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docs: fix broken links (#9996)
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tara-hpe authored Sep 26, 2024
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4 changes: 2 additions & 2 deletions docs/model-dev-guide/hyperparameter/search-methods/_index.rst
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Expand Up @@ -38,8 +38,8 @@ checkpoints for downstream serving.
Adaptive Search
*****************

Our default recommended search method is `Adaptive (ASHA) <https://arxiv.org/pdf/1810.05934.pdf>`_,
a state-of-the-art early-stopping based technique that speeds up traditional techniques like random
Our default recommended search method is `Adaptive (ASHA) <http://arxiv.org/pdf/1810.05934>`_, a
state-of-the-art early-stopping based technique that speeds up traditional techniques like random
search by periodically abandoning low-performing hyperparameter configurations in a principled
fashion.

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6 changes: 3 additions & 3 deletions docs/reference/deploy/master-config-reference.rst
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Expand Up @@ -133,8 +133,8 @@ Defaults to ``false``.
=================

Defines the default `Docker registry credentials
<https://docs.docker.com/engine/api/v1.30/#tag/System/operation/SystemAuth>`__ to use when pulling a
custom base Docker image, if needed. If credentials are specified in the :ref:`experiment config
<https://docs.docker.com/reference/api/engine/version/v1.30/>`__ to use when pulling a custom base
Docker image, if needed. If credentials are specified in the :ref:`experiment config
<exp-environment-image>` this default value is overridden. Credentials are specified as the
following nested fields:

Expand Down Expand Up @@ -283,7 +283,7 @@ master config that provides a readable name for the Determined deployment.
``name``
--------

(deprecated) Specifies the resource managers name. ``cluster_name`` should be specified instead.
(deprecated) Specifies the resource manager's name. ``cluster_name`` should be specified instead.

``metadata``
============
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4 changes: 2 additions & 2 deletions docs/reference/experiment-config-reference.rst
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Expand Up @@ -1313,8 +1313,8 @@ Optional. Whether the bind-mount should be a read-only mount. Defaults to ``fals
===============

Optional. `Propagation behavior
<https://docs.docker.com/storage/bind-mounts/#configure-bind-propagation>`__ for replicas of the
bind-mount. Defaults to ``rprivate``.
<https://docs.docker.com/engine/storage/bind-mounts/#configure-bind-propagation>`__ for replicas of
the bind-mount. Defaults to ``rprivate``.

For example, to mount ``/data`` on the host to the same path in the container, use:

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5 changes: 3 additions & 2 deletions docs/setup-cluster/on-prem/options/docker.rst
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Expand Up @@ -193,7 +193,8 @@ large range of ports, as it does not require network address translation (NAT) a
The host networking driver only works on Linux hosts, and is not supported on Docker Desktop for
Mac, Docker Desktop for Windows, or Docker EE for Windows Server.

See `Docker's documentation <https://docs.docker.com/network/drivers/host/>`_ for more details.
See `Docker's documentation <https://docs.docker.com/engine/network/drivers/host/>`_ for more
details.

.. note::

Expand All @@ -209,7 +210,7 @@ See `Docker's documentation <https://docs.docker.com/network/drivers/host/>`_ fo

By default, ``docker run`` will run in the foreground, so that a container can be stopped simply by
pressing Control-C. If you wish to keep Determined running for the long term, consider running the
containers `detached <ttps://docs.docker.com/engine/reference/commandline/container_run/#detach>`_
containers `detached <https://docs.docker.com/engine/reference/commandline/container_run/#detach>`_
and/or with `restart policies
<https://docs.docker.com/engine/containers/start-containers-automatically/>`_. Using :ref:`our
deployment tool <install-using-deploy>` is also an option.

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