Upload splitters.py with huggingface_hub
Browse files- splitters.py +15 -15
splitters.py
CHANGED
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@@ -188,10 +188,10 @@ class DiverseLabelsSampler(Sampler):
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super().prepare()
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self.labels_cache = None
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def
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if "inputs" not in
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raise ValueError(f"'inputs' field is missing from '{
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inputs =
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if self.choices not in inputs:
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raise ValueError(f"'{self.choices}' field is missing from '{inputs}'.")
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choices = inputs[self.choices]
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@@ -200,29 +200,29 @@ class DiverseLabelsSampler(Sampler):
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f"Unexpected input choices value '{choices}'. Expected a list."
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)
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if "outputs" not in
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raise ValueError(f"'outputs' field is missing from '{
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outputs =
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if self.labels not in outputs:
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raise ValueError(f"'{self.labels}' field is missing from '{outputs}'.")
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if not isinstance(
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raise ValueError(
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f"Unexpected
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)
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return str([choice for choice in choices if choice in
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def divide_by_repr(self,
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labels = {}
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for
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label_repr = self.
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if label_repr == "[]" and not self.include_empty_label:
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continue
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if label_repr not in labels:
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labels[label_repr] = []
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labels[label_repr].append(
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return labels
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def sample(
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super().prepare()
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self.labels_cache = None
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def exemplar_repr(self, exemplar):
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if "inputs" not in exemplar:
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raise ValueError(f"'inputs' field is missing from '{exemplar}'.")
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inputs = exemplar["inputs"]
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if self.choices not in inputs:
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raise ValueError(f"'{self.choices}' field is missing from '{inputs}'.")
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choices = inputs[self.choices]
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f"Unexpected input choices value '{choices}'. Expected a list."
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)
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if "outputs" not in exemplar:
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raise ValueError(f"'outputs' field is missing from '{exemplar}'.")
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outputs = exemplar["outputs"]
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if self.labels not in outputs:
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raise ValueError(f"'{self.labels}' field is missing from '{outputs}'.")
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exemplar_outputs = exemplar["outputs"][self.labels]
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if not isinstance(exemplar_outputs, list):
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raise ValueError(
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f"Unexpected exemplar_outputs value '{exemplar_outputs}'. Expected a list."
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)
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return str([choice for choice in choices if choice in exemplar_outputs])
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def divide_by_repr(self, exemplars_pool):
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labels = {}
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for exemplar in exemplars_pool:
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label_repr = self.exemplar_repr(exemplar)
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if label_repr == "[]" and not self.include_empty_label:
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continue
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if label_repr not in labels:
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labels[label_repr] = []
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labels[label_repr].append(exemplar)
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return labels
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def sample(
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