thecharlieblake published a site update

_sources/index.rst.txt

@@ -4,8 +4,9 @@ Unit Scaling
 Welcome to the :code:`unit-scaling` library. This library is designed to facilitate
 the use of the *unit scaling* and *u-µP* methods, as outlined in the papers
 `Unit Scaling: Out-of-the-Box Low-Precision Training (ICML, 2023)
-<https://arxiv.org/abs/2303.11257>`_ and `u-μP: The Unit-Scaled Maximal Update Parametrization
- <https://arxiv.org/abs/2407.17465>`_.
+<https://arxiv.org/abs/2303.11257>`_ and
+`u-μP: The Unit-Scaled Maximal Update Parametrization
+<https://arxiv.org/abs/2407.17465>`_
 
 For a demonstration of the library, see `u-μP using the unit_scaling library
 <https://github.com/graphcore-research/unit-scaling/blob/main/examples/demo.ipynb>`_ — a notebook showing the definition and training of a u-µP language model, comparing against Standard Parametrization (SP).

index.html

@@ -79,10 +79,8 @@
 <h1>Unit Scaling<a class="headerlink" href="#unit-scaling" title="Permalink to this heading"></a></h1>
 <p>Welcome to the <code class="code docutils literal notranslate"><span class="pre">unit-scaling</span></code> library. This library is designed to facilitate
 the use of the <em>unit scaling</em> and <em>u-µP</em> methods, as outlined in the papers
-<a class="reference external" href="https://arxiv.org/abs/2303.11257">Unit Scaling: Out-of-the-Box Low-Precision Training (ICML, 2023)</a> and <a href="#id1"><span class="problematic" id="id2">`</span></a>u-μP: The Unit-Scaled Maximal Update Parametrization</p>
-<blockquote>
-<div><p>&lt;<a class="reference external" href="https://arxiv.org/abs/2407.17465">https://arxiv.org/abs/2407.17465</a>&gt;`_.</p>
-</div></blockquote>
+<a class="reference external" href="https://arxiv.org/abs/2303.11257">Unit Scaling: Out-of-the-Box Low-Precision Training (ICML, 2023)</a> and
+<a class="reference external" href="https://arxiv.org/abs/2407.17465">u-μP: The Unit-Scaled Maximal Update Parametrization</a></p>
 <p>For a demonstration of the library, see <a class="reference external" href="https://github.com/graphcore-research/unit-scaling/blob/main/examples/demo.ipynb">u-μP using the unit_scaling library</a> — a notebook showing the definition and training of a u-µP language model, comparing against Standard Parametrization (SP).</p>
 <section id="installation">
 <h2>Installation<a class="headerlink" href="#installation" title="Permalink to this heading"></a></h2>