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        <a href="Scientific-module.html">Package&nbsp;Scientific</a> ::
        <a href="Scientific.Functions-module.html">Package&nbsp;Functions</a> ::
        Module&nbsp;Derivatives
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<!-- ==================== MODULE DESCRIPTION ==================== -->
<h1 class="epydoc">Module Derivatives</h1><p class="nomargin-top"></p>
<p>Automatic differentiation for functions of any number of variables up 
  to any order</p>
  <p>An instance of the class DerivVar represents the value of a function 
  and the values of its partial <a name="index-derivatives"></a><i 
  class="indexterm">derivatives</i> with respect to a list of variables. 
  All common mathematical operations and functions are available for these 
  numbers. There is no restriction on the type of the numbers fed into the 
  code; it works for real and complex numbers as well as for any Python 
  type that implements the necessary operations.</p>
  <p>If only first-order derivatives are required, the module 
  FirstDerivatives should be used. It is compatible to this one, but 
  significantly faster.</p>
  <p>Example:</p>
<pre class="literalblock">
 print sin(DerivVar(2))
</pre>
  <p>produces the output:</p>
<pre class="literalblock">
 (0.909297426826, [-0.416146836547])
</pre>
  <p>The first number is the value of sin(2); the number in the following 
  list is the value of the derivative of sin(x) at x=2, i.e. cos(2).</p>
  <p>When there is more than one variable, DerivVar must be called with an 
  integer second argument that specifies the number of the variable.</p>
  <p>Example:</p>
<pre class="literalblock">
   &gt;&gt;&gt;x = DerivVar(7., 0)
   &gt;&gt;&gt;y = DerivVar(42., 1)
   &gt;&gt;&gt;z = DerivVar(pi, 2)
   &gt;&gt;&gt;print (sqrt(pow(x,2)+pow(y,2)+pow(z,2)))

   produces the output

   &gt;&gt;&gt;(42.6950770511, [0.163953328662, 0.98371997197, 0.0735820818365])
</pre>
  <p>The numbers in the list are the partial derivatives with respect to x,
  y, and z, respectively.</p>
  <p>Higher-order derivatives are requested with an optional third argument
  to DerivVar.</p>
  <p>Example:</p>
<pre class="literalblock">
   &gt;&gt;&gt;x = DerivVar(3., 0, 3)
   &gt;&gt;&gt;y = DerivVar(5., 1, 3)
   &gt;&gt;&gt;print sqrt(x*y)

   produces the output

   &gt;&gt;&gt;(3.87298334621,
   &gt;&gt;&gt;    [0.645497224368, 0.387298334621],
   &gt;&gt;&gt;      [[-0.107582870728, 0.0645497224368],
   &gt;&gt;&gt;        [0.0645497224368, -0.0387298334621]],
   &gt;&gt;&gt;          [[[0.053791435364, -0.0107582870728],
   &gt;&gt;&gt;            [-0.0107582870728, -0.00645497224368]],
   &gt;&gt;&gt;           [[-0.0107582870728, -0.00645497224368],
   &gt;&gt;&gt;            [-0.00645497224368, 0.0116189500386]]])
</pre>
  <p>The individual orders can be extracted by indexing:</p>
<pre class="literalblock">
   &gt;&gt;&gt;print sqrt(x*y)[0]
   &gt;&gt;&gt;3.87298334621
   &gt;&gt;&gt;print sqrt(x*y)[1]
   &gt;&gt;&gt;[0.645497224368, 0.387298334621]
</pre>
  <p>An n-th order derivative is represented by a nested list of depth 
  n.</p>
  <p>When variables with different differentiation orders are mixed, the 
  result has the lower one of the two orders. An exception are zeroth-order
  variables, which are treated as constants.</p>
  <p>Caution: Higher-order derivatives are implemented by recursively using
  DerivVars to represent derivatives. This makes the code very slow for 
  high orders.</p>
  <p>Note: It doesn't make sense to use multiple DerivVar objects with 
  different values for the same variable index in one calculation, but 
  there is no check for this. I.e.:</p>
<pre class="literalblock">
   &gt;&gt;&gt;print DerivVar(3, 0)+DerivVar(5, 0)

   produces

   &gt;&gt;&gt;(8, [2])
</pre>
  <p>but this result is meaningless.</p>

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      <span class="summary-type">&nbsp;</span>
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        <a href="Scientific.Functions.Derivatives.DerivVar-class.html" class="summary-name">DerivVar</a><br />
      Numerical variable with automatic derivatives of arbitrary order
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          <td><span class="summary-sig"><a href="Scientific.Functions.Derivatives-module.html#DerivVector" class="summary-sig-name">DerivVector</a>(<span class="summary-sig-arg">x</span>,
        <span class="summary-sig-arg">y</span>,
        <span class="summary-sig-arg">z</span>,
        <span class="summary-sig-arg">index</span>=<span class="summary-sig-default">0</span>,
        <span class="summary-sig-arg">order</span>=<span class="summary-sig-default">1</span>)</span><br />
      Returns:
      a vector whose components are DerivVar objects</td>
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      <span class="summary-type"><code>bool</code></span>
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          <td><span class="summary-sig"><a href="Scientific.Functions.Derivatives-module.html#isDerivVar" class="summary-sig-name">isDerivVar</a>(<span class="summary-sig-arg">x</span>)</span><br />
      Returns:
      True if x is a DerivVar object, False otherwise</td>
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  <h3 class="epydoc"><span class="sig"><span class="sig-name">DerivVector</span>(<span class="sig-arg">x</span>,
        <span class="sig-arg">y</span>,
        <span class="sig-arg">z</span>,
        <span class="sig-arg">index</span>=<span class="sig-default">0</span>,
        <span class="sig-arg">order</span>=<span class="sig-default">1</span>)</span>
  </h3>
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    >&nbsp;
    </td>
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  <dl class="fields">
    <dt>Parameters:</dt>
    <dd><ul class="nomargin-top">
        <li><strong class="pname"><code>x</code></strong> (number) - x component of the vector</li>
        <li><strong class="pname"><code>y</code></strong> (number) - y component of the vector</li>
        <li><strong class="pname"><code>z</code></strong> (number) - z component of the vector</li>
        <li><strong class="pname"><code>index</code></strong> (<code>int</code>) - the DerivVar index for the x component. The y and z components 
          receive consecutive indices.</li>
        <li><strong class="pname"><code>order</code></strong> (<code>int</code>) - the derivative order</li>
    </ul></dd>
    <dt>Returns: <a href="Scientific.Geometry.Vector-class.html" 
      class="link">Scientific.Geometry.Vector</a></dt>
        <dd>a vector whose components are DerivVar objects</dd>
  </dl>
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  <h3 class="epydoc"><span class="sig"><span class="sig-name">isDerivVar</span>(<span class="sig-arg">x</span>)</span>
  </h3>
  </td><td align="right" valign="top"
    >&nbsp;
    </td>
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  <dl class="fields">
    <dt>Parameters:</dt>
    <dd><ul class="nomargin-top">
        <li><strong class="pname"><code>x</code></strong> - an arbitrary object</li>
    </ul></dd>
    <dt>Returns: <code>bool</code></dt>
        <dd>True if x is a DerivVar object, False otherwise</dd>
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