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authorRémi Flamary <remi.flamary@gmail.com>2017-03-14 10:30:45 +0100
committerRémi Flamary <remi.flamary@gmail.com>2017-03-14 10:30:45 +0100
commita84f2c3e23edd1fa89975bd77b08672f518d5ca4 (patch)
tree1aadf05357949e6daec2c332eb900e93346ad465
parent84219d9bd87acd9bbb6d1a832cf4ccaee53fed0b (diff)
add emd2+ multiproc
-rw-r--r--ot/__init__.py3
-rw-r--r--ot/lp/__init__.py44
-rw-r--r--ot/lp/emd.cpp3506
-rw-r--r--ot/lp/emd.pyx60
-rw-r--r--ot/utils.py31
-rw-r--r--test/test_emd_multi.py48
6 files changed, 1653 insertions, 2039 deletions
diff --git a/ot/__init__.py b/ot/__init__.py
index ee294d8..9a253d2 100644
--- a/ot/__init__.py
+++ b/ot/__init__.py
@@ -20,5 +20,6 @@ from .utils import dist, unif, tic, toc, toq
__version__ = "0.1.12"
-__all__ = ["emd", "emd2", "sinkhorn", "utils", 'datasets', 'bregman', 'lp', 'plot',
+__all__ = ["emd", "emd2", "sinkhorn", "utils", 'datasets', 'bregman', 'lp',
+ 'plot', 'tic', 'toc', 'toq',
'dist', 'unif', 'barycenter', 'sinkhorn_lpl1_mm', 'da', 'optim']
diff --git a/ot/lp/__init__.py b/ot/lp/__init__.py
index 57c5b7b..5674cf6 100644
--- a/ot/lp/__init__.py
+++ b/ot/lp/__init__.py
@@ -5,9 +5,12 @@ Solvers for the original linear program OT problem
import numpy as np
# import compiled emd
-from .emd import emd_c
+from .emd import emd_c, emd2_c
+from ..utils import parmap
import multiprocessing
+
+
def emd(a, b, M):
"""Solves the Earth Movers distance problem and returns the OT matrix
@@ -145,41 +148,14 @@ def emd2(a, b, M,processes=multiprocessing.cpu_count()):
b = np.ones((M.shape[1], ), dtype=np.float64)/M.shape[1]
if len(b.shape)==1:
- return np.sum(emd_c(a, b, M)*M)
+ return emd2_c(a, b, M)
else:
nb=b.shape[1]
- ls=[(a,b[:,k],M) for k in range(nb)]
- def f(l):
- return emd2(l[0],l[1],l[2])
- # run emd in multiprocessing
- res=parmap(f, ls,processes)
+ #res=[emd2_c(a,b[:,i].copy(),M) for i in range(nb)]
+ def f(b):
+ return emd2_c(a,b,M)
+ res= parmap(f, [b[:,i] for i in range(nb)],processes)
return np.array(res)
-# with Pool(processes) as p:
-# res=p.map(f, ls)
-# return np.array(res)
-def fun(f, q_in, q_out):
- while True:
- i, x = q_in.get()
- if i is None:
- break
- q_out.put((i, f(x)))
-
-def parmap(f, X, nprocs=multiprocessing.cpu_count()):
- q_in = multiprocessing.Queue(1)
- q_out = multiprocessing.Queue()
-
- proc = [multiprocessing.Process(target=fun, args=(f, q_in, q_out))
- for _ in range(nprocs)]
- for p in proc:
- p.daemon = True
- p.start()
-
- sent = [q_in.put((i, x)) for i, x in enumerate(X)]
- [q_in.put((None, None)) for _ in range(nprocs)]
- res = [q_out.get() for _ in range(len(sent))]
-
- [p.join() for p in proc]
-
- return [x for i, x in sorted(res)] \ No newline at end of file
+ \ No newline at end of file
diff --git a/ot/lp/emd.cpp b/ot/lp/emd.cpp
index 81bb450..03f5b88 100644
--- a/ot/lp/emd.cpp
+++ b/ot/lp/emd.cpp
@@ -1,20 +1,19 @@
-/* Generated by Cython 0.25.1 */
+/* Generated by Cython 0.23.4 */
/* BEGIN: Cython Metadata
{
"distutils": {
"depends": [
- "/home/rflamary/.local/lib/python2.7/site-packages/numpy/core/include/numpy/arrayobject.h",
- "/home/rflamary/.local/lib/python2.7/site-packages/numpy/core/include/numpy/ufuncobject.h",
+ "/usr/local/lib/python2.7/dist-packages/numpy/core/include/numpy/arrayobject.h",
+ "/usr/local/lib/python2.7/dist-packages/numpy/core/include/numpy/ufuncobject.h",
"ot/lp/EMD.h"
],
"include_dirs": [
- "/home/rflamary/.local/lib/python2.7/site-packages/numpy/core/include",
+ "/usr/local/lib/python2.7/dist-packages/numpy/core/include",
"/home/rflamary/PYTHON/POT/ot/lp"
],
"language": "c++"
- },
- "module_name": "ot.lp.emd"
+ }
}
END: Cython Metadata */
@@ -25,10 +24,10 @@ END: Cython Metadata */
#elif PY_VERSION_HEX < 0x02060000 || (0x03000000 <= PY_VERSION_HEX && PY_VERSION_HEX < 0x03020000)
#error Cython requires Python 2.6+ or Python 3.2+.
#else
-#define CYTHON_ABI "0_25_1"
+#define CYTHON_ABI "0_23_4"
#include <stddef.h>
#ifndef offsetof
- #define offsetof(type, member) ( (size_t) & ((type*)0) -> member )
+#define offsetof(type, member) ( (size_t) & ((type*)0) -> member )
#endif
#if !defined(WIN32) && !defined(MS_WINDOWS)
#ifndef __stdcall
@@ -47,11 +46,6 @@ END: Cython Metadata */
#ifndef DL_EXPORT
#define DL_EXPORT(t) t
#endif
-#ifndef HAVE_LONG_LONG
- #if PY_VERSION_HEX >= 0x03030000 || (PY_MAJOR_VERSION == 2 && PY_VERSION_HEX >= 0x02070000)
- #define HAVE_LONG_LONG
- #endif
-#endif
#ifndef PY_LONG_LONG
#define PY_LONG_LONG LONG_LONG
#endif
@@ -59,120 +53,17 @@ END: Cython Metadata */
#define Py_HUGE_VAL HUGE_VAL
#endif
#ifdef PYPY_VERSION
- #define CYTHON_COMPILING_IN_PYPY 1
- #define CYTHON_COMPILING_IN_PYSTON 0
- #define CYTHON_COMPILING_IN_CPYTHON 0
- #undef CYTHON_USE_TYPE_SLOTS
- #define CYTHON_USE_TYPE_SLOTS 0
- #undef CYTHON_USE_ASYNC_SLOTS
- #define CYTHON_USE_ASYNC_SLOTS 0
- #undef CYTHON_USE_PYLIST_INTERNALS
- #define CYTHON_USE_PYLIST_INTERNALS 0
- #undef CYTHON_USE_UNICODE_INTERNALS
- #define CYTHON_USE_UNICODE_INTERNALS 0
- #undef CYTHON_USE_UNICODE_WRITER
- #define CYTHON_USE_UNICODE_WRITER 0
- #undef CYTHON_USE_PYLONG_INTERNALS
- #define CYTHON_USE_PYLONG_INTERNALS 0
- #undef CYTHON_AVOID_BORROWED_REFS
- #define CYTHON_AVOID_BORROWED_REFS 1
- #undef CYTHON_ASSUME_SAFE_MACROS
- #define CYTHON_ASSUME_SAFE_MACROS 0
- #undef CYTHON_UNPACK_METHODS
- #define CYTHON_UNPACK_METHODS 0
- #undef CYTHON_FAST_THREAD_STATE
- #define CYTHON_FAST_THREAD_STATE 0
- #undef CYTHON_FAST_PYCALL
- #define CYTHON_FAST_PYCALL 0
-#elif defined(PYSTON_VERSION)
- #define CYTHON_COMPILING_IN_PYPY 0
- #define CYTHON_COMPILING_IN_PYSTON 1
- #define CYTHON_COMPILING_IN_CPYTHON 0
- #ifndef CYTHON_USE_TYPE_SLOTS
- #define CYTHON_USE_TYPE_SLOTS 1
- #endif
- #undef CYTHON_USE_ASYNC_SLOTS
- #define CYTHON_USE_ASYNC_SLOTS 0
- #undef CYTHON_USE_PYLIST_INTERNALS
- #define CYTHON_USE_PYLIST_INTERNALS 0
- #ifndef CYTHON_USE_UNICODE_INTERNALS
- #define CYTHON_USE_UNICODE_INTERNALS 1
- #endif
- #undef CYTHON_USE_UNICODE_WRITER
- #define CYTHON_USE_UNICODE_WRITER 0
- #undef CYTHON_USE_PYLONG_INTERNALS
- #define CYTHON_USE_PYLONG_INTERNALS 0
- #ifndef CYTHON_AVOID_BORROWED_REFS
- #define CYTHON_AVOID_BORROWED_REFS 0
- #endif
- #ifndef CYTHON_ASSUME_SAFE_MACROS
- #define CYTHON_ASSUME_SAFE_MACROS 1
- #endif
- #ifndef CYTHON_UNPACK_METHODS
- #define CYTHON_UNPACK_METHODS 1
- #endif
- #undef CYTHON_FAST_THREAD_STATE
- #define CYTHON_FAST_THREAD_STATE 0
- #undef CYTHON_FAST_PYCALL
- #define CYTHON_FAST_PYCALL 0
+#define CYTHON_COMPILING_IN_PYPY 1
+#define CYTHON_COMPILING_IN_CPYTHON 0
#else
- #define CYTHON_COMPILING_IN_PYPY 0
- #define CYTHON_COMPILING_IN_PYSTON 0
- #define CYTHON_COMPILING_IN_CPYTHON 1
- #ifndef CYTHON_USE_TYPE_SLOTS
- #define CYTHON_USE_TYPE_SLOTS 1
- #endif
- #if PY_MAJOR_VERSION < 3
- #undef CYTHON_USE_ASYNC_SLOTS
- #define CYTHON_USE_ASYNC_SLOTS 0
- #elif !defined(CYTHON_USE_ASYNC_SLOTS)
- #define CYTHON_USE_ASYNC_SLOTS 1
- #endif
- #if PY_VERSION_HEX < 0x02070000
- #undef CYTHON_USE_PYLONG_INTERNALS
- #define CYTHON_USE_PYLONG_INTERNALS 0
- #elif !defined(CYTHON_USE_PYLONG_INTERNALS)
- #define CYTHON_USE_PYLONG_INTERNALS 1
- #endif
- #ifndef CYTHON_USE_PYLIST_INTERNALS
- #define CYTHON_USE_PYLIST_INTERNALS 1
- #endif
- #ifndef CYTHON_USE_UNICODE_INTERNALS
- #define CYTHON_USE_UNICODE_INTERNALS 1
- #endif
- #if PY_VERSION_HEX < 0x030300F0
- #undef CYTHON_USE_UNICODE_WRITER
- #define CYTHON_USE_UNICODE_WRITER 0
- #elif !defined(CYTHON_USE_UNICODE_WRITER)
- #define CYTHON_USE_UNICODE_WRITER 1
- #endif
- #ifndef CYTHON_AVOID_BORROWED_REFS
- #define CYTHON_AVOID_BORROWED_REFS 0
- #endif
- #ifndef CYTHON_ASSUME_SAFE_MACROS
- #define CYTHON_ASSUME_SAFE_MACROS 1
- #endif
- #ifndef CYTHON_UNPACK_METHODS
- #define CYTHON_UNPACK_METHODS 1
- #endif
- #ifndef CYTHON_FAST_THREAD_STATE
- #define CYTHON_FAST_THREAD_STATE 1
- #endif
- #ifndef CYTHON_FAST_PYCALL
- #define CYTHON_FAST_PYCALL 1
- #endif
+#define CYTHON_COMPILING_IN_PYPY 0
+#define CYTHON_COMPILING_IN_CPYTHON 1
#endif
-#if !defined(CYTHON_FAST_PYCCALL)
-#define CYTHON_FAST_PYCCALL (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1)
-#endif
-#if CYTHON_USE_PYLONG_INTERNALS
- #include "longintrepr.h"
- #undef SHIFT
- #undef BASE
- #undef MASK
+#if !defined(CYTHON_USE_PYLONG_INTERNALS) && CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x02070000
+#define CYTHON_USE_PYLONG_INTERNALS 1
#endif
#if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX < 0x02070600 && !defined(Py_OptimizeFlag)
- #define Py_OptimizeFlag 0
+#define Py_OptimizeFlag 0
#endif
#define __PYX_BUILD_PY_SSIZE_T "n"
#define CYTHON_FORMAT_SSIZE_T "z"
@@ -199,45 +90,23 @@ END: Cython Metadata */
#ifndef Py_TPFLAGS_HAVE_FINALIZE
#define Py_TPFLAGS_HAVE_FINALIZE 0
#endif
-#ifndef METH_FASTCALL
- #define METH_FASTCALL 0x80
- typedef PyObject *(*__Pyx_PyCFunctionFast) (PyObject *self, PyObject **args,
- Py_ssize_t nargs, PyObject *kwnames);
-#else
- #define __Pyx_PyCFunctionFast _PyCFunctionFast
-#endif
-#if CYTHON_FAST_PYCCALL
-#define __Pyx_PyFastCFunction_Check(func)\
- ((PyCFunction_Check(func) && METH_FASTCALL == PyCFunction_GET_FLAGS(func) & ~(METH_CLASS | METH_STATIC | METH_COEXIST)))
-#else
-#define __Pyx_PyFastCFunction_Check(func) 0
-#endif
#if PY_VERSION_HEX > 0x03030000 && defined(PyUnicode_KIND)
#define CYTHON_PEP393_ENABLED 1
#define __Pyx_PyUnicode_READY(op) (likely(PyUnicode_IS_READY(op)) ?\
0 : _PyUnicode_Ready((PyObject *)(op)))
#define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_LENGTH(u)
#define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_READ_CHAR(u, i)
- #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u) PyUnicode_MAX_CHAR_VALUE(u)
#define __Pyx_PyUnicode_KIND(u) PyUnicode_KIND(u)
#define __Pyx_PyUnicode_DATA(u) PyUnicode_DATA(u)
#define __Pyx_PyUnicode_READ(k, d, i) PyUnicode_READ(k, d, i)
- #define __Pyx_PyUnicode_WRITE(k, d, i, ch) PyUnicode_WRITE(k, d, i, ch)
- #define __Pyx_PyUnicode_IS_TRUE(u) (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u)))
#else
#define CYTHON_PEP393_ENABLED 0
- #define PyUnicode_1BYTE_KIND 1
- #define PyUnicode_2BYTE_KIND 2
- #define PyUnicode_4BYTE_KIND 4
#define __Pyx_PyUnicode_READY(op) (0)
#define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_SIZE(u)
#define __Pyx_PyUnicode_READ_CHAR(u, i) ((Py_UCS4)(PyUnicode_AS_UNICODE(u)[i]))
- #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u) ((sizeof(Py_UNICODE) == 2) ? 65535 : 1114111)
#define __Pyx_PyUnicode_KIND(u) (sizeof(Py_UNICODE))
#define __Pyx_PyUnicode_DATA(u) ((void*)PyUnicode_AS_UNICODE(u))
#define __Pyx_PyUnicode_READ(k, d, i) ((void)(k), (Py_UCS4)(((Py_UNICODE*)d)[i]))
- #define __Pyx_PyUnicode_WRITE(k, d, i, ch) (((void)(k)), ((Py_UNICODE*)d)[i] = ch)
- #define __Pyx_PyUnicode_IS_TRUE(u) (0 != PyUnicode_GET_SIZE(u))
#endif
#if CYTHON_COMPILING_IN_PYPY
#define __Pyx_PyUnicode_Concat(a, b) PyNumber_Add(a, b)
@@ -250,24 +119,6 @@ END: Cython Metadata */
#if CYTHON_COMPILING_IN_PYPY && !defined(PyUnicode_Contains)
#define PyUnicode_Contains(u, s) PySequence_Contains(u, s)
#endif
-#if CYTHON_COMPILING_IN_PYPY && !defined(PyByteArray_Check)
- #define PyByteArray_Check(obj) PyObject_TypeCheck(obj, &PyByteArray_Type)
-#endif
-#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Format)
- #define PyObject_Format(obj, fmt) PyObject_CallMethod(obj, "__format__", "O", fmt)
-#endif
-#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Malloc)
- #define PyObject_Malloc(s) PyMem_Malloc(s)
- #define PyObject_Free(p) PyMem_Free(p)
- #define PyObject_Realloc(p) PyMem_Realloc(p)
-#endif
-#if CYTHON_COMPILING_IN_PYSTON
- #define __Pyx_PyCode_HasFreeVars(co) PyCode_HasFreeVars(co)
- #define __Pyx_PyFrame_SetLineNumber(frame, lineno) PyFrame_SetLineNumber(frame, lineno)
-#else
- #define __Pyx_PyCode_HasFreeVars(co) (PyCode_GetNumFree(co) > 0)
- #define __Pyx_PyFrame_SetLineNumber(frame, lineno) (frame)->f_lineno = (lineno)
-#endif
#define __Pyx_PyString_FormatSafe(a, b) ((unlikely((a) == Py_None)) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
#define __Pyx_PyUnicode_FormatSafe(a, b) ((unlikely((a) == Py_None)) ? PyNumber_Remainder(a, b) : PyUnicode_Format(a, b))
#if PY_MAJOR_VERSION >= 3
@@ -275,9 +126,6 @@ END: Cython Metadata */
#else
#define __Pyx_PyString_Format(a, b) PyString_Format(a, b)
#endif
-#if PY_MAJOR_VERSION < 3 && !defined(PyObject_ASCII)
- #define PyObject_ASCII(o) PyObject_Repr(o)
-#endif
#if PY_MAJOR_VERSION >= 3
#define PyBaseString_Type PyUnicode_Type
#define PyStringObject PyUnicodeObject
@@ -296,7 +144,6 @@ END: Cython Metadata */
#define PySet_CheckExact(obj) (Py_TYPE(obj) == &PySet_Type)
#endif
#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
-#define __Pyx_PyException_Check(obj) __Pyx_TypeCheck(obj, PyExc_Exception)
#if PY_MAJOR_VERSION >= 3
#define PyIntObject PyLongObject
#define PyInt_Type PyLong_Type
@@ -335,20 +182,18 @@ END: Cython Metadata */
#else
#define __Pyx_PyMethod_New(func, self, klass) PyMethod_New(func, self, klass)
#endif
-#if CYTHON_USE_ASYNC_SLOTS
- #if PY_VERSION_HEX >= 0x030500B1
- #define __Pyx_PyAsyncMethodsStruct PyAsyncMethods
- #define __Pyx_PyType_AsAsync(obj) (Py_TYPE(obj)->tp_as_async)
- #else
- typedef struct {
- unaryfunc am_await;
- unaryfunc am_aiter;
- unaryfunc am_anext;
- } __Pyx_PyAsyncMethodsStruct;
- #define __Pyx_PyType_AsAsync(obj) ((__Pyx_PyAsyncMethodsStruct*) (Py_TYPE(obj)->tp_reserved))
- #endif
+#if PY_VERSION_HEX >= 0x030500B1
+#define __Pyx_PyAsyncMethodsStruct PyAsyncMethods
+#define __Pyx_PyType_AsAsync(obj) (Py_TYPE(obj)->tp_as_async)
+#elif CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+typedef struct {
+ unaryfunc am_await;
+ unaryfunc am_aiter;
+ unaryfunc am_anext;
+} __Pyx_PyAsyncMethodsStruct;
+#define __Pyx_PyType_AsAsync(obj) ((__Pyx_PyAsyncMethodsStruct*) (Py_TYPE(obj)->tp_reserved))
#else
- #define __Pyx_PyType_AsAsync(obj) NULL
+#define __Pyx_PyType_AsAsync(obj) NULL
#endif
#ifndef CYTHON_RESTRICT
#if defined(__GNUC__)
@@ -380,8 +225,6 @@ class __Pyx_FakeReference {
__Pyx_FakeReference(const T& ref) : ptr(const_cast<T*>(&ref)) { }
T *operator->() { return ptr; }
operator T&() { return *ptr; }
- template<typename U> bool operator ==(U other) { return *ptr == other; };
- template<typename U> bool operator !=(U other) { return *ptr != other; };
private:
T *ptr;
};
@@ -399,18 +242,8 @@ static CYTHON_INLINE float __PYX_NAN() {
return value;
}
#endif
-#if defined(__CYGWIN__) && defined(_LDBL_EQ_DBL)
-#define __Pyx_truncl trunc
-#else
-#define __Pyx_truncl truncl
-#endif
-#define __PYX_ERR(f_index, lineno, Ln_error) \
-{ \
- __pyx_filename = __pyx_f[f_index]; __pyx_lineno = lineno; __pyx_clineno = __LINE__; goto Ln_error; \
-}
-
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyNumber_Divide(x,y) PyNumber_TrueDivide(x,y)
#define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceTrueDivide(x,y)
@@ -429,9 +262,9 @@ static CYTHON_INLINE float __PYX_NAN() {
#define __PYX_HAVE__ot__lp__emd
#define __PYX_HAVE_API__ot__lp__emd
-#include <string.h>
-#include <stdio.h>
-#include <stdlib.h>
+#include "string.h"
+#include "stdio.h"
+#include "stdlib.h"
#include "numpy/arrayobject.h"
#include "numpy/ufuncobject.h"
#include "EMD.h"
@@ -463,7 +296,7 @@ static CYTHON_INLINE float __PYX_NAN() {
# define CYTHON_NCP_UNUSED CYTHON_UNUSED
# endif
#endif
-typedef struct {PyObject **p; const char *s; const Py_ssize_t n; const char* encoding;
+typedef struct {PyObject **p; char *s; const Py_ssize_t n; const char* encoding;
const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry;
#define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0
@@ -537,21 +370,15 @@ static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u)
#define __Pyx_Owned_Py_None(b) __Pyx_NewRef(Py_None)
#define __Pyx_PyBool_FromLong(b) ((b) ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False))
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
-static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x);
+static CYTHON_INLINE PyObject* __Pyx_PyNumber_Int(PyObject* x);
static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t);
-#if CYTHON_ASSUME_SAFE_MACROS
+#if CYTHON_COMPILING_IN_CPYTHON
#define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))
#else
#define __pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x)
#endif
#define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x))
-#if PY_MAJOR_VERSION >= 3
-#define __Pyx_PyNumber_Int(x) (PyLong_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Long(x))
-#else
-#define __Pyx_PyNumber_Int(x) (PyInt_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Int(x))
-#endif
-#define __Pyx_PyNumber_Float(x) (PyFloat_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Float(x))
#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
static int __Pyx_sys_getdefaultencoding_not_ascii;
static int __Pyx_init_sys_getdefaultencoding_params(void) {
@@ -642,13 +469,11 @@ static PyObject *__pyx_d;
static PyObject *__pyx_b;
static PyObject *__pyx_empty_tuple;
static PyObject *__pyx_empty_bytes;
-static PyObject *__pyx_empty_unicode;
static int __pyx_lineno;
static int __pyx_clineno = 0;
static const char * __pyx_cfilenm= __FILE__;
static const char *__pyx_filename;
-/* Header.proto */
#if !defined(CYTHON_CCOMPLEX)
#if defined(__cplusplus)
#define CYTHON_CCOMPLEX 1
@@ -676,7 +501,6 @@ static const char *__pyx_f[] = {
"__init__.pxd",
"type.pxd",
};
-/* BufferFormatStructs.proto */
#define IS_UNSIGNED(type) (((type) -1) > 0)
struct __Pyx_StructField_;
#define __PYX_BUF_FLAGS_PACKED_STRUCT (1 << 0)
@@ -713,7 +537,7 @@ typedef struct {
} __Pyx_BufFmt_Context;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":725
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":725
* # in Cython to enable them only on the right systems.
*
* ctypedef npy_int8 int8_t # <<<<<<<<<<<<<<
@@ -722,7 +546,7 @@ typedef struct {
*/
typedef npy_int8 __pyx_t_5numpy_int8_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":726
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":726
*
* ctypedef npy_int8 int8_t
* ctypedef npy_int16 int16_t # <<<<<<<<<<<<<<
@@ -731,7 +555,7 @@ typedef npy_int8 __pyx_t_5numpy_int8_t;
*/
typedef npy_int16 __pyx_t_5numpy_int16_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":727
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":727
* ctypedef npy_int8 int8_t
* ctypedef npy_int16 int16_t
* ctypedef npy_int32 int32_t # <<<<<<<<<<<<<<
@@ -740,7 +564,7 @@ typedef npy_int16 __pyx_t_5numpy_int16_t;
*/
typedef npy_int32 __pyx_t_5numpy_int32_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":728
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":728
* ctypedef npy_int16 int16_t
* ctypedef npy_int32 int32_t
* ctypedef npy_int64 int64_t # <<<<<<<<<<<<<<
@@ -749,7 +573,7 @@ typedef npy_int32 __pyx_t_5numpy_int32_t;
*/
typedef npy_int64 __pyx_t_5numpy_int64_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":732
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":732
* #ctypedef npy_int128 int128_t
*
* ctypedef npy_uint8 uint8_t # <<<<<<<<<<<<<<
@@ -758,7 +582,7 @@ typedef npy_int64 __pyx_t_5numpy_int64_t;
*/
typedef npy_uint8 __pyx_t_5numpy_uint8_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":733
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":733
*
* ctypedef npy_uint8 uint8_t
* ctypedef npy_uint16 uint16_t # <<<<<<<<<<<<<<
@@ -767,7 +591,7 @@ typedef npy_uint8 __pyx_t_5numpy_uint8_t;
*/
typedef npy_uint16 __pyx_t_5numpy_uint16_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":734
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":734
* ctypedef npy_uint8 uint8_t
* ctypedef npy_uint16 uint16_t
* ctypedef npy_uint32 uint32_t # <<<<<<<<<<<<<<
@@ -776,7 +600,7 @@ typedef npy_uint16 __pyx_t_5numpy_uint16_t;
*/
typedef npy_uint32 __pyx_t_5numpy_uint32_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":735
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":735
* ctypedef npy_uint16 uint16_t
* ctypedef npy_uint32 uint32_t
* ctypedef npy_uint64 uint64_t # <<<<<<<<<<<<<<
@@ -785,7 +609,7 @@ typedef npy_uint32 __pyx_t_5numpy_uint32_t;
*/
typedef npy_uint64 __pyx_t_5numpy_uint64_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":739
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":739
* #ctypedef npy_uint128 uint128_t
*
* ctypedef npy_float32 float32_t # <<<<<<<<<<<<<<
@@ -794,7 +618,7 @@ typedef npy_uint64 __pyx_t_5numpy_uint64_t;
*/
typedef npy_float32 __pyx_t_5numpy_float32_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":740
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":740
*
* ctypedef npy_float32 float32_t
* ctypedef npy_float64 float64_t # <<<<<<<<<<<<<<
@@ -803,7 +627,7 @@ typedef npy_float32 __pyx_t_5numpy_float32_t;
*/
typedef npy_float64 __pyx_t_5numpy_float64_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":749
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":749
* # The int types are mapped a bit surprising --
* # numpy.int corresponds to 'l' and numpy.long to 'q'
* ctypedef npy_long int_t # <<<<<<<<<<<<<<
@@ -812,7 +636,7 @@ typedef npy_float64 __pyx_t_5numpy_float64_t;
*/
typedef npy_long __pyx_t_5numpy_int_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":750
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":750
* # numpy.int corresponds to 'l' and numpy.long to 'q'
* ctypedef npy_long int_t
* ctypedef npy_longlong long_t # <<<<<<<<<<<<<<
@@ -821,7 +645,7 @@ typedef npy_long __pyx_t_5numpy_int_t;
*/
typedef npy_longlong __pyx_t_5numpy_long_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":751
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":751
* ctypedef npy_long int_t
* ctypedef npy_longlong long_t
* ctypedef npy_longlong longlong_t # <<<<<<<<<<<<<<
@@ -830,7 +654,7 @@ typedef npy_longlong __pyx_t_5numpy_long_t;
*/
typedef npy_longlong __pyx_t_5numpy_longlong_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":753
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":753
* ctypedef npy_longlong longlong_t
*
* ctypedef npy_ulong uint_t # <<<<<<<<<<<<<<
@@ -839,7 +663,7 @@ typedef npy_longlong __pyx_t_5numpy_longlong_t;
*/
typedef npy_ulong __pyx_t_5numpy_uint_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":754
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":754
*
* ctypedef npy_ulong uint_t
* ctypedef npy_ulonglong ulong_t # <<<<<<<<<<<<<<
@@ -848,7 +672,7 @@ typedef npy_ulong __pyx_t_5numpy_uint_t;
*/
typedef npy_ulonglong __pyx_t_5numpy_ulong_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":755
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":755
* ctypedef npy_ulong uint_t
* ctypedef npy_ulonglong ulong_t
* ctypedef npy_ulonglong ulonglong_t # <<<<<<<<<<<<<<
@@ -857,7 +681,7 @@ typedef npy_ulonglong __pyx_t_5numpy_ulong_t;
*/
typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":757
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":757
* ctypedef npy_ulonglong ulonglong_t
*
* ctypedef npy_intp intp_t # <<<<<<<<<<<<<<
@@ -866,7 +690,7 @@ typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
*/
typedef npy_intp __pyx_t_5numpy_intp_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":758
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":758
*
* ctypedef npy_intp intp_t
* ctypedef npy_uintp uintp_t # <<<<<<<<<<<<<<
@@ -875,7 +699,7 @@ typedef npy_intp __pyx_t_5numpy_intp_t;
*/
typedef npy_uintp __pyx_t_5numpy_uintp_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":760
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":760
* ctypedef npy_uintp uintp_t
*
* ctypedef npy_double float_t # <<<<<<<<<<<<<<
@@ -884,7 +708,7 @@ typedef npy_uintp __pyx_t_5numpy_uintp_t;
*/
typedef npy_double __pyx_t_5numpy_float_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":761
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":761
*
* ctypedef npy_double float_t
* ctypedef npy_double double_t # <<<<<<<<<<<<<<
@@ -893,7 +717,7 @@ typedef npy_double __pyx_t_5numpy_float_t;
*/
typedef npy_double __pyx_t_5numpy_double_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":762
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":762
* ctypedef npy_double float_t
* ctypedef npy_double double_t
* ctypedef npy_longdouble longdouble_t # <<<<<<<<<<<<<<
@@ -901,7 +725,6 @@ typedef npy_double __pyx_t_5numpy_double_t;
* ctypedef npy_cfloat cfloat_t
*/
typedef npy_longdouble __pyx_t_5numpy_longdouble_t;
-/* Declarations.proto */
#if CYTHON_CCOMPLEX
#ifdef __cplusplus
typedef ::std::complex< float > __pyx_t_float_complex;
@@ -911,9 +734,7 @@ typedef npy_longdouble __pyx_t_5numpy_longdouble_t;
#else
typedef struct { float real, imag; } __pyx_t_float_complex;
#endif
-static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float, float);
-/* Declarations.proto */
#if CYTHON_CCOMPLEX
#ifdef __cplusplus
typedef ::std::complex< double > __pyx_t_double_complex;
@@ -923,12 +744,11 @@ static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(floa
#else
typedef struct { double real, imag; } __pyx_t_double_complex;
#endif
-static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);
/*--- Type declarations ---*/
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":764
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":764
* ctypedef npy_longdouble longdouble_t
*
* ctypedef npy_cfloat cfloat_t # <<<<<<<<<<<<<<
@@ -937,7 +757,7 @@ static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(do
*/
typedef npy_cfloat __pyx_t_5numpy_cfloat_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":765
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":765
*
* ctypedef npy_cfloat cfloat_t
* ctypedef npy_cdouble cdouble_t # <<<<<<<<<<<<<<
@@ -946,7 +766,7 @@ typedef npy_cfloat __pyx_t_5numpy_cfloat_t;
*/
typedef npy_cdouble __pyx_t_5numpy_cdouble_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":766
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":766
* ctypedef npy_cfloat cfloat_t
* ctypedef npy_cdouble cdouble_t
* ctypedef npy_clongdouble clongdouble_t # <<<<<<<<<<<<<<
@@ -955,7 +775,7 @@ typedef npy_cdouble __pyx_t_5numpy_cdouble_t;
*/
typedef npy_clongdouble __pyx_t_5numpy_clongdouble_t;
-/* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":768
+/* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":768
* ctypedef npy_clongdouble clongdouble_t
*
* ctypedef npy_cdouble complex_t # <<<<<<<<<<<<<<
@@ -965,7 +785,6 @@ typedef npy_clongdouble __pyx_t_5numpy_clongdouble_t;
typedef npy_cdouble __pyx_t_5numpy_complex_t;
/* --- Runtime support code (head) --- */
-/* Refnanny.proto */
#ifndef CYTHON_REFNANNY
#define CYTHON_REFNANNY 0
#endif
@@ -1028,33 +847,7 @@ typedef npy_cdouble __pyx_t_5numpy_complex_t;
#define __Pyx_CLEAR(r) do { PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);} while(0)
#define __Pyx_XCLEAR(r) do { if((r) != NULL) {PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);}} while(0)
-/* RaiseArgTupleInvalid.proto */
-static void __Pyx_RaiseArgtupleInvalid(const char* func_name, int exact,
- Py_ssize_t num_min, Py_ssize_t num_max, Py_ssize_t num_found);
-
-/* RaiseDoubleKeywords.proto */
-static void __Pyx_RaiseDoubleKeywordsError(const char* func_name, PyObject* kw_name);
-
-/* ParseKeywords.proto */
-static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject **argnames[],\
- PyObject *kwds2, PyObject *values[], Py_ssize_t num_pos_args,\
- const char* function_name);
-
-/* ArgTypeTest.proto */
-static CYTHON_INLINE int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed,
- const char *name, int exact);
-
-/* BufferFormatCheck.proto */
-static CYTHON_INLINE int __Pyx_GetBufferAndValidate(Py_buffer* buf, PyObject* obj,
- __Pyx_TypeInfo* dtype, int flags, int nd, int cast, __Pyx_BufFmt_StackElem* stack);
-static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info);
-static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts);
-static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
- __Pyx_BufFmt_StackElem* stack,
- __Pyx_TypeInfo* type); // PROTO
-
-/* PyObjectGetAttrStr.proto */
-#if CYTHON_USE_TYPE_SLOTS
+#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name) {
PyTypeObject* tp = Py_TYPE(obj);
if (likely(tp->tp_getattro))
@@ -1069,79 +862,48 @@ static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject
#define __Pyx_PyObject_GetAttrStr(o,n) PyObject_GetAttr(o,n)
#endif
-/* GetBuiltinName.proto */
static PyObject *__Pyx_GetBuiltinName(PyObject *name);
-/* GetModuleGlobalName.proto */
-static CYTHON_INLINE PyObject *__Pyx_GetModuleGlobalName(PyObject *name);
+static void __Pyx_RaiseArgtupleInvalid(const char* func_name, int exact,
+ Py_ssize_t num_min, Py_ssize_t num_max, Py_ssize_t num_found);
-/* PyCFunctionFastCall.proto */
-#if CYTHON_FAST_PYCCALL
-static CYTHON_INLINE PyObject *__Pyx_PyCFunction_FastCall(PyObject *func, PyObject **args, Py_ssize_t nargs);
-#else
-#define __Pyx_PyCFunction_FastCall(func, args, nargs) (assert(0), NULL)
-#endif
+static void __Pyx_RaiseDoubleKeywordsError(const char* func_name, PyObject* kw_name);
-/* PyFunctionFastCall.proto */
-#if CYTHON_FAST_PYCALL
-#define __Pyx_PyFunction_FastCall(func, args, nargs)\
- __Pyx_PyFunction_FastCallDict((func), (args), (nargs), NULL)
-#if 1 || PY_VERSION_HEX < 0x030600B1
-static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, int nargs, PyObject *kwargs);
-#else
-#define __Pyx_PyFunction_FastCallDict(func, args, nargs, kwargs) _PyFunction_FastCallDict(func, args, nargs, kwargs)
-#endif
-#endif
+static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject **argnames[],\
+ PyObject *kwds2, PyObject *values[], Py_ssize_t num_pos_args,\
+ const char* function_name);
+
+static CYTHON_INLINE int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed,
+ const char *name, int exact);
+
+static CYTHON_INLINE int __Pyx_GetBufferAndValidate(Py_buffer* buf, PyObject* obj,
+ __Pyx_TypeInfo* dtype, int flags, int nd, int cast, __Pyx_BufFmt_StackElem* stack);
+static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info);
+
+static CYTHON_INLINE PyObject *__Pyx_GetModuleGlobalName(PyObject *name);
-/* PyObjectCall.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw);
#else
#define __Pyx_PyObject_Call(func, arg, kw) PyObject_Call(func, arg, kw)
#endif
-/* PyObjectCallMethO.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg);
#endif
-/* PyObjectCallOneArg.proto */
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg);
-/* ExtTypeTest.proto */
static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type);
-/* BufferFallbackError.proto */
static void __Pyx_RaiseBufferFallbackError(void);
-/* PyThreadStateGet.proto */
-#if CYTHON_FAST_THREAD_STATE
-#define __Pyx_PyThreadState_declare PyThreadState *__pyx_tstate;
-#define __Pyx_PyThreadState_assign __pyx_tstate = PyThreadState_GET();
-#else
-#define __Pyx_PyThreadState_declare
-#define __Pyx_PyThreadState_assign
-#endif
-
-/* PyErrFetchRestore.proto */
-#if CYTHON_FAST_THREAD_STATE
-#define __Pyx_ErrRestoreWithState(type, value, tb) __Pyx_ErrRestoreInState(PyThreadState_GET(), type, value, tb)
-#define __Pyx_ErrFetchWithState(type, value, tb) __Pyx_ErrFetchInState(PyThreadState_GET(), type, value, tb)
-#define __Pyx_ErrRestore(type, value, tb) __Pyx_ErrRestoreInState(__pyx_tstate, type, value, tb)
-#define __Pyx_ErrFetch(type, value, tb) __Pyx_ErrFetchInState(__pyx_tstate, type, value, tb)
-static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
-static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
-#else
-#define __Pyx_ErrRestoreWithState(type, value, tb) PyErr_Restore(type, value, tb)
-#define __Pyx_ErrFetchWithState(type, value, tb) PyErr_Fetch(type, value, tb)
-#define __Pyx_ErrRestore(type, value, tb) PyErr_Restore(type, value, tb)
-#define __Pyx_ErrFetch(type, value, tb) PyErr_Fetch(type, value, tb)
-#endif
+static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb);
+static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb);
-/* RaiseException.proto */
+#define __Pyx_BufPtrCContig2d(type, buf, i0, s0, i1, s1) ((type)((char*)buf + i0 * s0) + i1)
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause);
-/* DictGetItem.proto */
#if PY_MAJOR_VERSION >= 3 && !CYTHON_COMPILING_IN_PYPY
static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key) {
PyObject *value;
@@ -1162,49 +924,17 @@ static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key) {
#define __Pyx_PyDict_GetItem(d, key) PyObject_GetItem(d, key)
#endif
-/* RaiseTooManyValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);
-/* RaiseNeedMoreValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);
-/* RaiseNoneIterError.proto */
static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);
-/* SaveResetException.proto */
-#if CYTHON_FAST_THREAD_STATE
-#define __Pyx_ExceptionSave(type, value, tb) __Pyx__ExceptionSave(__pyx_tstate, type, value, tb)
-static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
-#define __Pyx_ExceptionReset(type, value, tb) __Pyx__ExceptionReset(__pyx_tstate, type, value, tb)
-static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
-#else
-#define __Pyx_ExceptionSave(type, value, tb) PyErr_GetExcInfo(type, value, tb)
-#define __Pyx_ExceptionReset(type, value, tb) PyErr_SetExcInfo(type, value, tb)
-#endif
-
-/* PyErrExceptionMatches.proto */
-#if CYTHON_FAST_THREAD_STATE
-#define __Pyx_PyErr_ExceptionMatches(err) __Pyx_PyErr_ExceptionMatchesInState(__pyx_tstate, err)
-static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err);
-#else
-#define __Pyx_PyErr_ExceptionMatches(err) PyErr_ExceptionMatches(err)
-#endif
-
-/* GetException.proto */
-#if CYTHON_FAST_THREAD_STATE
-#define __Pyx_GetException(type, value, tb) __Pyx__GetException(__pyx_tstate, type, value, tb)
-static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
-#else
-static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb);
-#endif
-
-/* Import.proto */
static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);
-/* CodeObjectCache.proto */
typedef struct {
- PyCodeObject* code_object;
int code_line;
+ PyCodeObject* code_object;
} __Pyx_CodeObjectCacheEntry;
struct __Pyx_CodeObjectCache {
int count;
@@ -1216,11 +946,9 @@ static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int co
static PyCodeObject *__pyx_find_code_object(int code_line);
static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object);
-/* AddTraceback.proto */
static void __Pyx_AddTraceback(const char *funcname, int c_line,
int py_line, const char *filename);
-/* BufferStructDeclare.proto */
typedef struct {
Py_ssize_t shape, strides, suboffsets;
} __Pyx_Buf_DimInfo;
@@ -1243,14 +971,13 @@ typedef struct {
#endif
-/* None.proto */
static Py_ssize_t __Pyx_zeros[] = {0, 0, 0, 0, 0, 0, 0, 0};
static Py_ssize_t __Pyx_minusones[] = {-1, -1, -1, -1, -1, -1, -1, -1};
-/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);
-/* RealImag.proto */
+static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);
+
#if CYTHON_CCOMPLEX
#ifdef __cplusplus
#define __Pyx_CREAL(z) ((z).real())
@@ -1263,8 +990,7 @@ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);
#define __Pyx_CREAL(z) ((z).real)
#define __Pyx_CIMAG(z) ((z).imag)
#endif
-#if defined(__cplusplus) && CYTHON_CCOMPLEX\
- && (defined(_WIN32) || defined(__clang__) || (defined(__GNUC__) && (__GNUC__ >= 5 || __GNUC__ == 4 && __GNUC_MINOR__ >= 4 )) || __cplusplus >= 201103)
+#if (defined(_WIN32) || defined(__clang__)) && defined(__cplusplus) && CYTHON_CCOMPLEX
#define __Pyx_SET_CREAL(z,x) ((z).real(x))
#define __Pyx_SET_CIMAG(z,y) ((z).imag(y))
#else
@@ -1272,98 +998,92 @@ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);
#define __Pyx_SET_CIMAG(z,y) __Pyx_CIMAG(z) = (y)
#endif
-/* Arithmetic.proto */
+static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float, float);
+
#if CYTHON_CCOMPLEX
- #define __Pyx_c_eq_float(a, b) ((a)==(b))
- #define __Pyx_c_sum_float(a, b) ((a)+(b))
- #define __Pyx_c_diff_float(a, b) ((a)-(b))
- #define __Pyx_c_prod_float(a, b) ((a)*(b))
- #define __Pyx_c_quot_float(a, b) ((a)/(b))
- #define __Pyx_c_neg_float(a) (-(a))
+ #define __Pyx_c_eqf(a, b) ((a)==(b))
+ #define __Pyx_c_sumf(a, b) ((a)+(b))
+ #define __Pyx_c_difff(a, b) ((a)-(b))
+ #define __Pyx_c_prodf(a, b) ((a)*(b))
+ #define __Pyx_c_quotf(a, b) ((a)/(b))
+ #define __Pyx_c_negf(a) (-(a))
#ifdef __cplusplus
- #define __Pyx_c_is_zero_float(z) ((z)==(float)0)
- #define __Pyx_c_conj_float(z) (::std::conj(z))
+ #define __Pyx_c_is_zerof(z) ((z)==(float)0)
+ #define __Pyx_c_conjf(z) (::std::conj(z))
#if 1
- #define __Pyx_c_abs_float(z) (::std::abs(z))
- #define __Pyx_c_pow_float(a, b) (::std::pow(a, b))
+ #define __Pyx_c_absf(z) (::std::abs(z))
+ #define __Pyx_c_powf(a, b) (::std::pow(a, b))
#endif
#else
- #define __Pyx_c_is_zero_float(z) ((z)==0)
- #define __Pyx_c_conj_float(z) (conjf(z))
+ #define __Pyx_c_is_zerof(z) ((z)==0)
+ #define __Pyx_c_conjf(z) (conjf(z))
#if 1
- #define __Pyx_c_abs_float(z) (cabsf(z))
- #define __Pyx_c_pow_float(a, b) (cpowf(a, b))
+ #define __Pyx_c_absf(z) (cabsf(z))
+ #define __Pyx_c_powf(a, b) (cpowf(a, b))
#endif
#endif
#else
- static CYTHON_INLINE int __Pyx_c_eq_float(__pyx_t_float_complex, __pyx_t_float_complex);
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sum_float(__pyx_t_float_complex, __pyx_t_float_complex);
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_diff_float(__pyx_t_float_complex, __pyx_t_float_complex);
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prod_float(__pyx_t_float_complex, __pyx_t_float_complex);
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex, __pyx_t_float_complex);
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_neg_float(__pyx_t_float_complex);
- static CYTHON_INLINE int __Pyx_c_is_zero_float(__pyx_t_float_complex);
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conj_float(__pyx_t_float_complex);
+ static CYTHON_INLINE int __Pyx_c_eqf(__pyx_t_float_complex, __pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sumf(__pyx_t_float_complex, __pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_difff(__pyx_t_float_complex, __pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prodf(__pyx_t_float_complex, __pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quotf(__pyx_t_float_complex, __pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_negf(__pyx_t_float_complex);
+ static CYTHON_INLINE int __Pyx_c_is_zerof(__pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conjf(__pyx_t_float_complex);
#if 1
- static CYTHON_INLINE float __Pyx_c_abs_float(__pyx_t_float_complex);
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_pow_float(__pyx_t_float_complex, __pyx_t_float_complex);
+ static CYTHON_INLINE float __Pyx_c_absf(__pyx_t_float_complex);
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_powf(__pyx_t_float_complex, __pyx_t_float_complex);
#endif
#endif
-/* Arithmetic.proto */
+static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);
+
#if CYTHON_CCOMPLEX
- #define __Pyx_c_eq_double(a, b) ((a)==(b))
- #define __Pyx_c_sum_double(a, b) ((a)+(b))
- #define __Pyx_c_diff_double(a, b) ((a)-(b))
- #define __Pyx_c_prod_double(a, b) ((a)*(b))
- #define __Pyx_c_quot_double(a, b) ((a)/(b))
- #define __Pyx_c_neg_double(a) (-(a))
+ #define __Pyx_c_eq(a, b) ((a)==(b))
+ #define __Pyx_c_sum(a, b) ((a)+(b))
+ #define __Pyx_c_diff(a, b) ((a)-(b))
+ #define __Pyx_c_prod(a, b) ((a)*(b))
+ #define __Pyx_c_quot(a, b) ((a)/(b))
+ #define __Pyx_c_neg(a) (-(a))
#ifdef __cplusplus
- #define __Pyx_c_is_zero_double(z) ((z)==(double)0)
- #define __Pyx_c_conj_double(z) (::std::conj(z))
+ #define __Pyx_c_is_zero(z) ((z)==(double)0)
+ #define __Pyx_c_conj(z) (::std::conj(z))
#if 1
- #define __Pyx_c_abs_double(z) (::std::abs(z))
- #define __Pyx_c_pow_double(a, b) (::std::pow(a, b))
+ #define __Pyx_c_abs(z) (::std::abs(z))
+ #define __Pyx_c_pow(a, b) (::std::pow(a, b))
#endif
#else
- #define __Pyx_c_is_zero_double(z) ((z)==0)
- #define __Pyx_c_conj_double(z) (conj(z))
+ #define __Pyx_c_is_zero(z) ((z)==0)
+ #define __Pyx_c_conj(z) (conj(z))
#if 1
- #define __Pyx_c_abs_double(z) (cabs(z))
- #define __Pyx_c_pow_double(a, b) (cpow(a, b))
+ #define __Pyx_c_abs(z) (cabs(z))
+ #define __Pyx_c_pow(a, b) (cpow(a, b))
#endif
#endif
#else
- static CYTHON_INLINE int __Pyx_c_eq_double(__pyx_t_double_complex, __pyx_t_double_complex);
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum_double(__pyx_t_double_complex, __pyx_t_double_complex);
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff_double(__pyx_t_double_complex, __pyx_t_double_complex);
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod_double(__pyx_t_double_complex, __pyx_t_double_complex);
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex, __pyx_t_double_complex);
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg_double(__pyx_t_double_complex);
- static CYTHON_INLINE int __Pyx_c_is_zero_double(__pyx_t_double_complex);
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj_double(__pyx_t_double_complex);
+ static CYTHON_INLINE int __Pyx_c_eq(__pyx_t_double_complex, __pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum(__pyx_t_double_complex, __pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff(__pyx_t_double_complex, __pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod(__pyx_t_double_complex, __pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot(__pyx_t_double_complex, __pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg(__pyx_t_double_complex);
+ static CYTHON_INLINE int __Pyx_c_is_zero(__pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj(__pyx_t_double_complex);
#if 1
- static CYTHON_INLINE double __Pyx_c_abs_double(__pyx_t_double_complex);
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow_double(__pyx_t_double_complex, __pyx_t_double_complex);
+ static CYTHON_INLINE double __Pyx_c_abs(__pyx_t_double_complex);
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow(__pyx_t_double_complex, __pyx_t_double_complex);
#endif
#endif
-/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_enum__NPY_TYPES(enum NPY_TYPES value);
-/* CIntFromPy.proto */
-static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);
-
-/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value);
-/* CIntFromPy.proto */
static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);
-/* CheckBinaryVersion.proto */
static int __Pyx_check_binary_version(void);
-/* PyIdentifierFromString.proto */
#if !defined(__Pyx_PyIdentifier_FromString)
#if PY_MAJOR_VERSION < 3
#define __Pyx_PyIdentifier_FromString(s) PyString_FromString(s)
@@ -1372,13 +1092,10 @@ static int __Pyx_check_binary_version(void);
#endif
#endif
-/* ModuleImport.proto */
static PyObject *__Pyx_ImportModule(const char *name);
-/* TypeImport.proto */
static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name, size_t size, int strict);
-/* InitStrings.proto */
static int __Pyx_InitStrings(__Pyx_StringTabEntry *t);
@@ -1419,44 +1136,57 @@ static __Pyx_TypeInfo __Pyx_TypeInfo_double = { "double", NULL, sizeof(double),
int __pyx_module_is_main_ot__lp__emd = 0;
/* Implementation of 'ot.lp.emd' */
-static PyObject *__pyx_builtin_ValueError;
static PyObject *__pyx_builtin_range;
+static PyObject *__pyx_builtin_ValueError;
static PyObject *__pyx_builtin_RuntimeError;
-static PyObject *__pyx_builtin_ImportError;
-static const char __pyx_k_G[] = "G";
-static const char __pyx_k_M[] = "M";
-static const char __pyx_k_a[] = "a";
-static const char __pyx_k_b[] = "b";
-static const char __pyx_k_n1[] = "n1";
-static const char __pyx_k_n2[] = "n2";
-static const char __pyx_k_np[] = "np";
-static const char __pyx_k_cost[] = "cost";
-static const char __pyx_k_main[] = "__main__";
-static const char __pyx_k_ones[] = "ones";
-static const char __pyx_k_test[] = "__test__";
-static const char __pyx_k_emd_c[] = "emd_c";
-static const char __pyx_k_numpy[] = "numpy";
-static const char __pyx_k_range[] = "range";
-static const char __pyx_k_zeros[] = "zeros";
-static const char __pyx_k_import[] = "__import__";
-static const char __pyx_k_ot_lp_emd[] = "ot.lp.emd";
-static const char __pyx_k_ValueError[] = "ValueError";
-static const char __pyx_k_ImportError[] = "ImportError";
-static const char __pyx_k_RuntimeError[] = "RuntimeError";
-static const char __pyx_k_ndarray_is_not_C_contiguous[] = "ndarray is not C contiguous";
-static const char __pyx_k_Created_on_Thu_Sep_11_08_42_08[] = "\nCreated on Thu Sep 11 08:42:08 2014\n\n@author: rflamary\n";
-static const char __pyx_k_home_rflamary_PYTHON_POT_ot_lp[] = "/home/rflamary/PYTHON/POT/ot/lp/emd.pyx";
-static const char __pyx_k_numpy_core_multiarray_failed_to[] = "numpy.core.multiarray failed to import";
-static const char __pyx_k_unknown_dtype_code_in_numpy_pxd[] = "unknown dtype code in numpy.pxd (%d)";
-static const char __pyx_k_Format_string_allocated_too_shor[] = "Format string allocated too short, see comment in numpy.pxd";
-static const char __pyx_k_Non_native_byte_order_not_suppor[] = "Non-native byte order not supported";
-static const char __pyx_k_ndarray_is_not_Fortran_contiguou[] = "ndarray is not Fortran contiguous";
-static const char __pyx_k_numpy_core_umath_failed_to_impor[] = "numpy.core.umath failed to import";
-static const char __pyx_k_Format_string_allocated_too_shor_2[] = "Format string allocated too short.";
+static char __pyx_k_B[] = "B";
+static char __pyx_k_G[] = "G";
+static char __pyx_k_H[] = "H";
+static char __pyx_k_I[] = "I";
+static char __pyx_k_L[] = "L";
+static char __pyx_k_M[] = "M";
+static char __pyx_k_O[] = "O";
+static char __pyx_k_Q[] = "Q";
+static char __pyx_k_a[] = "a";
+static char __pyx_k_b[] = "b";
+static char __pyx_k_d[] = "d";
+static char __pyx_k_f[] = "f";
+static char __pyx_k_g[] = "g";
+static char __pyx_k_h[] = "h";
+static char __pyx_k_i[] = "i";
+static char __pyx_k_j[] = "j";
+static char __pyx_k_l[] = "l";
+static char __pyx_k_q[] = "q";
+static char __pyx_k_Zd[] = "Zd";
+static char __pyx_k_Zf[] = "Zf";
+static char __pyx_k_Zg[] = "Zg";
+static char __pyx_k_n1[] = "n1";
+static char __pyx_k_n2[] = "n2";
+static char __pyx_k_np[] = "np";
+static char __pyx_k_cost[] = "cost";
+static char __pyx_k_main[] = "__main__";
+static char __pyx_k_ones[] = "ones";
+static char __pyx_k_test[] = "__test__";
+static char __pyx_k_emd_c[] = "emd_c";
+static char __pyx_k_numpy[] = "numpy";
+static char __pyx_k_range[] = "range";
+static char __pyx_k_zeros[] = "zeros";
+static char __pyx_k_emd2_c[] = "emd2_c";
+static char __pyx_k_import[] = "__import__";
+static char __pyx_k_ot_lp_emd[] = "ot.lp.emd";
+static char __pyx_k_ValueError[] = "ValueError";
+static char __pyx_k_RuntimeError[] = "RuntimeError";
+static char __pyx_k_ndarray_is_not_C_contiguous[] = "ndarray is not C contiguous";
+static char __pyx_k_Created_on_Thu_Sep_11_08_42_08[] = "\nCreated on Thu Sep 11 08:42:08 2014\n\n@author: rflamary\n";
+static char __pyx_k_home_rflamary_PYTHON_POT_ot_lp[] = "/home/rflamary/PYTHON/POT/ot/lp/emd.pyx";
+static char __pyx_k_unknown_dtype_code_in_numpy_pxd[] = "unknown dtype code in numpy.pxd (%d)";
+static char __pyx_k_Format_string_allocated_too_shor[] = "Format string allocated too short, see comment in numpy.pxd";
+static char __pyx_k_Non_native_byte_order_not_suppor[] = "Non-native byte order not supported";
+static char __pyx_k_ndarray_is_not_Fortran_contiguou[] = "ndarray is not Fortran contiguous";
+static char __pyx_k_Format_string_allocated_too_shor_2[] = "Format string allocated too short.";
static PyObject *__pyx_kp_u_Format_string_allocated_too_shor;
static PyObject *__pyx_kp_u_Format_string_allocated_too_shor_2;
static PyObject *__pyx_n_s_G;
-static PyObject *__pyx_n_s_ImportError;
static PyObject *__pyx_n_s_M;
static PyObject *__pyx_kp_u_Non_native_byte_order_not_suppor;
static PyObject *__pyx_n_s_RuntimeError;
@@ -1464,9 +1194,12 @@ static PyObject *__pyx_n_s_ValueError;
static PyObject *__pyx_n_s_a;
static PyObject *__pyx_n_s_b;
static PyObject *__pyx_n_s_cost;
+static PyObject *__pyx_n_s_emd2_c;
static PyObject *__pyx_n_s_emd_c;
static PyObject *__pyx_kp_s_home_rflamary_PYTHON_POT_ot_lp;
+static PyObject *__pyx_n_s_i;
static PyObject *__pyx_n_s_import;
+static PyObject *__pyx_n_s_j;
static PyObject *__pyx_n_s_main;
static PyObject *__pyx_n_s_n1;
static PyObject *__pyx_n_s_n2;
@@ -1474,8 +1207,6 @@ static PyObject *__pyx_kp_u_ndarray_is_not_C_contiguous;
static PyObject *__pyx_kp_u_ndarray_is_not_Fortran_contiguou;
static PyObject *__pyx_n_s_np;
static PyObject *__pyx_n_s_numpy;
-static PyObject *__pyx_kp_s_numpy_core_multiarray_failed_to;
-static PyObject *__pyx_kp_s_numpy_core_umath_failed_to_impor;
static PyObject *__pyx_n_s_ones;
static PyObject *__pyx_n_s_ot_lp_emd;
static PyObject *__pyx_n_s_range;
@@ -1483,6 +1214,7 @@ static PyObject *__pyx_n_s_test;
static PyObject *__pyx_kp_u_unknown_dtype_code_in_numpy_pxd;
static PyObject *__pyx_n_s_zeros;
static PyObject *__pyx_pf_2ot_2lp_3emd_emd_c(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_a, PyArrayObject *__pyx_v_b, PyArrayObject *__pyx_v_M); /* proto */
+static PyObject *__pyx_pf_2ot_2lp_3emd_2emd2_c(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_a, PyArrayObject *__pyx_v_b, PyArrayObject *__pyx_v_M); /* proto */
static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
static void __pyx_pf_5numpy_7ndarray_2__releasebuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info); /* proto */
static PyObject *__pyx_tuple_;
@@ -1492,10 +1224,9 @@ static PyObject *__pyx_tuple__4;
static PyObject *__pyx_tuple__5;
static PyObject *__pyx_tuple__6;
static PyObject *__pyx_tuple__7;
-static PyObject *__pyx_tuple__8;
static PyObject *__pyx_tuple__9;
-static PyObject *__pyx_tuple__10;
-static PyObject *__pyx_codeobj__11;
+static PyObject *__pyx_codeobj__8;
+static PyObject *__pyx_codeobj__10;
/* "ot/lp/emd.pyx":21
* @cython.boundscheck(False)
@@ -1513,6 +1244,9 @@ static PyObject *__pyx_pw_2ot_2lp_3emd_1emd_c(PyObject *__pyx_self, PyObject *__
PyArrayObject *__pyx_v_a = 0;
PyArrayObject *__pyx_v_b = 0;
PyArrayObject *__pyx_v_M = 0;
+ int __pyx_lineno = 0;
+ const char *__pyx_filename = NULL;
+ int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("emd_c (wrapper)", 0);
@@ -1537,16 +1271,16 @@ static PyObject *__pyx_pw_2ot_2lp_3emd_1emd_c(PyObject *__pyx_self, PyObject *__
case 1:
if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_b)) != 0)) kw_args--;
else {
- __Pyx_RaiseArgtupleInvalid("emd_c", 1, 3, 3, 1); __PYX_ERR(0, 21, __pyx_L3_error)
+ __Pyx_RaiseArgtupleInvalid("emd_c", 1, 3, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 21; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
case 2:
if (likely((values[2] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_M)) != 0)) kw_args--;
else {
- __Pyx_RaiseArgtupleInvalid("emd_c", 1, 3, 3, 2); __PYX_ERR(0, 21, __pyx_L3_error)
+ __Pyx_RaiseArgtupleInvalid("emd_c", 1, 3, 3, 2); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 21; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
}
if (unlikely(kw_args > 0)) {
- if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "emd_c") < 0)) __PYX_ERR(0, 21, __pyx_L3_error)
+ if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "emd_c") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 21; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
}
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- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":232
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":232
* info.shape = info.strides + ndim
* for i in range(ndim):
* info.strides[i] = PyArray_STRIDES(self)[i] # <<<<<<<<<<<<<<
@@ -2348,7 +2575,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
*/
(__pyx_v_info->strides[__pyx_v_i]) = (PyArray_STRIDES(__pyx_v_self)[__pyx_v_i]);
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":233
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":233
* for i in range(ndim):
* info.strides[i] = PyArray_STRIDES(self)[i]
* info.shape[i] = PyArray_DIMS(self)[i] # <<<<<<<<<<<<<<
@@ -2358,7 +2585,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
(__pyx_v_info->shape[__pyx_v_i]) = (PyArray_DIMS(__pyx_v_self)[__pyx_v_i]);
}
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":226
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":226
* info.buf = PyArray_DATA(self)
* info.ndim = ndim
* if copy_shape: # <<<<<<<<<<<<<<
@@ -2368,7 +2595,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
goto __pyx_L11;
}
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":235
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":235
* info.shape[i] = PyArray_DIMS(self)[i]
* else:
* info.strides = <Py_ssize_t*>PyArray_STRIDES(self) # <<<<<<<<<<<<<<
@@ -2378,7 +2605,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
/*else*/ {
__pyx_v_info->strides = ((Py_ssize_t *)PyArray_STRIDES(__pyx_v_self));
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":236
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":236
* else:
* info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
* info.shape = <Py_ssize_t*>PyArray_DIMS(self) # <<<<<<<<<<<<<<
@@ -2389,7 +2616,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
}
__pyx_L11:;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":237
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":237
* info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
* info.shape = <Py_ssize_t*>PyArray_DIMS(self)
* info.suboffsets = NULL # <<<<<<<<<<<<<<
@@ -2398,7 +2625,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
*/
__pyx_v_info->suboffsets = NULL;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":238
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":238
* info.shape = <Py_ssize_t*>PyArray_DIMS(self)
* info.suboffsets = NULL
* info.itemsize = PyArray_ITEMSIZE(self) # <<<<<<<<<<<<<<
@@ -2407,7 +2634,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
*/
__pyx_v_info->itemsize = PyArray_ITEMSIZE(__pyx_v_self);
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":239
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":239
* info.suboffsets = NULL
* info.itemsize = PyArray_ITEMSIZE(self)
* info.readonly = not PyArray_ISWRITEABLE(self) # <<<<<<<<<<<<<<
@@ -2416,7 +2643,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
*/
__pyx_v_info->readonly = (!(PyArray_ISWRITEABLE(__pyx_v_self) != 0));
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":242
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":242
*
* cdef int t
* cdef char* f = NULL # <<<<<<<<<<<<<<
@@ -2425,7 +2652,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
*/
__pyx_v_f = NULL;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":243
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":243
* cdef int t
* cdef char* f = NULL
* cdef dtype descr = self.descr # <<<<<<<<<<<<<<
@@ -2437,7 +2664,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
__pyx_v_descr = ((PyArray_Descr *)__pyx_t_3);
__pyx_t_3 = 0;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":246
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":246
* cdef int offset
*
* cdef bint hasfields = PyDataType_HASFIELDS(descr) # <<<<<<<<<<<<<<
@@ -2446,7 +2673,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
*/
__pyx_v_hasfields = PyDataType_HASFIELDS(__pyx_v_descr);
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":248
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":248
* cdef bint hasfields = PyDataType_HASFIELDS(descr)
*
* if not hasfields and not copy_shape: # <<<<<<<<<<<<<<
@@ -2464,7 +2691,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
__pyx_L15_bool_binop_done:;
if (__pyx_t_1) {
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":250
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":250
* if not hasfields and not copy_shape:
* # do not call releasebuffer
* info.obj = None # <<<<<<<<<<<<<<
@@ -2477,7 +2704,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
__Pyx_DECREF(__pyx_v_info->obj);
__pyx_v_info->obj = Py_None;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":248
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":248
* cdef bint hasfields = PyDataType_HASFIELDS(descr)
*
* if not hasfields and not copy_shape: # <<<<<<<<<<<<<<
@@ -2487,7 +2714,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
goto __pyx_L14;
}
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":253
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":253
* else:
* # need to call releasebuffer
* info.obj = self # <<<<<<<<<<<<<<
@@ -2503,7 +2730,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
}
__pyx_L14:;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":255
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":255
* info.obj = self
*
* if not hasfields: # <<<<<<<<<<<<<<
@@ -2513,7 +2740,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
__pyx_t_1 = ((!(__pyx_v_hasfields != 0)) != 0);
if (__pyx_t_1) {
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":256
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":256
*
* if not hasfields:
* t = descr.type_num # <<<<<<<<<<<<<<
@@ -2523,7 +2750,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
__pyx_t_4 = __pyx_v_descr->type_num;
__pyx_v_t = __pyx_t_4;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":257
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":257
* if not hasfields:
* t = descr.type_num
* if ((descr.byteorder == c'>' and little_endian) or # <<<<<<<<<<<<<<
@@ -2543,7 +2770,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
}
__pyx_L20_next_or:;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":258
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":258
* t = descr.type_num
* if ((descr.byteorder == c'>' and little_endian) or
* (descr.byteorder == c'<' and not little_endian)): # <<<<<<<<<<<<<<
@@ -2560,7 +2787,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
__pyx_t_1 = __pyx_t_2;
__pyx_L19_bool_binop_done:;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":257
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":257
* if not hasfields:
* t = descr.type_num
* if ((descr.byteorder == c'>' and little_endian) or # <<<<<<<<<<<<<<
@@ -2569,20 +2796,20 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
*/
if (__pyx_t_1) {
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":259
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":259
* if ((descr.byteorder == c'>' and little_endian) or
* (descr.byteorder == c'<' and not little_endian)):
* raise ValueError(u"Non-native byte order not supported") # <<<<<<<<<<<<<<
* if t == NPY_BYTE: f = "b"
* elif t == NPY_UBYTE: f = "B"
*/
- __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__3, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 259, __pyx_L1_error)
+ __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__3, NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 259; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_3);
__Pyx_Raise(__pyx_t_3, 0, 0, 0);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
- __PYX_ERR(1, 259, __pyx_L1_error)
+ {__pyx_filename = __pyx_f[1]; __pyx_lineno = 259; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":257
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":257
* if not hasfields:
* t = descr.type_num
* if ((descr.byteorder == c'>' and little_endian) or # <<<<<<<<<<<<<<
@@ -2591,7 +2818,7 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
*/
}
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":260
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":260
* (descr.byteorder == c'<' and not little_endian)):
* raise ValueError(u"Non-native byte order not supported")
* if t == NPY_BYTE: f = "b" # <<<<<<<<<<<<<<
@@ -2600,10 +2827,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
*/
switch (__pyx_v_t) {
case NPY_BYTE:
- __pyx_v_f = ((char *)"b");
+ __pyx_v_f = __pyx_k_b;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":261
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":261
* raise ValueError(u"Non-native byte order not supported")
* if t == NPY_BYTE: f = "b"
* elif t == NPY_UBYTE: f = "B" # <<<<<<<<<<<<<<
@@ -2611,10 +2838,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_USHORT: f = "H"
*/
case NPY_UBYTE:
- __pyx_v_f = ((char *)"B");
+ __pyx_v_f = __pyx_k_B;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":262
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":262
* if t == NPY_BYTE: f = "b"
* elif t == NPY_UBYTE: f = "B"
* elif t == NPY_SHORT: f = "h" # <<<<<<<<<<<<<<
@@ -2622,10 +2849,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_INT: f = "i"
*/
case NPY_SHORT:
- __pyx_v_f = ((char *)"h");
+ __pyx_v_f = __pyx_k_h;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":263
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":263
* elif t == NPY_UBYTE: f = "B"
* elif t == NPY_SHORT: f = "h"
* elif t == NPY_USHORT: f = "H" # <<<<<<<<<<<<<<
@@ -2633,10 +2860,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_UINT: f = "I"
*/
case NPY_USHORT:
- __pyx_v_f = ((char *)"H");
+ __pyx_v_f = __pyx_k_H;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":264
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":264
* elif t == NPY_SHORT: f = "h"
* elif t == NPY_USHORT: f = "H"
* elif t == NPY_INT: f = "i" # <<<<<<<<<<<<<<
@@ -2644,10 +2871,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_LONG: f = "l"
*/
case NPY_INT:
- __pyx_v_f = ((char *)"i");
+ __pyx_v_f = __pyx_k_i;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":265
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":265
* elif t == NPY_USHORT: f = "H"
* elif t == NPY_INT: f = "i"
* elif t == NPY_UINT: f = "I" # <<<<<<<<<<<<<<
@@ -2655,10 +2882,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_ULONG: f = "L"
*/
case NPY_UINT:
- __pyx_v_f = ((char *)"I");
+ __pyx_v_f = __pyx_k_I;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":266
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":266
* elif t == NPY_INT: f = "i"
* elif t == NPY_UINT: f = "I"
* elif t == NPY_LONG: f = "l" # <<<<<<<<<<<<<<
@@ -2666,10 +2893,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_LONGLONG: f = "q"
*/
case NPY_LONG:
- __pyx_v_f = ((char *)"l");
+ __pyx_v_f = __pyx_k_l;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":267
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":267
* elif t == NPY_UINT: f = "I"
* elif t == NPY_LONG: f = "l"
* elif t == NPY_ULONG: f = "L" # <<<<<<<<<<<<<<
@@ -2677,10 +2904,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_ULONGLONG: f = "Q"
*/
case NPY_ULONG:
- __pyx_v_f = ((char *)"L");
+ __pyx_v_f = __pyx_k_L;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":268
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":268
* elif t == NPY_LONG: f = "l"
* elif t == NPY_ULONG: f = "L"
* elif t == NPY_LONGLONG: f = "q" # <<<<<<<<<<<<<<
@@ -2688,10 +2915,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_FLOAT: f = "f"
*/
case NPY_LONGLONG:
- __pyx_v_f = ((char *)"q");
+ __pyx_v_f = __pyx_k_q;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":269
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":269
* elif t == NPY_ULONG: f = "L"
* elif t == NPY_LONGLONG: f = "q"
* elif t == NPY_ULONGLONG: f = "Q" # <<<<<<<<<<<<<<
@@ -2699,10 +2926,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_DOUBLE: f = "d"
*/
case NPY_ULONGLONG:
- __pyx_v_f = ((char *)"Q");
+ __pyx_v_f = __pyx_k_Q;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":270
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":270
* elif t == NPY_LONGLONG: f = "q"
* elif t == NPY_ULONGLONG: f = "Q"
* elif t == NPY_FLOAT: f = "f" # <<<<<<<<<<<<<<
@@ -2710,10 +2937,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_LONGDOUBLE: f = "g"
*/
case NPY_FLOAT:
- __pyx_v_f = ((char *)"f");
+ __pyx_v_f = __pyx_k_f;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":271
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":271
* elif t == NPY_ULONGLONG: f = "Q"
* elif t == NPY_FLOAT: f = "f"
* elif t == NPY_DOUBLE: f = "d" # <<<<<<<<<<<<<<
@@ -2721,10 +2948,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_CFLOAT: f = "Zf"
*/
case NPY_DOUBLE:
- __pyx_v_f = ((char *)"d");
+ __pyx_v_f = __pyx_k_d;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":272
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":272
* elif t == NPY_FLOAT: f = "f"
* elif t == NPY_DOUBLE: f = "d"
* elif t == NPY_LONGDOUBLE: f = "g" # <<<<<<<<<<<<<<
@@ -2732,10 +2959,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_CDOUBLE: f = "Zd"
*/
case NPY_LONGDOUBLE:
- __pyx_v_f = ((char *)"g");
+ __pyx_v_f = __pyx_k_g;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":273
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":273
* elif t == NPY_DOUBLE: f = "d"
* elif t == NPY_LONGDOUBLE: f = "g"
* elif t == NPY_CFLOAT: f = "Zf" # <<<<<<<<<<<<<<
@@ -2743,10 +2970,10 @@ static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, P
* elif t == NPY_CLONGDOUBLE: f = "Zg"
*/
case NPY_CFLOAT:
- __pyx_v_f = ((char *)"Zf");
+ __pyx_v_f = __pyx_k_Zf;
break;
- /* "../../.local/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":274
+ /* "../../../../usr/lib/python2.7/dist-packages/Cython/Includes/numpy/__init__.pxd":274
* elif t == NPY_LONGDOUBLE: f = "g"
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-/* Refnanny */
#if CYTHON_REFNANNY
static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname) {
PyObject *m = NULL, *p = NULL;
@@ -4932,7 +4778,19 @@ end:
}
#endif
-/* RaiseArgTupleInvalid */
+static PyObject *__Pyx_GetBuiltinName(PyObject *name) {
+ PyObject* result = __Pyx_PyObject_GetAttrStr(__pyx_b, name);
+ if (unlikely(!result)) {
+ PyErr_Format(PyExc_NameError,
+#if PY_MAJOR_VERSION >= 3
+ "name '%U' is not defined", name);
+#else
+ "name '%.200s' is not defined", PyString_AS_STRING(name));
+#endif
+ }
+ return result;
+}
+
static void __Pyx_RaiseArgtupleInvalid(
const char* func_name,
int exact,
@@ -4958,7 +4816,6 @@ static void __Pyx_RaiseArgtupleInvalid(
(num_expected == 1) ? "" : "s", num_found);
}
-/* RaiseDoubleKeywords */
static void __Pyx_RaiseDoubleKeywordsError(
const char* func_name,
PyObject* kw_name)
@@ -4972,7 +4829,6 @@ static void __Pyx_RaiseDoubleKeywordsError(
#endif
}
-/* ParseKeywords */
static int __Pyx_ParseOptionalKeywords(
PyObject *kwds,
PyObject **argnames[],
@@ -5074,7 +4930,6 @@ bad:
return -1;
}
-/* ArgTypeTest */
static void __Pyx_RaiseArgumentTypeInvalid(const char* name, PyObject *obj, PyTypeObject *type) {
PyErr_Format(PyExc_TypeError,
"Argument '%.200s' has incorrect type (expected %.200s, got %.200s)",
@@ -5101,7 +4956,6 @@ static CYTHON_INLINE int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, in
return 0;
}
-/* BufferFormatCheck */
static CYTHON_INLINE int __Pyx_IsLittleEndian(void) {
unsigned int n = 1;
return *(unsigned char*)(&n) != 0;
@@ -5651,24 +5505,9 @@ static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
__Pyx_ReleaseBuffer(info);
}
-/* GetBuiltinName */
- static PyObject *__Pyx_GetBuiltinName(PyObject *name) {
- PyObject* result = __Pyx_PyObject_GetAttrStr(__pyx_b, name);
- if (unlikely(!result)) {
- PyErr_Format(PyExc_NameError,
-#if PY_MAJOR_VERSION >= 3
- "name '%U' is not defined", name);
-#else
- "name '%.200s' is not defined", PyString_AS_STRING(name));
-#endif
- }
- return result;
-}
-
-/* GetModuleGlobalName */
- static CYTHON_INLINE PyObject *__Pyx_GetModuleGlobalName(PyObject *name) {
+static CYTHON_INLINE PyObject *__Pyx_GetModuleGlobalName(PyObject *name) {
PyObject *result;
-#if !CYTHON_AVOID_BORROWED_REFS
+#if CYTHON_COMPILING_IN_CPYTHON
result = PyDict_GetItem(__pyx_d, name);
if (likely(result)) {
Py_INCREF(result);
@@ -5683,148 +5522,7 @@ static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
return result;
}
-/* PyCFunctionFastCall */
- #if CYTHON_FAST_PYCCALL
-static CYTHON_INLINE PyObject * __Pyx_PyCFunction_FastCall(PyObject *func_obj, PyObject **args, Py_ssize_t nargs) {
- PyCFunctionObject *func = (PyCFunctionObject*)func_obj;
- PyCFunction meth = PyCFunction_GET_FUNCTION(func);
- PyObject *self = PyCFunction_GET_SELF(func);
- PyObject *result;
- int flags;
- assert(PyCFunction_Check(func));
- assert(METH_FASTCALL == PyCFunction_GET_FLAGS(func) & ~(METH_CLASS | METH_STATIC | METH_COEXIST));
- assert(nargs >= 0);
- assert(nargs == 0 || args != NULL);
- /* _PyCFunction_FastCallDict() must not be called with an exception set,
- because it may clear it (directly or indirectly) and so the
- caller loses its exception */
- assert(!PyErr_Occurred());
- return (*((__Pyx_PyCFunctionFast)meth)) (self, args, nargs, NULL);
-}
-#endif // CYTHON_FAST_PYCCALL
-
-/* PyFunctionFastCall */
- #if CYTHON_FAST_PYCALL
-#include "frameobject.h"
-static PyObject* __Pyx_PyFunction_FastCallNoKw(PyCodeObject *co, PyObject **args, Py_ssize_t na,
- PyObject *globals) {
- PyFrameObject *f;
- PyThreadState *tstate = PyThreadState_GET();
- PyObject **fastlocals;
- Py_ssize_t i;
- PyObject *result;
- assert(globals != NULL);
- /* XXX Perhaps we should create a specialized
- PyFrame_New() that doesn't take locals, but does
- take builtins without sanity checking them.
- */
- assert(tstate != NULL);
- f = PyFrame_New(tstate, co, globals, NULL);
- if (f == NULL) {
- return NULL;
- }
- fastlocals = f->f_localsplus;
- for (i = 0; i < na; i++) {
- Py_INCREF(*args);
- fastlocals[i] = *args++;
- }
- result = PyEval_EvalFrameEx(f,0);
- ++tstate->recursion_depth;
- Py_DECREF(f);
- --tstate->recursion_depth;
- return result;
-}
-#if 1 || PY_VERSION_HEX < 0x030600B1
-static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, int nargs, PyObject *kwargs) {
- PyCodeObject *co = (PyCodeObject *)PyFunction_GET_CODE(func);
- PyObject *globals = PyFunction_GET_GLOBALS(func);
- PyObject *argdefs = PyFunction_GET_DEFAULTS(func);
- PyObject *closure;
-#if PY_MAJOR_VERSION >= 3
- PyObject *kwdefs;
-#endif
- PyObject *kwtuple, **k;
- PyObject **d;
- Py_ssize_t nd;
- Py_ssize_t nk;
- PyObject *result;
- assert(kwargs == NULL || PyDict_Check(kwargs));
- nk = kwargs ? PyDict_Size(kwargs) : 0;
- if (Py_EnterRecursiveCall((char*)" while calling a Python object")) {
- return NULL;
- }
- if (
-#if PY_MAJOR_VERSION >= 3
- co->co_kwonlyargcount == 0 &&
-#endif
- likely(kwargs == NULL || nk == 0) &&
- co->co_flags == (CO_OPTIMIZED | CO_NEWLOCALS | CO_NOFREE)) {
- if (argdefs == NULL && co->co_argcount == nargs) {
- result = __Pyx_PyFunction_FastCallNoKw(co, args, nargs, globals);
- goto done;
- }
- else if (nargs == 0 && argdefs != NULL
- && co->co_argcount == Py_SIZE(argdefs)) {
- /* function called with no arguments, but all parameters have
- a default value: use default values as arguments .*/
- args = &PyTuple_GET_ITEM(argdefs, 0);
- result =__Pyx_PyFunction_FastCallNoKw(co, args, Py_SIZE(argdefs), globals);
- goto done;
- }
- }
- if (kwargs != NULL) {
- Py_ssize_t pos, i;
- kwtuple = PyTuple_New(2 * nk);
- if (kwtuple == NULL) {
- result = NULL;
- goto done;
- }
- k = &PyTuple_GET_ITEM(kwtuple, 0);
- pos = i = 0;
- while (PyDict_Next(kwargs, &pos, &k[i], &k[i+1])) {
- Py_INCREF(k[i]);
- Py_INCREF(k[i+1]);
- i += 2;
- }
- nk = i / 2;
- }
- else {
- kwtuple = NULL;
- k = NULL;
- }
- closure = PyFunction_GET_CLOSURE(func);
-#if PY_MAJOR_VERSION >= 3
- kwdefs = PyFunction_GET_KW_DEFAULTS(func);
-#endif
- if (argdefs != NULL) {
- d = &PyTuple_GET_ITEM(argdefs, 0);
- nd = Py_SIZE(argdefs);
- }
- else {
- d = NULL;
- nd = 0;
- }
-#if PY_MAJOR_VERSION >= 3
- result = PyEval_EvalCodeEx((PyObject*)co, globals, (PyObject *)NULL,
- args, nargs,
- k, (int)nk,
- d, (int)nd, kwdefs, closure);
-#else
- result = PyEval_EvalCodeEx(co, globals, (PyObject *)NULL,
- args, nargs,
- k, (int)nk,
- d, (int)nd, closure);
-#endif
- Py_XDECREF(kwtuple);
-done:
- Py_LeaveRecursiveCall();
- return result;
-}
-#endif // CPython < 3.6
-#endif // CYTHON_FAST_PYCALL
-
-/* PyObjectCall */
- #if CYTHON_COMPILING_IN_CPYTHON
+#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw) {
PyObject *result;
ternaryfunc call = func->ob_type->tp_call;
@@ -5843,8 +5541,7 @@ static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg
}
#endif
-/* PyObjectCallMethO */
- #if CYTHON_COMPILING_IN_CPYTHON
+#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg) {
PyObject *self, *result;
PyCFunction cfunc;
@@ -5863,8 +5560,7 @@ static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject
}
#endif
-/* PyObjectCallOneArg */
- #if CYTHON_COMPILING_IN_CPYTHON
+#if CYTHON_COMPILING_IN_CPYTHON
static PyObject* __Pyx__PyObject_CallOneArg(PyObject *func, PyObject *arg) {
PyObject *result;
PyObject *args = PyTuple_New(1);
@@ -5876,11 +5572,6 @@ static PyObject* __Pyx__PyObject_CallOneArg(PyObject *func, PyObject *arg) {
return result;
}
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
-#if CYTHON_FAST_PYCALL
- if (PyFunction_Check(func)) {
- return __Pyx_PyFunction_FastCall(func, &arg, 1);
- }
-#endif
#ifdef __Pyx_CyFunction_USED
if (likely(PyCFunction_Check(func) || PyObject_TypeCheck(func, __pyx_CyFunctionType))) {
#else
@@ -5888,10 +5579,6 @@ static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObjec
#endif
if (likely(PyCFunction_GET_FLAGS(func) & METH_O)) {
return __Pyx_PyObject_CallMethO(func, arg);
-#if CYTHON_FAST_PYCCALL
- } else if (PyCFunction_GET_FLAGS(func) & METH_FASTCALL) {
- return __Pyx_PyCFunction_FastCall(func, &arg, 1);
-#endif
}
}
return __Pyx__PyObject_CallOneArg(func, arg);
@@ -5907,8 +5594,7 @@ static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObjec
}
#endif
-/* ExtTypeTest */
- static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
+static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
if (unlikely(!type)) {
PyErr_SetString(PyExc_SystemError, "Missing type object");
return 0;
@@ -5920,16 +5606,15 @@ static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObjec
return 0;
}
-/* BufferFallbackError */
- static void __Pyx_RaiseBufferFallbackError(void) {
+static void __Pyx_RaiseBufferFallbackError(void) {
PyErr_SetString(PyExc_ValueError,
"Buffer acquisition failed on assignment; and then reacquiring the old buffer failed too!");
}
-/* PyErrFetchRestore */
- #if CYTHON_FAST_THREAD_STATE
-static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
+static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb) {
+#if CYTHON_COMPILING_IN_CPYTHON
PyObject *tmp_type, *tmp_value, *tmp_tb;
+ PyThreadState *tstate = PyThreadState_GET();
tmp_type = tstate->curexc_type;
tmp_value = tstate->curexc_value;
tmp_tb = tstate->curexc_traceback;
@@ -5939,22 +5624,27 @@ static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObjec
Py_XDECREF(tmp_type);
Py_XDECREF(tmp_value);
Py_XDECREF(tmp_tb);
+#else
+ PyErr_Restore(type, value, tb);
+#endif
}
-static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
+static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ PyThreadState *tstate = PyThreadState_GET();
*type = tstate->curexc_type;
*value = tstate->curexc_value;
*tb = tstate->curexc_traceback;
tstate->curexc_type = 0;
tstate->curexc_value = 0;
tstate->curexc_traceback = 0;
-}
+#else
+ PyErr_Fetch(type, value, tb);
#endif
+}
-/* RaiseException */
- #if PY_MAJOR_VERSION < 3
+#if PY_MAJOR_VERSION < 3
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb,
CYTHON_UNUSED PyObject *cause) {
- __Pyx_PyThreadState_declare
Py_XINCREF(type);
if (!value || value == Py_None)
value = NULL;
@@ -5993,7 +5683,6 @@ static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb,
goto raise_error;
}
}
- __Pyx_PyThreadState_assign
__Pyx_ErrRestore(type, value, tb);
return;
raise_error:
@@ -6113,121 +5802,22 @@ bad:
}
#endif
-/* RaiseTooManyValuesToUnpack */
- static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected) {
+static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected) {
PyErr_Format(PyExc_ValueError,
"too many values to unpack (expected %" CYTHON_FORMAT_SSIZE_T "d)", expected);
}
-/* RaiseNeedMoreValuesToUnpack */
- static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {
+static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {
PyErr_Format(PyExc_ValueError,
"need more than %" CYTHON_FORMAT_SSIZE_T "d value%.1s to unpack",
index, (index == 1) ? "" : "s");
}
-/* RaiseNoneIterError */
- static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void) {
+static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void) {
PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
}
-/* SaveResetException */
- #if CYTHON_FAST_THREAD_STATE
-static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
- *type = tstate->exc_type;
- *value = tstate->exc_value;
- *tb = tstate->exc_traceback;
- Py_XINCREF(*type);
- Py_XINCREF(*value);
- Py_XINCREF(*tb);
-}
-static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
- PyObject *tmp_type, *tmp_value, *tmp_tb;
- tmp_type = tstate->exc_type;
- tmp_value = tstate->exc_value;
- tmp_tb = tstate->exc_traceback;
- tstate->exc_type = type;
- tstate->exc_value = value;
- tstate->exc_traceback = tb;
- Py_XDECREF(tmp_type);
- Py_XDECREF(tmp_value);
- Py_XDECREF(tmp_tb);
-}
-#endif
-
-/* PyErrExceptionMatches */
- #if CYTHON_FAST_THREAD_STATE
-static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err) {
- PyObject *exc_type = tstate->curexc_type;
- if (exc_type == err) return 1;
- if (unlikely(!exc_type)) return 0;
- return PyErr_GivenExceptionMatches(exc_type, err);
-}
-#endif
-
-/* GetException */
- #if CYTHON_FAST_THREAD_STATE
-static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
-#else
-static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb) {
-#endif
- PyObject *local_type, *local_value, *local_tb;
-#if CYTHON_FAST_THREAD_STATE
- PyObject *tmp_type, *tmp_value, *tmp_tb;
- local_type = tstate->curexc_type;
- local_value = tstate->curexc_value;
- local_tb = tstate->curexc_traceback;
- tstate->curexc_type = 0;
- tstate->curexc_value = 0;
- tstate->curexc_traceback = 0;
-#else
- PyErr_Fetch(&local_type, &local_value, &local_tb);
-#endif
- PyErr_NormalizeException(&local_type, &local_value, &local_tb);
-#if CYTHON_FAST_THREAD_STATE
- if (unlikely(tstate->curexc_type))
-#else
- if (unlikely(PyErr_Occurred()))
-#endif
- goto bad;
- #if PY_MAJOR_VERSION >= 3
- if (local_tb) {
- if (unlikely(PyException_SetTraceback(local_value, local_tb) < 0))
- goto bad;
- }
- #endif
- Py_XINCREF(local_tb);
- Py_XINCREF(local_type);
- Py_XINCREF(local_value);
- *type = local_type;
- *value = local_value;
- *tb = local_tb;
-#if CYTHON_FAST_THREAD_STATE
- tmp_type = tstate->exc_type;
- tmp_value = tstate->exc_value;
- tmp_tb = tstate->exc_traceback;
- tstate->exc_type = local_type;
- tstate->exc_value = local_value;
- tstate->exc_traceback = local_tb;
- Py_XDECREF(tmp_type);
- Py_XDECREF(tmp_value);
- Py_XDECREF(tmp_tb);
-#else
- PyErr_SetExcInfo(local_type, local_value, local_tb);
-#endif
- return 0;
-bad:
- *type = 0;
- *value = 0;
- *tb = 0;
- Py_XDECREF(local_type);
- Py_XDECREF(local_value);
- Py_XDECREF(local_tb);
- return -1;
-}
-
-/* Import */
- static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) {
+static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) {
PyObject *empty_list = 0;
PyObject *module = 0;
PyObject *global_dict = 0;
@@ -6300,8 +5890,7 @@ bad:
return module;
}
-/* CodeObjectCache */
- static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line) {
+static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line) {
int start = 0, mid = 0, end = count - 1;
if (end >= 0 && code_line > entries[end].code_line) {
return count;
@@ -6380,8 +5969,7 @@ static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) {
Py_INCREF(code_object);
}
-/* AddTraceback */
- #include "compile.h"
+#include "compile.h"
#include "frameobject.h"
#include "traceback.h"
static PyCodeObject* __Pyx_CreateCodeObjectForTraceback(
@@ -6454,7 +6042,7 @@ static void __Pyx_AddTraceback(const char *funcname, int c_line,
0 /*PyObject *locals*/
);
if (!py_frame) goto bad;
- __Pyx_PyFrame_SetLineNumber(py_frame, py_line);
+ py_frame->f_lineno = py_line;
PyTraceBack_Here(py_frame);
bad:
Py_XDECREF(py_code);
@@ -6482,8 +6070,7 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
#endif
- /* CIntToPy */
- static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
+ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
const int neg_one = (int) -1, const_zero = (int) 0;
const int is_unsigned = neg_one > const_zero;
if (is_unsigned) {
@@ -6491,18 +6078,14 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
return PyInt_FromLong((long) value);
} else if (sizeof(int) <= sizeof(unsigned long)) {
return PyLong_FromUnsignedLong((unsigned long) value);
-#ifdef HAVE_LONG_LONG
} else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
-#endif
}
} else {
if (sizeof(int) <= sizeof(long)) {
return PyInt_FromLong((long) value);
-#ifdef HAVE_LONG_LONG
} else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
return PyLong_FromLongLong((PY_LONG_LONG) value);
-#endif
}
}
{
@@ -6513,8 +6096,216 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
}
}
-/* Declarations */
- #if CYTHON_CCOMPLEX
+#define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\
+ __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0)
+#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\
+ __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1)
+#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\
+ {\
+ func_type value = func_value;\
+ if (sizeof(target_type) < sizeof(func_type)) {\
+ if (unlikely(value != (func_type) (target_type) value)) {\
+ func_type zero = 0;\
+ if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\
+ return (target_type) -1;\
+ if (is_unsigned && unlikely(value < zero))\
+ goto raise_neg_overflow;\
+ else\
+ goto raise_overflow;\
+ }\
+ }\
+ return (target_type) value;\
+ }
+
+#if CYTHON_USE_PYLONG_INTERNALS
+ #include "longintrepr.h"
+#endif
+
+static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
+ const int neg_one = (int) -1, const_zero = (int) 0;
+ const int is_unsigned = neg_one > const_zero;
+#if PY_MAJOR_VERSION < 3
+ if (likely(PyInt_Check(x))) {
+ if (sizeof(int) < sizeof(long)) {
+ __PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x))
+ } else {
+ long val = PyInt_AS_LONG(x);
+ if (is_unsigned && unlikely(val < 0)) {
+ goto raise_neg_overflow;
+ }
+ return (int) val;
+ }
+ } else
+#endif
+ if (likely(PyLong_Check(x))) {
+ if (is_unsigned) {
+#if CYTHON_USE_PYLONG_INTERNALS
+ const digit* digits = ((PyLongObject*)x)->ob_digit;
+ switch (Py_SIZE(x)) {
+ case 0: return (int) 0;
+ case 1: __PYX_VERIFY_RETURN_INT(int, digit, digits[0])
+ case 2:
+ if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
+ if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
+ __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+ } else if (8 * sizeof(int) >= 2 * PyLong_SHIFT) {
+ return (int) (((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
+ }
+ }
+ break;
+ case 3:
+ if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
+ if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
+ __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+ } else if (8 * sizeof(int) >= 3 * PyLong_SHIFT) {
+ return (int) (((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
+ }
+ }
+ break;
+ case 4:
+ if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
+ if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
+ __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+ } else if (8 * sizeof(int) >= 4 * PyLong_SHIFT) {
+ return (int) (((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
+ }
+ }
+ break;
+ }
+#endif
+#if CYTHON_COMPILING_IN_CPYTHON
+ if (unlikely(Py_SIZE(x) < 0)) {
+ goto raise_neg_overflow;
+ }
+#else
+ {
+ int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
+ if (unlikely(result < 0))
+ return (int) -1;
+ if (unlikely(result == 1))
+ goto raise_neg_overflow;
+ }
+#endif
+ if (sizeof(int) <= sizeof(unsigned long)) {
+ __PYX_VERIFY_RETURN_INT_EXC(int, unsigned long, PyLong_AsUnsignedLong(x))
+ } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
+ __PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
+ }
+ } else {
+#if CYTHON_USE_PYLONG_INTERNALS
+ const digit* digits = ((PyLongObject*)x)->ob_digit;
+ switch (Py_SIZE(x)) {
+ case 0: return (int) 0;
+ case -1: __PYX_VERIFY_RETURN_INT(int, sdigit, -(sdigit) digits[0])
+ case 1: __PYX_VERIFY_RETURN_INT(int, digit, +digits[0])
+ case -2:
+ if (8 * sizeof(int) - 1 > 1 * PyLong_SHIFT) {
+ if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
+ __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+ } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
+ return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+ }
+ }
+ break;
+ case 2:
+ if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
+ if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
+ __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+ } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
+ return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+ }
+ }
+ break;
+ case -3:
+ if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
+ if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
+ __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+ } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
+ return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+ }
+ }
+ break;
+ case 3:
+ if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
+ if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
+ __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+ } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
+ return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+ }
+ }
+ break;
+ case -4:
+ if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
+ if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
+ __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+ } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
+ return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+ }
+ }
+ break;
+ case 4:
+ if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
+ if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
+ __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+ } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
+ return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+ }
+ }
+ break;
+ }
+#endif
+ if (sizeof(int) <= sizeof(long)) {
+ __PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x))
+ } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
+ __PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
+ }
+ }
+ {
+#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
+ PyErr_SetString(PyExc_RuntimeError,
+ "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
+#else
+ int val;
+ PyObject *v = __Pyx_PyNumber_Int(x);
+ #if PY_MAJOR_VERSION < 3
+ if (likely(v) && !PyLong_Check(v)) {
+ PyObject *tmp = v;
+ v = PyNumber_Long(tmp);
+ Py_DECREF(tmp);
+ }
+ #endif
+ if (likely(v)) {
+ int one = 1; int is_little = (int)*(unsigned char *)&one;
+ unsigned char *bytes = (unsigned char *)&val;
+ int ret = _PyLong_AsByteArray((PyLongObject *)v,
+ bytes, sizeof(val),
+ is_little, !is_unsigned);
+ Py_DECREF(v);
+ if (likely(!ret))
+ return val;
+ }
+#endif
+ return (int) -1;
+ }
+ } else {
+ int val;
+ PyObject *tmp = __Pyx_PyNumber_Int(x);
+ if (!tmp) return (int) -1;
+ val = __Pyx_PyInt_As_int(tmp);
+ Py_DECREF(tmp);
+ return val;
+ }
+raise_overflow:
+ PyErr_SetString(PyExc_OverflowError,
+ "value too large to convert to int");
+ return (int) -1;
+raise_neg_overflow:
+ PyErr_SetString(PyExc_OverflowError,
+ "can't convert negative value to int");
+ return (int) -1;
+}
+
+#if CYTHON_CCOMPLEX
#ifdef __cplusplus
static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
return ::std::complex< float >(x, y);
@@ -6533,86 +6324,60 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
}
#endif
-/* Arithmetic */
- #if CYTHON_CCOMPLEX
+#if CYTHON_CCOMPLEX
#else
- static CYTHON_INLINE int __Pyx_c_eq_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ static CYTHON_INLINE int __Pyx_c_eqf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
return (a.real == b.real) && (a.imag == b.imag);
}
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sum_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sumf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
__pyx_t_float_complex z;
z.real = a.real + b.real;
z.imag = a.imag + b.imag;
return z;
}
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_diff_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_difff(__pyx_t_float_complex a, __pyx_t_float_complex b) {
__pyx_t_float_complex z;
z.real = a.real - b.real;
z.imag = a.imag - b.imag;
return z;
}
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prod_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prodf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
__pyx_t_float_complex z;
z.real = a.real * b.real - a.imag * b.imag;
z.imag = a.real * b.imag + a.imag * b.real;
return z;
}
- #if 1
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
- if (b.imag == 0) {
- return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.real);
- } else if (fabsf(b.real) >= fabsf(b.imag)) {
- if (b.real == 0 && b.imag == 0) {
- return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.imag);
- } else {
- float r = b.imag / b.real;
- float s = 1.0 / (b.real + b.imag * r);
- return __pyx_t_float_complex_from_parts(
- (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
- }
- } else {
- float r = b.real / b.imag;
- float s = 1.0 / (b.imag + b.real * r);
- return __pyx_t_float_complex_from_parts(
- (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
- }
- }
- #else
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
- if (b.imag == 0) {
- return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.real);
- } else {
- float denom = b.real * b.real + b.imag * b.imag;
- return __pyx_t_float_complex_from_parts(
- (a.real * b.real + a.imag * b.imag) / denom,
- (a.imag * b.real - a.real * b.imag) / denom);
- }
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quotf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ __pyx_t_float_complex z;
+ float denom = b.real * b.real + b.imag * b.imag;
+ z.real = (a.real * b.real + a.imag * b.imag) / denom;
+ z.imag = (a.imag * b.real - a.real * b.imag) / denom;
+ return z;
}
- #endif
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_neg_float(__pyx_t_float_complex a) {
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_negf(__pyx_t_float_complex a) {
__pyx_t_float_complex z;
z.real = -a.real;
z.imag = -a.imag;
return z;
}
- static CYTHON_INLINE int __Pyx_c_is_zero_float(__pyx_t_float_complex a) {
+ static CYTHON_INLINE int __Pyx_c_is_zerof(__pyx_t_float_complex a) {
return (a.real == 0) && (a.imag == 0);
}
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conj_float(__pyx_t_float_complex a) {
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conjf(__pyx_t_float_complex a) {
__pyx_t_float_complex z;
z.real = a.real;
z.imag = -a.imag;
return z;
}
#if 1
- static CYTHON_INLINE float __Pyx_c_abs_float(__pyx_t_float_complex z) {
+ static CYTHON_INLINE float __Pyx_c_absf(__pyx_t_float_complex z) {
#if !defined(HAVE_HYPOT) || defined(_MSC_VER)
return sqrtf(z.real*z.real + z.imag*z.imag);
#else
return hypotf(z.real, z.imag);
#endif
}
- static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_pow_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+ static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_powf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
__pyx_t_float_complex z;
float r, lnr, theta, z_r, z_theta;
if (b.imag == 0 && b.real == (int)b.real) {
@@ -6630,14 +6395,14 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
case 1:
return a;
case 2:
- z = __Pyx_c_prod_float(a, a);
- return __Pyx_c_prod_float(a, a);
+ z = __Pyx_c_prodf(a, a);
+ return __Pyx_c_prodf(a, a);
case 3:
- z = __Pyx_c_prod_float(a, a);
- return __Pyx_c_prod_float(z, a);
+ z = __Pyx_c_prodf(a, a);
+ return __Pyx_c_prodf(z, a);
case 4:
- z = __Pyx_c_prod_float(a, a);
- return __Pyx_c_prod_float(z, z);
+ z = __Pyx_c_prodf(a, a);
+ return __Pyx_c_prodf(z, z);
}
}
if (a.imag == 0) {
@@ -6647,7 +6412,7 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
r = a.real;
theta = 0;
} else {
- r = __Pyx_c_abs_float(a);
+ r = __Pyx_c_absf(a);
theta = atan2f(a.imag, a.real);
}
lnr = logf(r);
@@ -6660,8 +6425,7 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
#endif
#endif
-/* Declarations */
- #if CYTHON_CCOMPLEX
+#if CYTHON_CCOMPLEX
#ifdef __cplusplus
static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
return ::std::complex< double >(x, y);
@@ -6680,86 +6444,60 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
}
#endif
-/* Arithmetic */
- #if CYTHON_CCOMPLEX
+#if CYTHON_CCOMPLEX
#else
- static CYTHON_INLINE int __Pyx_c_eq_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ static CYTHON_INLINE int __Pyx_c_eq(__pyx_t_double_complex a, __pyx_t_double_complex b) {
return (a.real == b.real) && (a.imag == b.imag);
}
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum(__pyx_t_double_complex a, __pyx_t_double_complex b) {
__pyx_t_double_complex z;
z.real = a.real + b.real;
z.imag = a.imag + b.imag;
return z;
}
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff(__pyx_t_double_complex a, __pyx_t_double_complex b) {
__pyx_t_double_complex z;
z.real = a.real - b.real;
z.imag = a.imag - b.imag;
return z;
}
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod(__pyx_t_double_complex a, __pyx_t_double_complex b) {
__pyx_t_double_complex z;
z.real = a.real * b.real - a.imag * b.imag;
z.imag = a.real * b.imag + a.imag * b.real;
return z;
}
- #if 1
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
- if (b.imag == 0) {
- return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
- } else if (fabs(b.real) >= fabs(b.imag)) {
- if (b.real == 0 && b.imag == 0) {
- return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.imag);
- } else {
- double r = b.imag / b.real;
- double s = 1.0 / (b.real + b.imag * r);
- return __pyx_t_double_complex_from_parts(
- (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
- }
- } else {
- double r = b.real / b.imag;
- double s = 1.0 / (b.imag + b.real * r);
- return __pyx_t_double_complex_from_parts(
- (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
- }
- }
- #else
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
- if (b.imag == 0) {
- return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
- } else {
- double denom = b.real * b.real + b.imag * b.imag;
- return __pyx_t_double_complex_from_parts(
- (a.real * b.real + a.imag * b.imag) / denom,
- (a.imag * b.real - a.real * b.imag) / denom);
- }
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ __pyx_t_double_complex z;
+ double denom = b.real * b.real + b.imag * b.imag;
+ z.real = (a.real * b.real + a.imag * b.imag) / denom;
+ z.imag = (a.imag * b.real - a.real * b.imag) / denom;
+ return z;
}
- #endif
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg_double(__pyx_t_double_complex a) {
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg(__pyx_t_double_complex a) {
__pyx_t_double_complex z;
z.real = -a.real;
z.imag = -a.imag;
return z;
}
- static CYTHON_INLINE int __Pyx_c_is_zero_double(__pyx_t_double_complex a) {
+ static CYTHON_INLINE int __Pyx_c_is_zero(__pyx_t_double_complex a) {
return (a.real == 0) && (a.imag == 0);
}
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj_double(__pyx_t_double_complex a) {
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj(__pyx_t_double_complex a) {
__pyx_t_double_complex z;
z.real = a.real;
z.imag = -a.imag;
return z;
}
#if 1
- static CYTHON_INLINE double __Pyx_c_abs_double(__pyx_t_double_complex z) {
+ static CYTHON_INLINE double __Pyx_c_abs(__pyx_t_double_complex z) {
#if !defined(HAVE_HYPOT) || defined(_MSC_VER)
return sqrt(z.real*z.real + z.imag*z.imag);
#else
return hypot(z.real, z.imag);
#endif
}
- static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+ static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow(__pyx_t_double_complex a, __pyx_t_double_complex b) {
__pyx_t_double_complex z;
double r, lnr, theta, z_r, z_theta;
if (b.imag == 0 && b.real == (int)b.real) {
@@ -6777,14 +6515,14 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
case 1:
return a;
case 2:
- z = __Pyx_c_prod_double(a, a);
- return __Pyx_c_prod_double(a, a);
+ z = __Pyx_c_prod(a, a);
+ return __Pyx_c_prod(a, a);
case 3:
- z = __Pyx_c_prod_double(a, a);
- return __Pyx_c_prod_double(z, a);
+ z = __Pyx_c_prod(a, a);
+ return __Pyx_c_prod(z, a);
case 4:
- z = __Pyx_c_prod_double(a, a);
- return __Pyx_c_prod_double(z, z);
+ z = __Pyx_c_prod(a, a);
+ return __Pyx_c_prod(z, z);
}
}
if (a.imag == 0) {
@@ -6794,7 +6532,7 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
r = a.real;
theta = 0;
} else {
- r = __Pyx_c_abs_double(a);
+ r = __Pyx_c_abs(a);
theta = atan2(a.imag, a.real);
}
lnr = log(r);
@@ -6807,30 +6545,7 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
#endif
#endif
-/* CIntFromPyVerify */
- #define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\
- __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0)
-#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\
- __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1)
-#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\
- {\
- func_type value = func_value;\
- if (sizeof(target_type) < sizeof(func_type)) {\
- if (unlikely(value != (func_type) (target_type) value)) {\
- func_type zero = 0;\
- if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\
- return (target_type) -1;\
- if (is_unsigned && unlikely(value < zero))\
- goto raise_neg_overflow;\
- else\
- goto raise_overflow;\
- }\
- }\
- return (target_type) value;\
- }
-
-/* CIntToPy */
- static CYTHON_INLINE PyObject* __Pyx_PyInt_From_enum__NPY_TYPES(enum NPY_TYPES value) {
+static CYTHON_INLINE PyObject* __Pyx_PyInt_From_enum__NPY_TYPES(enum NPY_TYPES value) {
const enum NPY_TYPES neg_one = (enum NPY_TYPES) -1, const_zero = (enum NPY_TYPES) 0;
const int is_unsigned = neg_one > const_zero;
if (is_unsigned) {
@@ -6838,18 +6553,14 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
return PyInt_FromLong((long) value);
} else if (sizeof(enum NPY_TYPES) <= sizeof(unsigned long)) {
return PyLong_FromUnsignedLong((unsigned long) value);
-#ifdef HAVE_LONG_LONG
} else if (sizeof(enum NPY_TYPES) <= sizeof(unsigned PY_LONG_LONG)) {
return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
-#endif
}
} else {
if (sizeof(enum NPY_TYPES) <= sizeof(long)) {
return PyInt_FromLong((long) value);
-#ifdef HAVE_LONG_LONG
} else if (sizeof(enum NPY_TYPES) <= sizeof(PY_LONG_LONG)) {
return PyLong_FromLongLong((PY_LONG_LONG) value);
-#endif
}
}
{
@@ -6860,197 +6571,7 @@ static void __Pyx_ReleaseBuffer(Py_buffer *view) {
}
}
-/* CIntFromPy */
- static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
- const int neg_one = (int) -1, const_zero = (int) 0;
- const int is_unsigned = neg_one > const_zero;
-#if PY_MAJOR_VERSION < 3
- if (likely(PyInt_Check(x))) {
- if (sizeof(int) < sizeof(long)) {
- __PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x))
- } else {
- long val = PyInt_AS_LONG(x);
- if (is_unsigned && unlikely(val < 0)) {
- goto raise_neg_overflow;
- }
- return (int) val;
- }
- } else
-#endif
- if (likely(PyLong_Check(x))) {
- if (is_unsigned) {
-#if CYTHON_USE_PYLONG_INTERNALS
- const digit* digits = ((PyLongObject*)x)->ob_digit;
- switch (Py_SIZE(x)) {
- case 0: return (int) 0;
- case 1: __PYX_VERIFY_RETURN_INT(int, digit, digits[0])
- case 2:
- if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
- if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
- __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
- } else if (8 * sizeof(int) >= 2 * PyLong_SHIFT) {
- return (int) (((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
- }
- }
- break;
- case 3:
- if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
- if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
- __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
- } else if (8 * sizeof(int) >= 3 * PyLong_SHIFT) {
- return (int) (((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
- }
- }
- break;
- case 4:
- if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
- if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
- __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
- } else if (8 * sizeof(int) >= 4 * PyLong_SHIFT) {
- return (int) (((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
- }
- }
- break;
- }
-#endif
-#if CYTHON_COMPILING_IN_CPYTHON
- if (unlikely(Py_SIZE(x) < 0)) {
- goto raise_neg_overflow;
- }
-#else
- {
- int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
- if (unlikely(result < 0))
- return (int) -1;
- if (unlikely(result == 1))
- goto raise_neg_overflow;
- }
-#endif
- if (sizeof(int) <= sizeof(unsigned long)) {
- __PYX_VERIFY_RETURN_INT_EXC(int, unsigned long, PyLong_AsUnsignedLong(x))
-#ifdef HAVE_LONG_LONG
- } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
- __PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
-#endif
- }
- } else {
-#if CYTHON_USE_PYLONG_INTERNALS
- const digit* digits = ((PyLongObject*)x)->ob_digit;
- switch (Py_SIZE(x)) {
- case 0: return (int) 0;
- case -1: __PYX_VERIFY_RETURN_INT(int, sdigit, (sdigit) (-(sdigit)digits[0]))
- case 1: __PYX_VERIFY_RETURN_INT(int, digit, +digits[0])
- case -2:
- if (8 * sizeof(int) - 1 > 1 * PyLong_SHIFT) {
- if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
- __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
- } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
- return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
- }
- }
- break;
- case 2:
- if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
- if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
- __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
- } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
- return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
- }
- }
- break;
- case -3:
- if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
- if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
- __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
- } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
- return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
- }
- }
- break;
- case 3:
- if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
- if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
- __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
- } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
- return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
- }
- }
- break;
- case -4:
- if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
- if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
- __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
- } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
- return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
- }
- }
- break;
- case 4:
- if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
- if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
- __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
- } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
- return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
- }
- }
- break;
- }
-#endif
- if (sizeof(int) <= sizeof(long)) {
- __PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x))
-#ifdef HAVE_LONG_LONG
- } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
- __PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
-#endif
- }
- }
- {
-#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
- PyErr_SetString(PyExc_RuntimeError,
- "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
-#else
- int val;
- PyObject *v = __Pyx_PyNumber_IntOrLong(x);
- #if PY_MAJOR_VERSION < 3
- if (likely(v) && !PyLong_Check(v)) {
- PyObject *tmp = v;
- v = PyNumber_Long(tmp);
- Py_DECREF(tmp);
- }
- #endif
- if (likely(v)) {
- int one = 1; int is_little = (int)*(unsigned char *)&one;
- unsigned char *bytes = (unsigned char *)&val;
- int ret = _PyLong_AsByteArray((PyLongObject *)v,
- bytes, sizeof(val),
- is_little, !is_unsigned);
- Py_DECREF(v);
- if (likely(!ret))
- return val;
- }
-#endif
- return (int) -1;
- }
- } else {
- int val;
- PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
- if (!tmp) return (int) -1;
- val = __Pyx_PyInt_As_int(tmp);
- Py_DECREF(tmp);
- return val;
- }
-raise_overflow:
- PyErr_SetString(PyExc_OverflowError,
- "value too large to convert to int");
- return (int) -1;
-raise_neg_overflow:
- PyErr_SetString(PyExc_OverflowError,
- "can't convert negative value to int");
- return (int) -1;
-}
-
-/* CIntToPy */
- static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
+static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
const long neg_one = (long) -1, const_zero = (long) 0;
const int is_unsigned = neg_one > const_zero;
if (is_unsigned) {
@@ -7058,18 +6579,14 @@ raise_neg_overflow:
return PyInt_FromLong((long) value);
} else if (sizeof(long) <= sizeof(unsigned long)) {
return PyLong_FromUnsignedLong((unsigned long) value);
-#ifdef HAVE_LONG_LONG
} else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
-#endif
}
} else {
if (sizeof(long) <= sizeof(long)) {
return PyInt_FromLong((long) value);
-#ifdef HAVE_LONG_LONG
} else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
return PyLong_FromLongLong((PY_LONG_LONG) value);
-#endif
}
}
{
@@ -7080,8 +6597,7 @@ raise_neg_overflow:
}
}
-/* CIntFromPy */
- static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
+static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
const long neg_one = (long) -1, const_zero = (long) 0;
const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
@@ -7148,17 +6664,15 @@ raise_neg_overflow:
#endif
if (sizeof(long) <= sizeof(unsigned long)) {
__PYX_VERIFY_RETURN_INT_EXC(long, unsigned long, PyLong_AsUnsignedLong(x))
-#ifdef HAVE_LONG_LONG
} else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
__PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
-#endif
}
} else {
#if CYTHON_USE_PYLONG_INTERNALS
const digit* digits = ((PyLongObject*)x)->ob_digit;
switch (Py_SIZE(x)) {
case 0: return (long) 0;
- case -1: __PYX_VERIFY_RETURN_INT(long, sdigit, (sdigit) (-(sdigit)digits[0]))
+ case -1: __PYX_VERIFY_RETURN_INT(long, sdigit, -(sdigit) digits[0])
case 1: __PYX_VERIFY_RETURN_INT(long, digit, +digits[0])
case -2:
if (8 * sizeof(long) - 1 > 1 * PyLong_SHIFT) {
@@ -7218,10 +6732,8 @@ raise_neg_overflow:
#endif
if (sizeof(long) <= sizeof(long)) {
__PYX_VERIFY_RETURN_INT_EXC(long, long, PyLong_AsLong(x))
-#ifdef HAVE_LONG_LONG
} else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
__PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x))
-#endif
}
}
{
@@ -7230,7 +6742,7 @@ raise_neg_overflow:
"_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
long val;
- PyObject *v = __Pyx_PyNumber_IntOrLong(x);
+ PyObject *v = __Pyx_PyNumber_Int(x);
#if PY_MAJOR_VERSION < 3
if (likely(v) && !PyLong_Check(v)) {
PyObject *tmp = v;
@@ -7253,7 +6765,7 @@ raise_neg_overflow:
}
} else {
long val;
- PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
+ PyObject *tmp = __Pyx_PyNumber_Int(x);
if (!tmp) return (long) -1;
val = __Pyx_PyInt_As_long(tmp);
Py_DECREF(tmp);
@@ -7269,8 +6781,7 @@ raise_neg_overflow:
return (long) -1;
}
-/* CheckBinaryVersion */
- static int __Pyx_check_binary_version(void) {
+static int __Pyx_check_binary_version(void) {
char ctversion[4], rtversion[4];
PyOS_snprintf(ctversion, 4, "%d.%d", PY_MAJOR_VERSION, PY_MINOR_VERSION);
PyOS_snprintf(rtversion, 4, "%s", Py_GetVersion());
@@ -7285,8 +6796,7 @@ raise_neg_overflow:
return 0;
}
-/* ModuleImport */
- #ifndef __PYX_HAVE_RT_ImportModule
+#ifndef __PYX_HAVE_RT_ImportModule
#define __PYX_HAVE_RT_ImportModule
static PyObject *__Pyx_ImportModule(const char *name) {
PyObject *py_name = 0;
@@ -7303,8 +6813,7 @@ bad:
}
#endif
-/* TypeImport */
- #ifndef __PYX_HAVE_RT_ImportType
+#ifndef __PYX_HAVE_RT_ImportType
#define __PYX_HAVE_RT_ImportType
static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name,
size_t size, int strict)
@@ -7350,14 +6859,14 @@ static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class
#endif
if (!strict && (size_t)basicsize > size) {
PyOS_snprintf(warning, sizeof(warning),
- "%s.%s size changed, may indicate binary incompatibility. Expected %zd, got %zd",
- module_name, class_name, basicsize, size);
+ "%s.%s size changed, may indicate binary incompatibility",
+ module_name, class_name);
if (PyErr_WarnEx(NULL, warning, 0) < 0) goto bad;
}
else if ((size_t)basicsize != size) {
PyErr_Format(PyExc_ValueError,
- "%.200s.%.200s has the wrong size, try recompiling. Expected %zd, got %zd",
- module_name, class_name, basicsize, size);
+ "%.200s.%.200s has the wrong size, try recompiling",
+ module_name, class_name);
goto bad;
}
return (PyTypeObject *)result;
@@ -7368,8 +6877,7 @@ bad:
}
#endif
-/* InitStrings */
- static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) {
+static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) {
while (t->p) {
#if PY_MAJOR_VERSION < 3
if (t->is_unicode) {
@@ -7469,10 +6977,8 @@ static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) {
if (is_true | (x == Py_False) | (x == Py_None)) return is_true;
else return PyObject_IsTrue(x);
}
-static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) {
-#if CYTHON_USE_TYPE_SLOTS
+static CYTHON_INLINE PyObject* __Pyx_PyNumber_Int(PyObject* x) {
PyNumberMethods *m;
-#endif
const char *name = NULL;
PyObject *res = NULL;
#if PY_MAJOR_VERSION < 3
@@ -7481,9 +6987,8 @@ static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) {
if (PyLong_Check(x))
#endif
return __Pyx_NewRef(x);
-#if CYTHON_USE_TYPE_SLOTS
m = Py_TYPE(x)->tp_as_number;
- #if PY_MAJOR_VERSION < 3
+#if PY_MAJOR_VERSION < 3
if (m && m->nb_int) {
name = "int";
res = PyNumber_Int(x);
@@ -7492,14 +6997,11 @@ static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) {
name = "long";
res = PyNumber_Long(x);
}
- #else
+#else
if (m && m->nb_int) {
name = "int";
res = PyNumber_Long(x);
}
- #endif
-#else
- res = PyNumber_Int(x);
#endif
if (res) {
#if PY_MAJOR_VERSION < 3
diff --git a/ot/lp/emd.pyx b/ot/lp/emd.pyx
index de2d4a9..46794ab 100644
--- a/ot/lp/emd.pyx
+++ b/ot/lp/emd.pyx
@@ -69,3 +69,63 @@ def emd_c( np.ndarray[double, ndim=1, mode="c"] a,np.ndarray[double, ndim=1, mod
EMD_wrap(n1,n2,<double*> a.data,<double*> b.data,<double*> M.data,<double*> G.data,<double*> &cost)
return G
+
+@cython.boundscheck(False)
+@cython.wraparound(False)
+def emd2_c( np.ndarray[double, ndim=1, mode="c"] a,np.ndarray[double, ndim=1, mode="c"] b,np.ndarray[double, ndim=2, mode="c"] M):
+ """
+ Solves the Earth Movers distance problem and returns the optimal transport loss
+
+ gamm=emd(a,b,M)
+
+ .. math::
+ \gamma = arg\min_\gamma <\gamma,M>_F
+
+ s.t. \gamma 1 = a
+
+ \gamma^T 1= b
+
+ \gamma\geq 0
+ where :
+
+ - M is the metric cost matrix
+ - a and b are the sample weights
+
+ Parameters
+ ----------
+ a : (ns,) ndarray, float64
+ source histogram
+ b : (nt,) ndarray, float64
+ target histogram
+ M : (ns,nt) ndarray, float64
+ loss matrix
+
+
+ Returns
+ -------
+ gamma: (ns x nt) ndarray
+ Optimal transportation matrix for the given parameters
+
+ """
+ cdef int n1= M.shape[0]
+ cdef int n2= M.shape[1]
+
+ cdef float cost=0
+ cdef np.ndarray[double, ndim=2, mode="c"] G=np.zeros([n1, n2])
+
+ if not len(a):
+ a=np.ones((n1,))/n1
+
+ if not len(b):
+ b=np.ones((n2,))/n2
+
+ # calling the function
+ EMD_wrap(n1,n2,<double*> a.data,<double*> b.data,<double*> M.data,<double*> G.data,<double*> &cost)
+
+ cost=0
+ for i in range(n1):
+ for j in range(n2):
+ cost+=G[i,j]*M[i,j]
+
+ return cost
+
diff --git a/ot/utils.py b/ot/utils.py
index 2f68775..e5cd6c0 100644
--- a/ot/utils.py
+++ b/ot/utils.py
@@ -4,7 +4,7 @@ Various function that can be usefull
"""
import numpy as np
from scipy.spatial.distance import cdist
-
+import multiprocessing
import time
__time_tic_toc=time.time()
@@ -113,4 +113,31 @@ def dist0(n,method='lin_square'):
def dots(*args):
""" dots function for multiple matrix multiply """
- return reduce(np.dot,args) \ No newline at end of file
+ return reduce(np.dot,args)
+
+def fun(f, q_in, q_out):
+ """ Utility function for parmap with no serializing problems """
+ while True:
+ i, x = q_in.get()
+ if i is None:
+ break
+ q_out.put((i, f(x)))
+
+def parmap(f, X, nprocs=multiprocessing.cpu_count()):
+ """ paralell map for multiprocessing """
+ q_in = multiprocessing.Queue(1)
+ q_out = multiprocessing.Queue()
+
+ proc = [multiprocessing.Process(target=fun, args=(f, q_in, q_out))
+ for _ in range(nprocs)]
+ for p in proc:
+ p.daemon = True
+ p.start()
+
+ sent = [q_in.put((i, x)) for i, x in enumerate(X)]
+ [q_in.put((None, None)) for _ in range(nprocs)]
+ res = [q_out.get() for _ in range(len(sent))]
+
+ [p.join() for p in proc]
+
+ return [x for i, x in sorted(res)] \ No newline at end of file
diff --git a/test/test_emd_multi.py b/test/test_emd_multi.py
new file mode 100644
index 0000000..ee0a20e
--- /dev/null
+++ b/test/test_emd_multi.py
@@ -0,0 +1,48 @@
+#!/usr/bin/env python2
+# -*- coding: utf-8 -*-
+"""
+Created on Fri Mar 10 09:56:06 2017
+
+@author: rflamary
+"""
+
+import numpy as np
+import pylab as pl
+import ot
+
+from ot.datasets import get_1D_gauss as gauss
+reload(ot.lp)
+
+#%% parameters
+
+n=5000 # nb bins
+
+# bin positions
+x=np.arange(n,dtype=np.float64)
+
+# Gaussian distributions
+a=gauss(n,m=20,s=5) # m= mean, s= std
+
+ls= range(20,1000,10)
+nb=len(ls)
+b=np.zeros((n,nb))
+for i in range(nb):
+ b[:,i]=gauss(n,m=ls[i],s=10)
+
+# loss matrix
+M=ot.dist(x.reshape((n,1)),x.reshape((n,1)))
+#M/=M.max()
+
+#%%
+
+print('Computing {} EMD '.format(nb))
+
+# emd loss 1 proc
+ot.tic()
+emd_loss4=ot.emd2(a,b,M,1)
+ot.toc('1 proc : {} s')
+
+# emd loss multipro proc
+ot.tic()
+emd_loss4=ot.emd2(a,b,M)
+ot.toc('multi proc : {} s')