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import evaluate
from evaluate.evaluation_suite import SubTask
class Suite(evaluate.EvaluationSuite):
def __init__(self, name):
super().__init__(name)
self.preprocessor = lambda x: {"text": x["text"].lower()}
self.suite = [
SubTask(
task_type="text-classification",
data="imdb",
split="test[:2]",
data_preprocessor=None,
args_for_task={
"metric": "accuracy",
"input_column": "text",
"label_column": "label",
"label_mapping": {"NEGATIVE": 0.0, "POSITIVE": 1.0}
}
),
SubTask(
task_type="text-classification",
data="imdb",
split="test[:2]",
data_preprocessor=self.preprocessor,
args_for_task={
"metric": "accuracy",
"input_column": "text",
"label_column": "label",
"label_mapping": {"NEGATIVE": 0.0, "POSITIVE": 1.0}
}
)
]
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