Upload CodeSwitching-TE-EN.py

CodeSwitching-TE-EN.py

@@ -48,18 +48,33 @@ class TeEnCodeSwitch(datasets.GeneratorBasedBuilder):
                     "ner_tags": datasets.Sequence(
                         datasets.features.ClassLabel(
                             names=[
-                                "B-LOC",
-                                "B-MISC",
-                                "B-ORG",
-                                "B-PER",
-                                "I-LOC",
-                                "I-MISC",
-                                "I-ORG",
-                                "I-PER",
-                                "O"
+                                "NOUN",
+                                "PUNCT",
+                                "ADP",
+                                "NUM",
+                                "SYM",
+                                "SCONJ",
+                                "ADJ",
+                                "PART",
+                                "DET",
+                                "CCONJ",
+                                "PROPN",
+                                "PRON",
+                                "X",
+                                "_",
+                                "ADV",
+                                "INTJ",
+                                "VERB",
+                                "AUX",
                             ]
                         )
                     ),
+                    "xpos": datasets.Sequence(datasets.Value("string")),
+                    "feats": datasets.Sequence(datasets.Value("string")),
+                    "head": datasets.Sequence(datasets.Value("string")),
+                    "deprel": datasets.Sequence(datasets.Value("string")),
+                    "deps": datasets.Sequence(datasets.Value("string")),
+                    "misc": datasets.Sequence(datasets.Value("string")),
                 }
             ),
             supervised_keys=None,
@@ -85,30 +100,34 @@ class TeEnCodeSwitch(datasets.GeneratorBasedBuilder):
         ]
 
     def _generate_examples(self, filepath):
-        logger.info("⏳ Generating examples from = %s", filepath)
-        with open(filepath, encoding="utf-8") as f:
-            guid = 0
-            tokens = []
-            ner_tags = []
-            for line in f:
-                if line.startswith("-DOCSTART-") or line == "" or line == "\n":
-                    if tokens:
-                        yield guid, {
-                            "id": str(guid),
-                            "tokens": tokens,
-                            "ner_tags": ner_tags,
-                        }
-                        guid += 1
-                        tokens = []
-                        ner_tags = []
-                else:
-                    # TeEnCodeSwitch tokens are space separated
-                    splits = line.split('\t')
-                    tokens.append(splits[0])
-                    ner_tags.append(splits[1].rstrip())
-            # last example
-            yield guid, {
-                "id": str(guid),
-                "tokens": tokens,
-                "ner_tags": ner_tags,
-            }
+        id = 0
+        for path in filepath:
+            with open(path, "r", encoding="utf-8") as data_file:
+                tokenlist = list(conllu.parse_incr(data_file))
+                for sent in tokenlist:
+                    if "sent_id" in sent.metadata:
+                        idx = sent.metadata["sent_id"]
+                    else:
+                        idx = id
+
+                    tokens = [token["form"] for token in sent]
+
+                    if "text" in sent.metadata:
+                        txt = sent.metadata["text"]
+                    else:
+                        txt = " ".join(tokens)
+
+                    yield id, {
+                        "idx": str(idx),
+                        "text": txt,
+                        "tokens": [token["form"] for token in sent],
+                        "lemmas": [token["lemma"] for token in sent],
+                        "upos": [token["upos"] for token in sent],
+                        "xpos": [token["xpos"] for token in sent],
+                        "feats": [str(token["feats"]) for token in sent],
+                        "head": [str(token["head"]) for token in sent],
+                        "deprel": [str(token["deprel"]) for token in sent],
+                        "deps": [str(token["deps"]) for token in sent],
+                        "misc": [str(token["misc"]) for token in sent],
+                    }
+                    id += 1