Commit
•
f4bcff3
1
Parent(s):
61affc5
Use JSON Lines data files hosted in the Hub (#1)
Browse files- Use data files in the Hub in JSON Lines (25a33308e93df6c25bde00aa894e84c55dc5d0fe)
- Fix style (23b78195f068ee0bd239d5bc6ee39bb8f774fe74)
Co-authored-by: Albert Villanova <albertvillanova@users.noreply.huggingface.co>
biomrc.py
CHANGED
@@ -33,7 +33,7 @@ from .bigbiohub import qa_features
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from .bigbiohub import BigBioConfig
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from .bigbiohub import Tasks
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_LANGUAGES = [
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_PUBMED = True
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_LOCAL = False
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_CITATION = """\
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@@ -69,40 +69,37 @@ sizes, also releasing our code, and providing a leaderboard.
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_HOMEPAGE = "https://github.com/PetrosStav/BioMRC_code"
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_LICENSE =
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_URLS = {
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"large": {
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"A": {
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"train": "
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"val": "
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"test": "
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},
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"B": {
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"train": "
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"val": "
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"test": "
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},
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},
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"small": {
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"A": {
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"train": "
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"val": "
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"test": "
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},
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"B": {
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"train": "
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"val": "
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"test": "
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},
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},
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"tiny": {
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"A": {
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},
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"B": {
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"test": "https://archive.org/download/biomrc_dataset/biomrc_tiny/dataset_tiny_B.json.gz"
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},
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},
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}
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@@ -212,46 +209,29 @@ class BiomrcDataset(datasets.GeneratorBasedBuilder):
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if self.config.schema == "source":
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with open(filepath, encoding="utf-8") as fp:
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)
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):
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el = [self._parse_dict_from_entity(entity) for entity in el]
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an = self._parse_dict_from_entity(an)
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yield _id, {
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"abstract": ab,
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"title": ti,
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"entities_list": el,
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"answer": an,
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}
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elif self.config.schema == "bigbio_qa":
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with open(filepath, encoding="utf-8") as fp:
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uid = it.count(0)
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zip(
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biomrc["abstracts"],
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biomrc["titles"],
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biomrc["entities_list"],
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biomrc["answers"],
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)
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):
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# remove info such as code, label, synonyms from answer and choices
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# f.e. @entity1 :: ('9606', 'Species') :: ['patients', 'patient']"
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example = {
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"id": next(uid),
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"question_id": next(uid),
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"document_id": next(uid),
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"question":
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"type": "multiple_choice",
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"choices": [x.split(" :: ")[0] for x in
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"context":
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"answer": [
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}
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yield _id, example
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from .bigbiohub import BigBioConfig
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from .bigbiohub import Tasks
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_LANGUAGES = ["English"]
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_PUBMED = True
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_LOCAL = False
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_CITATION = """\
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_HOMEPAGE = "https://github.com/PetrosStav/BioMRC_code"
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_LICENSE = "License information unavailable"
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_BASE_URL = "https://huggingface.co/datasets/biomrc/resolve/main/data/"
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_URLS = {
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"large": {
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"A": {
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"train": _BASE_URL + "biomrc_large/dataset_train.jsonl.gz",
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"val": _BASE_URL + "biomrc_large/dataset_val.jsonl.gz",
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"test": _BASE_URL + "biomrc_large/dataset_test.jsonl.gz",
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},
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"B": {
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"train": _BASE_URL + "biomrc_large/dataset_train_B.jsonl.gz",
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"val": _BASE_URL + "biomrc_large/dataset_val_B.jsonl.gz",
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"test": _BASE_URL + "biomrc_large/dataset_test_B.jsonl.gz",
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},
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},
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"small": {
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"A": {
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"train": _BASE_URL + "biomrc_small/dataset_train_small.jsonl.gz",
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"val": _BASE_URL + "biomrc_small/dataset_val_small.jsonl.gz",
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"test": _BASE_URL + "biomrc_small/dataset_test_small.jsonl.gz",
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},
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"B": {
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"train": _BASE_URL + "biomrc_small/dataset_train_small_B.jsonl.gz",
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"val": _BASE_URL + "biomrc_small/dataset_val_small_B.jsonl.gz",
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"test": _BASE_URL + "biomrc_small/dataset_test_small_B.jsonl.gz",
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},
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},
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"tiny": {
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"A": {"test": _BASE_URL + "biomrc_tiny/dataset_tiny.jsonl.gz"},
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"B": {"test": _BASE_URL + "biomrc_tiny/dataset_tiny_B.jsonl.gz"},
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},
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}
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if self.config.schema == "source":
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with open(filepath, encoding="utf-8") as fp:
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for _id, line in enumerate(fp):
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example = json.loads(line)
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example["entities_list"] = [
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self._parse_dict_from_entity(entity) for entity in example["entities_list"]
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]
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example["answer"] = self._parse_dict_from_entity(example["answer"])
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yield _id, example
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elif self.config.schema == "bigbio_qa":
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with open(filepath, encoding="utf-8") as fp:
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uid = it.count(0)
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for _id, line in enumerate(fp):
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example = json.loads(line)
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# remove info such as code, label, synonyms from answer and choices
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# f.e. @entity1 :: ('9606', 'Species') :: ['patients', 'patient']"
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example = {
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"id": next(uid),
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"question_id": next(uid),
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"document_id": next(uid),
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"question": example["title"],
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"type": "multiple_choice",
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"choices": [x.split(" :: ")[0] for x in example["entities_list"]],
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"context": example["abstract"],
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"answer": [example["answer"].split(" :: ")[0]],
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}
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yield _id, example
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