HazyResearch/fonduer

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src/fonduer/learning/models/prediction.py

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"""Fonduer learning prediction model."""
from sqlalchemy import Column, Float

from fonduer.meta import Meta
from fonduer.utils.models.annotation import AnnotationKeyMixin, AnnotationMixin


class PredictionKey(AnnotationKeyMixin, Meta.Base):
    """A Prediction's annotation key."""

    pass


class Prediction(AnnotationMixin, Meta.Base):
    """A Prediction table.

    A probability associated with a Candidate, indicating the degree of belief
    that the Candidate is true.

    A Prediction's annotation key indicates which process or method produced
    the Prediction, e.g., which model with which ParameterSet.
    """

    value = Column(Float, nullable=False)