sentiment-evaluation-suite / sentiment-evaluation-suite.py
mathemakitten's picture
fix
f77557b
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[:10]",
data_preprocessor=self.preprocessor,
args_for_task={
"metric": "accuracy",
"input_column": "text",
"label_column": "label",
"label_mapping": {
"LABEL_0": 0.0,
"LABEL_1": 1.0
}
}
),
SubTask(
task_type="text-classification",
data="sst2",
split="test[:10]",
data_preprocessor=lambda x: {"sentence": x["sentence"].lower()},
args_for_task={
"metric": "accuracy",
"input_column": "sentence",
"label_column": "label",
"label_mapping": {
"LABEL_0": 0.0,
"LABEL_1": 1.0
}
}
)
]