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Release Notes
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=============
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+ .. include :: release-notes/v0.6.1.rst
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.. include :: release-notes/v0.6.0.rst
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.. include :: release-notes/v0.5.4.rst
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.. include :: release-notes/v0.5.3.rst
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+ |release v0.6.1 |_
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+ =================
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+
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+ This is a patch release from ``v0.6.0 `` → ``v0.6.1 ``.
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+
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+ Important Notes
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+ ---------------
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+
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+ * As a result of changes to the default behavior of ``torch.distributions `` in
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+ PyTorch ``v1.8.0 ``, accommodating changes have been made in the underlying
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+ implementations for :func: `pyhf.tensor.pytorch_backend.pytorch_backend `.
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+ These changes require a new lower bound of ``torch `` ``v1.8.0 `` for use of the
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+ PyTorch backend.
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+
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+ Fixes
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+ -----
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+
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+ * In the PyTorch backend the ``validate_args `` kwarg is used with
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+ ``torch.distributions `` to ensure a continuous approximation of the Poisson
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+ distribution in ``torch `` ``v1.8.0+ ``.
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+
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+ Features
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+ --------
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+
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+ Python API
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+ ~~~~~~~~~~
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+
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+ * The ``solver_options `` kwarg can be passed to the
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+ :func: `pyhf.optimize.opt_scipy.scipy_optimizer ` optimizer for additional
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+ configuration of the minimization.
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+ See :func: `scipy.optimize.show_options ` for additional options of optimization
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+ solvers.
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+ * The ``torch `` API is now used to provide the implementations of the ``ravel ``,
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+ ``tile ``, and ``outer `` tensorlib methods for the PyTorch backend.
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+
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+ .. |release v0.6.1 | replace :: ``v0.6.1 ``
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+ .. _`release v0.6.1` : https://github.com/scikit-hep/pyhf/releases/tag/v0.6.1
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