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<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'>Hi folks,<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'>I&#8217;m newby in Pyrex. I&#8217;m
trying to optimize a python application. I&#8217;m working on Windows XP
enviroment, Python 2.5 and the last binary pirex version 0.9.3.1<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'>First I tried, following an example
from pirex´s guide using Numeric, and it works exactly like my old python
version. The problem is I used numpy.ndarray so I have to transform into Numeric.array,
use the rutin and back to numpy. It&#8217;s not good.<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'>Looking for a solution, I
followed an example in pirex&#8217;s code at <a
href="http://www.scipy.org/PerformancePython">http://www.scipy.org/PerformancePython</a><o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'>It works with ndarray but the
results are not the same. I can not find where the error is.<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'>First my Numeric code: (c1,
c2, c3 are arrays of dimension 1, a is a matrix (3<span class=GramE>,7</span>))<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></font></p>

<p class=MsoNormal><span class=GramE><font size=3 face="Times New Roman"><span
lang=EN-US style='font-size:12.0pt;mso-ansi-language:EN-US'>cdef</span></font></span><span
lang=EN-US style='mso-ansi-language:EN-US'> extern from
&quot;Numeric/arrayobject.h&quot;:<o:p></o:p></span></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>  </span><span class=GramE>struct</span>
PyArray_Descr:<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>int</span> type_num,
elsize<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>char</span> type<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>  </span><span class=GramE>ctypedef</span> class
Numeric.ArrayType [object PyArrayObject]:<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> char *data<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> int nd<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> int
*dimensions, *strides<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> object base<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> PyArray_Descr
*descr<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> int flags<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></font></p>

<p class=MsoNormal><span class=GramE><font size=3 face="Times New Roman"><span
lang=EN-US style='font-size:12.0pt;mso-ansi-language:EN-US'>def</span></font></span><span
lang=EN-US style='mso-ansi-language:EN-US'> calculo1(ArrayType c2, ArrayType
c3, ArrayType a, ArrayType c1):<o:p></o:p></span></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> int k, j ,
ncola<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> double pivote
<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> double
*elema, *elemc2, *elemc3, *elemc1 <o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>elema</span> = &lt;double
*&gt;a.data<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span>elemc2 = &lt;double *&gt;c2.data<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span>elemc3 = &lt;double *&gt;c3.data<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span>elemc1 = &lt;double *&gt;c1.data<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>ncola</span> =
a.dimensions[1]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>for</span> k from 0 &lt;=
k &lt; 2:<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>        </span></span><span class=GramE>pivote</span>
= elema[k * ncola] / elemc2[0]<o:p></o:p></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span style='font-size:
12.0pt'><span style='mso-spacerun:yes'>        </span><span class=GramE>for</span>
j from 0 &lt;= j &lt; 2:<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span style='font-size:
12.0pt'><span style='mso-spacerun:yes'>            </span><span class=GramE>elema[</span>k
* ncola + j + 1] = elema[k * ncola + j + 1] - pivote * elemc2[j+1]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span style='font-size:
12.0pt'><span style='mso-spacerun:yes'>        </span><span class=GramE>elema[</span>k
* ncola + 6] = elema[k * ncola + 6] - pivote * elemc2[3]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span style='font-size:
12.0pt'><span style='mso-spacerun:yes'>    </span></span></font><span
class=GramE><span lang=EN-US style='mso-ansi-language:EN-US'>for</span></span><span
lang=EN-US style='mso-ansi-language:EN-US'> k from 0 &lt;= k &lt; 3:<o:p></o:p></span></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>        </span><span class=GramE>pivote</span> =
elema[k * ncola + 1] / elemc3[0]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'> </span><span style='mso-spacerun:yes'>       </span></span><span
class=GramE>elema[</span>k * ncola + 2] = elema[k * ncola + 2] - pivote *
elemc3[1]<o:p></o:p></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span style='font-size:
12.0pt'><span style='mso-spacerun:yes'>        </span><span class=GramE>elema[</span>k
* ncola + 6] = elema[k * ncola + 6] - pivote * elemc3[2]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span style='font-size:
12.0pt'><span style='mso-spacerun:yes'>    </span></span></font><span
class=GramE><span lang=EN-US style='mso-ansi-language:EN-US'>for</span></span><span
lang=EN-US style='mso-ansi-language:EN-US'> k from 2 &lt;= k &lt; 7:<o:p></o:p></span></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>        </span><span class=GramE>elemc1[</span>k-2] =
elema[k]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>return</span> a, c1<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'>Now my Numpy approach:<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></font></p>

<p class=MsoNormal><span class=GramE><font size=3 face="Times New Roman"><span
lang=EN-US style='font-size:12.0pt;mso-ansi-language:EN-US'>cdef</span></font></span><span
lang=EN-US style='mso-ansi-language:EN-US'> extern from &quot;Python.h&quot;:<o:p></o:p></span></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>  </span><span class=GramE>int</span>
PyObject_AsReadBuffer(object, void **rbuf, int *len)<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>  </span><span class=GramE>int</span>
PyObject_AsWriteBuffer(object, void **rbuf, int *len)<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></font></p>

<p class=MsoNormal><span class=GramE><font size=3 face="Times New Roman"><span
lang=EN-US style='font-size:12.0pt;mso-ansi-language:EN-US'>def</span></font></span><span
lang=EN-US style='mso-ansi-language:EN-US'> calculo1(object c2, object c3,
object a, object c1):<o:p></o:p></span></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> int k, j ,
ncola<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> double pivote
<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>cdef</span> double
*elema, *elemc2, *elemc3, *elemc1 <o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span></span><span class=GramE>elema</span> =
&lt;double *&gt;a.data<o:p></o:p></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span style='font-size:
12.0pt'><span style='mso-spacerun:yes'>    </span>#elema = <span class=GramE>a.ravel()</span><o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span style='font-size:
12.0pt'><span style='mso-spacerun:yes'>    </span></span></font><span
lang=EN-US style='mso-ansi-language:EN-US'>elemc2 = &lt;double *&gt;c2.data<o:p></o:p></span></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span>elemc3 = &lt;double *&gt;c3.data<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span>elemc1 = &lt;double *&gt;c1.data<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>ncola</span> = a.shape[1]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>for</span> k from 0 &lt;=
k &lt; 2:<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>        </span><span class=GramE>pivote</span> =
elema[k * ncola] / elemc2[0]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>        </span><span class=GramE>for</span> j from 0
&lt;= j &lt; 2:<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>            </span><span class=GramE>elema[</span>k *
ncola + j + 1] = elema[k * ncola + j + 1] - pivote * elemc2[j+1]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>        </span></span><span class=GramE>elema[</span>k
* ncola + 6] = elema[k * ncola + 6] - pivote * elemc2[3]<o:p></o:p></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span style='font-size:
12.0pt'><span style='mso-spacerun:yes'>    </span></span></font><span
class=GramE><span lang=EN-US style='mso-ansi-language:EN-US'>for</span></span><span
lang=EN-US style='mso-ansi-language:EN-US'> k from 0 &lt;= k &lt; 3:<o:p></o:p></span></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>        </span><span class=GramE>pivote</span> =
elema[k * ncola + 1] / elemc3[0]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>        </span></span><span class=GramE>elema[</span>k
* ncola + 2] = elema[k * ncola + 2] - pivote * elemc3[1]<o:p></o:p></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span style='font-size:
12.0pt'><span style='mso-spacerun:yes'>        </span><span class=GramE>elema[</span>k
* ncola + 6] = elema[k * ncola + 6] - pivote * elemc3[2]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span style='font-size:
12.0pt'><span style='mso-spacerun:yes'>    </span></span></font><span
class=GramE><span lang=EN-US style='mso-ansi-language:EN-US'>for</span></span><span
lang=EN-US style='mso-ansi-language:EN-US'> k from 2 &lt;= k &lt; 7:<o:p></o:p></span></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>        </span><span class=GramE>elemc1[</span>k-2] =
elema[k]<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><span
style='mso-spacerun:yes'>    </span><span class=GramE>return</span> a, c1<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'>Thanks!<o:p></o:p></span></font></p>

<p class=MsoNormal><font size=3 face="Times New Roman"><span lang=EN-US
style='font-size:12.0pt;mso-ansi-language:EN-US'>Daniel Rozengardt<o:p></o:p></span></font></p>

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