From 030ed21abc85c573e473d471fe67bd9c8cbdfff8 Mon Sep 17 00:00:00 2001
From: David Pilger <dpilger26@gmail.com>
Date: Thu, 1 May 2025 22:14:22 -0600
Subject: [PATCH 1/2] modified linalg::lstsq to match numpy behavior when
 inputing a multi-dimentional b matrix in support of Issue #230

---
 include/NumCpp/Linalg/lstsq.hpp        | 34 ++++++++++++++++++++++++--
 include/NumCpp/Linalg/svd/SVDClass.hpp |  2 +-
 test/pytest/test_linalg.py             | 25 +++++++++++++++++++
 3 files changed, 58 insertions(+), 3 deletions(-)

diff --git a/include/NumCpp/Linalg/lstsq.hpp b/include/NumCpp/Linalg/lstsq.hpp
index 2bf7956e0..4065f9605 100644
--- a/include/NumCpp/Linalg/lstsq.hpp
+++ b/include/NumCpp/Linalg/lstsq.hpp
@@ -48,7 +48,8 @@ namespace nc::linalg
     /// https://docs.scipy.org/doc/scipy/reference/generated/scipy.linalg.lstsq.html#scipy.linalg.lstsq
     ///
     /// @param inA: coefficient matrix
-    /// @param inB: Ordinate or "dependent variable" values
+    /// @param inB: Ordinate or "dependent variable" values. If b is two-dimensional, the least-squares solution is
+    ///             calculated for each of the K columns of b.
     /// @param inTolerance (default 1e-12)
     ///
     /// @return NdArray
@@ -58,9 +59,38 @@ namespace nc::linalg
     {
         STATIC_ASSERT_ARITHMETIC(dtype);
 
+        const auto& aShape = inA.shape();
+        const auto& bShape = inB.shape();
+
+        const auto bIsFlat = inB.isflat();
+        if (bIsFlat && bShape.size() != aShape.rows)
+        {
+            THROW_INVALID_ARGUMENT_ERROR("Invalid matrix dimensions");
+        }
+        else if (!bIsFlat && inA.shape().rows != bShape.rows)
+        {
+            THROW_INVALID_ARGUMENT_ERROR("Invalid matrix dimensions");
+        }
+
         SVD          svdSolver(inA.template astype<double>());
         const double threshold = inTolerance * svdSolver.s().front();
 
-        return svdSolver.solve(inB.template astype<double>(), threshold);
+        if (bIsFlat)
+        {
+            return svdSolver.solve(inB.template astype<double>(), threshold);
+        }
+
+        const auto bCast     = inB.template astype<double>();
+        const auto bRowSlice = bCast.rSlice();
+
+        auto       result         = NdArray<double>(aShape.cols, bShape.cols);
+        const auto resultRowSlice = result.rSlice();
+
+        for (uint32 col = 0; col < bShape.cols; ++col)
+        {
+            result.put(resultRowSlice, col, svdSolver.solve(bCast(bRowSlice, col), threshold));
+        }
+
+        return result;
     }
 } // namespace nc::linalg
diff --git a/include/NumCpp/Linalg/svd/SVDClass.hpp b/include/NumCpp/Linalg/svd/SVDClass.hpp
index 42084e1d3..317f6fd6d 100644
--- a/include/NumCpp/Linalg/svd/SVDClass.hpp
+++ b/include/NumCpp/Linalg/svd/SVDClass.hpp
@@ -113,7 +113,7 @@ namespace nc::linalg
 
             if (inInput.size() != m_)
             {
-                THROW_INVALID_ARGUMENT_ERROR("bad sizes.");
+                THROW_INVALID_ARGUMENT_ERROR("Invalid matrix dimensions");
             }
 
             NdArray<double> returnArray(1, n_);
diff --git a/test/pytest/test_linalg.py b/test/pytest/test_linalg.py
index 3926db612..25c67f75c 100644
--- a/test/pytest/test_linalg.py
+++ b/test/pytest/test_linalg.py
@@ -99,6 +99,31 @@ def test_lstsq():
     x = NumCpp.lstsq(aArray, bArray, 1e-12).getNumpyArray().flatten()
     assert np.array_equal(np.round(x, 8), np.round(np.linalg.lstsq(aData, bData, rcond=None)[0], 8))
 
+    shapeInput = np.random.randint(
+        5,
+        50,
+        [
+            2,
+        ],
+    )
+    shape = NumCpp.Shape(shapeInput[0].item(), shapeInput[1].item())
+    aArray = NumCpp.NdArray(shape)
+    bCols = np.random.randint(1, 100)
+    bArray = NumCpp.NdArray(shape.rows, bCols)
+    aData = np.random.randint(1, 100, [shape.rows, shape.cols])
+    bData = np.random.randint(
+        1,
+        100,
+        [
+            shape.rows,
+            bCols
+        ],
+    )
+    aArray.setArray(aData)
+    bArray.setArray(bData)
+    x = NumCpp.lstsq(aArray, bArray, 1e-12).getNumpyArray()
+    assert np.array_equal(np.round(x, 8), np.round(np.linalg.lstsq(aData, bData, rcond=None)[0], 8))
+
 
 ####################################################################################
 def test_lu_decomposition():

From c34a0b5cff6e93dce5eeb8ec6fc65c3eab7c9c07 Mon Sep 17 00:00:00 2001
From: David Pilger <dpilger26@gmail.com>
Date: Fri, 2 May 2025 22:08:28 -0600
Subject: [PATCH 2/2] updated docs

---
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+<div class="line"><a id="l00062" name="l00062"></a><span class="lineno">   62</span>        <span class="keyword">const</span> <span class="keyword">auto</span>&amp; <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">aShape</a> = <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">inA</a>.shape();</div>
+<div class="line"><a id="l00063" name="l00063"></a><span class="lineno">   63</span>        <span class="keyword">const</span> <span class="keyword">auto</span>&amp; <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bShape</a> = <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">inB</a>.shape();</div>
+<div class="line"><a id="l00064" name="l00064"></a><span class="lineno">   64</span> </div>
+<div class="line"><a id="l00065" name="l00065"></a><span class="lineno">   65</span>        <span class="keyword">const</span> <span class="keyword">auto</span> <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bIsFlat</a> = <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">inB</a>.isflat();</div>
+<div class="line"><a id="l00066" name="l00066"></a><span class="lineno">   66</span>        <span class="keywordflow">if</span> (<a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bIsFlat</a> &amp;&amp; <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bShape</a>.size() != <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">aShape</a>.rows)</div>
+<div class="line"><a id="l00067" name="l00067"></a><span class="lineno">   67</span>        {</div>
+<div class="line"><a id="l00068" name="l00068"></a><span class="lineno">   68</span>            <a class="code hl_define" href="_error_8hpp.html#af2aff1172060367b9c5398fa097fa8fd">THROW_INVALID_ARGUMENT_ERROR</a>(<span class="stringliteral">&quot;Invalid matrix dimensions&quot;</span>);</div>
+<div class="line"><a id="l00069" name="l00069"></a><span class="lineno">   69</span>        }</div>
+<div class="line"><a id="l00070" name="l00070"></a><span class="lineno">   70</span>        <span class="keywordflow">else</span> <span class="keywordflow">if</span> (!<a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bIsFlat</a> &amp;&amp; <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">inA</a>.shape().rows != <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bShape</a>.rows)</div>
+<div class="line"><a id="l00071" name="l00071"></a><span class="lineno">   71</span>        {</div>
+<div class="line"><a id="l00072" name="l00072"></a><span class="lineno">   72</span>            <a class="code hl_define" href="_error_8hpp.html#af2aff1172060367b9c5398fa097fa8fd">THROW_INVALID_ARGUMENT_ERROR</a>(<span class="stringliteral">&quot;Invalid matrix dimensions&quot;</span>);</div>
+<div class="line"><a id="l00073" name="l00073"></a><span class="lineno">   73</span>        }</div>
+<div class="line"><a id="l00074" name="l00074"></a><span class="lineno">   74</span> </div>
+<div class="line"><a id="l00075" name="l00075"></a><span class="lineno">   75</span>        <a class="code hl_class" href="classnc_1_1linalg_1_1_s_v_d.html">SVD</a>          <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">svdSolver</a>(<a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">inA</a>.template <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">astype&lt;double&gt;</a>());</div>
+<div class="line"><a id="l00076" name="l00076"></a><span class="lineno">   76</span>        <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">threshold</a> = <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">inTolerance</a> * <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">svdSolver</a>.s().front();</div>
+<div class="line"><a id="l00077" name="l00077"></a><span class="lineno">   77</span> </div>
+<div class="line"><a id="l00078" name="l00078"></a><span class="lineno">   78</span>        <span class="keywordflow">if</span> (<a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bIsFlat</a>)</div>
+<div class="line"><a id="l00079" name="l00079"></a><span class="lineno">   79</span>        {</div>
+<div class="line"><a id="l00080" name="l00080"></a><span class="lineno">   80</span>            <span class="keywordflow">return</span> <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">svdSolver</a>.solve(<a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">inB</a>.template <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">astype&lt;double&gt;</a>(), <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">threshold</a>);</div>
+<div class="line"><a id="l00081" name="l00081"></a><span class="lineno">   81</span>        }</div>
+<div class="line"><a id="l00082" name="l00082"></a><span class="lineno">   82</span> </div>
+<div class="line"><a id="l00083" name="l00083"></a><span class="lineno">   83</span>        <span class="keyword">const</span> <span class="keyword">auto</span> <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bCast</a>     = <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">inB</a>.template <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">astype&lt;double&gt;</a>();</div>
+<div class="line"><a id="l00084" name="l00084"></a><span class="lineno">   84</span>        <span class="keyword">const</span> <span class="keyword">auto</span> <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bRowSlice</a> = <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bCast</a>.rSlice();</div>
+<div class="line"><a id="l00085" name="l00085"></a><span class="lineno">   85</span> </div>
+<div class="line"><a id="l00086" name="l00086"></a><span class="lineno">   86</span>        <span class="keyword">auto</span>       <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">result</a>         = <a class="code hl_class" href="classnc_1_1_nd_array.html">NdArray&lt;double&gt;</a>(<a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">aShape</a>.cols, <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bShape</a>.cols);</div>
+<div class="line"><a id="l00087" name="l00087"></a><span class="lineno">   87</span>        <span class="keyword">const</span> <span class="keyword">auto</span> <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">resultRowSlice</a> = <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">result</a>.rSlice();</div>
+<div class="line"><a id="l00088" name="l00088"></a><span class="lineno">   88</span> </div>
+<div class="line"><a id="l00089" name="l00089"></a><span class="lineno">   89</span>        <span class="keywordflow">for</span> (<a class="code hl_typedef" href="namespacenc.html#af0f49663fb63332596e2e6327009d581">uint32</a> col = 0; col &lt; <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bShape</a>.cols; ++col)</div>
+<div class="line"><a id="l00090" name="l00090"></a><span class="lineno">   90</span>        {</div>
+<div class="line"><a id="l00091" name="l00091"></a><span class="lineno">   91</span>            <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">result</a>.put(<a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">resultRowSlice</a>, col, <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">svdSolver</a>.solve(<a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bCast</a>(<a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">bRowSlice</a>, col), <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">threshold</a>));</div>
+<div class="line"><a id="l00092" name="l00092"></a><span class="lineno">   92</span>        }</div>
+<div class="line"><a id="l00093" name="l00093"></a><span class="lineno">   93</span> </div>
+<div class="line"><a id="l00094" name="l00094"></a><span class="lineno">   94</span>        <span class="keywordflow">return</span> <a class="code hl_function" href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">result</a>;</div>
+<div class="line"><a id="l00095" name="l00095"></a><span class="lineno">   95</span>    }</div>
 </div>
-<div class="line"><a id="l00066" name="l00066"></a><span class="lineno">   66</span>} <span class="comment">// namespace nc::linalg</span></div>
+<div class="line"><a id="l00096" name="l00096"></a><span class="lineno">   96</span>} <span class="comment">// namespace nc::linalg</span></div>
+<div class="ttc" id="a_error_8hpp_html_af2aff1172060367b9c5398fa097fa8fd"><div class="ttname"><a href="_error_8hpp.html#af2aff1172060367b9c5398fa097fa8fd">THROW_INVALID_ARGUMENT_ERROR</a></div><div class="ttdeci">#define THROW_INVALID_ARGUMENT_ERROR(msg)</div><div class="ttdef"><b>Definition</b> Error.hpp:37</div></div>
 <div class="ttc" id="a_nd_array_8hpp_html"><div class="ttname"><a href="_nd_array_8hpp.html">NdArray.hpp</a></div></div>
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@@ -153,8 +183,9 @@
 <div class="ttc" id="aclassnc_1_1_nd_array_html"><div class="ttname"><a href="classnc_1_1_nd_array.html">nc::NdArray</a></div><div class="ttdoc">Holds 1D and 2D arrays, the main work horse of the NumCpp library.</div><div class="ttdef"><b>Definition</b> NdArrayCore.hpp:139</div></div>
 <div class="ttc" id="aclassnc_1_1linalg_1_1_s_v_d_html"><div class="ttname"><a href="classnc_1_1linalg_1_1_s_v_d.html">nc::linalg::SVD</a></div><div class="ttdef"><b>Definition</b> SVDClass.hpp:47</div></div>
 <div class="ttc" id="anamespacenc_1_1linalg_html"><div class="ttname"><a href="namespacenc_1_1linalg.html">nc::linalg</a></div><div class="ttdef"><b>Definition</b> cholesky.hpp:41</div></div>
-<div class="ttc" id="anamespacenc_1_1linalg_html_a8baf25f50874e4bd27d2644a2730fb03"><div class="ttname"><a href="namespacenc_1_1linalg.html#a8baf25f50874e4bd27d2644a2730fb03">nc::linalg::lstsq</a></div><div class="ttdeci">NdArray&lt; double &gt; lstsq(const NdArray&lt; dtype &gt; &amp;inA, const NdArray&lt; dtype &gt; &amp;inB, double inTolerance=1e-12)</div><div class="ttdef"><b>Definition</b> lstsq.hpp:57</div></div>
+<div class="ttc" id="anamespacenc_1_1linalg_html_a8baf25f50874e4bd27d2644a2730fb03"><div class="ttname"><a href="namespacenc_1_1linalg.html#a8baf25f50874e4bd27d2644a2730fb03">nc::linalg::lstsq</a></div><div class="ttdeci">NdArray&lt; double &gt; lstsq(const NdArray&lt; dtype &gt; &amp;inA, const NdArray&lt; dtype &gt; &amp;inB, double inTolerance=1e-12)</div><div class="ttdef"><b>Definition</b> lstsq.hpp:58</div></div>
 <div class="ttc" id="anamespacenc_html_a8e78c416b2386411d8c6b5226bd4c78a"><div class="ttname"><a href="namespacenc.html#a8e78c416b2386411d8c6b5226bd4c78a">nc::arange</a></div><div class="ttdeci">NdArray&lt; dtype &gt; arange(dtype inStart, dtype inStop, dtype inStep=1)</div><div class="ttdef"><b>Definition</b> arange.hpp:59</div></div>
+<div class="ttc" id="anamespacenc_html_af0f49663fb63332596e2e6327009d581"><div class="ttname"><a href="namespacenc.html#af0f49663fb63332596e2e6327009d581">nc::uint32</a></div><div class="ttdeci">std::uint32_t uint32</div><div class="ttdef"><b>Definition</b> Types.hpp:40</div></div>
 </div><!-- fragment --></div><!-- contents -->
 </div><!-- doc-content -->
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                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/doxygen/html/wrap1d_8hpp_source.html b/docs/doxygen/html/wrap1d_8hpp_source.html
index 7dd22116f..25a7faf4b 100644
--- a/docs/doxygen/html/wrap1d_8hpp_source.html
+++ b/docs/doxygen/html/wrap1d_8hpp_source.html
@@ -50,7 +50,7 @@
                         <td id="projectlogo"><img alt="Logo" src="NumCppLogoDoxygen.png" /></td>
                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/doxygen/html/wrap2_pi_8hpp.html b/docs/doxygen/html/wrap2_pi_8hpp.html
index 420e86642..818fb3b63 100644
--- a/docs/doxygen/html/wrap2_pi_8hpp.html
+++ b/docs/doxygen/html/wrap2_pi_8hpp.html
@@ -50,7 +50,7 @@
                         <td id="projectlogo"><img alt="Logo" src="NumCppLogoDoxygen.png" /></td>
                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/doxygen/html/wrap2_pi_8hpp_source.html b/docs/doxygen/html/wrap2_pi_8hpp_source.html
index c3311a35e..85e9ce90b 100644
--- a/docs/doxygen/html/wrap2_pi_8hpp_source.html
+++ b/docs/doxygen/html/wrap2_pi_8hpp_source.html
@@ -50,7 +50,7 @@
                         <td id="projectlogo"><img alt="Logo" src="NumCppLogoDoxygen.png" /></td>
                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/doxygen/html/wrap2d_8hpp.html b/docs/doxygen/html/wrap2d_8hpp.html
index a738edd81..a12a67071 100644
--- a/docs/doxygen/html/wrap2d_8hpp.html
+++ b/docs/doxygen/html/wrap2d_8hpp.html
@@ -50,7 +50,7 @@
                         <td id="projectlogo"><img alt="Logo" src="NumCppLogoDoxygen.png" /></td>
                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/doxygen/html/wrap2d_8hpp_source.html b/docs/doxygen/html/wrap2d_8hpp_source.html
index ae9a2f9b0..b0b667a4e 100644
--- a/docs/doxygen/html/wrap2d_8hpp_source.html
+++ b/docs/doxygen/html/wrap2d_8hpp_source.html
@@ -50,7 +50,7 @@
                         <td id="projectlogo"><img alt="Logo" src="NumCppLogoDoxygen.png" /></td>
                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/doxygen/html/wrap_8hpp.html b/docs/doxygen/html/wrap_8hpp.html
index b3f539e94..50e50a312 100644
--- a/docs/doxygen/html/wrap_8hpp.html
+++ b/docs/doxygen/html/wrap_8hpp.html
@@ -50,7 +50,7 @@
                         <td id="projectlogo"><img alt="Logo" src="NumCppLogoDoxygen.png" /></td>
                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/doxygen/html/wrap_8hpp_source.html b/docs/doxygen/html/wrap_8hpp_source.html
index 867410133..1d402669f 100644
--- a/docs/doxygen/html/wrap_8hpp_source.html
+++ b/docs/doxygen/html/wrap_8hpp_source.html
@@ -50,7 +50,7 @@
                         <td id="projectlogo"><img alt="Logo" src="NumCppLogoDoxygen.png" /></td>
                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/doxygen/html/zeros_8hpp.html b/docs/doxygen/html/zeros_8hpp.html
index cf96ae606..553af4e5c 100644
--- a/docs/doxygen/html/zeros_8hpp.html
+++ b/docs/doxygen/html/zeros_8hpp.html
@@ -50,7 +50,7 @@
                         <td id="projectlogo"><img alt="Logo" src="NumCppLogoDoxygen.png" /></td>
                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/doxygen/html/zeros_8hpp_source.html b/docs/doxygen/html/zeros_8hpp_source.html
index f1f016a22..2e37b80df 100644
--- a/docs/doxygen/html/zeros_8hpp_source.html
+++ b/docs/doxygen/html/zeros_8hpp_source.html
@@ -50,7 +50,7 @@
                         <td id="projectlogo"><img alt="Logo" src="NumCppLogoDoxygen.png" /></td>
                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/doxygen/html/zeros__like_8hpp.html b/docs/doxygen/html/zeros__like_8hpp.html
index 1cdbf69e8..7daade127 100644
--- a/docs/doxygen/html/zeros__like_8hpp.html
+++ b/docs/doxygen/html/zeros__like_8hpp.html
@@ -50,7 +50,7 @@
                         <td id="projectlogo"><img alt="Logo" src="NumCppLogoDoxygen.png" /></td>
                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/doxygen/html/zeros__like_8hpp_source.html b/docs/doxygen/html/zeros__like_8hpp_source.html
index 912c7dceb..ef89df90d 100644
--- a/docs/doxygen/html/zeros__like_8hpp_source.html
+++ b/docs/doxygen/html/zeros__like_8hpp_source.html
@@ -50,7 +50,7 @@
                         <td id="projectlogo"><img alt="Logo" src="NumCppLogoDoxygen.png" /></td>
                         <td id="projectalign" style="padding-left: 0.5em;">
                             <div id="projectname">NumCpp
-                                &#160;<span id="projectnumber">2.14.0</span>
+                                &#160;<span id="projectnumber">2.14.1</span>
                             </div>
                             <div id="projectbrief">A Templatized Header Only C++ Implementation of the Python NumPy Library</div>
                         </td>
diff --git a/docs/markdown/Building.md b/docs/markdown/Building.md
index 6f72aa09c..40cf4e96b 100644
--- a/docs/markdown/Building.md
+++ b/docs/markdown/Building.md
@@ -32,7 +32,7 @@ project("HelloWorld" CXX)
 
 add_executable(${PROJECT_NAME} main.cpp)
 
-find_package(NumCpp 2.14.0 REQUIRED)
+find_package(NumCpp 2.14.1 REQUIRED)
 target_link_libraries(${PROJECT_NAME}
     NumCpp::NumCpp
 )
@@ -50,7 +50,7 @@ add_executable(${PROJECT_NAME} main.cpp)
 include(FetchContent)
 FetchContent_Declare(NumCpp
         GIT_REPOSITORY https://github.com/dpilger26/NumCpp
-        GIT_TAG Version_2.14.0)
+        GIT_TAG Version_2.14.1)
 FetchContent_MakeAvailable(NumCpp)
 
 target_link_libraries(${PROJECT_NAME}
diff --git a/docs/markdown/ReleaseNotes.md b/docs/markdown/ReleaseNotes.md
index fb8529f94..2daa947fa 100644
--- a/docs/markdown/ReleaseNotes.md
+++ b/docs/markdown/ReleaseNotes.md
@@ -1,5 +1,9 @@
 # Release Notes
 
+## Version 2.14.1
+
+* made behavior of `linalg::lstsq` match NumPy when inputting a multidimensional `b` array for **Issue #229**
+
 ## Version 2.14.0
 
 * added `argpartition()` for **Issue #225** <https://numpy.org/doc/stable/reference/generated/numpy.argpartition.html>
diff --git a/include/NumCpp/Core/Internal/Version.hpp b/include/NumCpp/Core/Internal/Version.hpp
index fd4c6a041..c1fee153d 100644
--- a/include/NumCpp/Core/Internal/Version.hpp
+++ b/include/NumCpp/Core/Internal/Version.hpp
@@ -30,5 +30,5 @@
 namespace nc
 {
     // NOLINTNEXTLINE(cppcoreguidelines-avoid-c-arrays,hicpp-avoid-c-arrays,modernize-avoid-c-arrays)
-    constexpr char VERSION[] = "2.14.0"; ///< Current NumCpp version number
+    constexpr char VERSION[] = "2.14.1"; ///< Current NumCpp version number
 } // namespace nc