Update sci_lay.py

sci_lay.py

@@ -118,46 +118,46 @@ class SciLay(datasets.GeneratorBasedBuilder):
         )
 
     def _split_generators(self, dl_manager):
-            """Returns SplitGenerators."""
-            urls = {
-                split: _URL.format(version=self.config.version, split_name=split_name)
-                for split, split_name in _SPLIT_NAMES.items()
-            }
-            dl_paths = dl_manager.download_and_extract(urls)
-            paths = {
-                split: [
-                    dl_manager.iter_files(os.path.join(dl_paths[split], split_name, code)) for code in self.config.journals
-                ]
-                for split, split_name in _SPLIT_NAMES.items()
-            }
-            return [
-                datasets.SplitGenerator(
-                    name=split,
-                    gen_kwargs={"paths": paths[split]},
-                )
-                for split in _SPLIT_NAMES
+        """Returns SplitGenerators."""
+        urls = {
+            split: _URL.format(version=self.config.version, split_name=split_name)
+            for split, split_name in _SPLIT_NAMES.items()
+        }
+        dl_paths = dl_manager.download_and_extract(urls)
+        paths = {
+            split: [
+                dl_manager.iter_files(os.path.join(dl_paths[split], split_name, code)) for code in self.config.journals
             ]
+            for split, split_name in _SPLIT_NAMES.items()
+        }
+        return [
+            datasets.SplitGenerator(
+                name=split,
+                gen_kwargs={"paths": paths[split]},
+            )
+            for split in _SPLIT_NAMES
+        ]
 
     def _generate_examples(self, paths=None):
-    """Yields examples."""
-    unique_dois = set()  # To keep track of unique DOIs
-    for paths_per_journal in paths:
-        for path in paths_per_journal:
-            with open(path, "rb") as fin:
-                for row in fin:
-                    json_obj = json.loads(row)
-                    doi = json_obj[_DOI]
-                    if doi not in unique_dois:
-                        unique_dois.add(doi)
-                        example = {
-                            _DOI: doi,
-                            _PMCID: json_obj[_PMCID],
-                            _SUMMARY: json_obj[_SUMMARY],
-                            _ABSTRACT: json_obj[_ABSTRACT],
-                            _JOURNAL: json_obj[_JOURNAL],
-                            _TOPICS: json_obj[_TOPICS],
-                            _KEYWORDS: json_obj[_KEYWORDS]
-                        }
-                        yield doi, example
+        """Yields examples."""
+        unique_dois = set()  # To keep track of unique DOIs
+        for paths_per_journal in paths:
+            for path in paths_per_journal:
+                with open(path, "rb") as fin:
+                    for row in fin:
+                        json_obj = json.loads(row)
+                        doi = json_obj[_DOI]
+                        if doi not in unique_dois:
+                            unique_dois.add(doi)
+                            example = {
+                                _DOI: doi,
+                                _PMCID: json_obj[_PMCID],
+                                _SUMMARY: json_obj[_SUMMARY],
+                                _ABSTRACT: json_obj[_ABSTRACT],
+                                _JOURNAL: json_obj[_JOURNAL],
+                                _TOPICS: json_obj[_TOPICS],
+                                _KEYWORDS: json_obj[_KEYWORDS]
+                            }
+                            yield doi, example