1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209
|
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
"http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<title>MMTK.ForceFields.ForceFieldTest — MMTK User Guide 2.7.7 documentation</title>
<link rel="stylesheet" href="../../../_static/default.css" type="text/css" />
<link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
<script type="text/javascript">
var DOCUMENTATION_OPTIONS = {
URL_ROOT: '../../../',
VERSION: '2.7.7',
COLLAPSE_INDEX: false,
FILE_SUFFIX: '.html',
HAS_SOURCE: true
};
</script>
<script type="text/javascript" src="../../../_static/jquery.js"></script>
<script type="text/javascript" src="../../../_static/underscore.js"></script>
<script type="text/javascript" src="../../../_static/doctools.js"></script>
<link rel="top" title="MMTK User Guide 2.7.7 documentation" href="../../../index.html" />
<link rel="up" title="Module code" href="../../index.html" />
</head>
<body>
<div class="related">
<h3>Navigation</h3>
<ul>
<li class="right" style="margin-right: 10px">
<a href="../../../genindex.html" title="General Index"
accesskey="I">index</a></li>
<li class="right" >
<a href="../../../py-modindex.html" title="Python Module Index"
>modules</a> |</li>
<li><a href="../../../index.html">MMTK User Guide 2.7.7 documentation</a> »</li>
<li><a href="../../index.html" accesskey="U">Module code</a> »</li>
</ul>
</div>
<div class="document">
<div class="documentwrapper">
<div class="bodywrapper">
<div class="body">
<h1>Source code for MMTK.ForceFields.ForceFieldTest</h1><div class="highlight"><pre>
<span class="c"># This module implements test functions.</span>
<span class="c">#</span>
<span class="c"># Written by Konrad Hinsen</span>
<span class="c">#</span>
<span class="sd">"""</span>
<span class="sd">Force field consistency tests</span>
<span class="sd">"""</span>
<span class="n">__docformat__</span> <span class="o">=</span> <span class="s">'restructuredtext'</span>
<span class="kn">from</span> <span class="nn">MMTK</span> <span class="kn">import</span> <span class="n">Utility</span>
<span class="kn">from</span> <span class="nn">Scientific.Geometry</span> <span class="kn">import</span> <span class="n">Vector</span><span class="p">,</span> <span class="n">ex</span><span class="p">,</span> <span class="n">ey</span><span class="p">,</span> <span class="n">ez</span>
<span class="kn">from</span> <span class="nn">Scientific</span> <span class="kn">import</span> <span class="n">N</span>
<span class="kn">import</span> <span class="nn">itertools</span>
<span class="c">#</span>
<span class="c"># Check consistency of energies and gradients.</span>
<span class="c">#</span>
<div class="viewcode-block" id="gradientTest"><a class="viewcode-back" href="../../../modules.html#MMTK.ForceFields.ForceFieldTest.gradientTest">[docs]</a><span class="k">def</span> <span class="nf">gradientTest</span><span class="p">(</span><span class="n">universe</span><span class="p">,</span> <span class="n">atoms</span> <span class="o">=</span> <span class="bp">None</span><span class="p">,</span> <span class="n">delta</span> <span class="o">=</span> <span class="mf">0.0001</span><span class="p">):</span>
<span class="sd">"""</span>
<span class="sd"> Test gradients by comparing to numerical derivatives of the energy.</span>
<span class="sd"> :param universe: the universe on which the test is performed</span>
<span class="sd"> :type universe: :class:`~MMTK.Universe.Universe`</span>
<span class="sd"> :param atoms: the atoms of the universe for which the gradient</span>
<span class="sd"> is tested (default: all atoms)</span>
<span class="sd"> :type atoms: list</span>
<span class="sd"> :param delta: the step size used in calculating the numerical derivatives</span>
<span class="sd"> :type delta: float</span>
<span class="sd"> """</span>
<span class="n">e0</span><span class="p">,</span> <span class="n">grad</span> <span class="o">=</span> <span class="n">universe</span><span class="o">.</span><span class="n">energyAndGradients</span><span class="p">()</span>
<span class="k">print</span> <span class="s">'Energy: '</span><span class="p">,</span> <span class="n">e0</span>
<span class="k">if</span> <span class="n">atoms</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
<span class="n">atoms</span> <span class="o">=</span> <span class="n">universe</span><span class="o">.</span><span class="n">atomList</span><span class="p">()</span>
<span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">atoms</span><span class="p">:</span>
<span class="k">print</span> <span class="n">a</span>
<span class="k">print</span> <span class="n">grad</span><span class="p">[</span><span class="n">a</span><span class="p">]</span>
<span class="n">num_grad</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="p">[</span><span class="n">ex</span><span class="p">,</span> <span class="n">ey</span><span class="p">,</span> <span class="n">ez</span><span class="p">]:</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">a</span><span class="o">.</span><span class="n">position</span><span class="p">()</span>
<span class="n">a</span><span class="o">.</span><span class="n">setPosition</span><span class="p">(</span><span class="n">x</span><span class="o">+</span><span class="n">delta</span><span class="o">*</span><span class="n">v</span><span class="p">)</span>
<span class="n">eplus</span> <span class="o">=</span> <span class="n">universe</span><span class="o">.</span><span class="n">energy</span><span class="p">()</span>
<span class="n">a</span><span class="o">.</span><span class="n">setPosition</span><span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">delta</span><span class="o">*</span><span class="n">v</span><span class="p">)</span>
<span class="n">eminus</span> <span class="o">=</span> <span class="n">universe</span><span class="o">.</span><span class="n">energy</span><span class="p">()</span>
<span class="n">a</span><span class="o">.</span><span class="n">setPosition</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">num_grad</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">eplus</span><span class="o">-</span><span class="n">eminus</span><span class="p">)</span><span class="o">/</span><span class="n">delta</span><span class="p">)</span>
<span class="k">print</span> <span class="n">Vector</span><span class="p">(</span><span class="n">num_grad</span><span class="p">)</span>
<span class="c">#</span>
<span class="c"># Check consistency of gradients and force constants.</span>
<span class="c">#</span></div>
<div class="viewcode-block" id="forceConstantTest"><a class="viewcode-back" href="../../../modules.html#MMTK.ForceFields.ForceFieldTest.forceConstantTest">[docs]</a><span class="k">def</span> <span class="nf">forceConstantTest</span><span class="p">(</span><span class="n">universe</span><span class="p">,</span> <span class="n">atoms</span> <span class="o">=</span> <span class="bp">None</span><span class="p">,</span> <span class="n">delta</span> <span class="o">=</span> <span class="mf">0.0001</span><span class="p">):</span>
<span class="sd">"""</span>
<span class="sd"> Test force constants by comparing to the numerical derivatives</span>
<span class="sd"> of the gradients.</span>
<span class="sd"> :param universe: the universe on which the test is performed</span>
<span class="sd"> :type universe: :class:`~MMTK.Universe.Universe`</span>
<span class="sd"> :param atoms: the atoms of the universe for which the gradient</span>
<span class="sd"> is tested (default: all atoms)</span>
<span class="sd"> :type atoms: list</span>
<span class="sd"> :param delta: the step size used in calculating the numerical derivatives</span>
<span class="sd"> :type delta: float</span>
<span class="sd"> """</span>
<span class="n">e0</span><span class="p">,</span> <span class="n">grad0</span><span class="p">,</span> <span class="n">fc</span> <span class="o">=</span> <span class="n">universe</span><span class="o">.</span><span class="n">energyGradientsAndForceConstants</span><span class="p">()</span>
<span class="k">if</span> <span class="n">atoms</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
<span class="n">atoms</span> <span class="o">=</span> <span class="n">universe</span><span class="o">.</span><span class="n">atomList</span><span class="p">()</span>
<span class="k">for</span> <span class="n">a1</span><span class="p">,</span> <span class="n">a2</span> <span class="ow">in</span> <span class="n">itertools</span><span class="o">.</span><span class="n">chain</span><span class="p">(</span><span class="n">itertools</span><span class="o">.</span><span class="n">izip</span><span class="p">(</span><span class="n">atoms</span><span class="p">,</span> <span class="n">atoms</span><span class="p">),</span>
<span class="n">Utility</span><span class="o">.</span><span class="n">pairs</span><span class="p">(</span><span class="n">atoms</span><span class="p">)):</span>
<span class="k">print</span> <span class="n">a1</span><span class="p">,</span> <span class="n">a2</span>
<span class="k">print</span> <span class="n">fc</span><span class="p">[</span><span class="n">a1</span><span class="p">,</span> <span class="n">a2</span><span class="p">]</span>
<span class="n">num_fc</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="p">[</span><span class="n">ex</span><span class="p">,</span> <span class="n">ey</span><span class="p">,</span> <span class="n">ez</span><span class="p">]:</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">a1</span><span class="o">.</span><span class="n">position</span><span class="p">()</span>
<span class="n">a1</span><span class="o">.</span><span class="n">setPosition</span><span class="p">(</span><span class="n">x</span><span class="o">+</span><span class="n">delta</span><span class="o">*</span><span class="n">v</span><span class="p">)</span>
<span class="n">e_plus</span><span class="p">,</span> <span class="n">grad_plus</span> <span class="o">=</span> <span class="n">universe</span><span class="o">.</span><span class="n">energyAndGradients</span><span class="p">()</span>
<span class="n">a1</span><span class="o">.</span><span class="n">setPosition</span><span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="n">delta</span><span class="o">*</span><span class="n">v</span><span class="p">)</span>
<span class="n">e_minus</span><span class="p">,</span> <span class="n">grad_minus</span> <span class="o">=</span> <span class="n">universe</span><span class="o">.</span><span class="n">energyAndGradients</span><span class="p">()</span>
<span class="n">a1</span><span class="o">.</span><span class="n">setPosition</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">num_fc</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mf">0.5</span><span class="o">*</span><span class="p">(</span><span class="n">grad_plus</span><span class="p">[</span><span class="n">a2</span><span class="p">]</span><span class="o">-</span><span class="n">grad_minus</span><span class="p">[</span><span class="n">a2</span><span class="p">])</span><span class="o">/</span><span class="n">delta</span><span class="p">)</span>
<span class="k">print</span> <span class="n">N</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">a</span><span class="p">:</span> <span class="n">a</span><span class="o">.</span><span class="n">array</span><span class="p">,</span> <span class="n">num_fc</span><span class="p">))</span>
<span class="c">#</span>
<span class="c"># Check consistency of gradients and virial</span>
<span class="c">#</span></div>
<div class="viewcode-block" id="virialTest"><a class="viewcode-back" href="../../../modules.html#MMTK.ForceFields.ForceFieldTest.virialTest">[docs]</a><span class="k">def</span> <span class="nf">virialTest</span><span class="p">(</span><span class="n">universe</span><span class="p">):</span>
<span class="sd">"""</span>
<span class="sd"> Test the virial by comparing to an explicit computation from</span>
<span class="sd"> positions and gradients.</span>
<span class="sd"> :param universe: the universe on which the test is performed</span>
<span class="sd"> :type universe: :class:`~MMTK.Universe.Universe`</span>
<span class="sd"> """</span>
<span class="n">ev</span> <span class="o">=</span> <span class="n">universe</span><span class="o">.</span><span class="n">energyEvaluator</span><span class="p">()</span>
<span class="n">e</span><span class="p">,</span> <span class="n">grad</span> <span class="o">=</span> <span class="n">ev</span><span class="p">(</span><span class="n">gradients</span> <span class="o">=</span> <span class="bp">True</span><span class="p">)</span>
<span class="n">virial</span> <span class="o">=</span> <span class="n">ev</span><span class="o">.</span><span class="n">lastVirial</span><span class="p">()</span>
<span class="n">conf</span> <span class="o">=</span> <span class="n">universe</span><span class="o">.</span><span class="n">configuration</span><span class="p">()</span>
<span class="k">print</span> <span class="n">virial</span><span class="p">,</span> <span class="o">-</span><span class="p">(</span><span class="n">conf</span><span class="o">*</span><span class="n">grad</span><span class="p">)</span><span class="o">.</span><span class="n">sumOverParticles</span><span class="p">()</span>
</div>
<span class="k">if</span> <span class="n">__name__</span> <span class="o">==</span> <span class="s">'__main__'</span><span class="p">:</span>
<span class="kn">from</span> <span class="nn">MMTK</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">MMTK.ForceFields</span> <span class="kn">import</span> <span class="n">Amber94ForceField</span>
<span class="n">delta</span> <span class="o">=</span> <span class="mf">0.001</span>
<span class="n">world</span> <span class="o">=</span> <span class="n">InfiniteUniverse</span><span class="p">(</span><span class="n">Amber94ForceField</span><span class="p">())</span>
<span class="n">m</span> <span class="o">=</span> <span class="n">Molecule</span><span class="p">(</span><span class="s">'water'</span><span class="p">)</span>
<span class="n">m</span><span class="o">.</span><span class="n">O</span><span class="o">.</span><span class="n">translateBy</span><span class="p">(</span><span class="n">Vector</span><span class="p">(</span><span class="mf">0.</span><span class="p">,</span><span class="mf">0.</span><span class="p">,</span><span class="mf">0.01</span><span class="p">))</span>
<span class="n">m</span><span class="o">.</span><span class="n">H1</span><span class="o">.</span><span class="n">translateBy</span><span class="p">(</span><span class="n">Vector</span><span class="p">(</span><span class="mf">0.01</span><span class="p">,</span><span class="mf">0.</span><span class="p">,</span><span class="mf">0.</span><span class="p">))</span>
<span class="n">atoms</span> <span class="o">=</span> <span class="bp">None</span>
<span class="n">world</span><span class="o">.</span><span class="n">addObject</span><span class="p">(</span><span class="n">m</span><span class="p">)</span>
<span class="n">gradientTest</span><span class="p">(</span><span class="n">world</span><span class="p">,</span> <span class="n">atoms</span><span class="p">,</span> <span class="n">delta</span><span class="p">)</span>
<span class="n">forceConstantTest</span><span class="p">(</span><span class="n">world</span><span class="p">,</span> <span class="n">atoms</span><span class="p">,</span> <span class="n">delta</span><span class="p">)</span>
<span class="n">virialTest</span><span class="p">(</span><span class="n">world</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="sphinxsidebar">
<div class="sphinxsidebarwrapper">
<div id="searchbox" style="display: none">
<h3>Quick search</h3>
<form class="search" action="../../../search.html" method="get">
<input type="text" name="q" />
<input type="submit" value="Go" />
<input type="hidden" name="check_keywords" value="yes" />
<input type="hidden" name="area" value="default" />
</form>
<p class="searchtip" style="font-size: 90%">
Enter search terms or a module, class or function name.
</p>
</div>
<script type="text/javascript">$('#searchbox').show(0);</script>
</div>
</div>
<div class="clearer"></div>
</div>
<div class="related">
<h3>Navigation</h3>
<ul>
<li class="right" style="margin-right: 10px">
<a href="../../../genindex.html" title="General Index"
>index</a></li>
<li class="right" >
<a href="../../../py-modindex.html" title="Python Module Index"
>modules</a> |</li>
<li><a href="../../../index.html">MMTK User Guide 2.7.7 documentation</a> »</li>
<li><a href="../../index.html" >Module code</a> »</li>
</ul>
</div>
<div class="footer">
© Copyright 2010, Konrad Hinsen.
Created using <a href="http://sphinx.pocoo.org/">Sphinx</a> 1.1.3.
</div>
</body>
</html>
|