split data
Browse files- data/test.json +0 -0
- data/train.json +0 -0
- data_preparation.py +43 -0
- policies.py +6 -2
data/test.json
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data/train.json
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data_preparation.py
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import json
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from sklearn.model_selection import train_test_split
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def split_data(file_name: str, data_type: str):
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if data_type == "json":
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with open(file_name, 'r') as json_file:
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data = json.load(json_file)["data"]
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json_file.close()
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train, test = train_test_split(data, train_size=0.9, random_state=42)
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return(train, test)
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def save_json(data: dict, file_name: str):
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"""
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Method to save the json file.
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Parameters:
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----------
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data: dict,
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data to be saved in file.
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file_name: str,
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name of the file.
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Returns:
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--------
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None
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"""
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# save the split
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with open(file_name, "w") as data_file:
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json.dump(data, data_file, indent=2)
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data_file.close()
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if __name__ == "__main__":
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# split the train data
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train, test = split_data("policies-qa-training.json", "json")
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# save the train split
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save_json(train, "train.json")
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# save the test split
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save_json(test, "test.json")
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policies.py
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@@ -6,13 +6,16 @@ from datasets.tasks import QuestionAnsweringExtractive
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logger = datasets.logging.get_logger(__name__)
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_DESCRIPTION = """\
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Manually generated dataset for policies qa
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"""
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_URLS = {
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class PoliciesQAConfig(datasets.BuilderConfig):
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question_column="question", context_column="context", answers_column="answers"
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)
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],
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)
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def _split_generators(self, dl_manager):
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logger = datasets.logging.get_logger(__name__)
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_CITATION = """"""
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_DESCRIPTION = """\
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Manually generated dataset for policies qa
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"""
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_URLS = {
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"train": "./data/train.json",
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"test": "./data/test.json"
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}
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class PoliciesQAConfig(datasets.BuilderConfig):
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question_column="question", context_column="context", answers_column="answers"
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)
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],
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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