| import os
|
| import datasets
|
| import json
|
| from pathlib import Path
|
|
|
| _ROOT = Path(__file__).resolve().parent
|
|
|
| _DATA_POS = {
|
| "train": "./data/g_train.json",
|
| "test": "./data/g_test.json",
|
| "val": "./data/g_dev.json",
|
| "extra": "./data/augmented_train.json"
|
| }
|
|
|
| _DESCIPTION = "contains original ontonotes train/dev/test dataset from https://github.com/shimaokasonse/NFGEC, as well as newly augmented training dataset. "
|
|
|
|
|
| class ontonotes(datasets.GeneratorBasedBuilder):
|
| VERSION = datasets.Version("1.0.0")
|
| def _info(self):
|
| return datasets.DatasetInfo(
|
| description=_DESCIPTION,
|
| features=datasets.Features({
|
| "mention_span": datasets.Value("string"),
|
| "right_context_token": datasets.Value("string"),
|
| "left_context_token": datasets.Value("string"),
|
| "y_str": datasets.Sequence(datasets.Value("string")),
|
| "y_type_str": datasets.Sequence(datasets.Value("string")),
|
| "y": datasets.Sequence(datasets.Value("int32")),
|
| "y_type": datasets.Sequence(datasets.Value("int32")),
|
| "annot_id": datasets.Value("string"),
|
| })
|
| )
|
|
|
| def _split_generators(self, dl_manager):
|
| return [
|
| datasets.SplitGenerator(
|
| name=datasets.Split.TRAIN,
|
| gen_kwargs={
|
| "path": _DATA_POS["train"], "split": "train"
|
| }
|
|
|
| ),
|
| datasets.SplitGenerator(
|
| name=datasets.Split.TEST,
|
| gen_kwargs={
|
| "path": _DATA_POS["test"], "split": "test"
|
| }
|
| ),
|
| datasets.SplitGenerator(
|
| name=datasets.Split.VALIDATION,
|
| gen_kwargs={
|
| "path": _DATA_POS["val"], "split": "val"
|
| }
|
| ),
|
| datasets.SplitGenerator(
|
| name="extra",
|
| gen_kwargs={
|
| "path": _DATA_POS["extra"], "split": "extra"
|
| }
|
| )
|
| ]
|
|
|
| def _generate_examples(self, path, split):
|
|
|
| with open(path, "r") as f:
|
| data = [json.loads(line) for line in f]
|
|
|
| for i, example in enumerate(data):
|
| yield i, {
|
| "mention_span": example["mention_span"],
|
| "right_context_token": example["right_context_token"],
|
| "left_context_token": example["left_context_token"],
|
| "y_str": example["y_str"],
|
| "y_type_str": example["y_type_str"],
|
| "y": example["y"],
|
| "y_type": example["y_type"],
|
| "annot_id": example["annot_id"]
|
| }
|
| |
