text"].strip() for answer in qa["answers"]]
-
+                        answers = [answer["text"] for answer in qa["answers"]]
                         # Features currently used are "context", "question", and "answers".
                         # Others are extracted here for the ease of future expansions.
-                        yield id_, {
+                        yield key, {
                             "title": title,
                             "context": context,
-                            "question": question,
-                            "id": id_,
+                            "question": qa["question"],
+                            "id": qa["id"],
                             "answers": {
                                 "answer_start": answer_starts,
                                 "text": answers,
                             },
                         }
+                        key += 1