add issequence function to data and plot functions and examples for geometry

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2019-12-26 10:56:33 +01:00
parent 3be9e2f20f
commit 4b42d7b508
49 changed files with 2845 additions and 628 deletions

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@@ -17,7 +17,7 @@
<link rel="index" title="Index" href="genindex.html" />
<link rel="search" title="Search" href="search.html" />
<link rel="next" title="pylib.time_of_day module" href="pylib.time_of_day.html" />
<link rel="prev" title="pylib.geometry2d_plot module" href="pylib.geometry2d_plot.html" />
<link rel="prev" title="pylib.geometry_plot_pylab module" href="pylib.geometry_plot_pylab.html" />
<link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -53,6 +53,119 @@
<em class="property">class </em><code class="sig-name descname">matrix</code><a class="reference internal" href="_modules/pylib/mathematics.html#matrix"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.matrix" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">list</span></code></p>
<p>Use/create matrix like list of lists</p>
<dl class="method">
<dt id="pylib.mathematics.matrix.__getitem__">
<code class="sig-name descname">__getitem__</code><span class="sig-paren">(</span><em class="sig-param">index</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#matrix.__getitem__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.matrix.__getitem__" title="Permalink to this definition"></a></dt>
<dd><p>For index return value, for range return new vector object.</p>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">m</span> <span class="o">=</span> <span class="n">matrix</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span> <span class="p">[</span><span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">9</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
<span class="go">[7, 8, 9, 0]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">])</span>
<span class="go">[[2, 3], [5, 6], [8, 9], [0, 0]]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">])</span>
<span class="go">[[2, 3], [5, 6]]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="p">[::</span><span class="mi">2</span><span class="p">,</span> <span class="p">::</span><span class="mi">2</span><span class="p">])</span>
<span class="go">[[1, 3], [7, 9]]</span>
</pre></div>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.matrix.__mul__">
<code class="sig-name descname">__mul__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#matrix.__mul__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.matrix.__mul__" title="Permalink to this definition"></a></dt>
<dd><p>Scalar multiplication, dot product (inner product) or
matrix-vector multiplication. (new object)</p>
<dl class="field-list simple">
</dl>
<div class="math notranslate nohighlight">
\[\begin{split}\mathbf{C} &amp;= \mathbf{A} \cdot b \\
\mathbf{c} &amp;= \mathbf{A} \cdot \mathbf{b} \\
\mathbf{C} &amp;= \mathbf{A} \cdot \mathbf{B}\end{split}\]</div>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>No size checking will be conducted, therefore no exceptions
for wrong usage (result will be nonsense).</p>
</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">m</span> <span class="o">=</span> <span class="n">matrix</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">],</span> <span class="p">[</span><span class="mi">9</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="mi">12</span><span class="p">],</span> \
<span class="go"> [0, 0, 0, 1]]) * 5</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="p">)</span>
<span class="go">[[5, 10, 15, 20], [25, 30, 35, 40], [45, 50, 55, 60], [0, 0, 0, 5]]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">m</span> <span class="o">=</span> <span class="n">matrix</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">],</span> <span class="p">[</span><span class="mi">9</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="mi">12</span><span class="p">],</span> \
<span class="go"> [0, 0, 0, 1]]) * 5.</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="p">)</span>
<span class="go">[[5.0, 10.0, 15.0, 20.0], [25.0, 30.0, 35.0, 40.0], [45.0, 50.0, 55.0, 60.0], [0.0, 0.0, 0.0, 5.0]]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">matrix</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">],</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">],</span> <span class="p">[</span><span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">9</span><span class="p">]])</span> <span class="o">*</span> \
<span class="go"> vector([12, 12, 13])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">[75, 186, 297]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">m</span> <span class="o">=</span> <span class="n">matrix</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">],</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">],</span> <span class="p">[</span><span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">9</span><span class="p">]])</span> <span class="o">*</span> \
<span class="go"> matrix([[12, 12, 13], [14, 15, 16], [17, 18, 19]])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="p">)</span>
<span class="go">[[91, 96, 102], [220, 231, 246], [349, 366, 390]]</span>
</pre></div>
</div>
<div class="admonition seealso">
<p class="admonition-title">See also</p>
<p><a class="reference internal" href="#pylib.mathematics.matrix.__rmul__" title="pylib.mathematics.matrix.__rmul__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">__rmul__()</span></code></a></p>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.matrix.__repr__">
<code class="sig-name descname">__repr__</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#matrix.__repr__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.matrix.__repr__" title="Permalink to this definition"></a></dt>
<dd><p>Return repr(self).</p>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.matrix.__rmul__">
<code class="sig-name descname">__rmul__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#matrix.__rmul__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.matrix.__rmul__" title="Permalink to this definition"></a></dt>
<dd><p>Scalar multiplication, dot product (inner product) or
vector-matrix multiplication. (new object)</p>
<dl class="field-list simple">
</dl>
<div class="math notranslate nohighlight">
\[\begin{split}\mathbf{C} &amp;= a \cdot \mathbf{B} \\
\mathbf{c} &amp;= \mathbf{a} \cdot \mathbf{B} \\
\mathbf{C} &amp;= \mathbf{A} \cdot \mathbf{B}\end{split}\]</div>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>No size checking will be conducted, therefore no exceptions
for wrong usage (result will be nonsense).</p>
</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">m</span> <span class="o">=</span> <span class="mi">5</span> <span class="o">*</span> <span class="n">matrix</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">],</span> \
<span class="go"> [9, 10, 11, 12], [0, 0, 0, 1]])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="p">)</span>
<span class="go">[[5, 10, 15, 20], [25, 30, 35, 40], [45, 50, 55, 60], [0, 0, 0, 5]]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">m</span> <span class="o">=</span> <span class="mf">5.</span> <span class="o">*</span> <span class="n">matrix</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">],</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">],</span> \
<span class="go"> [9, 10, 11, 12], [0, 0, 0, 1]])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="p">)</span>
<span class="go">[[5.0, 10.0, 15.0, 20.0], [25.0, 30.0, 35.0, 40.0], [45.0, 50.0, 55.0, 60.0], [0.0, 0.0, 0.0, 5.0]]</span>
</pre></div>
</div>
<div class="admonition seealso">
<p class="admonition-title">See also</p>
<p><a class="reference internal" href="#pylib.mathematics.matrix.__mul__" title="pylib.mathematics.matrix.__mul__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">__mul__()</span></code></a> and <a class="reference internal" href="#pylib.mathematics.vector.__mul__" title="pylib.mathematics.vector.__mul__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">vector.__mul__()</span></code></a> for vector * matrix</p>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.matrix.__str__">
<code class="sig-name descname">__str__</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#matrix.__str__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.matrix.__str__" title="Permalink to this definition"></a></dt>
<dd><p>Return str(self).</p>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.matrix.rotate_x">
<code class="sig-name descname">rotate_x</code><span class="sig-paren">(</span><em class="sig-param">theta</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#matrix.rotate_x"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.matrix.rotate_x" title="Permalink to this definition"></a></dt>
@@ -134,7 +247,7 @@
<dd><p>Rotation matrix about the x direction.</p>
<p>Rotates the coordinate system of vectors</p>
<div class="math notranslate nohighlight">
\[\begin{split}R_{x}(\theta) =
\[\begin{split}\mathbf{R}_{x}(\theta) =
\begin{bmatrix}
1 &amp; 0 &amp; 0 &amp; 0 \\
0 &amp; \cos \theta &amp; -\sin \theta &amp; 0 \\
@@ -149,7 +262,7 @@
<dd><p>Rotation matrix about the y direction.</p>
<p>Rotates the coordinate system of vectors</p>
<div class="math notranslate nohighlight">
\[\begin{split}R_{y}(\theta) =
\[\begin{split}\mathbf{R}_{y}(\theta) =
\begin{bmatrix}
\cos \theta &amp; 0 &amp; \sin \theta &amp; 0 \\
0 &amp; 1 &amp; 0 &amp; 0 \\
@@ -164,7 +277,7 @@
<dd><p>Rotation matrix about the z direction.</p>
<p>Rotates the coordinate system of vectors</p>
<div class="math notranslate nohighlight">
\[\begin{split}R_{z}(\theta) =
\[\begin{split}\mathbf{R}_{z}(\theta) =
\begin{bmatrix}
\cos \theta &amp; -\sin \theta &amp; 0 &amp; 0 \\
\sin \theta &amp; \cos \theta &amp; 0 &amp; 0 \\
@@ -176,14 +289,17 @@
<dd class="field-odd"><p></p></dd>
</dl>
<div class="math notranslate nohighlight">
\[\begin{split}R_{z}(\theta) \begin{bmatrix}1 \\ 0 \\ 0 \\ 1\end{bmatrix} =
\[\begin{split}\mathbf{R}_{z}(\theta)
\begin{bmatrix}1 \\ 0 \\ 0 \\ 1\end{bmatrix}
&amp;=
\begin{bmatrix}
\cos 90° &amp; -\sin 90° &amp; 0 &amp; 0 \\
\sin 90° &amp; \cos 90° &amp; 0 &amp; 0 \\
0 &amp; 0 &amp; 1 &amp; 0 \\
0 &amp; 0 &amp; 0 &amp; 1
\end{bmatrix}
\begin{bmatrix}1 \\ 0 \\ 0 \\ 1\end{bmatrix} =
\begin{bmatrix}1 \\ 0 \\ 0 \\ 1\end{bmatrix} \\
&amp;=
\begin{bmatrix}
0 &amp; -1 &amp; 0 &amp; 0 \\
1 &amp; 0 &amp; 0 &amp; 0 \\
@@ -200,12 +316,12 @@
<dd><p>Scaling matrix</p>
<p>uniform scaling if sx=sy=sz=s.
Note that scaling happens around the origin, so objects not
centered at the origin will have their centers move. To avoid this,
either scale the object when its located at the origin, or
perform a translation afterwards to move the object back to where
it should be.</p>
centered at the origin will have their centers move. To avoid
this, either scale the object when its located at the origin,
or perform a translation afterwards to move the object back to
where it should be.</p>
<div class="math notranslate nohighlight">
\[\begin{split}S =
\[\begin{split}\mathbf{S} =
\begin{bmatrix}
s_x &amp; 0 &amp; 0 &amp; 0 \\
0 &amp; s_y &amp; 0 &amp; 0 \\
@@ -220,10 +336,10 @@ it should be.</p>
<dd><p>Scaling</p>
<p>uniform scaling if sx=sy=sz=s.
Note that scaling happens around the origin, so objects not
centered at the origin will have their centers move. To avoid this,
either scale the object when its located at the origin, or
perform a translation afterwards to move the object back to where
it should be.</p>
centered at the origin will have their centers move. To avoid
this, either scale the object when its located at the origin,
or perform a translation afterwards to move the object back to
where it should be.</p>
<div class="math notranslate nohighlight">
\[\begin{split}\begin{bmatrix}
xx' &amp; xy' &amp; xz' &amp; t_x' \\
@@ -250,7 +366,7 @@ it should be.</p>
<em class="property">static </em><code class="sig-name descname">t</code><span class="sig-paren">(</span><em class="sig-param">tx</em>, <em class="sig-param">ty</em>, <em class="sig-param">tz</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#matrix.t"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.matrix.t" title="Permalink to this definition"></a></dt>
<dd><p>Translation matrix</p>
<div class="math notranslate nohighlight">
\[\begin{split}T =
\[\begin{split}\mathbf{T} =
\begin{bmatrix}
1 &amp; 0 &amp; 0 &amp; t_x \\
0 &amp; 1 &amp; 0 &amp; t_y \\
@@ -292,60 +408,385 @@ it should be.</p>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">list</span></code></p>
<p>Use/create vector like lists</p>
<ul class="simple">
<li><p>size -&gt; len(a)</p></li>
<li><p>abs -&gt; abs(a)</p></li>
<li><p>dot -&gt; a * b</p></li>
<li><p>outer -&gt; a &#64; b</p></li>
<li><p>size, length of a vector use len(a)</p></li>
<li><p>absolute, magntude, norm of a vector use abs(a), see
<a class="reference internal" href="#pylib.mathematics.vector.__abs__" title="pylib.mathematics.vector.__abs__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">__abs__()</span></code></a></p></li>
<li><p>dot product use a * b, see <a class="reference internal" href="#pylib.mathematics.vector.__mul__" title="pylib.mathematics.vector.__mul__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">__mul__()</span></code></a> and <a class="reference internal" href="#pylib.mathematics.vector.__rmul__" title="pylib.mathematics.vector.__rmul__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">__rmul__()</span></code></a></p></li>
<li><p>outer product use a &#64; b, see <a class="reference internal" href="#pylib.mathematics.vector.__matmul__" title="pylib.mathematics.vector.__matmul__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">__matmul__()</span></code></a></p></li>
</ul>
<p>use super constructor</p>
<p>use super __iter__</p>
<p>use super __setitem__</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span><span class="p">[</span><span class="mi">3</span><span class="p">:</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">]</span>
<dl class="field-list simple">
<dt class="field-odd">__iter__</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="p">[</span><span class="n">i</span><span class="o">*</span><span class="mi">2</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])]</span>
<span class="go">[2, 4, 6]</span>
</pre></div>
</div>
<dl class="field-list simple">
<dt class="field-odd">__setitem__</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span><span class="p">[</span><span class="mi">3</span><span class="p">:</span><span class="mi">5</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">[1, 2, 3, 1, 2]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">vector</span><span class="p">)</span>
<span class="go">True</span>
</pre></div>
</div>
<p>use super __lt__(a, b)</p>
<p>use super __le__(a, b)</p>
<p>use super __eq__(a, b)</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v2</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">==</span> <span class="n">v2</span>
<dl class="field-list simple">
<dt class="field-odd">__eq__(a, b)</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span> <span class="o">==</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span>
<span class="go">True</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span> <span class="o">==</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="go">False</span>
</pre></div>
</div>
<dl class="field-list simple">
<dt class="field-odd">__ne__(a, b)</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span> <span class="o">!=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span>
<span class="go">False</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span> <span class="o">!=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="go">True</span>
</pre></div>
</div>
<p>use super __ne__(a, b)</p>
<p>use super __ge__(a, b)</p>
<p>use super __gt__(a, b)</p>
<p>use super __contains__</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="mi">2</span> <span class="ow">in</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
<dl class="field-list simple">
<dt class="field-odd">__contains__</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="mi">2</span> <span class="ow">in</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="go">True</span>
</pre></div>
</div>
<p>__isub__</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">-=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
<dl class="field-list simple">
<dt class="field-odd">__isub__</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">-=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">[-2, -1, 0]</span>
</pre></div>
</div>
<p>__imul__</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">*=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
<dl class="field-list simple">
<dt class="field-odd">__imul__</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">*=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">18</span>
</pre></div>
</div>
<p>__imatmul__</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">m</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">m</span> <span class="o">*=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
<dl class="field-list simple">
<dt class="field-odd">__imatmul__</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">m</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">m</span> <span class="o">*=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">[[3, 3, 3], [6, 6, 6], [9, 9, 9]]</span>
</pre></div>
</div>
<dl class="method">
<dt id="pylib.mathematics.vector.__abs__">
<code class="sig-name descname">__abs__</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__abs__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__abs__" title="Permalink to this definition"></a></dt>
<dd><p>Magnitude / norm of a vector</p>
<div class="math notranslate nohighlight">
\[b = |\mathbf{a}| = \sqrt{\sum a_i^2} =
\sqrt{\mathbf{a} \cdot \mathbf{a}}\]</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">abs</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">5.0</span>
</pre></div>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__add__">
<code class="sig-name descname">__add__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__add__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__add__" title="Permalink to this definition"></a></dt>
<dd><p>a + b (new object)</p>
<div class="math notranslate nohighlight">
\[\mathbf{c} = \mathbf{a} + \mathbf{b}\]</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span> <span class="o">+</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">[2, 4, 6]</span>
</pre></div>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__ge__">
<code class="sig-name descname">__ge__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__ge__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__ge__" title="Permalink to this definition"></a></dt>
<dd><p>Test if this object is greater (larger) than or equal the
other object.</p>
<div class="math notranslate nohighlight">
\[|\mathbf{a}| \ge |\mathbf{b}|\]</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span> <span class="o">&gt;=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="go">True</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span> <span class="o">&gt;=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">4</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="go">False</span>
</pre></div>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__getitem__">
<code class="sig-name descname">__getitem__</code><span class="sig-paren">(</span><em class="sig-param">index</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__getitem__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__getitem__" title="Permalink to this definition"></a></dt>
<dd><p>For index return value, for range return new vector object.</p>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span>
<span class="go">[2, 3]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span>
<span class="go">4</span>
</pre></div>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__gt__">
<code class="sig-name descname">__gt__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__gt__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__gt__" title="Permalink to this definition"></a></dt>
<dd><p>Test if this object is greater (larger) than the other
object.</p>
<div class="math notranslate nohighlight">
\[|\mathbf{a}| \gt |\mathbf{b}|\]</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span> <span class="o">&gt;</span> <span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="go">False</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span> <span class="o">&gt;</span> <span class="n">vector</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
<span class="go">True</span>
</pre></div>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__iadd__">
<code class="sig-name descname">__iadd__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__iadd__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__iadd__" title="Permalink to this definition"></a></dt>
<dd><p>a += b (new object)</p>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">+=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">[4, 5, 6]</span>
</pre></div>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__le__">
<code class="sig-name descname">__le__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__le__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__le__" title="Permalink to this definition"></a></dt>
<dd><p>Test if this object is lower (smaller) than or equal the
other object.</p>
<div class="math notranslate nohighlight">
\[|\mathbf{a}| \le |\mathbf{b}|\]</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span> <span class="o">&lt;=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="go">True</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span> <span class="o">&lt;=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span>
<span class="go">False</span>
</pre></div>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__lt__">
<code class="sig-name descname">__lt__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__lt__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__lt__" title="Permalink to this definition"></a></dt>
<dd><p>Test if this object is lower (smaller) than the other object.</p>
<div class="math notranslate nohighlight">
\[|\mathbf{a}| \lt |\mathbf{b}|\]</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span> <span class="o">&lt;</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="go">False</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">vector</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span> <span class="o">&lt;</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">])</span>
<span class="go">True</span>
</pre></div>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__matmul__">
<code class="sig-name descname">__matmul__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__matmul__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__matmul__" title="Permalink to this definition"></a></dt>
<dd><p>Outer product a &#64; b (new object)</p>
<div class="math notranslate nohighlight">
\[\begin{split}\mathbf{c} = \mathbf{a} \otimes \mathbf{b}
=
\begin{pmatrix}
a_{1}\\
a_{2}\\
a_{3}
\end{pmatrix}
\otimes
\begin{pmatrix}
b_{1}\\
b_{2}\\
b_{3}
\end{pmatrix}
=
\begin{pmatrix}
a_{1}b_{1}&amp;a_{1}b_{2}&amp;a_{1}b_{3}\\
a_{2}b_{1}&amp;a_{2}b_{2}&amp;a_{2}b_{3}\\
a_{3}b_{1}&amp;a_{3}b_{2}&amp;a_{3}b_{3}
\end{pmatrix}\end{split}\]</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">m</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span> <span class="o">@</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="p">)</span>
<span class="go">[[1, 2, 4], [2, 4, 8], [3, 6, 12]]</span>
</pre></div>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__mul__">
<code class="sig-name descname">__mul__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__mul__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__mul__" title="Permalink to this definition"></a></dt>
<dd><p>Scalar multiplication, dot product (inner product) or
vector-matrix multiplication. (new object)</p>
<dl class="field-list simple">
</dl>
<div class="math notranslate nohighlight">
\[\begin{split}\mathbf{c} &amp;= \mathbf{a} \cdot b \\
\mathbf{c} &amp;= \mathbf{a} \cdot \mathbf{b} \\
\mathbf{c} &amp;= \mathbf{a} \cdot \mathbf{B}\end{split}\]</div>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>No size checking will be conducted, therefore no exceptions
for wrong usage (result will be nonsense).</p>
</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span> <span class="o">*</span> <span class="mi">3</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">[3, 6, 9, 12, 15]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span> <span class="o">*</span> <span class="mf">3.</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">[3.0, 6.0, 9.0, 12.0, 15.0]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">s</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span> <span class="o">*</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
<span class="go">14</span>
</pre></div>
</div>
<div class="admonition seealso">
<p class="admonition-title">See also</p>
<p><a class="reference internal" href="#pylib.mathematics.vector.__rmul__" title="pylib.mathematics.vector.__rmul__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">__rmul__()</span></code></a></p>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__neg__">
<code class="sig-name descname">__neg__</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__neg__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__neg__" title="Permalink to this definition"></a></dt>
<dd><p>- a (new object)</p>
<div class="math notranslate nohighlight">
\[\mathbf{b} = -\mathbf{a}\]</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__pos__">
<code class="sig-name descname">__pos__</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__pos__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__pos__" title="Permalink to this definition"></a></dt>
<dd><p>+ a (new object)</p>
<div class="math notranslate nohighlight">
\[\mathbf{b} = +\mathbf{a}\]</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__repr__">
<code class="sig-name descname">__repr__</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__repr__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__repr__" title="Permalink to this definition"></a></dt>
<dd><p>Return repr(self).</p>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__rmul__">
<code class="sig-name descname">__rmul__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__rmul__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__rmul__" title="Permalink to this definition"></a></dt>
<dd><p>Scalar multiplication, dot product (inner product) or
matrix-vector multiplication. (new object)</p>
<dl class="field-list simple">
</dl>
<div class="math notranslate nohighlight">
\[\begin{split}\mathbf{c} &amp;= a \cdot \mathbf{b} \\
\mathbf{c} &amp;= \mathbf{a} \cdot \mathbf{b} \\
\mathbf{c} &amp;= \mathbf{A} \cdot \mathbf{b}\end{split}\]</div>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>No size checking will be conducted, therefore no exceptions
for wrong usage (result will be nonsense).</p>
</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="mi">3</span> <span class="o">*</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">[3, 6, 9, 12, 15]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="mf">3.</span> <span class="o">*</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">[3.0, 6.0, 9.0, 12.0, 15.0]</span>
</pre></div>
</div>
<div class="admonition seealso">
<p class="admonition-title">See also</p>
<p><a class="reference internal" href="#pylib.mathematics.vector.__mul__" title="pylib.mathematics.vector.__mul__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">__mul__()</span></code></a> and <a class="reference internal" href="#pylib.mathematics.matrix.__mul__" title="pylib.mathematics.matrix.__mul__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">matrix.__mul__()</span></code></a> for matrix * vector</p>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__str__">
<code class="sig-name descname">__str__</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__str__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__str__" title="Permalink to this definition"></a></dt>
<dd><p>Return str(self).</p>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.__sub__">
<code class="sig-name descname">__sub__</code><span class="sig-paren">(</span><em class="sig-param">other</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.__sub__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.__sub__" title="Permalink to this definition"></a></dt>
<dd><p>a - b (new object)</p>
<div class="math notranslate nohighlight">
\[\mathbf{c} = \mathbf{a} - \mathbf{b}\]</div>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
</dl>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">v</span> <span class="o">=</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span> <span class="o">-</span> <span class="n">vector</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="go">[0, 0, 0]</span>
</pre></div>
</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.abs">
<em class="property">static </em><code class="sig-name descname">abs</code><span class="sig-paren">(</span><em class="sig-param">a</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.abs"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.abs" title="Permalink to this definition"></a></dt>
@@ -370,9 +811,9 @@ it should be.</p>
<dl class="method">
<dt id="pylib.mathematics.vector.ch_cs">
<code class="sig-name descname">ch_cs</code><span class="sig-paren">(</span><em class="sig-param">cs</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.ch_cs"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.ch_cs" title="Permalink to this definition"></a></dt>
<dd><p>Transform this vector from its defined coordinate system to a
new coordinate system, defined by the given coordinate system (u,
v and w direction vectors).</p>
<dd><p>Transform this vector from its defined coordinate system to
a new coordinate system, defined by the given coordinate system
(u, v and w direction vectors).</p>
<div class="math notranslate nohighlight">
\[\begin{split}\begin{bmatrix}x' \\ y' \\ z' \\ h'\end{bmatrix} =
\begin{bmatrix}
@@ -401,7 +842,7 @@ v and w direction vectors).</p>
<p>c is orthogonal to both a and b.
The direction of c can be found with the right-hand rule.</p>
<div class="math notranslate nohighlight">
\[\vec{c} = \vec{a} \times \vec{b}\]</div>
\[\mathbf{c} = \mathbf{a} \times \mathbf{b}\]</div>
</dd></dl>
<dl class="method">
@@ -444,10 +885,10 @@ columns filled with v.</p>
<dl class="field-list simple">
</dl>
<div class="math notranslate nohighlight">
\[\vec{e}_a = \frac{\vec{a}}{|\vec{a}|}\]</div>
\[\mathbf{\hat{a}} = \frac{\mathbf{a}}{|\mathbf{a}|}\]</div>
<div class="admonition seealso">
<p class="admonition-title">See also</p>
<p><code class="xref py py-meth docutils literal notranslate"><span class="pre">norm()</span></code> for a norm (magnitude) of a vector</p>
<p><a class="reference internal" href="#pylib.mathematics.vector.__abs__" title="pylib.mathematics.vector.__abs__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">__abs__()</span></code></a> for a norm (magnitude) of a vector</p>
</div>
</dd></dl>
@@ -473,8 +914,8 @@ columns filled with ones.</p>
<dl class="method">
<dt id="pylib.mathematics.vector.random">
<em class="property">static </em><code class="sig-name descname">random</code><span class="sig-paren">(</span><em class="sig-param">shape</em>, <em class="sig-param">lmin=0.0</em>, <em class="sig-param">lmax=1.0</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.random"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.random" title="Permalink to this definition"></a></dt>
<dd><p>Returns a random vector of length n or matrix of size m rows, n
columns filled with random numbers.</p>
<dd><p>Returns a random vector of length n or matrix of size m rows,
n columns filled with random numbers.</p>
<dl class="field-list simple">
<dt class="field-odd">Example</dt>
<dd class="field-odd"><p></p></dd>
@@ -548,10 +989,10 @@ columns filled with random numbers.</p>
<dd><p>Scaling</p>
<p>uniform scaling if sx=sy=sz=s.
Note that scaling happens around the origin, so objects not
centered at the origin will have their centers move. To avoid this,
either scale the object when its located at the origin, or
perform a translation afterwards to move the object back to where
it should be.</p>
centered at the origin will have their centers move. To avoid
this, either scale the object when its located at the origin,
or perform a translation afterwards to move the object back to
where it should be.</p>
<div class="math notranslate nohighlight">
\[\begin{split}\begin{bmatrix}x' \\ y' \\ z' \\ h'\end{bmatrix} =
\begin{bmatrix}
@@ -578,11 +1019,6 @@ it should be.</p>
\begin{bmatrix}x \\ y \\ z \\ h\end{bmatrix}\end{split}\]</div>
</dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.xyz">
<code class="sig-name descname">xyz</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.xyz"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.xyz" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="method">
<dt id="pylib.mathematics.vector.zeros">
<em class="property">static </em><code class="sig-name descname">zeros</code><span class="sig-paren">(</span><em class="sig-param">length</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pylib/mathematics.html#vector.zeros"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pylib.mathematics.vector.zeros" title="Permalink to this definition"></a></dt>
@@ -637,7 +1073,7 @@ columns filled with zeros.</p>
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