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small doc fixes
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mdekstrand committed Jun 12, 2024
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2 changes: 1 addition & 1 deletion docs/addons/hpf.rst
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@@ -4,7 +4,7 @@ Hierarchical Poisson Factorization
.. module:: lenskit_hpf

This module provides a LensKit bridge to the hpfrec_ library implementing hierarchical Poisson
factorization :cite:p:`Gopalan2013-ko`.
factorization :cite:p:`gopalanScalableRecommendationPoisson2013a`.

To install, run::

4 changes: 2 additions & 2 deletions docs/parallel.rst
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@@ -6,7 +6,7 @@ Parallel Execution
LensKit supports various forms of parallel execution, each with an environment
variable controlling its :

- :doc:`Batch operations <batch>` using :doc:`multi-process execution <parallel-model-ops>`.
- :doc:`Batch operations <batch>` using :ref:`multi-process execution <parallel-model-ops>`.
- Parallel model training. For most models provided by LensKit, this is usually
implemented using PyTorch JIT parallelism (:func:`torch.jit.fork`).
- Parallel computation in the various backends (BLAS, MKL, Torch, etc.).
@@ -60,7 +60,7 @@ environment variables are:

.. autofunction:: ensure_parallel_init

.. _parallel-model-ops::
.. _parallel-model-ops:

Parallel Model Ops
~~~~~~~~~~~~~~~~~~

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