Update Space (evaluate main: c447fc8e)
Browse files- mse.py +3 -25
- requirements.txt +1 -1
mse.py
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# limitations under the License.
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"""MSE - Mean Squared Error Metric"""
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from dataclasses import dataclass
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from typing import List, Optional
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import datasets
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from sklearn.metrics import mean_squared_error
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"""
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@dataclass
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class MseConfig(evaluate.info.Config):
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name: str = "default"
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multioutput: str = "uniform_average"
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sample_weight: Optional[List[float]] = None
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squared: bool = True
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@evaluate.utils.file_utils.add_start_docstrings(_DESCRIPTION, _KWARGS_DESCRIPTION)
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class Mse(evaluate.Metric):
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CONFIG_CLASS = MseConfig
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ALLOWED_CONFIG_NAMES = ["default", "multilist"]
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def _info(self, config):
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return evaluate.MetricInfo(
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description=_DESCRIPTION,
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citation=_CITATION,
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inputs_description=_KWARGS_DESCRIPTION,
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config=config,
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features=datasets.Features(self._get_feature_types()),
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reference_urls=[
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"https://scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_error.html"
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"references": datasets.Value("float"),
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}
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def _compute(self, predictions, references):
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mse = mean_squared_error(
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references,
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predictions,
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sample_weight=self.config.sample_weight,
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multioutput=self.config.multioutput,
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squared=self.config.squared,
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)
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return {"mse": mse}
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# limitations under the License.
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"""MSE - Mean Squared Error Metric"""
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import datasets
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from sklearn.metrics import mean_squared_error
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"""
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@evaluate.utils.file_utils.add_start_docstrings(_DESCRIPTION, _KWARGS_DESCRIPTION)
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class Mse(evaluate.Metric):
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def _info(self):
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return evaluate.MetricInfo(
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description=_DESCRIPTION,
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citation=_CITATION,
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inputs_description=_KWARGS_DESCRIPTION,
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features=datasets.Features(self._get_feature_types()),
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reference_urls=[
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"https://scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_error.html"
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"references": datasets.Value("float"),
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}
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def _compute(self, predictions, references, sample_weight=None, multioutput="uniform_average", squared=True):
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mse = mean_squared_error(
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references, predictions, sample_weight=sample_weight, multioutput=multioutput, squared=squared
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)
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return {"mse": mse}
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requirements.txt
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@@ -1,2 +1,2 @@
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git+https://github.com/huggingface/evaluate@
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sklearn
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git+https://github.com/huggingface/evaluate@c447fc8eda9c62af501bfdc6988919571050d950
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sklearn
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