Spaces:
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Update Space (evaluate main: e4a27243)
Browse files- mahalanobis.py +22 -2
- requirements.txt +1 -1
mahalanobis.py
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# limitations under the License.
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"""Mahalanobis metric."""
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import datasets
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import numpy as np
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"""
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@evaluate.utils.file_utils.add_start_docstrings(_DESCRIPTION, _KWARGS_DESCRIPTION)
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class Mahalanobis(evaluate.Metric):
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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(
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{
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"X": datasets.Sequence(datasets.Value("float", id="sequence"), id="X"),
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),
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)
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def _compute(self, X
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# convert to numpy arrays
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X = np.array(X)
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# limitations under the License.
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"""Mahalanobis 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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import numpy as np
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"""
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@dataclass
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class MahalanobisConfig(evaluate.info.Config):
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name: str = "default"
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reference_distribution: Optional[List] = None
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@evaluate.utils.file_utils.add_start_docstrings(_DESCRIPTION, _KWARGS_DESCRIPTION)
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class Mahalanobis(evaluate.Metric):
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CONFIG_CLASS = MahalanobisConfig
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ALLOWED_CONFIG_NAMES = ["default"]
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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(
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{
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"X": datasets.Sequence(datasets.Value("float", id="sequence"), id="X"),
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),
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)
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def _compute(self, X):
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if self.config.reference_distribution is None:
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raise ValueError("You need to provide a `reference_distribution`.")
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else:
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reference_distribution = self.config.reference_distribution
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# convert to numpy arrays
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X = np.array(X)
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requirements.txt
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@@ -1 +1 @@
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git+https://github.com/huggingface/evaluate@
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git+https://github.com/huggingface/evaluate@e4a2724377909fe2aeb4357e3971e5a569673b39
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