Changeset 4514

Timestamp:

11/30/07 03:58:34 (19 months ago)

Author:

wfspotz@…

Message:

* Added support for FORTRAN-ordered arrays to numpy.i.

* Added new tests that test some of the FORTRAN-ordered typemaps.

* Updated the documentation to include the new FORTRAN-ordering

support.

Location:

trunk/numpy/doc/swig

Files:

• doc/numpy_swig.html (modified) (13 diffs)
• doc/numpy_swig.pdf (modified) (80 diffs)
• doc/numpy_swig.txt (modified) (11 diffs)
• numpy.i (modified) (22 diffs)
• pyfragments.swg (modified) (2 diffs)
• test/Farray.cxx (added)
• test/Farray.h (added)
• test/Farray.i (added)
• test/Makefile (modified) (3 diffs)
• test/setup.py (modified) (2 diffs)
• test/testFarray.py (added)

trunk/numpy/doc/swig/doc/numpy_swig.html

@@ -354 +354 @@
 Output-only?  Input-output?  <a class="reference" href="http://www.swig.org">SWIG</a> cannot determine these details,
 and does not attempt to do so.</p>
-<p>Making an educated guess, humans can conclude that this is probably a
-routine that takes an input-only array of length <tt class="docutils literal"><span class="pre">n</span></tt> of <tt class="docutils literal"><span class="pre">double</span></tt>
-values called <tt class="docutils literal"><span class="pre">seq</span></tt> and returns the root mean square.  The default
-behavior of <a class="reference" href="http://www.swig.org">SWIG</a>, however, will be to create a wrapper function
-that compiles, but is nearly impossible to use from the scripting
-language in the way the C routine was intended.</p>
+<p>If we designed <tt class="docutils literal"><span class="pre">rms</span></tt>, we probably made it a routine that takes an
+input-only array of length <tt class="docutils literal"><span class="pre">n</span></tt> of <tt class="docutils literal"><span class="pre">double</span></tt> values called <tt class="docutils literal"><span class="pre">seq</span></tt>
+and returns the root mean square.  The default behavior of <a class="reference" href="http://www.swig.org">SWIG</a>,
+however, will be to create a wrapper function that compiles, but is
+nearly impossible to use from the scripting language in the way the C
+routine was intended.</p>
 <p>For <a class="reference" href="http://www.python.org">python</a>, the preferred way of handling
 contiguous (or technically, <em>strided</em>) blocks of homogeneous data is
 with the module <a class="reference" href="http://numpy.scipy.org">NumPy</a>, which provides full
-object-oriented access to arrays of data.  Therefore, the most logical
-<a class="reference" href="http://www.python.org">python</a> interface for the <tt class="docutils literal"><span class="pre">rms</span></tt> function would be (including doc
-string):</p>
+object-oriented access to multidimensial arrays of data.  Therefore,
+the most logical <a class="reference" href="http://www.python.org">python</a> interface for the <tt class="docutils literal"><span class="pre">rms</span></tt> function would be
+(including doc string):</p>
 <pre class="literal-block">
 def rms(seq):
@@ -558 +558 @@
 </blockquote>
 <p>In the following descriptions, we reference a generic <tt class="docutils literal"><span class="pre">DATA_TYPE</span></tt>, which
-could be any of the C data types listed above.</p>
+could be any of the C data types listed above, and <tt class="docutils literal"><span class="pre">DIM_TYPE</span></tt> which
+should be one of the many types of integers.</p>
+<p>The typemap signatures are largely differentiated on the name given to
+the buffer pointer.  Names with <tt class="docutils literal"><span class="pre">FARRAY</span></tt> are for FORTRAN-ordered
+arrays, and names with <tt class="docutils literal"><span class="pre">ARRAY</span></tt> are for C-ordered (or 1D arrays).</p>
 <div class="section">
 <h2><a class="toc-backref" href="#id4" id="input-arrays" name="input-arrays">Input Arrays</a></h2>
@@ -566 +570 @@
 sequence (such as a list) that can be converted to the requested type
 of array.  The input array signatures are</p>
+<p>1D:</p>
 <blockquote>
 <ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE</span> <span class="pre">IN_ARRAY1[ANY]</span> <span class="pre">)</span></tt></li>
-<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_ARRAY1,</span>&nbsp; <span class="pre">int</span> <span class="pre">DIM1</span> <span class="pre">)</span></tt></li>
-<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span>&nbsp; <span class="pre">DATA_TYPE*</span> <span class="pre">IN_ARRAY1</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_ARRAY1,</span> <span class="pre">int</span> <span class="pre">DIM1</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_ARRAY1</span> <span class="pre">)</span></tt></li>
+</ul>
+</blockquote>
+<p>2D:</p>
+<blockquote>
+<ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE</span> <span class="pre">IN_ARRAY2[ANY][ANY]</span> <span class="pre">)</span></tt></li>
-<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_ARRAY2,</span>&nbsp; <span class="pre">int</span> <span class="pre">DIM1,</span>&nbsp; <span class="pre">int</span> <span class="pre">DIM2</span> <span class="pre">)</span></tt></li>
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+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_ARRAY2,</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_ARRAY2</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_FARRAY2,</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_FARRAY2</span> <span class="pre">)</span></tt></li>
+</ul>
+</blockquote>
+<p>3D:</p>
+<blockquote>
+<ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE</span> <span class="pre">IN_ARRAY3[ANY][ANY][ANY]</span> <span class="pre">)</span></tt></li>
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+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_ARRAY3,</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">int</span> <span class="pre">DIM3</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">int</span> <span class="pre">DIM3,</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_ARRAY3</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_FARRAY3,</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">int</span> <span class="pre">DIM3</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">int</span> <span class="pre">DIM3,</span> <span class="pre">DATA_TYPE*</span> <span class="pre">IN_FARRAY3</span> <span class="pre">)</span></tt></li>
 </ul>
 </blockquote>
@@ -591 +610 @@
 must therefore be a <a class="reference" href="http://numpy.scipy.org">NumPy</a> array of the required type.  The in-place
 signatures are</p>
+<p>1D:</p>
 <blockquote>
 <ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE</span> <span class="pre">INPLACE_ARRAY1[ANY]</span> <span class="pre">)</span></tt></li>
-<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_ARRAY1,</span>&nbsp; <span class="pre">int</span> <span class="pre">DIM1</span> <span class="pre">)</span></tt></li>
-<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span>&nbsp; <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_ARRAY1</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_ARRAY1,</span> <span class="pre">int</span> <span class="pre">DIM1</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_ARRAY1</span> <span class="pre">)</span></tt></li>
+</ul>
+</blockquote>
+<p>2D:</p>
+<blockquote>
+<ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE</span> <span class="pre">INPLACE_ARRAY2[ANY][ANY]</span> <span class="pre">)</span></tt></li>
-<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_ARRAY2,</span>&nbsp; <span class="pre">int</span> <span class="pre">DIM1,</span>&nbsp; <span class="pre">int</span> <span class="pre">DIM2</span> <span class="pre">)</span></tt></li>
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+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_ARRAY2,</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_ARRAY2</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_FARRAY2,</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_FARRAY2</span> <span class="pre">)</span></tt></li>
+</ul>
+</blockquote>
+<p>3D:</p>
+<blockquote>
+<ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE</span> <span class="pre">INPLACE_ARRAY3[ANY][ANY][ANY]</span> <span class="pre">)</span></tt></li>
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+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_ARRAY3,</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">int</span> <span class="pre">DIM3</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">int</span> <span class="pre">DIM3,</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_ARRAY3</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_FARRAY3,</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">int</span> <span class="pre">DIM3</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">int</span> <span class="pre">DIM2,</span> <span class="pre">int</span> <span class="pre">DIM3,</span> <span class="pre">DATA_TYPE*</span> <span class="pre">INPLACE_FARRAY3</span> <span class="pre">)</span></tt></li>
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@@ -619 +653 @@
 the version of <a class="reference" href="http://www.python.org">python</a>.  The <a class="reference" href="http://www.python.org">python</a> user does not pass these
 arrays in, they simply get returned.  The argout signatures are</p>
+<p>1D:</p>
 <blockquote>
 <ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE</span> <span class="pre">ARGOUT_ARRAY1[ANY]</span> <span class="pre">)</span></tt></li>
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-<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span>&nbsp; <span class="pre">DATA_TYPE*</span> <span class="pre">ARGOUT_ARRAY1</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE*</span> <span class="pre">ARGOUT_ARRAY1,</span> <span class="pre">int</span> <span class="pre">DIM1</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">int</span> <span class="pre">DIM1,</span> <span class="pre">DATA_TYPE*</span> <span class="pre">ARGOUT_ARRAY1</span> <span class="pre">)</span></tt></li>
+</ul>
+</blockquote>
+<p>2D:</p>
+<blockquote>
+<ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE</span> <span class="pre">ARGOUT_ARRAY2[ANY][ANY]</span> <span class="pre">)</span></tt></li>
+</ul>
+</blockquote>
+<p>3D:</p>
+<blockquote>
+<ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE</span> <span class="pre">ARGOUT_ARRAY3[ANY][ANY][ANY]</span> <span class="pre">)</span></tt></li>
 </ul>
@@ -653 +698 @@
 so that these values can be passed back to the user.  The argoutview
 typemap signatures are therefore</p>
+<p>1D:</p>
 <blockquote>
 <ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE**</span> <span class="pre">ARGOUTVIEW_ARRAY1,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM1</span> <span class="pre">)</span></tt></li>
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+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE**</span> <span class="pre">ARGOUTVIEW_FARRAY1,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM1</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM1,</span> <span class="pre">DATA_TYPE**</span> <span class="pre">ARGOUTVIEW_FARRAY1</span> <span class="pre">)</span></tt></li>
+</ul>
+</blockquote>
+<p>2D:</p>
+<blockquote>
+<ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE**</span> <span class="pre">ARGOUTVIEW_ARRAY2,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM1,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM2</span> <span class="pre">)</span></tt></li>
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+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE**</span> <span class="pre">ARGOUTVIEW_FARRAY2,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM1,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM2</span> <span class="pre">)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM1,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM2,</span> <span class="pre">DATA_TYPE**</span> <span class="pre">ARGOUTVIEW_FARRAY2</span> <span class="pre">)</span></tt></li>
+</ul>
+</blockquote>
+<p>3D:</p>
+<blockquote>
+<ul class="simple">
 <li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE**</span> <span class="pre">ARGOUTVIEW_ARRAY3,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM1,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM2,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM3)</span></tt></li>
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-</ul>
-</blockquote>
-<p>Note that arrays with hard-coded dimensions are not supported.  Thes
-have to be allocated ahead of time, which defeats the purpose of the
-typemap.</p>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DATA_TYPE**</span> <span class="pre">ARGOUTVIEW_FARRAY3,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM1,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM2,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM3)</span></tt></li>
+<li><tt class="docutils literal"><span class="pre">(</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM1,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM2,</span> <span class="pre">DIM_TYPE*</span> <span class="pre">DIM3,</span> <span class="pre">DATA_TYPE**</span> <span class="pre">ARGOUTVIEW_FARRAY3)</span></tt></li>
+</ul>
+</blockquote>
+<p>Note that arrays with hard-coded dimensions are not supported.  These
+cannot follow the double pointer signatures of these typemaps.</p>
 </div>
 <div class="section">
@@ -796 +857 @@
 uses internally to build its typemaps.  However, these functions may
 be useful elsewhere in your interface file.  These macros and routines
-are implemented as fragments, as described briefly in the previous
-section.  If you try to use one or more of the following macros or
-functions, but your compiler complains that it does not recognize the
-symbol, then you need to force these fragments to appear in your code
-using:</p>
+are implemented as fragments, which are described briefly in the
+previous section.  If you try to use one or more of the following
+macros or functions, but your compiler complains that it does not
+recognize the symbol, then you need to force these fragments to appear
+in your code using:</p>
 <pre class="literal-block">
 %fragment(&quot;NumPy_Fragments&quot;);
@@ -834 +895 @@
 <dd>Evaluates as true if the data buffer of <tt class="docutils literal"><span class="pre">a</span></tt> uses native byte
 order.  Equivalent to <tt class="docutils literal"><span class="pre">(PyArray_ISNOTSWAPPED(a))</span></tt>.</dd>
+<dt><strong>array_is_fortran(a)</strong></dt>
+<dd>Evaluates as true if <tt class="docutils literal"><span class="pre">a</span></tt> is FORTRAN ordered.</dd>
 </dl>
 </blockquote>
@@ -993 +1056 @@
 specified shape, return 1.  Otherwise, set the <a class="reference" href="http://www.python.org">python</a> error
 string and return 0.</p>
+</blockquote>
+<p><strong>require_fortran()</strong></p>
+<blockquote>
+<p>Return type: <tt class="docutils literal"><span class="pre">int</span></tt></p>
+<p>Arguments:</p>
+<ul class="simple">
+<li><tt class="docutils literal"><span class="pre">PyArrayObject*</span> <span class="pre">ary</span></tt>, a <a class="reference" href="http://numpy.scipy.org">NumPy</a> array.</li>
+</ul>
+<p>Require the given <tt class="docutils literal"><span class="pre">PyArrayObject</span></tt> to to be FORTRAN ordered.  If
+the the <tt class="docutils literal"><span class="pre">PyArrayObject</span></tt> is already FORTRAN ordered, do nothing.
+Else, set the FORTRAN ordering flag and recompute the strides.</p>
 </blockquote>
 </blockquote>
@@ -1122 +1196 @@
 <tt class="docutils literal"><span class="pre">unsigned</span> <span class="pre">int</span></tt>, <tt class="docutils literal"><span class="pre">long</span></tt>, <tt class="docutils literal"><span class="pre">unsigned</span> <span class="pre">long</span></tt>, <tt class="docutils literal"><span class="pre">long</span> <span class="pre">long</span></tt>,
 <tt class="docutils literal"><span class="pre">unsigned</span> <span class="pre">long</span> <span class="pre">long</span></tt>, <tt class="docutils literal"><span class="pre">float</span></tt> and <tt class="docutils literal"><span class="pre">double</span></tt>.</li>
-<li>That support 29 different argument signatures for each data type,
+<li>That support 41 different argument signatures for each data type,
 including:<ul>
 <li>One-dimensional, two-dimensional and three-dimensional arrays.</li>
@@ -1128 +1202 @@
 <li>Hard-coded dimensions, data-buffer-then-dimensions
 specification, and dimensions-then-data-buffer specification.</li>
+<li>Both C-ordering (&quot;last dimension fastest&quot;) or FORTRAN-ordering
+(&quot;first dimension fastest&quot;) support for 2D and 3D arrays.</li>
 </ul>
 </li>
@@ -1137 +1213 @@
 <ul class="simple">
 <li>A <a class="reference" href="http://www.swig.org">SWIG</a> macro (<tt class="docutils literal"><span class="pre">%numpy_typemaps</span></tt>) with three arguments for
-implementing the 29 argument signatures for the user's choice of
+implementing the 41 argument signatures for the user's choice of
 (1) C data type, (2) <a class="reference" href="http://numpy.scipy.org">NumPy</a> data type (assuming they match), and
 (3) dimension type.</li>
-<li>Eight C macros and twelve C functions that can be used to write
+<li>Nine C macros and 13 C functions that can be used to write
 specialized typemaps, extensions, or inlined functions that handle
 cases not covered by the provided typemaps.</li>
@@ -1161 +1237 @@
 <div class="footer">
 <hr class="footer" />
-Generated on: 2007-11-29 19:48 UTC.
+Generated on: 2007-11-30 03:56 UTC.
 Generated by <a class="reference" href="http://docutils.sourceforge.net/">Docutils</a> from <a class="reference" href="http://docutils.sourceforge.net/rst.html">reStructuredText</a> source.
 

trunk/numpy/doc/swig/doc/numpy_swig.pdf

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