[med-svn] [pymia] 01/02: Imported Upstream version 0.1.4

Gert Wollny gert-guest at moszumanska.debian.org
Wed Dec 4 16:09:28 UTC 2013


This is an automated email from the git hooks/post-receive script.

gert-guest pushed a commit to branch master
in repository pymia.

commit 99e390ea7471fe3b26c1027c7c8f964167b0dd52
Author: Gert Wollny <gw.fossdev at gmail.com>
Date:   Wed Dec 4 17:04:20 2013 +0100

    Imported Upstream version 0.1.4
---
 AUTHORS                |   3 +
 COPYING                | 676 +++++++++++++++++++++++++++++++++++++++++++++++++
 ChangeLog              |  18 ++
 PKG-INFO               |  17 ++
 README                 |  39 +++
 setup.py               |  86 +++++++
 src/mia_conversions.hh | 441 ++++++++++++++++++++++++++++++++
 src/mia_python.cc      | 369 +++++++++++++++++++++++++++
 8 files changed, 1649 insertions(+)

diff --git a/AUTHORS b/AUTHORS
new file mode 100644
index 0000000..3849d5f
--- /dev/null
+++ b/AUTHORS
@@ -0,0 +1,3 @@
+Gert Wollny <gw.fossdev dot gmail dot com>
+
+
diff --git a/COPYING b/COPYING
new file mode 100644
index 0000000..4432540
--- /dev/null
+++ b/COPYING
@@ -0,0 +1,676 @@
+
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+Foundation.  If the Program does not specify a version number of the
+GNU General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+		     END OF TERMS AND CONDITIONS
+
+	    How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU General Public License for more details.
+
+    You should have received a copy of the GNU General Public License
+    along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+    <program>  Copyright (C) <year>  <name of author>
+    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+    This is free software, and you are welcome to redistribute it
+    under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License.  Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<http://www.gnu.org/licenses/>.
+
+  The GNU General Public License does not permit incorporating your program
+into proprietary programs.  If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library.  If this is what you want to do, use the GNU Lesser General
+Public License instead of this License.  But first, please read
+<http://www.gnu.org/philosophy/why-not-lgpl.html>.
+
diff --git a/ChangeLog b/ChangeLog
new file mode 100644
index 0000000..1c54b77
--- /dev/null
+++ b/ChangeLog
@@ -0,0 +1,18 @@
+Version 0.1.4
+=============
+
+ * move the segmentation tool into different package since it
+	does not work with python3
+ * remove direct (deprecated) access to array objects
+
+Version 0.1.3
+=============
+
+ * mia modules support for python 3
+ * move to python distutils as build tool
+ * change drawn star rays to six Closes [tickets-pymia:#1]
+
+Version 0.1.2
+=============
+
+  * first public release
diff --git a/PKG-INFO b/PKG-INFO
new file mode 100644
index 0000000..ec976d5
--- /dev/null
+++ b/PKG-INFO
@@ -0,0 +1,17 @@
+Metadata-Version: 1.1
+Name: pymia
+Version: 0.1.4
+Summary: Functions for mediacal image analysis 
+Home-page: http://mia.sourceforge.net/
+Author: Gert Wollny
+Author-email: gw.fossdev at gmail.com
+License: GNU General Public License
+Description: This package provides a module for gray scale image processing and a tool for basic image segmentation
+Platform: Linux
+Platform: BSD
+Classifier: Development Status :: 4 - Beta
+Classifier: Intended Audience :: Developers
+Classifier: License :: OSI Approved :: GNU General Public License
+Classifier: Operating System :: POSIX
+Classifier: Programming Language :: Python
+Classifier: Topic :: Science :: Image Processing
diff --git a/README b/README
new file mode 100644
index 0000000..d30994c
--- /dev/null
+++ b/README
@@ -0,0 +1,39 @@
+This is the python interface for the MIA library. It uses numpy to 
+represent images, and currently, filters and image registration is 
+supported. 
+
+  Compiling the interface:
+
+The build system utilizes python distutils. To compile the interface 
+the compiler must support the -std=c++11 compiler flag. 
+Building the interface then build down to running 
+
+  python setup.py build 
+
+Note, that you wil need mia >= 2.0.10 to be installed. 
+
+
+  Using the python interface: 
+
+Given that MyImage is a 2D or 3D numpy array of scalar values, one may 
+run a filter chain like 
+ 
+  import mia
+
+  MyFilteredImage = mia.filter(MyImage, ["filter1:param1=a", 
+                                     "filter2:param1=b,param2=c", ...])
+
+For the availabe filters see the user reference of MIA.
+
+
+Similarly, the image registration can be run with images Moving and Reference, 
+using a spline based transformation with a coefficient rate of 5 pixels, 2 
+multi-resolution levels and an nlopt based optimizer: 
+
+  import mia
+  Registered = mia.register_images(src=Moving, ref=Reference, 
+     transform="spline:rate=5", cost=["image:cost=ssd", "divcurl:weight=10.0"],
+     mglevels=2, optimizer="nlopt:opt=ld-var1,xtola=0.001,ftolr=0.001,maxiter=300")
+
+
+The result image is stored in Registered. Currently, the transformation is lost.
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..d2f02b1
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,86 @@
+#
+# Copyright (c) Madrid 2008 
+# BIT, ETSI Telecomunicacion, UPM
+#
+# This program is free software; you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation; either version 2 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program; if not, write to the Free Software
+# Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307  USA
+#
+#
+#
+
+
+from distutils.core import setup
+from distutils.extension import Extension
+
+import numpy
+import subprocess
+
+#
+# as seen on 
+# http://code.activestate.com/recipes/502261-python-distutils-pkg-config/
+
+def pkgconfig(*packages, **kw):
+    flag_map = {'-I': 'include_dirs', '-L': 'library_dirs', '-l': 'libraries'}
+
+    s = subprocess.check_output(['pkg-config','--libs', '--cflags', ' '.join(packages)]).decode('utf-8')
+    for token in s.split():
+    
+        if token[:2] in flag_map:
+            kw.setdefault(flag_map.get(token[:2]), []).append(token[2:])
+        else: # throw others to extra_link_args
+            kw.setdefault('extra_link_args', []).append(token)
+
+    for k, v in kw.items(): # remove duplicated
+        kw[k] = list(set(v))
+
+    return kw
+
+
+depvars = pkgconfig('mia3d-2.0')
+print(depvars)
+depvars['include_dirs'].append(numpy.get_include())
+
+
+extension = Extension('mia', 
+                      ['src/mia_python.cc'], 
+                      extra_compile_args = ['-std=c++11'], 
+                      depends = ["numpy"], 
+                      **depvars)
+
+
+            
+setup(name='pymia',
+      version='0.1.4',
+      description='Functions for mediacal image analysis ',
+      long_description='This package provides a module for gray scale image processing and a tool for basic image segmentation' , 
+      author='Gert Wollny',
+      author_email='gw.fossdev at gmail.com',
+      license = "GNU General Public License", 
+      platforms = ["Linux", "BSD"], 
+      url='http://mia.sourceforge.net/',
+      ext_modules = [extension], 
+      classifiers=[
+          'Development Status :: 4 - Beta',
+          'Intended Audience :: Developers',
+          'License :: OSI Approved :: GNU General Public License',
+          'Operating System :: POSIX',
+          'Programming Language :: Python',
+          'Topic :: Science :: Image Processing',
+          ],
+      )
+
+
+
+
+
diff --git a/src/mia_conversions.hh b/src/mia_conversions.hh
new file mode 100644
index 0000000..31ffe5c
--- /dev/null
+++ b/src/mia_conversions.hh
@@ -0,0 +1,441 @@
+ /* -*- mia-c++  -*-
+ *
+ * Copyright (c) Leipzig, Madrid 1999-2012 Gert Wollny
+ *
+ * This program is free software; you can redistribute it and/or modify
+ * it under the terms of the GNU General Public License as published by
+ * the Free Software Foundation; either version 3 of the License, or
+ * (at your option) any later version.
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+ * GNU General Public License for more details.
+ *
+ * You should have received a copy of the GNU General Public License
+ * along with this program; if not, write to the Free Software
+ * Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307  USA
+ *
+ */
+
+#define NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION
+
+#include <Python.h>
+#include <numpy/arrayobject.h>
+#include <mia/core/msgstream.hh>
+#include <mia/core/errormacro.hh>
+#include <mia/2d/image.hh>
+#include <mia/3d/image.hh>
+#include <miaconfig.h>
+
+NS_MIA_BEGIN
+
+using std::unique_ptr; 
+using std::runtime_error; 
+using std::invalid_argument; 
+
+/// \cond INTERNAL 
+
+/**
+   This is the placeholder temnplate of the creation of an image from a numpy array. 
+   It needs to be specified for the actual image type. 
+   \tparam in input pixel type 
+   \tparam out output pixel type 
+   \tparam Image the image type 
+*/
+
+template <typename in, typename out, template  <class> class Image>
+struct get_image {
+	static  Image<out> apply(PyArrayObject *input) {
+		static_assert(sizeof(in) == 0, "If you end up here, you need to add a new instanciation of get_image structure"); 
+	}
+}; 
+
+
+/**
+   This is the line copy if the input and output data is of the same size and not boolean 
+   (Boolean is special in the STL vector implementation) 
+   \tparam Image the image type 
+   \tparam the pixel type 
+*/
+template <template  <class> class Image, typename T> 
+struct __dispatch_copy_line {
+	static void apply(typename Image<T>::iterator out, char *data, int size) {
+		memcpy(&out[0], data, size);
+	}
+}; 
+
+/**
+   This is the line copy if the data represents boolean 
+   \tparam Image the image type 
+   \tparam the pixel type 
+*/
+
+template <template  <class> class Image> 
+struct __dispatch_copy_line<Image, bool> {
+	static void apply(typename Image<bool>::iterator out, char *data, int size) {
+		copy(data, data+size, out); 
+	}
+}; 
+
+/**
+   This structure is the template specialization of get_image for 2D images.
+   \tparam in input pixel type 
+   \tparam out output pixel type 
+ */
+template <typename in, typename out>
+struct get_image<in, out, T2DImage > {
+	static typename T2DImage<out>::Pointer apply(PyArrayObject *input) {
+		TRACE_FUNCTION; 
+		typedef typename T2DImage<out>::dimsize_type Dimsize;
+		
+		const npy_intp *dimensions = PyArray_DIMS(input); 
+		Dimsize size(dimensions[1], dimensions[0]);
+		T2DImage<out> *result = new T2DImage<out>(size); 
+		typename T2DImage<out>::Pointer presult(result); 
+	
+		cvdebug() << "Create mia image of size " << size 
+			  << " type " << __type_descr<out>::value 
+			  << "\n"; 
+
+		/////////////////////////////////////////////////////////////////////////////////////////
+		// this code is taken from the on-line example about iterators and adapted to my needs
+		// http://docs.scipy.org/doc/numpy/reference/c-api.iterator.html#simple-iteration-example
+		// 
+		auto iter = NpyIter_New(input, NPY_ITER_READONLY|
+					NPY_ITER_EXTERNAL_LOOP|
+					NPY_ITER_REFS_OK,NPY_KEEPORDER,  NPY_NO_CASTING, 
+					NULL); 
+		unique_ptr<NpyIter, int (*)(NpyIter *p)> piter(iter, NpyIter_Deallocate);
+		if (!iter) 
+			throw runtime_error("Unable create iterater for input array"); 
+		
+		auto iternext = NpyIter_GetIterNext(iter, NULL);
+		if (iternext == NULL)
+			throw runtime_error("Unable to iterate over input array"); 
+		
+		auto innerstride = NpyIter_GetInnerStrideArray(iter)[0];
+		auto itemsize = NpyIter_GetDescrArray(iter)[0]->elsize;
+		auto innersizeptr = NpyIter_GetInnerLoopSizePtr(iter);
+		auto dataptrarray = NpyIter_GetDataPtrArray(iter);
+
+		if (innerstride == sizeof(out)) {
+			// fast copy if stride is equal to target item size 
+			size_t y = 0; 
+			do {
+				__dispatch_copy_line<T2DImage, out>::apply(result->begin_at(0,y), dataptrarray[0], itemsize * (*innersizeptr));
+				++y; 
+			} while (iternext(iter));
+		} else {
+			auto ir = result->begin(); 
+			do {
+				npy_intp size = *innersizeptr;
+				char *src = dataptrarray[0];
+				for(npy_intp i = 0; i < size; i++, src += innerstride, ++ir) {
+					*ir = *(in*)src;
+				}
+			} while (iternext(iter));
+		}
+		//
+		// End of copying
+		////////////////////////////////////////////////////////////////
+		return presult; 
+	}
+}; 
+
+
+/**
+   This structure is the template specialization of get_image for 3D images.
+   \tparam in input pixel type 
+   \tparam out output pixel type 
+ */
+template <typename in, typename out>
+struct get_image<in, out, T3DImage > {
+	static typename T3DImage<out>::Pointer apply(PyArrayObject *input) {
+		TRACE_FUNCTION; 
+		typedef typename T3DImage<out>::dimsize_type Dimsize;
+		
+		const npy_intp *dimensions = PyArray_DIMS(input); 
+		Dimsize size(dimensions[2], dimensions[1], dimensions[0]);
+
+		cvdebug() << "Create mia image of size " << size 
+			  << " and type " << __type_descr<out>::value << "\n"; 
+
+		T3DImage<out> *result = new T3DImage<out>(size); 
+		typename T3DImage<out>::Pointer presult(result); 
+	
+		/////////////////////////////////////////////////////////////////////////////////////////
+		// this code is taken from the on-line example about iterators and adapted to my needs
+		// http://docs.scipy.org/doc/numpy/reference/c-api.iterator.html#simple-iteration-example
+		// 
+		auto iter = NpyIter_New(input, NPY_ITER_READONLY|
+					NPY_ITER_EXTERNAL_LOOP|
+					NPY_ITER_REFS_OK, 
+					NPY_KEEPORDER, 
+					NPY_NO_CASTING, 
+					NULL); 
+		unique_ptr<NpyIter, int (*)(NpyIter *p)> piter(iter, NpyIter_Deallocate);
+		if (!iter) 
+			throw runtime_error("Unable create iterater for input array"); 
+		
+		auto iternext = NpyIter_GetIterNext(iter, NULL);
+		if (iternext == NULL)
+			throw runtime_error("Unable to iterate over input array"); 
+		
+		auto innerstride = NpyIter_GetInnerStrideArray(iter)[0];
+		auto itemsize = NpyIter_GetDescrArray(iter)[0]->elsize;
+		auto innersizeptr = NpyIter_GetInnerLoopSizePtr(iter);
+		auto dataptrarray = NpyIter_GetDataPtrArray(iter);
+		
+		if (innerstride == sizeof(out)) {
+			// fast copy if stride is equal to item size 
+			size_t z = 0; 
+			size_t y = 0; 
+
+			do {
+				__dispatch_copy_line<T3DImage, out>::apply(result->begin_at(0,y,z), dataptrarray[0], itemsize * (*innersizeptr));
+				++y; 
+				if ( y >= size.y ) 
+					++z; 
+			} while (iternext(iter));
+		} else {
+			auto ir = result->begin(); 
+			do {
+				npy_intp size = *innersizeptr;
+				char *src = dataptrarray[0];
+				for(npy_intp i = 0; i < size; i++, src += innerstride, ++ir) {
+					*ir = *(in*)src;
+				}
+			} while (iternext(iter));
+		}
+		//
+		// End of copying
+		////////////////////////////////////////////////////////////////
+		return presult; 
+	}
+}; 
+
+/**
+   \cond internal 
+   Provide a mapping from C++ types to the numpy type constants 
+*/
+
+template <typename T> 
+struct __mia_pixel_type_numarray_id {
+	static const int value;
+	static const char *name; 
+}; 
+
+template <typename T> 
+const char *__mia_pixel_type_numarray_id<T>::name = "NPY_USERDEF"; 
+
+template <typename T> 
+const int __mia_pixel_type_numarray_id<T>::value = NPY_USERDEF; 
+
+
+#define SPECIALICE_ID(type, VALUE)		\
+template <>					\
+struct __mia_pixel_type_numarray_id<type> {	\
+	static const int value;		\
+	static const char *name;		\
+};						\
+						\
+					\
+const char *__mia_pixel_type_numarray_id<type>::name = #VALUE; \
+const int __mia_pixel_type_numarray_id<type>::value = VALUE;
+
+SPECIALICE_ID(bool, NPY_BOOL);
+SPECIALICE_ID(signed char, NPY_BYTE);
+SPECIALICE_ID(unsigned char, NPY_UBYTE); 
+SPECIALICE_ID(signed short, NPY_SHORT); 
+SPECIALICE_ID(unsigned short, NPY_USHORT); 
+SPECIALICE_ID(signed int, NPY_INT); 
+SPECIALICE_ID(unsigned int, NPY_UINT); 
+SPECIALICE_ID(signed long, NPY_LONG); 
+SPECIALICE_ID(unsigned long, NPY_ULONG); 
+SPECIALICE_ID(float, NPY_FLOAT); 
+SPECIALICE_ID(double, NPY_DOUBLE); 
+
+
+
+/**
+   The MIA filter object to convert a 2D or 3D image to a PyArrayObject 
+   
+   
+*/
+struct FConvertToPyArray: public TFilter<PyArrayObject*> {
+	template <typename T> 
+	PyArrayObject * operator () (const T2DImage<T>& image) const; 
+
+	template <typename T> 
+	PyArrayObject * operator () (const T3DImage<T>& image) const; 
+
+};
+
+
+template <template <class> class Image, typename T> 
+struct __dispatch_py_array_copy {
+	static void apply(char *output, const Image<T>& image)	{
+		memcpy(output, &image.begin()[0], image.size() * sizeof(T));
+	}
+};
+
+template <template <class> class Image> 
+struct __dispatch_py_array_copy<Image, bool> {
+	static void apply(char *output, const Image<bool>& image)	{
+		copy(image.begin(), image.end(), output); 
+	}
+}; 
+
+
+
+template <typename T> 
+PyArrayObject * FConvertToPyArray::operator () (const T2DImage<T>& image) const
+{
+	TRACE_FUNCTION; 
+	npy_intp dims[2]; 
+	dims[1] = image.get_size().x; 
+	dims[0] = image.get_size().y;
+	cvdebug() << "Create array of size " << image.get_size() << " numpy type " << __mia_pixel_type_numarray_id<T>::name <<"\n"; 
+	PyArrayObject* out_array = (PyArrayObject*)(PyArray_SimpleNew(2, dims, __mia_pixel_type_numarray_id<T>::value)); 
+	if (!out_array) {
+		throw create_exception<runtime_error>("Unable to create output array of type '", 
+						__mia_pixel_type_numarray_id<T>::value, "' and size ", image.get_size());
+	}
+	__dispatch_py_array_copy<T2DImage, T>::apply(PyArray_BYTES(out_array), image); 
+	return out_array; 
+}
+
+template <typename T> 
+PyArrayObject * FConvertToPyArray::operator () (const T3DImage<T>& image) const
+{
+	TRACE_FUNCTION; 
+	npy_intp dims[3]; 
+	dims[2] = image.get_size().x; 
+	dims[1] = image.get_size().y;
+	dims[0] = image.get_size().z;
+	cvdebug() << "Create array of size " << image.get_size() 
+		  << " numpy type " << __mia_pixel_type_numarray_id<T>::name << "("
+		  <<__mia_pixel_type_numarray_id<T>::value<<")\n"; 
+	
+	PyArrayObject* out_array = (PyArrayObject*)(PyArray_SimpleNew(3, dims, __mia_pixel_type_numarray_id<T>::value)); 
+	if (!out_array) {
+		throw runtime_error("Unable to create output array"); 
+	}
+	__dispatch_py_array_copy<T3DImage, T>::apply(PyArray_BYTES(out_array), image); 
+	return out_array; 
+}
+
+
+/// \endcond 
+
+/**
+   This template function creates a MIA image of the given template type from a PyArrayObject 
+   (numpy.array) Currently, attributes are not kept. 
+
+   \tparam Output image type, must be given explicitely  
+   \param input input python array
+   \remark currently, on 64 bit machines, the long type (which is the standard int type in 
+   Python will be copied to int. This may clobber the data. 
+   
+ */
+
+template <template <class> class Image>
+typename Image<int>::Pointer mia_image_from_pyarray(PyArrayObject *input)
+{
+	TRACE_FUNCTION; 
+	cvdebug() << "Get image numpy type " << PyArray_DESCR(input)->type_num 
+		  << "and is " 
+		  <<  ( PyArray_IS_C_CONTIGUOUS(input) ? " c-array " : " fortran array" )
+		  <<"\n"; 
+	switch (PyArray_DESCR(input)->type_num) {
+	case NPY_BOOL:   return get_image<signed char, bool, Image>::apply(input);
+	case NPY_BYTE:   return get_image<signed char, signed char, Image>::apply(input);
+	case NPY_UBYTE:  return get_image<unsigned char, unsigned char, Image>::apply(input);
+	case NPY_SHORT:  return get_image<signed short, signed short, Image>::apply(input);
+	case NPY_USHORT: return get_image<unsigned short, unsigned short, Image>::apply(input);
+	case NPY_INT:    return get_image<signed int, signed int, Image>::apply(input);
+	case NPY_UINT:	 return get_image<unsigned int, unsigned int, Image>::apply(input);
+#ifdef LONG_64BIT
+	case NPY_LONG:   return get_image<signed long, signed long, Image>::apply(input);
+	case NPY_ULONG:  return get_image<unsigned long, unsigned long, Image>::apply(input);
+#endif 
+	case NPY_FLOAT:  return get_image<float, float, Image>::apply(input); 
+	case NPY_DOUBLE: return get_image<double, double, Image>::apply(input); 
+	default:
+		throw create_exception<invalid_argument>("mia doesn't support images of type  ", 
+							 PyArray_DESCR(input)->type_num,  
+							 ", If this is int64 then you are probably on a 32 bit platform.");
+	}
+}
+
+/**
+   Convert a MIA image to a python PyArrayObject (numpy.array)
+   \tparam image 
+
+*/
+
+
+template <typename Image>
+PyArrayObject * mia_pyarray_from_image(const Image& image)
+{
+	TRACE_FUNCTION; 
+	FConvertToPyArray convert; 
+	cvdebug() << "Image pixel type = " << image.get_pixel_type() << "\n"; 
+	return mia::filter(convert, image); 
+}
+
+#define PYTHON_MIA_CALL_self_args(NAME) \
+	static PyObject *NAME##call(PyObject *self, PyObject *args);	\
+	static PyObject *NAME(PyObject *self, PyObject *args)		\
+	{								\
+		std::ostringstream msg;					\
+		try {							\
+			return NAME##call(self, args);			\
+		}							\
+		catch (std::runtime_error& x) {				\
+			msg << "mia runtime error:'" << x.what() << "'"; \
+		}							\
+		catch (std::invalid_argument& x) {			\
+			msg << "mia invalid argument:'" << x.what() << "'"; \
+		}							\
+		catch (std::exception& x) {				\
+			msg << "mia exception: '" << x.what() << "'";	\
+		}							\
+		catch (...) {						\
+			msg << "mia: unknown error";			\
+		}							\
+		PyErr_SetString(MiaError, msg.str().c_str());		\
+		return NULL;						\
+	}								\
+	static PyObject *NAME##call(PyObject */*self*/, PyObject *args)
+
+#define PYTHON_MIA_CALL_self_args_kwdict(NAME) \
+	static PyObject *NAME##call(PyObject *self, PyObject *args, PyObject *keywds); \
+	static PyObject *NAME(PyObject *self, PyObject *args, PyObject *keywds)	\
+	{								\
+		std::ostringstream msg;					\
+		try {							\
+			return NAME##call(self, args, keywds);		\
+		}							\
+		catch (std::runtime_error& x) {				\
+			msg << "mia runtime error:'" << x.what() << "'"; \
+		}							\
+		catch (std::invalid_argument& x) {			\
+			msg << "mia invalid argument:'" << x.what() << "'"; \
+		}							\
+		catch (std::exception& x) {				\
+			msg << "mia exception: '" << x.what() << "'";	\
+		}							\
+		catch (...) {						\
+			msg << "mia: unknown error";			\
+		}							\
+		PyErr_SetString(MiaError, msg.str().c_str());		\
+		return NULL;						\
+	}								\
+	static PyObject *NAME##call(PyObject */*self*/, PyObject *args, PyObject *kwdict)
+
+
+
+	
+NS_MIA_END
diff --git a/src/mia_python.cc b/src/mia_python.cc
new file mode 100644
index 0000000..b621bb6
--- /dev/null
+++ b/src/mia_python.cc
@@ -0,0 +1,369 @@
+/* -*- mia-c++  -*-
+ *
+ * Copyright (c) Leipzig, Madrid 1999-2012 Gert Wollny
+ *
+ * This program is free software; you can redistribute it and/or modify
+ * it under the terms of the GNU General Public License as published by
+ * the Free Software Foundation; either version 3 of the License, or
+ * (at your option) any later version.
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+ * GNU General Public License for more details.
+ *
+ * You should have received a copy of the GNU General Public License
+ * along with this program; if not, write to the Free Software
+ * Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307  USA
+ *
+ */
+#include <Python.h>
+#include "mia_conversions.hh"
+#include <mia/2d/filter.hh>
+#include <mia/2d/imageio.hh>
+#include <mia/2d/nonrigidregister.hh>
+#include <mia/3d/filter.hh>
+#include <mia/3d/imageio.hh>
+#include <mia/3d/nonrigidregister.hh>
+
+
+
+#if PY_MAJOR_VERSION >= 3
+#define IS_PYTHON3
+#endif
+
+
+using namespace std;
+using namespace mia;
+
+static PyObject *MiaError; 
+
+static PyArrayObject *run_filters_2d(PyArrayObject *input, const vector<string>& filter_list) 
+{
+	TRACE_FUNCTION; 
+	auto image = mia_image_from_pyarray<T2DImage>(input);
+	auto result = C2DImageFilterChain(filter_list).run(image); 
+	return mia_pyarray_from_image(*result);
+}
+
+static PyArrayObject *run_filters_3d(PyArrayObject *input, const vector<string>& filter_list) 
+{
+	TRACE_FUNCTION; 
+	auto image = mia_image_from_pyarray<T3DImage>(input); 
+	auto result = C3DImageFilterChain(filter_list).run(image); 
+	return mia_pyarray_from_image(*result);
+}
+
+#ifdef IS_PYTHON3	
+std::string as_string(PyObject *obj)
+{
+	auto h2 =  PyUnicode_AsUTF8String(obj); 
+	if (!h2) {
+		throw create_exception<invalid_argument>("mia.get_strings_in_list: non-string value in list");  
+	}
+	std::string s(PyBytes_AsString(h2)); 
+	Py_DECREF(h2); 
+        return s; 
+}
+#else 
+std::string as_string(PyObject *obj)
+{
+        auto s = PyString_AsString(obj); 
+        if (!s)
+		throw create_exception<invalid_argument>("mia.get_strings_in_list: non-string value in list");  
+        return std::string(s); 
+}
+#endif 
+
+
+static vector<string> get_strings_in_list(PyObject *obj)
+{
+	vector<string> result_list; 
+	if ( PyList_Check(obj)) {
+		auto length = PyList_Size(obj);
+		result_list.reserve(length); 
+		for (Py_ssize_t i = 0; i < length; ++i) {
+			auto help = PyList_GET_ITEM(obj,i); 
+			result_list.push_back(as_string(help)); 
+		}
+	} else { 
+		result_list.push_back(as_string(obj)); 
+	}
+	return result_list;
+}
+
+PYTHON_MIA_CALL_self_args(run_filters)
+{
+	PyArrayObject *py_resultarray = NULL;
+	PyArrayObject *py_inputarray;
+	PyObject *py_filterlist;
+	
+
+	/* parse input */
+	if (!PyArg_ParseTuple(args,"O!O",&PyArray_Type, &py_inputarray, &py_filterlist))
+		return NULL;
+
+	auto filter_list = get_strings_in_list(py_filterlist); 
+	
+	switch (PyArray_NDIM(py_inputarray)) {
+	case 2: py_resultarray = run_filters_2d(py_inputarray, filter_list); 
+		break; 
+	case 3: py_resultarray = run_filters_3d(py_inputarray, filter_list); 
+		break; 
+	default:
+		throw create_exception<invalid_argument>("mia dosn't support images of ", 
+							 PyArray_NDIM(py_inputarray), " dimensions");
+	}
+	
+	// return result
+	return PyArray_Return(py_resultarray);
+}
+
+PYTHON_MIA_CALL_self_args(set_verbose)
+{
+	const char *verbosity; 
+	if (!PyArg_ParseTuple(args,"s", &verbosity))
+		return NULL;
+	
+	cverb.set_verbosity(g_verbose_dict.get_value( verbosity) ); 
+	Py_INCREF(Py_None);
+	return Py_None;
+}
+
+template <typename Handler>
+PyObject *load_image(const Handler& handler, PyObject *args) 
+{
+	const char *filename; 
+	if (!PyArg_ParseTuple(args,"s", &filename))
+		return NULL;
+	
+	auto images = handler.load(filename);
+	if (images && !images->empty()) {
+		if (images->size() == 1) 
+			return (PyObject*)mia_pyarray_from_image(*(*images)[0]);
+		else {
+			PyObject* output = PyList_New(images->size()); 
+			for(size_t i = 0; i < images->size(); ++i) {
+				auto img = mia_pyarray_from_image(*(*images)[i]);
+				PyList_SetItem(output, i, (PyObject*)img);
+			}
+			return output; 
+		}
+	}
+	throw create_exception<runtime_error>("No images found in '", filename, "'"); 
+}
+
+PYTHON_MIA_CALL_self_args(load_image2d)
+{
+	return load_image(C2DImageIOPluginHandler::instance(), args); 
+}
+
+PYTHON_MIA_CALL_self_args(load_image3d)
+{
+	return load_image(C3DImageIOPluginHandler::instance(), args); 
+}
+
+PYTHON_MIA_CALL_self_args(set_filter_plugin_cache) 
+{
+	int enabled; 
+	if (!PyArg_ParseTuple(args,"i", &enabled))
+		return NULL;
+	
+	C2DFilterPluginHandler::instance().set_caching(enabled); 
+	C3DFilterPluginHandler::instance().set_caching(enabled); 
+	
+	Py_INCREF(Py_None);
+	return Py_None;
+}
+
+struct SRegistrationParameters {
+	const char *transform; 
+	PyObject *cost; 
+	
+	// predefined 
+	int mg_levels; 
+	const char *optimizer; 
+	const char *refiner; 
+}; 
+
+template <int dim> 
+struct register_images_d {
+	typedef typename dimension_traits<dim>::PTransformationFactory PTransformationFactory; 
+	typedef typename dimension_traits<dim>::PFullCost PFullCost; 
+	typedef typename dimension_traits<dim>::FullCostList FullCostList; 
+	typedef typename FactoryTrait<PTransformationFactory>::type TransformationFactoryHandler; 
+	typedef typename FactoryTrait<PFullCost>::type FullCostHandler; 
+	typedef typename dimension_traits<dim>::PImage PImage; 
+
+	static PyObject *apply(PImage src, PImage ref, const SRegistrationParameters& p); 
+}; 
+
+template <int dim> 
+PyObject *register_images_d<dim>::apply(PImage src, PImage ref, const SRegistrationParameters& p)
+{
+	if (src->get_size() != ref->get_size()) 
+		cvwarn() << "mia.register_images: Images are of different size, this hasnÄt beed tested\n"; 
+	
+	auto transform_creator = TransformationFactoryHandler::instance().produce(p.transform); 
+	auto optimizer = produce_minimizer(p.optimizer); 
+	auto cost_list = get_strings_in_list(p.cost);
+	
+	if (cost_list.empty())
+		throw invalid_argument("mia.register_images: Got empty cost function list"); 
+	
+	FullCostList costs; 
+	for (auto i = cost_list.begin(); i != cost_list.end(); ++i)
+		costs.push(FullCostHandler::instance().produce(*i)); 
+	
+	
+	TNonrigidRegister<dim> nrr(costs, optimizer,  transform_creator, p.mg_levels);
+	if (p.refiner) {
+		auto refiner = produce_minimizer(p.refiner); 
+		nrr.set_refinement_minimizer(refiner); 
+	}
+	
+	auto transform = nrr.run(src, ref);
+	auto result = (*transform)(*src);
+	
+	// currently the transformation type is not defined, return only the transformed image
+	return (PyObject *)mia_pyarray_from_image(*result); 
+}
+
+PYTHON_MIA_CALL_self_args_kwdict(register_images)
+{
+	SRegistrationParameters p = {
+		NULL, NULL, 3, 
+		"nlopt:opt=ld-var1,xtola=0.001,ftolr=0.001,maxiter=300", 
+		NULL
+	}; 
+
+	// keywords:  
+	// study - source or floating image 
+	// reference - reference image 
+	// transform = transformation 
+	// cost - list of cost functions
+
+	// multigrid - number of multigrid levels 
+	// optimizer - optimizer string 
+	// refiner - refinement 
+	static const char *kwlist[] = {"src", "ref", "transform", "cost",
+				 "mglevels", "optimizer", "refiner", NULL};
+
+	PyArrayObject *src = NULL; 
+	PyArrayObject *ref = NULL; 
+
+	if (!PyArg_ParseTupleAndKeywords(args, kwdict, "O!O!sO|iss", 
+					 const_cast<char**>(kwlist), 
+					 &PyArray_Type, &src, &PyArray_Type, &ref, 
+					 &p.transform, &p.cost, &p.mg_levels, &p.optimizer, &p.refiner))
+		return NULL;
+	
+	if (PyArray_NDIM(src) != PyArray_NDIM(ref)) {
+		throw create_exception<invalid_argument>("Images must be of the same dimensions, but the source "
+							 "is of dimension ",  PyArray_NDIM(src), " and the reference of dimension ", PyArray_NDIM(ref)); 
+	}
+	switch (PyArray_NDIM(src)) {
+	case 2: {
+		auto miasrc = mia_image_from_pyarray<T2DImage>(src);
+		auto miaref = mia_image_from_pyarray<T2DImage>(ref);
+		return register_images_d<2>::apply(miasrc, miaref, p); 
+	}
+	case 3: {
+		auto miasrc = mia_image_from_pyarray<T3DImage>(src);
+		auto miaref = mia_image_from_pyarray<T3DImage>(ref);
+		return register_images_d<3>::apply(miasrc, miaref, p); 
+	}
+	default:
+		throw create_exception<invalid_argument>("mia dosn't support images of ",  
+							 PyArray_NDIM(src), " dimensions");
+	}
+}
+
+
+static struct PyMethodDef mia_methods[]={
+	{ "load_image2d", load_image2d, METH_VARARGS, "loads one or more images from a file. "
+	  "If the file contains only one images, it is returned directly as numpy.array, "
+	  "otherwise a list of numpy.array objects is returned." },
+	{ "load_image3d", load_image3d, METH_VARARGS, "loads one or more images from a file. "
+	  "If the file contains only one images, it is returned directly as numpy.array, "
+	  "otherwise a list of numpy.array objects is returned." },
+	{ "filter",  run_filters, METH_VARARGS, "run the given filter(s) on an input image. "
+	  "The image must be given as a numpy.array of scalar values. Either you give one filter "
+	  "as string, or a series of filters as list. If no filter as given then you must give at "
+	  "least an empty list."},
+	{ "register_images", (PyCFunction)register_images, METH_VARARGS | METH_KEYWORDS, 
+	  "run the registration of the image 'src' to the image 'ref' allowing for the transformation "
+	  "'transform' and optimizing cost functions 'cost'. Use 'mglevels' multi-resolution levels "
+	  " for registration and optimize by using 'optimizer'. A refinement optimizer 'refiner' can be given " 
+	  "for post-iteration."},
+	{ "set_filter_plugin_cache", set_filter_plugin_cache, METH_VARARGS, "Enable or disable the "
+	  "2D and 3D filter plugin caches"}, 
+	{ "set_verbose",  set_verbose, METH_VARARGS, "set the verbosity of the MIA output" },
+	{ NULL, NULL, 0, NULL} /* stop mark */
+};
+
+/* ----------- module initialization -------------------------- */
+
+#ifdef IS_PYTHON3	
+
+
+
+static struct PyModuleDef moduledef = {
+        PyModuleDef_HEAD_INIT,
+        "mia",
+        NULL,
+        0,
+        mia_methods,
+        NULL,
+        NULL,
+        NULL,
+        NULL
+};
+
+#endif
+
+#ifdef IS_PYTHON3	
+extern "C" 
+PyObject *
+PyInit_mia(void){
+	PyObject *m,*d ;
+
+	m = PyModule_Create(&moduledef);
+
+
+	/* initialize exception object */
+	d=PyModule_GetDict(m) ; /* get module dictionary */
+	MiaError=PyErr_NewException(const_cast<char*>("mia.error"),NULL,NULL) ;
+	PyDict_SetItemString(d,"error",MiaError) ;
+	
+	import_array();
+	
+	if (PyErr_Occurred()) /* something went wrong ?*/
+		Py_FatalError("can't initialize module mia") ;
+        return m; 
+
+}
+
+
+
+#else 
+
+extern "C" 
+PyMODINIT_FUNC
+initmia() {
+	PyObject *m,*d ;
+
+	m=Py_InitModule("mia", mia_methods);
+
+	/* initialize exception object */
+	d=PyModule_GetDict(m) ; /* get module dictionary */
+	MiaError=PyErr_NewException(const_cast<char*>("mia.error"),NULL,NULL) ;
+	PyDict_SetItemString(d,"error",MiaError) ;
+	
+	import_array();
+	
+	if (PyErr_Occurred()) /* something went wrong ?*/
+		Py_FatalError("can't initialize module mia") ;
+}
+#endif 
+

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