From 6506d90703e561a61bebfcc1630b7edd7bfa5332 Mon Sep 17 00:00:00 2001
From: tschm <thomas.schmelzer@gmail.com>
Date: Tue, 3 Oct 2023 00:18:47 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20cvxgrp/c?=
 =?UTF-8?q?vxmarkowitz@d97a6872d8466891bd401cd2d2ddf72ca6223340=20?=
 =?UTF-8?q?=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 book/docs/notebooks/assign.html               |   6 +-
 book/docs/notebooks/demo.html                 | 100 +++++++++---------
 book/searchindex.js                           |   2 +-
 sphinx/.doctrees/autoapi/index.doctree        | Bin 4152 -> 4152 bytes
 sphinx/.doctrees/autoapi/linalg/index.doctree | Bin 28805 -> 29425 bytes
 sphinx/.doctrees/environment.pickle           | Bin 1008246 -> 1008956 bytes
 sphinx/_modules/linalg/cholesky.html          |   2 +-
 sphinx/_modules/linalg/valid.html             |   2 +-
 sphinx/_sources/autoapi/index.rst.txt         |   2 +-
 sphinx/autoapi/index.html                     |  22 ++--
 sphinx/autoapi/linalg/cholesky/index.html     |   2 +-
 sphinx/autoapi/linalg/index.html              |  18 ++--
 sphinx/autoapi/linalg/pca/index.html          |   2 +-
 sphinx/autoapi/linalg/random/index.html       |   2 +-
 sphinx/autoapi/linalg/types/index.html        |   2 +-
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 sphinx/autoapi/markowitz/index.html           |   6 +-
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 .../markowitz/models/bounds/index.html        |   2 +-
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 sphinx/index.html                             |  10 +-
 sphinx/searchindex.js                         |   2 +-
 tests/coverage/coverage.json                  |   2 +-
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 ..._8e3afc6584d47891_expected_returns_py.html |   4 +-
 .../d_8e3afc6584d47891_holding_costs_py.html  |   4 +-
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 tests/html-coverage/index.html                |   4 +-
 tests/html-report/report.html                 |   4 +-
 78 files changed, 185 insertions(+), 185 deletions(-)

diff --git a/book/docs/notebooks/assign.html b/book/docs/notebooks/assign.html
index 3f9af6a5..e07f1161 100644
--- a/book/docs/notebooks/assign.html
+++ b/book/docs/notebooks/assign.html
@@ -391,7 +391,7 @@ <h1>Reset a large matrix<a class="headerlink" href="#reset-a-large-matrix" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>68.3 ms ± 66.2 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>100 ms ± 980 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)
 </pre></div>
 </div>
 </div>
@@ -405,7 +405,7 @@ <h1>Reset a large matrix<a class="headerlink" href="#reset-a-large-matrix" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>54.4 ms ± 100 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>72 ms ± 1.09 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)
 </pre></div>
 </div>
 </div>
@@ -419,7 +419,7 @@ <h1>Reset a large matrix<a class="headerlink" href="#reset-a-large-matrix" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>15.5 µs ± 92.4 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>20 µs ± 742 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)
 </pre></div>
 </div>
 </div>
diff --git a/book/docs/notebooks/demo.html b/book/docs/notebooks/demo.html
index 0d1c628c..eaf30d37 100644
--- a/book/docs/notebooks/demo.html
+++ b/book/docs/notebooks/demo.html
@@ -479,9 +479,9 @@ <h1>Long only 1/n portfolio<a class="headerlink" href="#long-only-1-n-portfolio"
         });
         }
         </script>
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@@ -517,9 +517,9 @@ <h1>Long only 1/n portfolio<a class="headerlink" href="#long-only-1-n-portfolio"
 The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result
 </pre></div>
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@@ -597,29 +597,29 @@ <h3>Resample an existing portfolio<a class="headerlink" href="#resample-an-exist
   </thead>
   <tbody>
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-      <th>2013-09-30</th>
+      <th>2013-10-03</th>
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     <tr>
-      <th>2013-10-01</th>
-      <td>1.013276e+06</td>
-      <td>1.013276e+06</td>
+      <th>2013-10-04</th>
+      <td>1.000778e+06</td>
+      <td>1.000778e+06</td>
     </tr>
     <tr>
-      <th>2013-10-02</th>
-      <td>1.016715e+06</td>
-      <td>1.016715e+06</td>
+      <th>2013-10-07</th>
+      <td>9.948812e+05</td>
+      <td>9.948731e+05</td>
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     <tr>
-      <th>2013-10-03</th>
-      <td>1.007322e+06</td>
-      <td>1.007338e+06</td>
+      <th>2013-10-08</th>
+      <td>9.828782e+05</td>
+      <td>9.828575e+05</td>
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     <tr>
-      <th>2013-10-04</th>
-      <td>1.008106e+06</td>
-      <td>1.008123e+06</td>
+      <th>2013-10-09</th>
+      <td>9.870201e+05</td>
+      <td>9.870263e+05</td>
     </tr>
     <tr>
       <th>...</th>
@@ -627,29 +627,29 @@ <h3>Resample an existing portfolio<a class="headerlink" href="#resample-an-exist
       <td>...</td>
     </tr>
     <tr>
-      <th>2023-09-21</th>
-      <td>7.668447e+06</td>
-      <td>7.647215e+06</td>
+      <th>2023-09-26</th>
+      <td>7.495211e+06</td>
+      <td>7.473766e+06</td>
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     <tr>
-      <th>2023-09-22</th>
-      <td>7.656890e+06</td>
-      <td>7.634960e+06</td>
+      <th>2023-09-27</th>
+      <td>7.512283e+06</td>
+      <td>7.491692e+06</td>
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-      <th>2023-09-25</th>
-      <td>7.695686e+06</td>
-      <td>7.673542e+06</td>
+      <th>2023-09-28</th>
+      <td>7.554998e+06</td>
+      <td>7.534964e+06</td>
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-      <th>2023-09-26</th>
-      <td>7.550093e+06</td>
-      <td>7.528282e+06</td>
+      <th>2023-09-29</th>
+      <td>7.550715e+06</td>
+      <td>7.529959e+06</td>
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     <tr>
-      <th>2023-09-27</th>
-      <td>7.567291e+06</td>
-      <td>7.546340e+06</td>
+      <th>2023-10-02</th>
+      <td>7.661670e+06</td>
+      <td>7.641245e+06</td>
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@@ -665,17 +665,17 @@ <h3>Resample an existing portfolio<a class="headerlink" href="#resample-an-exist
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 Date                                                            
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-2013-10-03  16655.259419  11466.452053  9008.378391  1794.785020
-2013-10-04  16655.259419  11466.452053  9008.378391  1794.785020
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+2013-10-04  16591.751543  11457.136349  8816.832972  1789.444701
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+2013-10-09  16591.751543  11457.136349  8816.832972  1789.444701
 ...                  ...           ...          ...          ...
-2023-09-21  10621.686818  14710.415285  6122.998946  4475.904193
-2023-09-22  10621.686818  14710.415285  6122.998946  4475.904193
-2023-09-25  10621.686818  14710.415285  6122.998946  4475.904193
-2023-09-26  10621.686818  14710.415285  6122.998946  4475.904193
-2023-09-27  10621.686818  14710.415285  6122.998946  4475.904193
+2023-09-26  10544.476840  14603.483979  6078.490326  4443.368450
+2023-09-27  10544.476840  14603.483979  6078.490326  4443.368450
+2023-09-28  10544.476840  14603.483979  6078.490326  4443.368450
+2023-09-29  10544.476840  14603.483979  6078.490326  4443.368450
+2023-10-02  11023.986158  14170.434422  5952.199091  4482.501242
 
 [2516 rows x 4 columns]
 </pre></div>
@@ -695,9 +695,9 @@ <h3>Resample an existing portfolio<a class="headerlink" href="#resample-an-exist
 The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result
 </pre></div>
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@@ -734,9 +734,9 @@ <h3>Resample an existing portfolio<a class="headerlink" href="#resample-an-exist
 The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result
 </pre></div>
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@@ -795,9 +795,9 @@ <h3>Trade only days in predefined grid<a class="headerlink" href="#trade-only-da
 The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result
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@@ -834,9 +834,9 @@ <h3>Trade only days in predefined grid<a class="headerlink" href="#trade-only-da
 The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result
 </pre></div>
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diff --git a/book/searchindex.js b/book/searchindex.js
index 22fb299f..a59627b3 100644
--- a/book/searchindex.js
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diff --git a/sphinx/_modules/linalg/cholesky.html b/sphinx/_modules/linalg/cholesky.html
index a21ae8ea..091d7cf9 100644
--- a/sphinx/_modules/linalg/cholesky.html
+++ b/sphinx/_modules/linalg/cholesky.html
@@ -97,7 +97,7 @@ <h1>Source code for linalg.cholesky</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="cholesky">
-<a class="viewcode-back" href="../../autoapi/linalg/cholesky/index.html#linalg.cholesky.cholesky">[docs]</a>
+<a class="viewcode-back" href="../../autoapi/linalg/index.html#linalg.cholesky.cholesky">[docs]</a>
 <span class="k">def</span> <span class="nf">cholesky</span><span class="p">(</span><span class="n">cov</span><span class="p">:</span> <span class="n">Matrix</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Matrix</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Compute the cholesky decomposition of a covariance matrix&quot;&quot;&quot;</span>
     <span class="c1"># upper triangular part of the cholesky decomposition</span>
diff --git a/sphinx/_modules/linalg/valid.html b/sphinx/_modules/linalg/valid.html
index bd9e90da..c626a4d0 100644
--- a/sphinx/_modules/linalg/valid.html
+++ b/sphinx/_modules/linalg/valid.html
@@ -97,7 +97,7 @@ <h1>Source code for linalg.valid</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="valid">
-<a class="viewcode-back" href="../../autoapi/linalg/valid/index.html#linalg.valid.valid">[docs]</a>
+<a class="viewcode-back" href="../../autoapi/linalg/valid/index.html#linalg.valid">[docs]</a>
 <span class="k">def</span> <span class="nf">valid</span><span class="p">(</span><span class="n">matrix</span><span class="p">:</span> <span class="n">Matrix</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">[</span><span class="n">Matrix</span><span class="p">,</span> <span class="n">Matrix</span><span class="p">]:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Construct the valid subset of matrix (correlation) matrix</span>
diff --git a/sphinx/_sources/autoapi/index.rst.txt b/sphinx/_sources/autoapi/index.rst.txt
index ac484217..748adc2a 100644
--- a/sphinx/_sources/autoapi/index.rst.txt
+++ b/sphinx/_sources/autoapi/index.rst.txt
@@ -6,7 +6,7 @@ This page contains auto-generated API reference documentation [#f1]_.
 .. toctree::
    :titlesonly:
 
-   /autoapi/linalg/index
    /autoapi/markowitz/index
+   /autoapi/linalg/index
 
 .. [#f1] Created with `sphinx-autoapi <https://github.com/readthedocs/sphinx-autoapi>`_
\ No newline at end of file
diff --git a/sphinx/autoapi/index.html b/sphinx/autoapi/index.html
index a52adbbd..0d34475f 100644
--- a/sphinx/autoapi/index.html
+++ b/sphinx/autoapi/index.html
@@ -22,7 +22,7 @@
     <script src="../_static/js/theme.js"></script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="linalg" href="linalg/index.html" />
+    <link rel="next" title="markowitz" href="markowitz/index.html" />
     <link rel="prev" title="License" href="../license.html" /> 
 </head>
 
@@ -51,8 +51,8 @@
 </ul>
 <ul class="current">
 <li class="toctree-l1 current"><a class="current reference internal" href="#">API Reference</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="markowitz/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -86,14 +86,6 @@ <h1>API Reference<a class="headerlink" href="#api-reference" title="Link to this
 <p>This page contains auto-generated API reference documentation <a class="footnote-reference brackets" href="#f1" id="id1" role="doc-noteref"><span class="fn-bracket">[</span>1<span class="fn-bracket">]</span></a>.</p>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a><ul>
-<li class="toctree-l2"><a class="reference internal" href="linalg/cholesky/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.cholesky</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="linalg/pca/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.pca</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="linalg/random/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.random</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="linalg/types/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.types</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="linalg/valid/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.valid</span></code></a></li>
-</ul>
-</li>
 <li class="toctree-l1"><a class="reference internal" href="markowitz/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="markowitz/models/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz.models</span></code></a><ul>
 <li class="toctree-l3"><a class="reference internal" href="markowitz/models/bounds/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz.models.bounds</span></code></a></li>
@@ -135,6 +127,14 @@ <h1>API Reference<a class="headerlink" href="#api-reference" title="Link to this
 <li class="toctree-l2"><a class="reference internal" href="markowitz/types/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz.types</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="linalg/cholesky/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.cholesky</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="linalg/pca/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.pca</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="linalg/random/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.random</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="linalg/types/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.types</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="linalg/valid/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.valid</span></code></a></li>
+</ul>
+</li>
 </ul>
 </div>
 <aside class="footnote-list brackets">
@@ -150,7 +150,7 @@ <h1>API Reference<a class="headerlink" href="#api-reference" title="Link to this
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="../license.html" class="btn btn-neutral float-left" title="License" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="linalg/index.html" class="btn btn-neutral float-right" title="linalg" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="markowitz/index.html" class="btn btn-neutral float-right" title="markowitz" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/sphinx/autoapi/linalg/cholesky/index.html b/sphinx/autoapi/linalg/cholesky/index.html
index eaf8d0e7..91b8f884 100644
--- a/sphinx/autoapi/linalg/cholesky/index.html
+++ b/sphinx/autoapi/linalg/cholesky/index.html
@@ -51,6 +51,7 @@
 </ul>
 <ul class="current">
 <li class="toctree-l1 current"><a class="reference internal" href="../../index.html">API Reference</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="../../markowitz/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a><ul class="current">
 <li class="toctree-l3 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
 <li class="toctree-l4 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.cholesky</span></code></a></li>
@@ -63,7 +64,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../../markowitz/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a></li>
 </ul>
 </li>
 </ul>
diff --git a/sphinx/autoapi/linalg/index.html b/sphinx/autoapi/linalg/index.html
index 89da68a5..b5524fcc 100644
--- a/sphinx/autoapi/linalg/index.html
+++ b/sphinx/autoapi/linalg/index.html
@@ -23,7 +23,7 @@
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
     <link rel="next" title="linalg.cholesky" href="cholesky/index.html" />
-    <link rel="prev" title="API Reference" href="../index.html" /> 
+    <link rel="prev" title="markowitz.types" href="../markowitz/types/index.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -51,6 +51,7 @@
 </ul>
 <ul class="current">
 <li class="toctree-l1 current"><a class="reference internal" href="../index.html">API Reference</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="../markowitz/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#submodules">Submodules</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="cholesky/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg.cholesky</span></code></a></li>
@@ -67,7 +68,6 @@
 </li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../markowitz/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -128,17 +128,17 @@ <h3>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <h3>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#linalg.cholesky" title="linalg.cholesky"><code class="xref py py-obj docutils literal notranslate"><span class="pre">cholesky</span></code></a></p></td>
-<td><p>Cholesky decomposition with numpy</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#linalg.cholesky" title="linalg.cholesky"><code class="xref py py-obj docutils literal notranslate"><span class="pre">cholesky</span></code></a>(→ cvx.linalg.types.Matrix)</p></td>
+<td><p>Compute the cholesky decomposition of a covariance matrix</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="valid/index.html#module-linalg.valid" title="linalg.valid"><code class="xref py py-obj docutils literal notranslate"><span class="pre">valid</span></code></a></p></td>
-<td><p>Extract valid submatrix of a matrix</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="valid/index.html#module-linalg.valid" title="linalg.valid"><code class="xref py py-obj docutils literal notranslate"><span class="pre">valid</span></code></a>(→ tuple[cvx.linalg.types.Matrix, ...)</p></td>
+<td><p>Construct the valid subset of matrix (correlation) matrix</p></td>
 </tr>
 </tbody>
 </table>
 <dl class="py function">
 <dt class="sig sig-object py" id="linalg.cholesky">
-<span class="sig-prename descclassname"><span class="pre">linalg.</span></span><span class="sig-name descname"><span class="pre">cholesky</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cov</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">cvx.linalg.types.Matrix</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">cvx.linalg.types.Matrix</span></span></span><a class="headerlink" href="#linalg.cholesky" title="Link to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">linalg.</span></span><span class="sig-name descname"><span class="pre">cholesky</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cov</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">cvx.linalg.types.Matrix</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">cvx.linalg.types.Matrix</span></span></span><a class="reference internal" href="../../_modules/linalg/cholesky.html#cholesky"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#linalg.cholesky" title="Link to this definition"></a></dt>
 <dd><p>Compute the cholesky decomposition of a covariance matrix</p>
 </dd></dl>
 
@@ -189,7 +189,7 @@ <h3>Functions<a class="headerlink" href="#functions" title="Link to this heading
 
 <dl class="py function">
 <dt class="sig sig-object py" id="linalg.valid">
-<span class="sig-prename descclassname"><span class="pre">linalg.</span></span><span class="sig-name descname"><span class="pre">valid</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">cvx.linalg.types.Matrix</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">cvx.linalg.types.Matrix</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">cvx.linalg.types.Matrix</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#linalg.valid" title="Link to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">linalg.</span></span><span class="sig-name descname"><span class="pre">valid</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">cvx.linalg.types.Matrix</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">cvx.linalg.types.Matrix</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">cvx.linalg.types.Matrix</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../../_modules/linalg/valid.html#valid"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#linalg.valid" title="Link to this definition"></a></dt>
 <dd><p>Construct the valid subset of matrix (correlation) matrix
 :param matrix: n x n matrix</p>
 <dl class="field-list simple">
@@ -208,7 +208,7 @@ <h3>Functions<a class="headerlink" href="#functions" title="Link to this heading
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="../index.html" class="btn btn-neutral float-left" title="API Reference" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="../markowitz/types/index.html" class="btn btn-neutral float-left" title="markowitz.types" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="cholesky/index.html" class="btn btn-neutral float-right" title="linalg.cholesky" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
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diff --git a/sphinx/autoapi/linalg/pca/index.html b/sphinx/autoapi/linalg/pca/index.html
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@@ -51,6 +51,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../../markowitz/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a></li>
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@@ -51,6 +51,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../../markowitz/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a><ul class="current">
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@@ -63,7 +64,6 @@
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diff --git a/sphinx/autoapi/linalg/types/index.html b/sphinx/autoapi/linalg/types/index.html
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@@ -51,6 +51,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../../markowitz/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a><ul class="current">
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@@ -63,7 +64,6 @@
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-    <link rel="next" title="markowitz" href="../../markowitz/index.html" />
     <link rel="prev" title="linalg.types" href="../types/index.html" /> 
 </head>
 
@@ -51,6 +50,7 @@
 </ul>
 <ul class="current">
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+<li class="toctree-l2"><a class="reference internal" href="../../markowitz/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a><ul class="current">
 <li class="toctree-l3 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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@@ -63,7 +63,6 @@
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-<li class="toctree-l2"><a class="reference internal" href="../../markowitz/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -130,7 +129,6 @@ <h3>Functions<a class="headerlink" href="#functions" title="Link to this heading
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="../types/index.html" class="btn btn-neutral float-left" title="linalg.types" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="../../markowitz/index.html" class="btn btn-neutral float-right" title="markowitz" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/sphinx/autoapi/markowitz/builder/index.html b/sphinx/autoapi/markowitz/builder/index.html
index c86c291a..d679b687 100644
--- a/sphinx/autoapi/markowitz/builder/index.html
+++ b/sphinx/autoapi/markowitz/builder/index.html
@@ -51,7 +51,6 @@
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-<li class="toctree-l2"><a class="reference internal" href="../../linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz</span></code></a><ul class="current">
 <li class="toctree-l3"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l3 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
@@ -64,6 +63,7 @@
 </li>
 </ul>
 </li>
+<li class="toctree-l2"><a class="reference internal" href="../../linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
 </ul>
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diff --git a/sphinx/autoapi/markowitz/cvxerror/index.html b/sphinx/autoapi/markowitz/cvxerror/index.html
index f168c795..6afe9208 100644
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@@ -51,7 +51,6 @@
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-<li class="toctree-l2"><a class="reference internal" href="../../linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
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 <li class="toctree-l3 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
@@ -64,6 +63,7 @@
 </li>
 </ul>
 </li>
+<li class="toctree-l2"><a class="reference internal" href="../../linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
 </ul>
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diff --git a/sphinx/autoapi/markowitz/index.html b/sphinx/autoapi/markowitz/index.html
index 90db32f8..ed058c43 100644
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@@ -23,7 +23,7 @@
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     <link rel="search" title="Search" href="../../search.html" />
     <link rel="next" title="markowitz.models" href="models/index.html" />
-    <link rel="prev" title="linalg.valid" href="../linalg/valid/index.html" /> 
+    <link rel="prev" title="API Reference" href="../index.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -51,7 +51,6 @@
 </ul>
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 <li class="toctree-l4"><a class="reference internal" href="models/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz.models</span></code></a></li>
@@ -70,6 +69,7 @@
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 </li>
+<li class="toctree-l2"><a class="reference internal" href="../linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
 </ul>
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@@ -159,7 +159,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="../linalg/valid/index.html" class="btn btn-neutral float-left" title="linalg.valid" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="../index.html" class="btn btn-neutral float-left" title="API Reference" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="models/index.html" class="btn btn-neutral float-right" title="markowitz.models" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
diff --git a/sphinx/autoapi/markowitz/model/index.html b/sphinx/autoapi/markowitz/model/index.html
index a119a9c3..dd944a4b 100644
--- a/sphinx/autoapi/markowitz/model/index.html
+++ b/sphinx/autoapi/markowitz/model/index.html
@@ -51,7 +51,6 @@
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-<li class="toctree-l2"><a class="reference internal" href="../../linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
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@@ -64,6 +63,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../../linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
 </ul>
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diff --git a/sphinx/autoapi/markowitz/models/bounds/index.html b/sphinx/autoapi/markowitz/models/bounds/index.html
index ef794bf4..b425c543 100644
--- a/sphinx/autoapi/markowitz/models/bounds/index.html
+++ b/sphinx/autoapi/markowitz/models/bounds/index.html
@@ -51,7 +51,6 @@
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-<li class="toctree-l2"><a class="reference internal" href="../../../linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
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 <li class="toctree-l4 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markowitz.models</span></code></a></li>
@@ -63,6 +62,7 @@
 <li class="toctree-l3"><a class="reference internal" href="../../index.html#submodules">Submodules</a></li>
 </ul>
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+<li class="toctree-l2"><a class="reference internal" href="../../../linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
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@@ -63,6 +62,7 @@
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 </ul>
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+<li class="toctree-l2"><a class="reference internal" href="../../../linalg/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">linalg</span></code></a></li>
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\ No newline at end of file
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diff --git a/tests/coverage/coverage.json b/tests/coverage/coverage.json
index 44cdf6dc..0243dd51 100644
--- a/tests/coverage/coverage.json
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.3.1">coverage.py v7.3.1</a>,
-            created at 2023-09-28 05:38 +0000
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.3.1">coverage.py v7.3.1</a>,
-            created at 2023-09-28 05:38 +0000
+            created at 2023-10-03 00:15 +0000
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.3.1">coverage.py v7.3.1</a>,
-            created at 2023-09-28 05:38 +0000
+            created at 2023-10-03 00:15 +0000
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.3.1">coverage.py v7.3.1</a>,
-            created at 2023-09-28 05:38 +0000
+            created at 2023-10-03 00:15 +0000
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diff --git a/tests/html-coverage/d_c88b7eba4a819884_cvar_py.html b/tests/html-coverage/d_c88b7eba4a819884_cvar_py.html
index babdcfc8..4fc4e274 100644
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             <a id="nextFileLink" class="nav" href="d_0e0294e60ab98629___init___py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.3.1">coverage.py v7.3.1</a>,
-            created at 2023-09-28 05:38 +0000
+            created at 2023-10-03 00:15 +0000
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             <a id="nextFileLink" class="nav" href="d_0e0294e60ab98629___init___py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.3.1">coverage.py v7.3.1</a>,
-            created at 2023-09-28 05:38 +0000
+            created at 2023-10-03 00:15 +0000
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diff --git a/tests/html-coverage/index.html b/tests/html-coverage/index.html
index 5cde9c65..8f540d27 100644
--- a/tests/html-coverage/index.html
+++ b/tests/html-coverage/index.html
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         </form>
         <p class="text">
             <a class="nav" href="https://coverage.readthedocs.io/en/7.3.1">coverage.py v7.3.1</a>,
-            created at 2023-09-28 05:38 +0000
+            created at 2023-10-03 00:15 +0000
         </p>
     </div>
 </header>
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     <div class="content">
         <p>
             <a class="nav" href="https://coverage.readthedocs.io/en/7.3.1">coverage.py v7.3.1</a>,
-            created at 2023-09-28 05:38 +0000
+            created at 2023-10-03 00:15 +0000
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diff --git a/tests/html-report/report.html b/tests/html-report/report.html
index f8ac6ebb..1b719218 100644
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@@ -7,7 +7,7 @@
   </head>
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+    <p>Report generated on 03-Oct-2023 at 00:15:28 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
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