Instruct the user how to install qunfold in the case of an unsuccessful import
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"""This module allows the composition of quantification methods from loss functions and feature transformations. This functionality is realized through an integration of the qunfold package: https://github.com/mirkobunse/qunfold."""
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"""This module allows the composition of quantification methods from loss functions and feature transformations. This functionality is realized through an integration of the qunfold package: https://github.com/mirkobunse/qunfold."""
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import qunfold
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_import_error_message = """qunfold, the back-end of quapy.method.composable, is not properly installed.
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from qunfold.quapy import QuaPyWrapper
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from qunfold.sklearn import CVClassifier
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To fix this error, call:
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from qunfold import (
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pip install --upgrade pip setuptools wheel
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pip install "jax[cpu]"
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pip install "qunfold @ git+https://github.com/mirkobunse/qunfold@v0.1.4"
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"""
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try:
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import qunfold
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from qunfold.quapy import QuaPyWrapper
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from qunfold.sklearn import CVClassifier
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from qunfold import (
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LeastSquaresLoss, # losses
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LeastSquaresLoss, # losses
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BlobelLoss,
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BlobelLoss,
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EnergyLoss,
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EnergyLoss,
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@ -19,9 +29,9 @@ from qunfold import (
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LaplacianKernelTransformer,
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LaplacianKernelTransformer,
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GaussianKernelTransformer,
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GaussianKernelTransformer,
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GaussianRFFKernelTransformer,
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GaussianRFFKernelTransformer,
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)
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)
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__all__ = [ # control public members, e.g., for auto-documentation in sphinx; omit QuaPyWrapper
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__all__ = [ # control public members, e.g., for auto-documentation in sphinx; omit QuaPyWrapper
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"ComposableQuantifier",
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"ComposableQuantifier",
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"CVClassifier",
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"CVClassifier",
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"LeastSquaresLoss",
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"LeastSquaresLoss",
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@ -39,7 +49,9 @@ __all__ = [ # control public members, e.g., for auto-documentation in sphinx; om
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"LaplacianKernelTransformer",
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"LaplacianKernelTransformer",
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"GaussianKernelTransformer",
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"GaussianKernelTransformer",
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"GaussianRFFKernelTransformer",
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"GaussianRFFKernelTransformer",
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]
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]
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except ImportError as e:
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raise ImportError(_import_error_message) from e
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def ComposableQuantifier(loss, transformer, **kwargs):
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def ComposableQuantifier(loss, transformer, **kwargs):
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"""A generic quantification / unfolding method that solves a linear system of equations.
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"""A generic quantification / unfolding method that solves a linear system of equations.
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