/* Generated by Cython 0.14 on Wed Jul 27 09:30:37 2011 */

#define PY_SSIZE_T_CLEAN
#include "Python.h"
#ifndef Py_PYTHON_H
    #error Python headers needed to compile C extensions, please install development version of Python.
#else

#include <stddef.h> /* For offsetof */
#ifndef offsetof
#define offsetof(type, member) ( (size_t) & ((type*)0) -> member )
#endif

#if !defined(WIN32) && !defined(MS_WINDOWS)
  #ifndef __stdcall
    #define __stdcall
  #endif
  #ifndef __cdecl
    #define __cdecl
  #endif
  #ifndef __fastcall
    #define __fastcall
  #endif
#endif

#ifndef DL_IMPORT
  #define DL_IMPORT(t) t
#endif
#ifndef DL_EXPORT
  #define DL_EXPORT(t) t
#endif

#ifndef PY_LONG_LONG
  #define PY_LONG_LONG LONG_LONG
#endif

#if PY_VERSION_HEX < 0x02040000
  #define METH_COEXIST 0
  #define PyDict_CheckExact(op) (Py_TYPE(op) == &PyDict_Type)
  #define PyDict_Contains(d,o)   PySequence_Contains(d,o)
#endif

#if PY_VERSION_HEX < 0x02050000
  typedef int Py_ssize_t;
  #define PY_SSIZE_T_MAX INT_MAX
  #define PY_SSIZE_T_MIN INT_MIN
  #define PY_FORMAT_SIZE_T ""
  #define PyInt_FromSsize_t(z) PyInt_FromLong(z)
  #define PyInt_AsSsize_t(o)   PyInt_AsLong(o)
  #define PyNumber_Index(o)    PyNumber_Int(o)
  #define PyIndex_Check(o)     PyNumber_Check(o)
  #define PyErr_WarnEx(category, message, stacklevel) PyErr_Warn(category, message)
#endif

#if PY_VERSION_HEX < 0x02060000
  #define Py_REFCNT(ob) (((PyObject*)(ob))->ob_refcnt)
  #define Py_TYPE(ob)   (((PyObject*)(ob))->ob_type)
  #define Py_SIZE(ob)   (((PyVarObject*)(ob))->ob_size)
  #define PyVarObject_HEAD_INIT(type, size) \
          PyObject_HEAD_INIT(type) size,
  #define PyType_Modified(t)

  typedef struct {
     void *buf;
     PyObject *obj;
     Py_ssize_t len;
     Py_ssize_t itemsize;
     int readonly;
     int ndim;
     char *format;
     Py_ssize_t *shape;
     Py_ssize_t *strides;
     Py_ssize_t *suboffsets;
     void *internal;
  } Py_buffer;

  #define PyBUF_SIMPLE 0
  #define PyBUF_WRITABLE 0x0001
  #define PyBUF_FORMAT 0x0004
  #define PyBUF_ND 0x0008
  #define PyBUF_STRIDES (0x0010 | PyBUF_ND)
  #define PyBUF_C_CONTIGUOUS (0x0020 | PyBUF_STRIDES)
  #define PyBUF_F_CONTIGUOUS (0x0040 | PyBUF_STRIDES)
  #define PyBUF_ANY_CONTIGUOUS (0x0080 | PyBUF_STRIDES)
  #define PyBUF_INDIRECT (0x0100 | PyBUF_STRIDES)

#endif

#if PY_MAJOR_VERSION < 3
  #define __Pyx_BUILTIN_MODULE_NAME "__builtin__"
#else
  #define __Pyx_BUILTIN_MODULE_NAME "builtins"
#endif

#if PY_MAJOR_VERSION >= 3
  #define Py_TPFLAGS_CHECKTYPES 0
  #define Py_TPFLAGS_HAVE_INDEX 0
#endif

#if (PY_VERSION_HEX < 0x02060000) || (PY_MAJOR_VERSION >= 3)
  #define Py_TPFLAGS_HAVE_NEWBUFFER 0
#endif

#if PY_MAJOR_VERSION >= 3
  #define PyBaseString_Type            PyUnicode_Type
  #define PyStringObject               PyUnicodeObject
  #define PyString_Type                PyUnicode_Type
  #define PyString_Check               PyUnicode_Check
  #define PyString_CheckExact          PyUnicode_CheckExact
#endif

#if PY_VERSION_HEX < 0x02060000
  #define PyBytesObject                PyStringObject
  #define PyBytes_Type                 PyString_Type
  #define PyBytes_Check                PyString_Check
  #define PyBytes_CheckExact           PyString_CheckExact
  #define PyBytes_FromString           PyString_FromString
  #define PyBytes_FromStringAndSize    PyString_FromStringAndSize
  #define PyBytes_FromFormat           PyString_FromFormat
  #define PyBytes_DecodeEscape         PyString_DecodeEscape
  #define PyBytes_AsString             PyString_AsString
  #define PyBytes_AsStringAndSize      PyString_AsStringAndSize
  #define PyBytes_Size                 PyString_Size
  #define PyBytes_AS_STRING            PyString_AS_STRING
  #define PyBytes_GET_SIZE             PyString_GET_SIZE
  #define PyBytes_Repr                 PyString_Repr
  #define PyBytes_Concat               PyString_Concat
  #define PyBytes_ConcatAndDel         PyString_ConcatAndDel
  #define PySet_Check(obj)             PyObject_TypeCheck(obj, &PySet_Type)
  #define PyFrozenSet_Check(obj)       PyObject_TypeCheck(obj, &PyFrozenSet_Type)
#endif

#ifndef PySet_CheckExact
#  define PySet_CheckExact(obj)          (Py_TYPE(obj) == &PySet_Type)
#endif

#if PY_MAJOR_VERSION >= 3
  #define PyIntObject                  PyLongObject
  #define PyInt_Type                   PyLong_Type
  #define PyInt_Check(op)              PyLong_Check(op)
  #define PyInt_CheckExact(op)         PyLong_CheckExact(op)
  #define PyInt_FromString             PyLong_FromString
  #define PyInt_FromUnicode            PyLong_FromUnicode
  #define PyInt_FromLong               PyLong_FromLong
  #define PyInt_FromSize_t             PyLong_FromSize_t
  #define PyInt_FromSsize_t            PyLong_FromSsize_t
  #define PyInt_AsLong                 PyLong_AsLong
  #define PyInt_AS_LONG                PyLong_AS_LONG
  #define PyInt_AsSsize_t              PyLong_AsSsize_t
  #define PyInt_AsUnsignedLongMask     PyLong_AsUnsignedLongMask
  #define PyInt_AsUnsignedLongLongMask PyLong_AsUnsignedLongLongMask
#endif

#if PY_MAJOR_VERSION >= 3
  #define PyBoolObject PyLongObject
#endif


#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)
#else
  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_Divide(x,y)
  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceDivide(x,y)
#endif

#if (PY_MAJOR_VERSION < 3) || (PY_VERSION_HEX >= 0x03010300)
  #define __Pyx_PySequence_GetSlice(obj, a, b) PySequence_GetSlice(obj, a, b)
  #define __Pyx_PySequence_SetSlice(obj, a, b, value) PySequence_SetSlice(obj, a, b, value)
  #define __Pyx_PySequence_DelSlice(obj, a, b) PySequence_DelSlice(obj, a, b)
#else
  #define __Pyx_PySequence_GetSlice(obj, a, b) (unlikely(!(obj)) ? \
        (PyErr_SetString(PyExc_SystemError, "null argument to internal routine"), (PyObject*)0) : \
        (likely((obj)->ob_type->tp_as_mapping) ? (PySequence_GetSlice(obj, a, b)) : \
            (PyErr_Format(PyExc_TypeError, "'%.200s' object is unsliceable", (obj)->ob_type->tp_name), (PyObject*)0)))
  #define __Pyx_PySequence_SetSlice(obj, a, b, value) (unlikely(!(obj)) ? \
        (PyErr_SetString(PyExc_SystemError, "null argument to internal routine"), -1) : \
        (likely((obj)->ob_type->tp_as_mapping) ? (PySequence_SetSlice(obj, a, b, value)) : \
            (PyErr_Format(PyExc_TypeError, "'%.200s' object doesn't support slice assignment", (obj)->ob_type->tp_name), -1)))
  #define __Pyx_PySequence_DelSlice(obj, a, b) (unlikely(!(obj)) ? \
        (PyErr_SetString(PyExc_SystemError, "null argument to internal routine"), -1) : \
        (likely((obj)->ob_type->tp_as_mapping) ? (PySequence_DelSlice(obj, a, b)) : \
            (PyErr_Format(PyExc_TypeError, "'%.200s' object doesn't support slice deletion", (obj)->ob_type->tp_name), -1)))
#endif

#if PY_MAJOR_VERSION >= 3
  #define PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : PyInstanceMethod_New(func))
#endif

#if PY_VERSION_HEX < 0x02050000
  #define __Pyx_GetAttrString(o,n)   PyObject_GetAttrString((o),((char *)(n)))
  #define __Pyx_SetAttrString(o,n,a) PyObject_SetAttrString((o),((char *)(n)),(a))
  #define __Pyx_DelAttrString(o,n)   PyObject_DelAttrString((o),((char *)(n)))
#else
  #define __Pyx_GetAttrString(o,n)   PyObject_GetAttrString((o),(n))
  #define __Pyx_SetAttrString(o,n,a) PyObject_SetAttrString((o),(n),(a))
  #define __Pyx_DelAttrString(o,n)   PyObject_DelAttrString((o),(n))
#endif

#if PY_VERSION_HEX < 0x02050000
  #define __Pyx_NAMESTR(n) ((char *)(n))
  #define __Pyx_DOCSTR(n)  ((char *)(n))
#else
  #define __Pyx_NAMESTR(n) (n)
  #define __Pyx_DOCSTR(n)  (n)
#endif

#ifdef __cplusplus
#define __PYX_EXTERN_C extern "C"
#else
#define __PYX_EXTERN_C extern
#endif

#if defined(WIN32) || defined(MS_WINDOWS)
#define _USE_MATH_DEFINES
#endif
#include <math.h>
#define __PYX_HAVE_API__theano__scan_module__scan_perform
#include "stdio.h"
#include "stdlib.h"
#include "numpy/arrayobject.h"
#include "numpy/ufuncobject.h"

#ifdef PYREX_WITHOUT_ASSERTIONS
#define CYTHON_WITHOUT_ASSERTIONS
#endif


/* inline attribute */
#ifndef CYTHON_INLINE
  #if defined(__GNUC__)
    #define CYTHON_INLINE __inline__
  #elif defined(_MSC_VER)
    #define CYTHON_INLINE __inline
  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define CYTHON_INLINE inline
  #else
    #define CYTHON_INLINE
  #endif
#endif

/* unused attribute */
#ifndef CYTHON_UNUSED
# if defined(__GNUC__)
#   if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4))
#     define CYTHON_UNUSED __attribute__ ((__unused__))
#   else
#     define CYTHON_UNUSED
#   endif
# elif defined(__ICC) || defined(__INTEL_COMPILER)
#   define CYTHON_UNUSED __attribute__ ((__unused__))
# else
#   define CYTHON_UNUSED
# endif
#endif

typedef struct {PyObject **p; char *s; const long n; const char* encoding; const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry; /*proto*/


/* Type Conversion Predeclarations */

#define __Pyx_PyBytes_FromUString(s) PyBytes_FromString((char*)s)
#define __Pyx_PyBytes_AsUString(s)   ((unsigned char*) PyBytes_AsString(s))

#define __Pyx_PyBool_FromLong(b) ((b) ? (Py_INCREF(Py_True), Py_True) : (Py_INCREF(Py_False), Py_False))
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
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);
static CYTHON_INLINE size_t __Pyx_PyInt_AsSize_t(PyObject*);

#define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))


#ifdef __GNUC__
/* Test for GCC > 2.95 */
#if __GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95))
#define likely(x)   __builtin_expect(!!(x), 1)
#define unlikely(x) __builtin_expect(!!(x), 0)
#else /* __GNUC__ > 2 ... */
#define likely(x)   (x)
#define unlikely(x) (x)
#endif /* __GNUC__ > 2 ... */
#else /* __GNUC__ */
#define likely(x)   (x)
#define unlikely(x) (x)
#endif /* __GNUC__ */
    
static PyObject *__pyx_m;
static PyObject *__pyx_b;
static PyObject *__pyx_empty_tuple;
static PyObject *__pyx_empty_bytes;
static int __pyx_lineno;
static int __pyx_clineno = 0;
static const char * __pyx_cfilenm= __FILE__;
static const char *__pyx_filename;


#if !defined(CYTHON_CCOMPLEX)
  #if defined(__cplusplus)
    #define CYTHON_CCOMPLEX 1
  #elif defined(_Complex_I)
    #define CYTHON_CCOMPLEX 1
  #else
    #define CYTHON_CCOMPLEX 0
  #endif
#endif

#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    #include <complex>
  #else
    #include <complex.h>
  #endif
#endif

#if CYTHON_CCOMPLEX && !defined(__cplusplus) && defined(__sun__) && defined(__GNUC__)
  #undef _Complex_I
  #define _Complex_I 1.0fj
#endif

static const char *__pyx_f[] = {
  "scan_perform.pyx",
  "numpy.pxd",
};

typedef npy_int8 __pyx_t_5numpy_int8_t;

typedef npy_int16 __pyx_t_5numpy_int16_t;

typedef npy_int32 __pyx_t_5numpy_int32_t;

typedef npy_int64 __pyx_t_5numpy_int64_t;

typedef npy_uint8 __pyx_t_5numpy_uint8_t;

typedef npy_uint16 __pyx_t_5numpy_uint16_t;

typedef npy_uint32 __pyx_t_5numpy_uint32_t;

typedef npy_uint64 __pyx_t_5numpy_uint64_t;

typedef npy_float32 __pyx_t_5numpy_float32_t;

typedef npy_float64 __pyx_t_5numpy_float64_t;

typedef npy_long __pyx_t_5numpy_int_t;

typedef npy_longlong __pyx_t_5numpy_long_t;

typedef npy_intp __pyx_t_5numpy_intp_t;

typedef npy_uintp __pyx_t_5numpy_uintp_t;

typedef npy_ulong __pyx_t_5numpy_uint_t;

typedef npy_ulonglong __pyx_t_5numpy_ulong_t;

typedef npy_double __pyx_t_5numpy_float_t;

typedef npy_double __pyx_t_5numpy_double_t;

typedef npy_longdouble __pyx_t_5numpy_longdouble_t;

#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    typedef ::std::complex< float > __pyx_t_float_complex;
  #else
    typedef float _Complex __pyx_t_float_complex;
  #endif
#else
    typedef struct { float real, imag; } __pyx_t_float_complex;
#endif

#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    typedef ::std::complex< double > __pyx_t_double_complex;
  #else
    typedef double _Complex __pyx_t_double_complex;
  #endif
#else
    typedef struct { double real, imag; } __pyx_t_double_complex;
#endif

/* Type declarations */

typedef npy_cfloat __pyx_t_5numpy_cfloat_t;

typedef npy_cdouble __pyx_t_5numpy_cdouble_t;

typedef npy_clongdouble __pyx_t_5numpy_clongdouble_t;

typedef npy_cdouble __pyx_t_5numpy_complex_t;

#ifndef CYTHON_REFNANNY
  #define CYTHON_REFNANNY 0
#endif

#if CYTHON_REFNANNY
  typedef struct {
    void (*INCREF)(void*, PyObject*, int);
    void (*DECREF)(void*, PyObject*, int);
    void (*GOTREF)(void*, PyObject*, int);
    void (*GIVEREF)(void*, PyObject*, int);
    void* (*SetupContext)(const char*, int, const char*);
    void (*FinishContext)(void**);
  } __Pyx_RefNannyAPIStruct;
  static __Pyx_RefNannyAPIStruct *__Pyx_RefNanny = NULL;
  static __Pyx_RefNannyAPIStruct * __Pyx_RefNannyImportAPI(const char *modname) {
    PyObject *m = NULL, *p = NULL;
    void *r = NULL;
    m = PyImport_ImportModule((char *)modname);
    if (!m) goto end;
    p = PyObject_GetAttrString(m, (char *)"RefNannyAPI");
    if (!p) goto end;
    r = PyLong_AsVoidPtr(p);
  end:
    Py_XDECREF(p);
    Py_XDECREF(m);
    return (__Pyx_RefNannyAPIStruct *)r;
  }
  #define __Pyx_RefNannySetupContext(name)           void *__pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__)
  #define __Pyx_RefNannyFinishContext()           __Pyx_RefNanny->FinishContext(&__pyx_refnanny)
  #define __Pyx_INCREF(r) __Pyx_RefNanny->INCREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_DECREF(r) __Pyx_RefNanny->DECREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_GOTREF(r) __Pyx_RefNanny->GOTREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_GIVEREF(r) __Pyx_RefNanny->GIVEREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_XDECREF(r) do { if((r) != NULL) {__Pyx_DECREF(r);} } while(0)
#else
  #define __Pyx_RefNannySetupContext(name)
  #define __Pyx_RefNannyFinishContext()
  #define __Pyx_INCREF(r) Py_INCREF(r)
  #define __Pyx_DECREF(r) Py_DECREF(r)
  #define __Pyx_GOTREF(r)
  #define __Pyx_GIVEREF(r)
  #define __Pyx_XDECREF(r) Py_XDECREF(r)
#endif /* CYTHON_REFNANNY */
#define __Pyx_XGIVEREF(r) do { if((r) != NULL) {__Pyx_GIVEREF(r);} } while(0)
#define __Pyx_XGOTREF(r) do { if((r) != NULL) {__Pyx_GOTREF(r);} } while(0)

static PyObject *__Pyx_GetName(PyObject *dict, PyObject *name); /*proto*/

static void __Pyx_RaiseDoubleKeywordsError(
    const char* func_name, PyObject* kw_name); /*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); /*proto*/

static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject **argnames[],     PyObject *kwds2, PyObject *values[], Py_ssize_t num_pos_args,     const char* function_name); /*proto*/

static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed,
    const char *name, int exact); /*proto*/

/* Run-time type information about structs used with buffers */
struct __Pyx_StructField_;

typedef struct {
  const char* name; /* for error messages only */
  struct __Pyx_StructField_* fields;
  size_t size;     /* sizeof(type) */
  char typegroup; /* _R_eal, _C_omplex, Signed _I_nt, _U_nsigned int, _S_truct, _P_ointer, _O_bject */
} __Pyx_TypeInfo;

typedef struct __Pyx_StructField_ {
  __Pyx_TypeInfo* type;
  const char* name;
  size_t offset;
} __Pyx_StructField;

typedef struct {
  __Pyx_StructField* field;
  size_t parent_offset;
} __Pyx_BufFmt_StackElem;


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_GetItemInt_Generic(PyObject *o, PyObject* j) {
    PyObject *r;
    if (!j) return NULL;
    r = PyObject_GetItem(o, j);
    Py_DECREF(j);
    return r;
}


#define __Pyx_GetItemInt_List(o, i, size, to_py_func) (((size) <= sizeof(Py_ssize_t)) ? \
                                                    __Pyx_GetItemInt_List_Fast(o, i) : \
                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i)))

static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i) {
    if (likely(o != Py_None)) {
        if (likely((0 <= i) & (i < PyList_GET_SIZE(o)))) {
            PyObject *r = PyList_GET_ITEM(o, i);
            Py_INCREF(r);
            return r;
        }
        else if ((-PyList_GET_SIZE(o) <= i) & (i < 0)) {
            PyObject *r = PyList_GET_ITEM(o, PyList_GET_SIZE(o) + i);
            Py_INCREF(r);
            return r;
        }
    }
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
}

#define __Pyx_GetItemInt_Tuple(o, i, size, to_py_func) (((size) <= sizeof(Py_ssize_t)) ? \
                                                    __Pyx_GetItemInt_Tuple_Fast(o, i) : \
                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i)))

static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i) {
    if (likely(o != Py_None)) {
        if (likely((0 <= i) & (i < PyTuple_GET_SIZE(o)))) {
            PyObject *r = PyTuple_GET_ITEM(o, i);
            Py_INCREF(r);
            return r;
        }
        else if ((-PyTuple_GET_SIZE(o) <= i) & (i < 0)) {
            PyObject *r = PyTuple_GET_ITEM(o, PyTuple_GET_SIZE(o) + i);
            Py_INCREF(r);
            return r;
        }
    }
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
}


#define __Pyx_GetItemInt(o, i, size, to_py_func) (((size) <= sizeof(Py_ssize_t)) ? \
                                                    __Pyx_GetItemInt_Fast(o, i) : \
                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i)))

static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i) {
    PyObject *r;
    if (PyList_CheckExact(o) && ((0 <= i) & (i < PyList_GET_SIZE(o)))) {
        r = PyList_GET_ITEM(o, i);
        Py_INCREF(r);
    }
    else if (PyTuple_CheckExact(o) && ((0 <= i) & (i < PyTuple_GET_SIZE(o)))) {
        r = PyTuple_GET_ITEM(o, i);
        Py_INCREF(r);
    }
    else if (Py_TYPE(o)->tp_as_sequence && Py_TYPE(o)->tp_as_sequence->sq_item && (likely(i >= 0))) {
        r = PySequence_GetItem(o, i);
    }
    else {
        r = __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
    }
    return r;
}

#define __Pyx_SetItemInt(o, i, v, size, to_py_func) (((size) <= sizeof(Py_ssize_t)) ? \
                                                    __Pyx_SetItemInt_Fast(o, i, v) : \
                                                    __Pyx_SetItemInt_Generic(o, to_py_func(i), v))

static CYTHON_INLINE int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v) {
    int r;
    if (!j) return -1;
    r = PyObject_SetItem(o, j, v);
    Py_DECREF(j);
    return r;
}

static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v) {
    if (PyList_CheckExact(o) && ((0 <= i) & (i < PyList_GET_SIZE(o)))) {
        Py_INCREF(v);
        Py_DECREF(PyList_GET_ITEM(o, i));
        PyList_SET_ITEM(o, i, v);
        return 1;
    }
    else if (Py_TYPE(o)->tp_as_sequence && Py_TYPE(o)->tp_as_sequence->sq_ass_item && (likely(i >= 0)))
        return PySequence_SetItem(o, i, v);
    else {
        PyObject *j = PyInt_FromSsize_t(i);
        return __Pyx_SetItemInt_Generic(o, j, v);
    }
}

static CYTHON_INLINE int __Pyx_mod_int(int, int); /* proto */
#define __Pyx_BufPtrStrided1d(type, buf, i0, s0) (type)((char*)buf + i0 * s0)
#define __Pyx_BufPtrStrided2d(type, buf, i0, s0, i1, s1) (type)((char*)buf + i0 * s0 + i1 * s1)

static CYTHON_INLINE long __Pyx_mod_long(long, long); /* proto */

static CYTHON_INLINE long __Pyx_div_long(long, long); /* proto */

static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb); /*proto*/
static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb); /*proto*/

static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type); /*proto*/

static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);

static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);

static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);

static void __Pyx_UnpackTupleError(PyObject *, Py_ssize_t index); /*proto*/
#if PY_MAJOR_VERSION < 3
static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags);
static void __Pyx_ReleaseBuffer(Py_buffer *view);
#else
#define __Pyx_GetBuffer PyObject_GetBuffer
#define __Pyx_ReleaseBuffer PyBuffer_Release
#endif

Py_ssize_t __Pyx_zeros[] = {0, 0};
Py_ssize_t __Pyx_minusones[] = {-1, -1};

static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list); /*proto*/

static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb); /*proto*/

static CYTHON_INLINE PyObject *__Pyx_PyInt_to_py_npy_int32(npy_int32);

#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    #define __Pyx_CREAL(z) ((z).real())
    #define __Pyx_CIMAG(z) ((z).imag())
  #else
    #define __Pyx_CREAL(z) (__real__(z))
    #define __Pyx_CIMAG(z) (__imag__(z))
  #endif
#else
    #define __Pyx_CREAL(z) ((z).real)
    #define __Pyx_CIMAG(z) ((z).imag)
#endif

#if defined(_WIN32) && defined(__cplusplus) && CYTHON_CCOMPLEX
    #define __Pyx_SET_CREAL(z,x) ((z).real(x))
    #define __Pyx_SET_CIMAG(z,y) ((z).imag(y))
#else
    #define __Pyx_SET_CREAL(z,x) __Pyx_CREAL(z) = (x)
    #define __Pyx_SET_CIMAG(z,y) __Pyx_CIMAG(z) = (y)
#endif

static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float, float);

#if CYTHON_CCOMPLEX
    #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_zerof(z) ((z)==(float)0)
    #define __Pyx_c_conjf(z)    (::std::conj(z))
    #if 1
        #define __Pyx_c_absf(z)     (::std::abs(z))
        #define __Pyx_c_powf(a, b)  (::std::pow(a, b))
    #endif
  #else
    #define __Pyx_c_is_zerof(z) ((z)==0)
    #define __Pyx_c_conjf(z)    (conjf(z))
    #if 1
        #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_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_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

static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);

#if CYTHON_CCOMPLEX
    #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(z) ((z)==(double)0)
    #define __Pyx_c_conj(z)    (::std::conj(z))
    #if 1
        #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(z) ((z)==0)
    #define __Pyx_c_conj(z)    (conj(z))
    #if 1
        #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(__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(__pyx_t_double_complex);
        static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow(__pyx_t_double_complex, __pyx_t_double_complex);
    #endif
#endif

static CYTHON_INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject *);

static CYTHON_INLINE unsigned short __Pyx_PyInt_AsUnsignedShort(PyObject *);

static CYTHON_INLINE unsigned int __Pyx_PyInt_AsUnsignedInt(PyObject *);

static CYTHON_INLINE char __Pyx_PyInt_AsChar(PyObject *);

static CYTHON_INLINE short __Pyx_PyInt_AsShort(PyObject *);

static CYTHON_INLINE int __Pyx_PyInt_AsInt(PyObject *);

static CYTHON_INLINE signed char __Pyx_PyInt_AsSignedChar(PyObject *);

static CYTHON_INLINE signed short __Pyx_PyInt_AsSignedShort(PyObject *);

static CYTHON_INLINE signed int __Pyx_PyInt_AsSignedInt(PyObject *);

static CYTHON_INLINE int __Pyx_PyInt_AsLongDouble(PyObject *);

static CYTHON_INLINE unsigned long __Pyx_PyInt_AsUnsignedLong(PyObject *);

static CYTHON_INLINE unsigned PY_LONG_LONG __Pyx_PyInt_AsUnsignedLongLong(PyObject *);

static CYTHON_INLINE long __Pyx_PyInt_AsLong(PyObject *);

static CYTHON_INLINE PY_LONG_LONG __Pyx_PyInt_AsLongLong(PyObject *);

static CYTHON_INLINE signed long __Pyx_PyInt_AsSignedLong(PyObject *);

static CYTHON_INLINE signed PY_LONG_LONG __Pyx_PyInt_AsSignedLongLong(PyObject *);

static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name, long size, int strict);  /*proto*/

static PyObject *__Pyx_ImportModule(const char *name); /*proto*/

static void __Pyx_AddTraceback(const char *funcname); /*proto*/

static int __Pyx_InitStrings(__Pyx_StringTabEntry *t); /*proto*/
/* Module declarations from cython */

/* Module declarations from cpython.buffer */

/* Module declarations from cpython.ref */

/* Module declarations from libc.stdio */

/* Module declarations from cpython.object */

/* Module declarations from libc.stdlib */

/* Module declarations from numpy */

/* Module declarations from numpy */

static PyTypeObject *__pyx_ptype_5numpy_dtype = 0;
static PyTypeObject *__pyx_ptype_5numpy_flatiter = 0;
static PyTypeObject *__pyx_ptype_5numpy_broadcast = 0;
static PyTypeObject *__pyx_ptype_5numpy_ndarray = 0;
static PyTypeObject *__pyx_ptype_5numpy_ufunc = 0;
static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *, PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *, PyObject *, PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *, PyObject *, PyObject *, PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *, PyObject *, PyObject *, PyObject *, PyObject *); /*proto*/
static CYTHON_INLINE char *__pyx_f_5numpy__util_dtypestring(PyArray_Descr *, char *, char *, int *); /*proto*/
static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *, PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *); /*proto*/
/* Module declarations from theano.scan_module.scan_perform */

static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t = { "int32_t", NULL, sizeof(__pyx_t_5numpy_int32_t), 'I' };
#define __Pyx_MODULE_NAME "theano.scan_module.scan_perform"
int __pyx_module_is_main_theano__scan_module__scan_perform = 0;

/* Implementation of theano.scan_module.scan_perform */
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_ValueError;
static PyObject *__pyx_builtin_RuntimeError;
static char __pyx_k_1[] = "Sequence is shorter then the required number of steps : (n_steps, seq, seq.shape):";
static char __pyx_k_4[] = "ndarray is not C contiguous";
static char __pyx_k_6[] = "ndarray is not Fortran contiguous";
static char __pyx_k_8[] = "Non-native byte order not supported";
static char __pyx_k_10[] = "unknown dtype code in numpy.pxd (%d)";
static char __pyx_k_11[] = "Format string allocated too short, see comment in numpy.pxd";
static char __pyx_k_14[] = "Format string allocated too short.";
static char __pyx_k_16[] = "\n This code implements the operations that scan has to carry on when called\n as a stand alone function.\n\n IF anything this is the entire code that needs to be transported to C.\n\n Short description of how this code works:\n     Scan divides its inputs ( Op's inputs) into different classes of inputs\n     as follows:\n         i) sequences : inputs over which scan loops to get data. Nothing is\n         written into them ( they are readonly, loop over)\n\n         ii) mit_mot : multiple input taps multiple output taps arguments.\n         These are inputs over which scan loops and gets data but into which\n         scan also writes data. The shorthand mit_mot describes how scan\n         deal with them at each step : at each step take several slices as\n         input and produce sevaral slices as outputs\n\n         iii) mit_sot : multiple input taps single output tap arguments.\n         As before scan reads from these but also writes. At each step scan\n         uses several slices as input but produces only one as output\n\n         iv) sit_sot : single input tap single output tap arguments.\n         At each step use only the previous slice as input, produce only one\n         slice as output\n\n         v) nit_sot: no input tap single output tap arguments.\n         At each step don't use any previous values, only produce new onese\n\n         vi) shared_outs: arguments corresponding to shared variables with\n         updates.\n         At each step use its value as input, and afterwards replace it with\n         a new value.\n         vii) other_args: arguments that are passed to every call of the\n         inner function as they are ( no slicing is perfomed)\n\n    All these outputs are one after the other in the inputs list (named in\n    this code as args) in a given order ( namely the one described above\n    with little discrepencies depending if we are talking about the outputs\n    of the Scan op or the inputs of the Scan op Node, and if we are tal""king\n    about the inputs of the inner function of scan or of the scan op).\n\n    Because of this, all we need to be able to separate and tell arguments\n    apart is how many of which we have as well as how many taps and which\n    ones (where applicable). All this information is desribed (more or less)\n    by describing the arguments of this function)\n";
static char __pyx_k_17[] = "Razvan Pascanu";
static char __pyx_k_18[] = "(c) 2011, Universite de Montreal";
static char __pyx_k_19[] = "Razvan Pascanu <r.pascanu@gmail>";
static char __pyx_k_20[] = "theano.sandbox";
static char __pyx_k_21[] = "theano.scan_module.scan_perform";
static char __pyx_k__B[] = "B";
static char __pyx_k__H[] = "H";
static char __pyx_k__I[] = "I";
static char __pyx_k__L[] = "L";
static char __pyx_k__O[] = "O";
static char __pyx_k__Q[] = "Q";
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__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__fn[] = "fn";
static char __pyx_k__buf[] = "buf";
static char __pyx_k__gpu[] = "gpu";
static char __pyx_k__obj[] = "obj";
static char __pyx_k__args[] = "args";
static char __pyx_k__base[] = "base";
static char __pyx_k__copy[] = "copy";
static char __pyx_k__cuda[] = "cuda";
static char __pyx_k__fnct[] = "fnct";
static char __pyx_k__ndim[] = "ndim";
static char __pyx_k__outs[] = "outs";
static char __pyx_k__self[] = "self";
static char __pyx_k__t_fn[] = "t_fn";
static char __pyx_k__time[] = "time";
static char __pyx_k__descr[] = "descr";
static char __pyx_k__dtype[] = "dtype";
static char __pyx_k__empty[] = "empty";
static char __pyx_k__maker[] = "maker";
static char __pyx_k__names[] = "names";
static char __pyx_k__numpy[] = "numpy";
static char __pyx_k__range[] = "range";
static char __pyx_k__shape[] = "shape";
static char __pyx_k__zeros[] = "zeros";
static char __pyx_k__fields[] = "fields";
static char __pyx_k__format[] = "format";
static char __pyx_k__n_seqs[] = "n_seqs";
static char __pyx_k__t_call[] = "t_call";
static char __pyx_k__inplace[] = "inplace";
static char __pyx_k__mintaps[] = "mintaps";
static char __pyx_k__n_steps[] = "n_steps";
static char __pyx_k__nbsteps[] = "nbsteps";
static char __pyx_k__perform[] = "perform";
static char __pyx_k__profile[] = "profile";
static char __pyx_k__reshape[] = "reshape";
static char __pyx_k__storage[] = "storage";
static char __pyx_k__strides[] = "strides";
static char __pyx_k____main__[] = "__main__";
static char __pyx_k____test__[] = "__test__";
static char __pyx_k__as_while[] = "as_while";
static char __pyx_k__itemsize[] = "itemsize";
static char __pyx_k__readonly[] = "readonly";
static char __pyx_k__type_num[] = "type_num";
static char __pyx_k__byteorder[] = "byteorder";
static char __pyx_k__call_time[] = "call_time";
static char __pyx_k__callcount[] = "callcount";
static char __pyx_k__n_mit_mot[] = "n_mit_mot";
static char __pyx_k__n_mit_sot[] = "n_mit_sot";
static char __pyx_k__n_nit_sot[] = "n_nit_sot";
static char __pyx_k__n_sit_sot[] = "n_sit_sot";
static char __pyx_k__tap_array[] = "tap_array";
static char __pyx_k__ValueError[] = "ValueError";
static char __pyx_k__suboffsets[] = "suboffsets";
static char __pyx_k__CudaNdarray[] = "CudaNdarray";
static char __pyx_k____authors__[] = "__authors__";
static char __pyx_k____contact__[] = "__contact__";
static char __pyx_k__get_version[] = "get_version";
static char __pyx_k__vector_outs[] = "vector_outs";
static char __pyx_k__vector_seqs[] = "vector_seqs";
static char __pyx_k__RuntimeError[] = "RuntimeError";
static char __pyx_k__cuda_ndarray[] = "cuda_ndarray";
static char __pyx_k__vm_call_time[] = "vm_call_time";
static char __pyx_k____copyright__[] = "__copyright__";
static char __pyx_k__input_storage[] = "input_storage";
static char __pyx_k__n_shared_outs[] = "n_shared_outs";
static char __pyx_k__tap_array_len[] = "tap_array_len";
static char __pyx_k__cuda_available[] = "cuda_available";
static char __pyx_k__n_mit_mot_outs[] = "n_mit_mot_outs";
static char __pyx_k__output_storage[] = "output_storage";
static char __pyx_k__update_profile[] = "update_profile";
static char __pyx_k__mit_mot_out_slices[] = "mit_mot_out_slices";
static char __pyx_k__mit_mot_out_nslices[] = "mit_mot_out_nslices";
static PyObject *__pyx_kp_s_1;
static PyObject *__pyx_kp_u_10;
static PyObject *__pyx_kp_u_11;
static PyObject *__pyx_kp_u_14;
static PyObject *__pyx_kp_s_17;
static PyObject *__pyx_kp_s_18;
static PyObject *__pyx_kp_s_19;
static PyObject *__pyx_n_s_20;
static PyObject *__pyx_n_s_21;
static PyObject *__pyx_kp_u_4;
static PyObject *__pyx_kp_u_6;
static PyObject *__pyx_kp_u_8;
static PyObject *__pyx_n_s__CudaNdarray;
static PyObject *__pyx_n_s__RuntimeError;
static PyObject *__pyx_n_s__ValueError;
static PyObject *__pyx_n_s____authors__;
static PyObject *__pyx_n_s____contact__;
static PyObject *__pyx_n_s____copyright__;
static PyObject *__pyx_n_s____main__;
static PyObject *__pyx_n_s____test__;
static PyObject *__pyx_n_s__args;
static PyObject *__pyx_n_s__as_while;
static PyObject *__pyx_n_s__base;
static PyObject *__pyx_n_s__buf;
static PyObject *__pyx_n_s__byteorder;
static PyObject *__pyx_n_s__call_time;
static PyObject *__pyx_n_s__callcount;
static PyObject *__pyx_n_s__copy;
static PyObject *__pyx_n_s__cuda;
static PyObject *__pyx_n_s__cuda_available;
static PyObject *__pyx_n_s__cuda_ndarray;
static PyObject *__pyx_n_s__descr;
static PyObject *__pyx_n_s__dtype;
static PyObject *__pyx_n_s__empty;
static PyObject *__pyx_n_s__fields;
static PyObject *__pyx_n_s__fn;
static PyObject *__pyx_n_s__fnct;
static PyObject *__pyx_n_s__format;
static PyObject *__pyx_n_s__get_version;
static PyObject *__pyx_n_s__gpu;
static PyObject *__pyx_n_s__inplace;
static PyObject *__pyx_n_s__input_storage;
static PyObject *__pyx_n_s__itemsize;
static PyObject *__pyx_n_s__maker;
static PyObject *__pyx_n_s__mintaps;
static PyObject *__pyx_n_s__mit_mot_out_nslices;
static PyObject *__pyx_n_s__mit_mot_out_slices;
static PyObject *__pyx_n_s__n_mit_mot;
static PyObject *__pyx_n_s__n_mit_mot_outs;
static PyObject *__pyx_n_s__n_mit_sot;
static PyObject *__pyx_n_s__n_nit_sot;
static PyObject *__pyx_n_s__n_seqs;
static PyObject *__pyx_n_s__n_shared_outs;
static PyObject *__pyx_n_s__n_sit_sot;
static PyObject *__pyx_n_s__n_steps;
static PyObject *__pyx_n_s__names;
static PyObject *__pyx_n_s__nbsteps;
static PyObject *__pyx_n_s__ndim;
static PyObject *__pyx_n_s__numpy;
static PyObject *__pyx_n_s__obj;
static PyObject *__pyx_n_s__output_storage;
static PyObject *__pyx_n_s__outs;
static PyObject *__pyx_n_s__perform;
static PyObject *__pyx_n_s__profile;
static PyObject *__pyx_n_s__range;
static PyObject *__pyx_n_s__readonly;
static PyObject *__pyx_n_s__reshape;
static PyObject *__pyx_n_s__self;
static PyObject *__pyx_n_s__shape;
static PyObject *__pyx_n_s__storage;
static PyObject *__pyx_n_s__strides;
static PyObject *__pyx_n_s__suboffsets;
static PyObject *__pyx_n_s__t_call;
static PyObject *__pyx_n_s__t_fn;
static PyObject *__pyx_n_s__tap_array;
static PyObject *__pyx_n_s__tap_array_len;
static PyObject *__pyx_n_s__time;
static PyObject *__pyx_n_s__type_num;
static PyObject *__pyx_n_s__update_profile;
static PyObject *__pyx_n_s__vector_outs;
static PyObject *__pyx_n_s__vector_seqs;
static PyObject *__pyx_n_s__vm_call_time;
static PyObject *__pyx_n_s__zeros;
static PyObject *__pyx_int_0;
static PyObject *__pyx_int_1;
static PyObject *__pyx_int_neg_1;
static PyObject *__pyx_int_15;
static PyObject *__pyx_k_tuple_2;
static PyObject *__pyx_k_tuple_3;
static PyObject *__pyx_k_tuple_5;
static PyObject *__pyx_k_tuple_7;
static PyObject *__pyx_k_tuple_9;
static PyObject *__pyx_k_tuple_12;
static PyObject *__pyx_k_tuple_13;
static PyObject *__pyx_k_tuple_15;

/* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":65
 * 
 * 
 * def get_version():             # <<<<<<<<<<<<<<
 *     return 0.2
 * 
 */

static PyObject *__pyx_pf_6theano_11scan_module_12scan_perform_0get_version(PyObject *__pyx_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyMethodDef __pyx_mdef_6theano_11scan_module_12scan_perform_0get_version = {__Pyx_NAMESTR("get_version"), (PyCFunction)__pyx_pf_6theano_11scan_module_12scan_perform_0get_version, METH_NOARGS, __Pyx_DOCSTR(0)};
static PyObject *__pyx_pf_6theano_11scan_module_12scan_perform_0get_version(PyObject *__pyx_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = NULL;
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("get_version");
  __pyx_self = __pyx_self;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":66
 * 
 * def get_version():
 *     return 0.2             # <<<<<<<<<<<<<<
 * 
 * @cython.boundscheck(False)
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyFloat_FromDouble(0.2); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 66; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("theano.scan_module.scan_perform.get_version");
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":69
 * 
 * @cython.boundscheck(False)
 * def perform(             # <<<<<<<<<<<<<<
 *             unsigned int n_shared_outs,
 *             unsigned int n_mit_mot_outs,
 */

static PyObject *__pyx_pf_6theano_11scan_module_12scan_perform_1perform(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_6theano_11scan_module_12scan_perform_1perform[] = "\n    Parameters\n    ----------\n    n_shared_outs: unsigned int\n        Number of arugments that correspond to shared variables with\n        updates\n    n_mit_mot_outs: unsigned int\n        Sum over the number of output taps for each mit_mot sequence\n    n_seqs: unsigned int\n        Number of sequences provided as input\n    n_mit_mot : unsigned int\n        Number of mit_mot arguemnts\n    n_mit_sot: unsigned int\n        Number of mit_sot arguments\n    n_sit_sot: unsigned int\n        Number of sit sot arguemnts\n    n_nit_sot: unsigned int\n        Number of nit_sot arguments\n    n_steps: unsigned int\n        Number of steps to loop over\n    mintaps: int32 ndarray (can also be a simple python list if that is better !)\n        For any of the mit_mot, mit_sot, sit_sot says which is the furtherst\n        away input tap from current position. For example, if the taps where [-2,\n        -5, -9], the mintap would be -9. For sit_sot this is always -1 since\n        is the only allowed tap.\n    tap_array: int32 ndarray( can be replaced by a list of list in python if better)\n        For each of the mit_mot, mit_sot, sit_sot (the first dimension) says\n        which are the corresponding input taps. While this is a matrix, not all\n        values in a row are needed and tap_array_len is there to say up to\n        which entry we are dealing with valid taps ( afterwards there are\n        just 0s to ensure the fix format)\n    tap_array_len: int32 ndarray( can be replaced by a list if better)\n        For each of the mit_mot, mit_sot, sit_sot says how many input taps\n        each has. For sit_sot this will always be 1.\n    vector_seqs: int32 ndarray (can be replaced by a list of bools if better)\n        For each sequence the corresponding entry is either a 1, is the\n        sequence is a vector or 0 if it has more then 1 dimension\n    vector_outs: int32 ndarray( can be replaced by list of bools if better)\n        For each output ( mit_mot, mit_sot, si""t_sot, nit_sot in this order)\n        the entry is 1 if the corresponding argument is a 1 dimensional\n        tensor, 0 otherwise.\n    mit_mot_out_slices : int32 ndarray( can be replaced by list of lists)\n        Same as tap_array, but for the output taps of mit_mot sequences\n    mit_mot_out_nslices: int32 ndarray (Can be replaced by a list)\n        Same as tap_array_len, but is the number of output taps of the\n        mit_mot sequences (i.e. it corresponds to mit_mot_out_slices)\n    fn: callable\n        This is the linker, i.e. the function that will loop over the\n        computational graph and call the perform of each operation. For this\n        linker there is a c version in gof/lazy_linker.c that will be the\n        starting point of implementing this funciton in C ( we need to take\n        all the code around the call of this function and put in C inside\n        that code)\n    fnct: python object\n        Only used to attach some timings for the profile mode ( can be\n        skiped if we don't care about Theano's profile mode)\n    inplace\n        Boolean that says if things should be computed inplace or if they\n        should not.\n    args: list of ndarrays (and random states)\n        The inputs of scan in a given order ( n_steps, sequences, mit_mot,\n        mit_sot, sit_sot, nit_sot, shared_outs, other_args)\n    outs: list of 1 element list ( or storage objects?)\n        This is where we need to copy our outputs ( we don't return the\n        results, though we can change the code such that we return, and\n        figure things out on the outside - python)\n    self: python object\n        The scan op itself. I only use it to attach to it some timing\n        informations .. but I don;t need to.\n\n    ";
static PyMethodDef __pyx_mdef_6theano_11scan_module_12scan_perform_1perform = {__Pyx_NAMESTR("perform"), (PyCFunction)__pyx_pf_6theano_11scan_module_12scan_perform_1perform, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(__pyx_doc_6theano_11scan_module_12scan_perform_1perform)};
static PyObject *__pyx_pf_6theano_11scan_module_12scan_perform_1perform(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  unsigned int __pyx_v_n_shared_outs;
  unsigned int __pyx_v_n_mit_mot_outs;
  unsigned int __pyx_v_n_seqs;
  unsigned int __pyx_v_n_mit_mot;
  unsigned int __pyx_v_n_mit_sot;
  unsigned int __pyx_v_n_sit_sot;
  unsigned int __pyx_v_n_nit_sot;
  int __pyx_v_n_steps;
  int __pyx_v_as_while;
  PyArrayObject *__pyx_v_mintaps = 0;
  PyArrayObject *__pyx_v_tap_array = 0;
  PyArrayObject *__pyx_v_tap_array_len = 0;
  PyArrayObject *__pyx_v_vector_seqs = 0;
  PyArrayObject *__pyx_v_vector_outs = 0;
  PyArrayObject *__pyx_v_mit_mot_out_slices = 0;
  PyArrayObject *__pyx_v_mit_mot_out_nslices = 0;
  PyObject *__pyx_v_fn = 0;
  PyObject *__pyx_v_fnct = 0;
  int __pyx_v_inplace;
  PyObject *__pyx_v_args = 0;
  PyObject *__pyx_v_outs = 0;
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_t0_call;
  PyObject *__pyx_v_t_fn;
  unsigned int __pyx_v_n_outs;
  unsigned int __pyx_v_seqs_arg_offset;
  unsigned int __pyx_v_shared_arg_offset;
  unsigned int __pyx_v_nit_sot_arg_offset;
  unsigned int __pyx_v_offset_out;
  unsigned int __pyx_v_lenpos;
  int __pyx_v_pos[500];
  unsigned int __pyx_v_len_store_steps;
  int __pyx_v_store_steps[500];
  unsigned int __pyx_v_l;
  unsigned int __pyx_v_offset;
  int __pyx_v_tap;
  int __pyx_v__idx;
  unsigned int __pyx_v_a_offset;
  unsigned int __pyx_v_o_offset;
  unsigned int __pyx_v_idx;
  unsigned int __pyx_v_i;
  unsigned int __pyx_v_j;
  unsigned int __pyx_v_k;
  unsigned int __pyx_v_kdx;
  unsigned int __pyx_v_tdx;
  unsigned int __pyx_v_pdx;
  unsigned int __pyx_v_jout;
  unsigned int __pyx_v_begin;
  unsigned int __pyx_v_end;
  int __pyx_v_cond;
  PyObject *__pyx_v_other_args;
  PyObject *__pyx_v_input_storage;
  PyObject *__pyx_v_output_storage;
  PyObject *__pyx_v_t0_fn;
  PyObject *__pyx_v_dt_fn;
  PyObject *__pyx_v_shape;
  PyObject *__pyx_v_dtype;
  PyObject *__pyx_v_tmp;
  PyObject *__pyx_v_t_call;
  PyObject *__pyx_v_profile;
  Py_buffer __pyx_bstruct_tap_array_len;
  Py_ssize_t __pyx_bstride_0_tap_array_len = 0;
  Py_ssize_t __pyx_bshape_0_tap_array_len = 0;
  Py_buffer __pyx_bstruct_mit_mot_out_nslices;
  Py_ssize_t __pyx_bstride_0_mit_mot_out_nslices = 0;
  Py_ssize_t __pyx_bshape_0_mit_mot_out_nslices = 0;
  Py_buffer __pyx_bstruct_tap_array;
  Py_ssize_t __pyx_bstride_0_tap_array = 0;
  Py_ssize_t __pyx_bstride_1_tap_array = 0;
  Py_ssize_t __pyx_bshape_0_tap_array = 0;
  Py_ssize_t __pyx_bshape_1_tap_array = 0;
  Py_buffer __pyx_bstruct_mintaps;
  Py_ssize_t __pyx_bstride_0_mintaps = 0;
  Py_ssize_t __pyx_bshape_0_mintaps = 0;
  Py_buffer __pyx_bstruct_vector_outs;
  Py_ssize_t __pyx_bstride_0_vector_outs = 0;
  Py_ssize_t __pyx_bshape_0_vector_outs = 0;
  Py_buffer __pyx_bstruct_vector_seqs;
  Py_ssize_t __pyx_bstride_0_vector_seqs = 0;
  Py_ssize_t __pyx_bshape_0_vector_seqs = 0;
  Py_buffer __pyx_bstruct_mit_mot_out_slices;
  Py_ssize_t __pyx_bstride_0_mit_mot_out_slices = 0;
  Py_ssize_t __pyx_bstride_1_mit_mot_out_slices = 0;
  Py_ssize_t __pyx_bshape_0_mit_mot_out_slices = 0;
  Py_ssize_t __pyx_bshape_1_mit_mot_out_slices = 0;
  PyObject *__pyx_r = NULL;
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  int __pyx_t_3;
  unsigned int __pyx_t_4;
  unsigned int __pyx_t_5;
  unsigned int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  long __pyx_t_8;
  PyObject *__pyx_t_9 = NULL;
  int __pyx_t_10;
  __pyx_t_5numpy_int32_t __pyx_t_11;
  unsigned int __pyx_t_12;
  int __pyx_t_13;
  int __pyx_t_14;
  int __pyx_t_15;
  unsigned int __pyx_t_16;
  Py_ssize_t __pyx_t_17;
  unsigned int __pyx_t_18;
  unsigned int __pyx_t_19;
  unsigned int __pyx_t_20;
  unsigned int __pyx_t_21;
  unsigned int __pyx_t_22;
  unsigned int __pyx_t_23;
  int __pyx_t_24;
  unsigned int __pyx_t_25;
  unsigned int __pyx_t_26;
  unsigned int __pyx_t_27;
  unsigned int __pyx_t_28;
  unsigned int __pyx_t_29;
  unsigned int __pyx_t_30;
  unsigned int __pyx_t_31;
  unsigned int __pyx_t_32;
  int __pyx_t_33;
  unsigned int __pyx_t_34;
  unsigned int __pyx_t_35;
  static PyObject **__pyx_pyargnames[] = {&__pyx_n_s__n_shared_outs,&__pyx_n_s__n_mit_mot_outs,&__pyx_n_s__n_seqs,&__pyx_n_s__n_mit_mot,&__pyx_n_s__n_mit_sot,&__pyx_n_s__n_sit_sot,&__pyx_n_s__n_nit_sot,&__pyx_n_s__n_steps,&__pyx_n_s__as_while,&__pyx_n_s__mintaps,&__pyx_n_s__tap_array,&__pyx_n_s__tap_array_len,&__pyx_n_s__vector_seqs,&__pyx_n_s__vector_outs,&__pyx_n_s__mit_mot_out_slices,&__pyx_n_s__mit_mot_out_nslices,&__pyx_n_s__fn,&__pyx_n_s__fnct,&__pyx_n_s__inplace,&__pyx_n_s__args,&__pyx_n_s__outs,&__pyx_n_s__self,0};
  __Pyx_RefNannySetupContext("perform");
  __pyx_self = __pyx_self;
  if (unlikely(__pyx_kwds)) {
    Py_ssize_t kw_args = PyDict_Size(__pyx_kwds);
    PyObject* values[22] = {0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0};
    switch (PyTuple_GET_SIZE(__pyx_args)) {
      case 22: values[21] = PyTuple_GET_ITEM(__pyx_args, 21);
      case 21: values[20] = PyTuple_GET_ITEM(__pyx_args, 20);
      case 20: values[19] = PyTuple_GET_ITEM(__pyx_args, 19);
      case 19: values[18] = PyTuple_GET_ITEM(__pyx_args, 18);
      case 18: values[17] = PyTuple_GET_ITEM(__pyx_args, 17);
      case 17: values[16] = PyTuple_GET_ITEM(__pyx_args, 16);
      case 16: values[15] = PyTuple_GET_ITEM(__pyx_args, 15);
      case 15: values[14] = PyTuple_GET_ITEM(__pyx_args, 14);
      case 14: values[13] = PyTuple_GET_ITEM(__pyx_args, 13);
      case 13: values[12] = PyTuple_GET_ITEM(__pyx_args, 12);
      case 12: values[11] = PyTuple_GET_ITEM(__pyx_args, 11);
      case 11: values[10] = PyTuple_GET_ITEM(__pyx_args, 10);
      case 10: values[9] = PyTuple_GET_ITEM(__pyx_args, 9);
      case  9: values[8] = PyTuple_GET_ITEM(__pyx_args, 8);
      case  8: values[7] = PyTuple_GET_ITEM(__pyx_args, 7);
      case  7: values[6] = PyTuple_GET_ITEM(__pyx_args, 6);
      case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
      case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
      case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      case  0: break;
      default: goto __pyx_L5_argtuple_error;
    }
    switch (PyTuple_GET_SIZE(__pyx_args)) {
      case  0:
      values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__n_shared_outs);
      if (likely(values[0])) kw_args--;
      else goto __pyx_L5_argtuple_error;
      case  1:
      values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__n_mit_mot_outs);
      if (likely(values[1])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case  2:
      values[2] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__n_seqs);
      if (likely(values[2])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 2); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case  3:
      values[3] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__n_mit_mot);
      if (likely(values[3])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 3); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case  4:
      values[4] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__n_mit_sot);
      if (likely(values[4])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 4); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case  5:
      values[5] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__n_sit_sot);
      if (likely(values[5])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 5); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case  6:
      values[6] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__n_nit_sot);
      if (likely(values[6])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 6); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case  7:
      values[7] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__n_steps);
      if (likely(values[7])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 7); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case  8:
      values[8] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__as_while);
      if (likely(values[8])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 8); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case  9:
      values[9] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__mintaps);
      if (likely(values[9])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 9); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 10:
      values[10] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__tap_array);
      if (likely(values[10])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 10); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 11:
      values[11] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__tap_array_len);
      if (likely(values[11])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 11); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 12:
      values[12] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__vector_seqs);
      if (likely(values[12])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 12); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 13:
      values[13] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__vector_outs);
      if (likely(values[13])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 13); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 14:
      values[14] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__mit_mot_out_slices);
      if (likely(values[14])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 14); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 15:
      values[15] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__mit_mot_out_nslices);
      if (likely(values[15])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 15); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 16:
      values[16] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__fn);
      if (likely(values[16])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 16); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 17:
      values[17] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__fnct);
      if (likely(values[17])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 17); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 18:
      values[18] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__inplace);
      if (likely(values[18])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 18); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 19:
      values[19] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__args);
      if (likely(values[19])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 19); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 20:
      values[20] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__outs);
      if (likely(values[20])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 20); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
      case 21:
      values[21] = PyDict_GetItem(__pyx_kwds, __pyx_n_s__self);
      if (likely(values[21])) kw_args--;
      else {
        __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, 21); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
      }
    }
    if (unlikely(kw_args > 0)) {
      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "perform") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    }
    __pyx_v_n_shared_outs = __Pyx_PyInt_AsUnsignedInt(values[0]); if (unlikely((__pyx_v_n_shared_outs == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 70; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_mit_mot_outs = __Pyx_PyInt_AsUnsignedInt(values[1]); if (unlikely((__pyx_v_n_mit_mot_outs == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 71; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_seqs = __Pyx_PyInt_AsUnsignedInt(values[2]); if (unlikely((__pyx_v_n_seqs == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 72; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_mit_mot = __Pyx_PyInt_AsUnsignedInt(values[3]); if (unlikely((__pyx_v_n_mit_mot == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 73; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_mit_sot = __Pyx_PyInt_AsUnsignedInt(values[4]); if (unlikely((__pyx_v_n_mit_sot == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 74; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_sit_sot = __Pyx_PyInt_AsUnsignedInt(values[5]); if (unlikely((__pyx_v_n_sit_sot == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 75; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_nit_sot = __Pyx_PyInt_AsUnsignedInt(values[6]); if (unlikely((__pyx_v_n_nit_sot == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 76; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_steps = __Pyx_PyInt_AsInt(values[7]); if (unlikely((__pyx_v_n_steps == (int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_as_while = __Pyx_PyObject_IsTrue(values[8]); if (unlikely((__pyx_v_as_while == (int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 78; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_mintaps = ((PyArrayObject *)values[9]);
    __pyx_v_tap_array = ((PyArrayObject *)values[10]);
    __pyx_v_tap_array_len = ((PyArrayObject *)values[11]);
    __pyx_v_vector_seqs = ((PyArrayObject *)values[12]);
    __pyx_v_vector_outs = ((PyArrayObject *)values[13]);
    __pyx_v_mit_mot_out_slices = ((PyArrayObject *)values[14]);
    __pyx_v_mit_mot_out_nslices = ((PyArrayObject *)values[15]);
    __pyx_v_fn = values[16];
    __pyx_v_fnct = values[17];
    __pyx_v_inplace = __Pyx_PyObject_IsTrue(values[18]); if (unlikely((__pyx_v_inplace == (int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 88; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_args = values[19];
    __pyx_v_outs = values[20];
    __pyx_v_self = values[21];
  } else if (PyTuple_GET_SIZE(__pyx_args) != 22) {
    goto __pyx_L5_argtuple_error;
  } else {
    __pyx_v_n_shared_outs = __Pyx_PyInt_AsUnsignedInt(PyTuple_GET_ITEM(__pyx_args, 0)); if (unlikely((__pyx_v_n_shared_outs == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 70; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_mit_mot_outs = __Pyx_PyInt_AsUnsignedInt(PyTuple_GET_ITEM(__pyx_args, 1)); if (unlikely((__pyx_v_n_mit_mot_outs == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 71; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_seqs = __Pyx_PyInt_AsUnsignedInt(PyTuple_GET_ITEM(__pyx_args, 2)); if (unlikely((__pyx_v_n_seqs == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 72; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_mit_mot = __Pyx_PyInt_AsUnsignedInt(PyTuple_GET_ITEM(__pyx_args, 3)); if (unlikely((__pyx_v_n_mit_mot == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 73; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_mit_sot = __Pyx_PyInt_AsUnsignedInt(PyTuple_GET_ITEM(__pyx_args, 4)); if (unlikely((__pyx_v_n_mit_sot == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 74; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_sit_sot = __Pyx_PyInt_AsUnsignedInt(PyTuple_GET_ITEM(__pyx_args, 5)); if (unlikely((__pyx_v_n_sit_sot == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 75; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_nit_sot = __Pyx_PyInt_AsUnsignedInt(PyTuple_GET_ITEM(__pyx_args, 6)); if (unlikely((__pyx_v_n_nit_sot == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 76; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_n_steps = __Pyx_PyInt_AsInt(PyTuple_GET_ITEM(__pyx_args, 7)); if (unlikely((__pyx_v_n_steps == (int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_as_while = __Pyx_PyObject_IsTrue(PyTuple_GET_ITEM(__pyx_args, 8)); if (unlikely((__pyx_v_as_while == (int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 78; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_mintaps = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 9));
    __pyx_v_tap_array = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 10));
    __pyx_v_tap_array_len = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 11));
    __pyx_v_vector_seqs = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 12));
    __pyx_v_vector_outs = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 13));
    __pyx_v_mit_mot_out_slices = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 14));
    __pyx_v_mit_mot_out_nslices = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 15));
    __pyx_v_fn = PyTuple_GET_ITEM(__pyx_args, 16);
    __pyx_v_fnct = PyTuple_GET_ITEM(__pyx_args, 17);
    __pyx_v_inplace = __Pyx_PyObject_IsTrue(PyTuple_GET_ITEM(__pyx_args, 18)); if (unlikely((__pyx_v_inplace == (int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 88; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
    __pyx_v_args = PyTuple_GET_ITEM(__pyx_args, 19);
    __pyx_v_outs = PyTuple_GET_ITEM(__pyx_args, 20);
    __pyx_v_self = PyTuple_GET_ITEM(__pyx_args, 21);
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("perform", 1, 22, 22, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
  __pyx_L3_error:;
  __Pyx_AddTraceback("theano.scan_module.scan_perform.perform");
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_v_t0_call = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_t_fn = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_other_args = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_input_storage = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_output_storage = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_t0_fn = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_dt_fn = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_shape = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_dtype = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_tmp = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_t_call = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_profile = Py_None; __Pyx_INCREF(Py_None);
  __pyx_bstruct_mintaps.buf = NULL;
  __pyx_bstruct_tap_array.buf = NULL;
  __pyx_bstruct_tap_array_len.buf = NULL;
  __pyx_bstruct_vector_seqs.buf = NULL;
  __pyx_bstruct_vector_outs.buf = NULL;
  __pyx_bstruct_mit_mot_out_slices.buf = NULL;
  __pyx_bstruct_mit_mot_out_nslices.buf = NULL;
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_mintaps), __pyx_ptype_5numpy_ndarray, 1, "mintaps", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 79; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_tap_array), __pyx_ptype_5numpy_ndarray, 1, "tap_array", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 80; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_tap_array_len), __pyx_ptype_5numpy_ndarray, 1, "tap_array_len", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 81; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_vector_seqs), __pyx_ptype_5numpy_ndarray, 1, "vector_seqs", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 82; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_vector_outs), __pyx_ptype_5numpy_ndarray, 1, "vector_outs", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 83; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_mit_mot_out_slices), __pyx_ptype_5numpy_ndarray, 1, "mit_mot_out_slices", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 84; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_mit_mot_out_nslices), __pyx_ptype_5numpy_ndarray, 1, "mit_mot_out_nslices", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 85; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_mintaps, (PyObject*)__pyx_v_mintaps, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  }
  __pyx_bstride_0_mintaps = __pyx_bstruct_mintaps.strides[0];
  __pyx_bshape_0_mintaps = __pyx_bstruct_mintaps.shape[0];
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_tap_array, (PyObject*)__pyx_v_tap_array, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t, PyBUF_FORMAT| PyBUF_STRIDES, 2, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  }
  __pyx_bstride_0_tap_array = __pyx_bstruct_tap_array.strides[0]; __pyx_bstride_1_tap_array = __pyx_bstruct_tap_array.strides[1];
  __pyx_bshape_0_tap_array = __pyx_bstruct_tap_array.shape[0]; __pyx_bshape_1_tap_array = __pyx_bstruct_tap_array.shape[1];
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_tap_array_len, (PyObject*)__pyx_v_tap_array_len, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  }
  __pyx_bstride_0_tap_array_len = __pyx_bstruct_tap_array_len.strides[0];
  __pyx_bshape_0_tap_array_len = __pyx_bstruct_tap_array_len.shape[0];
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_vector_seqs, (PyObject*)__pyx_v_vector_seqs, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  }
  __pyx_bstride_0_vector_seqs = __pyx_bstruct_vector_seqs.strides[0];
  __pyx_bshape_0_vector_seqs = __pyx_bstruct_vector_seqs.shape[0];
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_vector_outs, (PyObject*)__pyx_v_vector_outs, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  }
  __pyx_bstride_0_vector_outs = __pyx_bstruct_vector_outs.strides[0];
  __pyx_bshape_0_vector_outs = __pyx_bstruct_vector_outs.shape[0];
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_mit_mot_out_slices, (PyObject*)__pyx_v_mit_mot_out_slices, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t, PyBUF_FORMAT| PyBUF_STRIDES, 2, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  }
  __pyx_bstride_0_mit_mot_out_slices = __pyx_bstruct_mit_mot_out_slices.strides[0]; __pyx_bstride_1_mit_mot_out_slices = __pyx_bstruct_mit_mot_out_slices.strides[1];
  __pyx_bshape_0_mit_mot_out_slices = __pyx_bstruct_mit_mot_out_slices.shape[0]; __pyx_bshape_1_mit_mot_out_slices = __pyx_bstruct_mit_mot_out_slices.shape[1];
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_mit_mot_out_nslices, (PyObject*)__pyx_v_mit_mot_out_nslices, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  }
  __pyx_bstride_0_mit_mot_out_nslices = __pyx_bstruct_mit_mot_out_nslices.strides[0];
  __pyx_bshape_0_mit_mot_out_nslices = __pyx_bstruct_mit_mot_out_nslices.shape[0];

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":165
 *     # 1. Unzip the number of steps and sequences. If number of steps is
 *     # negative flip sequences around, and make n_steps positive
 *     t0_call = time.time()             # <<<<<<<<<<<<<<
 *     t_fn = 0
 *     cdef unsigned int n_outs = n_mit_mot + n_mit_sot + n_sit_sot
 */
  __pyx_t_1 = __Pyx_GetName(__pyx_m, __pyx_n_s__time); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 165; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__time); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 165; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 165; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_v_t0_call);
  __pyx_v_t0_call = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":166
 *     # negative flip sequences around, and make n_steps positive
 *     t0_call = time.time()
 *     t_fn = 0             # <<<<<<<<<<<<<<
 *     cdef unsigned int n_outs = n_mit_mot + n_mit_sot + n_sit_sot
 *     cdef unsigned int seqs_arg_offset = n_seqs + 1
 */
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_DECREF(__pyx_v_t_fn);
  __pyx_v_t_fn = __pyx_int_0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":167
 *     t0_call = time.time()
 *     t_fn = 0
 *     cdef unsigned int n_outs = n_mit_mot + n_mit_sot + n_sit_sot             # <<<<<<<<<<<<<<
 *     cdef unsigned int seqs_arg_offset = n_seqs + 1
 *     cdef unsigned int shared_arg_offset = ( 1 + n_seqs + n_mit_mot +
 */
  __pyx_v_n_outs = ((__pyx_v_n_mit_mot + __pyx_v_n_mit_sot) + __pyx_v_n_sit_sot);

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":168
 *     t_fn = 0
 *     cdef unsigned int n_outs = n_mit_mot + n_mit_sot + n_sit_sot
 *     cdef unsigned int seqs_arg_offset = n_seqs + 1             # <<<<<<<<<<<<<<
 *     cdef unsigned int shared_arg_offset = ( 1 + n_seqs + n_mit_mot +
 *                                            n_mit_sot + n_sit_sot)
 */
  __pyx_v_seqs_arg_offset = (__pyx_v_n_seqs + 1);

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":170
 *     cdef unsigned int seqs_arg_offset = n_seqs + 1
 *     cdef unsigned int shared_arg_offset = ( 1 + n_seqs + n_mit_mot +
 *                                            n_mit_sot + n_sit_sot)             # <<<<<<<<<<<<<<
 *     cdef unsigned int nit_sot_arg_offset = ( shared_arg_offset +
 *                                             n_shared_outs)
 */
  __pyx_v_shared_arg_offset = ((((1 + __pyx_v_n_seqs) + __pyx_v_n_mit_mot) + __pyx_v_n_mit_sot) + __pyx_v_n_sit_sot);

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":172
 *                                            n_mit_sot + n_sit_sot)
 *     cdef unsigned int nit_sot_arg_offset = ( shared_arg_offset +
 *                                             n_shared_outs)             # <<<<<<<<<<<<<<
 *     cdef unsigned int offset_out
 *     cdef unsigned int lenpos = n_outs + n_nit_sot
 */
  __pyx_v_nit_sot_arg_offset = (__pyx_v_shared_arg_offset + __pyx_v_n_shared_outs);

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":174
 *                                             n_shared_outs)
 *     cdef unsigned int offset_out
 *     cdef unsigned int lenpos = n_outs + n_nit_sot             # <<<<<<<<<<<<<<
 *     cdef int pos[500] # put a maximum of 500 outputs
 *     cdef unsigned int len_store_steps = n_mit_mot + n_mit_sot + n_sit_sot + n_nit_sot
 */
  __pyx_v_lenpos = (__pyx_v_n_outs + __pyx_v_n_nit_sot);

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":176
 *     cdef unsigned int lenpos = n_outs + n_nit_sot
 *     cdef int pos[500] # put a maximum of 500 outputs
 *     cdef unsigned int len_store_steps = n_mit_mot + n_mit_sot + n_sit_sot + n_nit_sot             # <<<<<<<<<<<<<<
 *     cdef int store_steps[500]
 *     cdef unsigned int l
 */
  __pyx_v_len_store_steps = (((__pyx_v_n_mit_mot + __pyx_v_n_mit_sot) + __pyx_v_n_sit_sot) + __pyx_v_n_nit_sot);

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":197
 * 
 * 
 *     if n_steps < 0:             # <<<<<<<<<<<<<<
 *         n_steps = -n_steps
 *         for idx in range(n_seqs):
 */
  __pyx_t_3 = (__pyx_v_n_steps < 0);
  if (__pyx_t_3) {

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":198
 * 
 *     if n_steps < 0:
 *         n_steps = -n_steps             # <<<<<<<<<<<<<<
 *         for idx in range(n_seqs):
 *             if args[<unsigned int>(1+idx)].shape[0] < n_steps:
 */
    __pyx_v_n_steps = (-__pyx_v_n_steps);

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":199
 *     if n_steps < 0:
 *         n_steps = -n_steps
 *         for idx in range(n_seqs):             # <<<<<<<<<<<<<<
 *             if args[<unsigned int>(1+idx)].shape[0] < n_steps:
 *                 raise ValueError(('Sequence is shorter then the required '
 */
    __pyx_t_4 = __pyx_v_n_seqs;
    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_idx = __pyx_t_5;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":200
 *         n_steps = -n_steps
 *         for idx in range(n_seqs):
 *             if args[<unsigned int>(1+idx)].shape[0] < n_steps:             # <<<<<<<<<<<<<<
 *                 raise ValueError(('Sequence is shorter then the required '
 *                                  'number of steps : (n_steps, seq, '
 */
      __pyx_t_6 = ((unsigned int)(1 + __pyx_v_idx));
      __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_6, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 200; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__shape); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 200; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 200; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_2 = PyInt_FromLong(__pyx_v_n_steps); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 200; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_7 = PyObject_RichCompare(__pyx_t_1, __pyx_t_2, Py_LT); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 200; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_7); if (unlikely(__pyx_t_3 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 200; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      if (__pyx_t_3) {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":203
 *                 raise ValueError(('Sequence is shorter then the required '
 *                                  'number of steps : (n_steps, seq, '
 *                                   'seq.shape):'), n_steps,             # <<<<<<<<<<<<<<
 *                                   args[1+idx],
 *                                   args[1+idx].shape)
 */
        __pyx_t_7 = PyInt_FromLong(__pyx_v_n_steps); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 203; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":204
 *                                  'number of steps : (n_steps, seq, '
 *                                   'seq.shape):'), n_steps,
 *                                   args[1+idx],             # <<<<<<<<<<<<<<
 *                                   args[1+idx].shape)
 *             args[<unsigned int>(1+idx)] = args[<unsigned int>(1+idx)][::-1]
 */
        __pyx_t_8 = (1 + __pyx_v_idx);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_8, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 204; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":205
 *                                   'seq.shape):'), n_steps,
 *                                   args[1+idx],
 *                                   args[1+idx].shape)             # <<<<<<<<<<<<<<
 *             args[<unsigned int>(1+idx)] = args[<unsigned int>(1+idx)][::-1]
 *     else:
 */
        __pyx_t_8 = (1 + __pyx_v_idx);
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_8, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 205; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_9 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__shape); if (unlikely(!__pyx_t_9)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 205; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = PyTuple_New(4); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 201; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(((PyObject *)__pyx_t_1));
        __Pyx_INCREF(((PyObject *)__pyx_kp_s_1));
        PyTuple_SET_ITEM(__pyx_t_1, 0, ((PyObject *)__pyx_kp_s_1));
        __Pyx_GIVEREF(((PyObject *)__pyx_kp_s_1));
        PyTuple_SET_ITEM(__pyx_t_1, 1, __pyx_t_7);
        __Pyx_GIVEREF(__pyx_t_7);
        PyTuple_SET_ITEM(__pyx_t_1, 2, __pyx_t_2);
        __Pyx_GIVEREF(__pyx_t_2);
        PyTuple_SET_ITEM(__pyx_t_1, 3, __pyx_t_9);
        __Pyx_GIVEREF(__pyx_t_9);
        __pyx_t_7 = 0;
        __pyx_t_2 = 0;
        __pyx_t_9 = 0;
        __pyx_t_9 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_1), NULL); if (unlikely(!__pyx_t_9)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 201; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_DECREF(((PyObject *)__pyx_t_1)); __pyx_t_1 = 0;
        __Pyx_Raise(__pyx_t_9, 0, 0);
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        {__pyx_filename = __pyx_f[0]; __pyx_lineno = 201; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        goto __pyx_L9;
      }
      __pyx_L9:;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":206
 *                                   args[1+idx],
 *                                   args[1+idx].shape)
 *             args[<unsigned int>(1+idx)] = args[<unsigned int>(1+idx)][::-1]             # <<<<<<<<<<<<<<
 *     else:
 *         for idx in range(n_seqs):
 */
      __pyx_t_6 = ((unsigned int)(1 + __pyx_v_idx));
      __pyx_t_9 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_6, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_9) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 206; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_1 = PySlice_New(Py_None, Py_None, __pyx_int_neg_1); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 206; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_2 = PyObject_GetItem(__pyx_t_9, __pyx_t_1); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 206; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_6 = ((unsigned int)(1 + __pyx_v_idx));
      if (__Pyx_SetItemInt(__pyx_v_args, __pyx_t_6, __pyx_t_2, sizeof(unsigned int)+1, PyLong_FromUnsignedLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 206; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    }
    goto __pyx_L6;
  }
  /*else*/ {

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":208
 *             args[<unsigned int>(1+idx)] = args[<unsigned int>(1+idx)][::-1]
 *     else:
 *         for idx in range(n_seqs):             # <<<<<<<<<<<<<<
 *             if args[<unsigned int>(1+idx)].shape[0] < n_steps:
 *                 raise ValueError(('Sequence is shorter then the required '
 */
    __pyx_t_4 = __pyx_v_n_seqs;
    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_idx = __pyx_t_5;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":209
 *     else:
 *         for idx in range(n_seqs):
 *             if args[<unsigned int>(1+idx)].shape[0] < n_steps:             # <<<<<<<<<<<<<<
 *                 raise ValueError(('Sequence is shorter then the required '
 *                                  'number of steps : (n_steps, seq, '
 */
      __pyx_t_6 = ((unsigned int)(1 + __pyx_v_idx));
      __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_6, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 209; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__shape); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 209; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 209; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_1 = PyInt_FromLong(__pyx_v_n_steps); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 209; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_9 = PyObject_RichCompare(__pyx_t_2, __pyx_t_1, Py_LT); if (unlikely(!__pyx_t_9)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 209; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_9); if (unlikely(__pyx_t_3 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 209; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      if (__pyx_t_3) {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":212
 *                 raise ValueError(('Sequence is shorter then the required '
 *                                  'number of steps : (n_steps, seq, '
 *                                   'seq.shape):'), n_steps,             # <<<<<<<<<<<<<<
 *                                   args[1+idx],
 *                                   args[1+idx].shape)
 */
        __pyx_t_9 = PyInt_FromLong(__pyx_v_n_steps); if (unlikely(!__pyx_t_9)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 212; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_9);

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":213
 *                                  'number of steps : (n_steps, seq, '
 *                                   'seq.shape):'), n_steps,
 *                                   args[1+idx],             # <<<<<<<<<<<<<<
 *                                   args[1+idx].shape)
 *     # 2. Allocate memory for the outputs. Construct the list:
 */
        __pyx_t_8 = (1 + __pyx_v_idx);
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_8, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 213; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":214
 *                                   'seq.shape):'), n_steps,
 *                                   args[1+idx],
 *                                   args[1+idx].shape)             # <<<<<<<<<<<<<<
 *     # 2. Allocate memory for the outputs. Construct the list:
 *     #       store_steps  -- map containting the length of each output
 */
        __pyx_t_8 = (1 + __pyx_v_idx);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_8, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 214; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_7 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__shape); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 214; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = PyTuple_New(4); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 210; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(((PyObject *)__pyx_t_2));
        __Pyx_INCREF(((PyObject *)__pyx_kp_s_1));
        PyTuple_SET_ITEM(__pyx_t_2, 0, ((PyObject *)__pyx_kp_s_1));
        __Pyx_GIVEREF(((PyObject *)__pyx_kp_s_1));
        PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_t_9);
        __Pyx_GIVEREF(__pyx_t_9);
        PyTuple_SET_ITEM(__pyx_t_2, 2, __pyx_t_1);
        __Pyx_GIVEREF(__pyx_t_1);
        PyTuple_SET_ITEM(__pyx_t_2, 3, __pyx_t_7);
        __Pyx_GIVEREF(__pyx_t_7);
        __pyx_t_9 = 0;
        __pyx_t_1 = 0;
        __pyx_t_7 = 0;
        __pyx_t_7 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 210; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
        __Pyx_Raise(__pyx_t_7, 0, 0);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        {__pyx_filename = __pyx_f[0]; __pyx_lineno = 210; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        goto __pyx_L12;
      }
      __pyx_L12:;
    }
  }
  __pyx_L6:;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":219
 *     #       pos          -- map containing the current position of each output
 * 
 *     for idx in range(n_mit_mot + n_mit_sot + n_sit_sot):             # <<<<<<<<<<<<<<
 *         store_steps[<unsigned int>idx] = args[<unsigned int>(idx+n_seqs+1)].shape[0]
 * 
 */
  __pyx_t_4 = ((__pyx_v_n_mit_mot + __pyx_v_n_mit_sot) + __pyx_v_n_sit_sot);
  for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
    __pyx_v_idx = __pyx_t_5;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":220
 * 
 *     for idx in range(n_mit_mot + n_mit_sot + n_sit_sot):
 *         store_steps[<unsigned int>idx] = args[<unsigned int>(idx+n_seqs+1)].shape[0]             # <<<<<<<<<<<<<<
 * 
 *     for idx in range(n_nit_sot):
 */
    __pyx_t_6 = ((unsigned int)((__pyx_v_idx + __pyx_v_n_seqs) + 1));
    __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_6, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__shape); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_10 = __Pyx_PyInt_AsInt(__pyx_t_7); if (unlikely((__pyx_t_10 == (int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    (__pyx_v_store_steps[__pyx_v_idx]) = __pyx_t_10;
  }

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":222
 *         store_steps[<unsigned int>idx] = args[<unsigned int>(idx+n_seqs+1)].shape[0]
 * 
 *     for idx in range(n_nit_sot):             # <<<<<<<<<<<<<<
 *         store_steps[<unsigned int>(idx + n_mit_mot + n_mit_sot + n_sit_sot)]=\
 *                 args[<unsigned int>(idx + n_mit_mot + n_mit_sot + n_sit_sot
 */
  __pyx_t_4 = __pyx_v_n_nit_sot;
  for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
    __pyx_v_idx = __pyx_t_5;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":225
 *         store_steps[<unsigned int>(idx + n_mit_mot + n_mit_sot + n_sit_sot)]=\
 *                 args[<unsigned int>(idx + n_mit_mot + n_mit_sot + n_sit_sot
 *                                     + n_shared_outs + n_seqs+1)]             # <<<<<<<<<<<<<<
 * 
 *     for idx in range(n_outs + n_nit_sot):
 */
    __pyx_t_6 = ((unsigned int)((((((__pyx_v_idx + __pyx_v_n_mit_mot) + __pyx_v_n_mit_sot) + __pyx_v_n_sit_sot) + __pyx_v_n_shared_outs) + __pyx_v_n_seqs) + 1));
    __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_6, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 224; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_10 = __Pyx_PyInt_AsInt(__pyx_t_7); if (unlikely((__pyx_t_10 == (int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 224; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":223
 * 
 *     for idx in range(n_nit_sot):
 *         store_steps[<unsigned int>(idx + n_mit_mot + n_mit_sot + n_sit_sot)]=\             # <<<<<<<<<<<<<<
 *                 args[<unsigned int>(idx + n_mit_mot + n_mit_sot + n_sit_sot
 *                                     + n_shared_outs + n_seqs+1)]
 */
    (__pyx_v_store_steps[(((__pyx_v_idx + __pyx_v_n_mit_mot) + __pyx_v_n_mit_sot) + __pyx_v_n_sit_sot)]) = __pyx_t_10;
  }

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":227
 *                                     + n_shared_outs + n_seqs+1)]
 * 
 *     for idx in range(n_outs + n_nit_sot):             # <<<<<<<<<<<<<<
 *         pos[idx] = (-mintaps[idx])%store_steps[idx]
 * 
 */
  __pyx_t_4 = (__pyx_v_n_outs + __pyx_v_n_nit_sot);
  for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
    __pyx_v_idx = __pyx_t_5;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":228
 * 
 *     for idx in range(n_outs + n_nit_sot):
 *         pos[idx] = (-mintaps[idx])%store_steps[idx]             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __pyx_t_6 = __pyx_v_idx;
    __pyx_t_11 = (-(*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_mintaps.buf, __pyx_t_6, __pyx_bstride_0_mintaps)));
    __pyx_t_10 = (__pyx_v_store_steps[__pyx_v_idx]);
    if (unlikely(__pyx_t_10 == 0)) {
      PyErr_Format(PyExc_ZeroDivisionError, "integer division or modulo by zero");
      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 228; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    }
    (__pyx_v_pos[__pyx_v_idx]) = __Pyx_mod_int(__pyx_t_11, __pyx_t_10);
  }

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":232
 * 
 *     # 2.1 Create storage space for outputs
 *     for idx in range(n_outs):             # <<<<<<<<<<<<<<
 *         if inplace:
 *             # ^ Case 1. Outputs should be computed inplace of their
 */
  __pyx_t_4 = __pyx_v_n_outs;
  for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
    __pyx_v_idx = __pyx_t_5;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":233
 *     # 2.1 Create storage space for outputs
 *     for idx in range(n_outs):
 *         if inplace:             # <<<<<<<<<<<<<<
 *             # ^ Case 1. Outputs should be computed inplace of their
 *             # initial state
 */
    if (__pyx_v_inplace) {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":236
 *             # ^ Case 1. Outputs should be computed inplace of their
 *             # initial state
 *             outs[idx][0] = args[ <unsigned int>(1+ n_seqs + idx)]             # <<<<<<<<<<<<<<
 *         elif ( outs[idx][0] is not None and
 *               outs[idx][0].shape[1:] == args[<unsigned int>(1+ n_seqs + idx)].shape[1:]
 */
      __pyx_t_12 = ((unsigned int)((1 + __pyx_v_n_seqs) + __pyx_v_idx));
      __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_12, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 236; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 236; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      if (__Pyx_SetItemInt(__pyx_t_2, 0, __pyx_t_7, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 236; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      goto __pyx_L21;
    }

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":237
 *             # initial state
 *             outs[idx][0] = args[ <unsigned int>(1+ n_seqs + idx)]
 *         elif ( outs[idx][0] is not None and             # <<<<<<<<<<<<<<
 *               outs[idx][0].shape[1:] == args[<unsigned int>(1+ n_seqs + idx)].shape[1:]
 *               and outs[idx][0].shape[0] >= store_steps[idx] ):
 */
    __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 237; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 237; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_3 = (__pyx_t_2 != Py_None);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    if (__pyx_t_3) {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":238
 *             outs[idx][0] = args[ <unsigned int>(1+ n_seqs + idx)]
 *         elif ( outs[idx][0] is not None and
 *               outs[idx][0].shape[1:] == args[<unsigned int>(1+ n_seqs + idx)].shape[1:]             # <<<<<<<<<<<<<<
 *               and outs[idx][0].shape[0] >= store_steps[idx] ):
 *             # Put in the values of the initial state
 */
      __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 238; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 238; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__shape); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 238; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __pyx_t_7 = __Pyx_PySequence_GetSlice(__pyx_t_2, 1, PY_SSIZE_T_MAX); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 238; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_12 = ((unsigned int)((1 + __pyx_v_n_seqs) + __pyx_v_idx));
      __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_12, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 238; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__shape); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 238; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_2 = __Pyx_PySequence_GetSlice(__pyx_t_1, 1, PY_SSIZE_T_MAX); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 238; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_1 = PyObject_RichCompare(__pyx_t_7, __pyx_t_2, Py_EQ); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 238; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_13 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 238; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      if (__pyx_t_13) {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":239
 *         elif ( outs[idx][0] is not None and
 *               outs[idx][0].shape[1:] == args[<unsigned int>(1+ n_seqs + idx)].shape[1:]
 *               and outs[idx][0].shape[0] >= store_steps[idx] ):             # <<<<<<<<<<<<<<
 *             # Put in the values of the initial state
 *             outs[idx][0] = outs[idx][0][:store_steps[idx]]
 */
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 239; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 239; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__shape); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 239; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 239; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = PyInt_FromLong((__pyx_v_store_steps[__pyx_v_idx])); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 239; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_7 = PyObject_RichCompare(__pyx_t_2, __pyx_t_1, Py_GE); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 239; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_14 = __Pyx_PyObject_IsTrue(__pyx_t_7); if (unlikely(__pyx_t_14 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 239; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_15 = __pyx_t_14;
      } else {
        __pyx_t_15 = __pyx_t_13;
      }
      __pyx_t_13 = __pyx_t_15;
    } else {
      __pyx_t_13 = __pyx_t_3;
    }
    if (__pyx_t_13) {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":241
 *               and outs[idx][0].shape[0] >= store_steps[idx] ):
 *             # Put in the values of the initial state
 *             outs[idx][0] = outs[idx][0][:store_steps[idx]]             # <<<<<<<<<<<<<<
 *             if idx > n_mit_mot:
 *                 l = - mintaps[idx]
 */
      __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 241; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 241; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __pyx_t_7 = __Pyx_PySequence_GetSlice(__pyx_t_1, 0, (__pyx_v_store_steps[__pyx_v_idx])); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 241; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 241; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      if (__Pyx_SetItemInt(__pyx_t_1, 0, __pyx_t_7, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 241; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":242
 *             # Put in the values of the initial state
 *             outs[idx][0] = outs[idx][0][:store_steps[idx]]
 *             if idx > n_mit_mot:             # <<<<<<<<<<<<<<
 *                 l = - mintaps[idx]
 *                 outs[idx][0][:l] = args[<unsigned int>(seqs_arg_offset +
 */
      __pyx_t_13 = (__pyx_v_idx > __pyx_v_n_mit_mot);
      if (__pyx_t_13) {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":243
 *             outs[idx][0] = outs[idx][0][:store_steps[idx]]
 *             if idx > n_mit_mot:
 *                 l = - mintaps[idx]             # <<<<<<<<<<<<<<
 *                 outs[idx][0][:l] = args[<unsigned int>(seqs_arg_offset +
 *                                                        idx)][:l]
 */
        __pyx_t_12 = __pyx_v_idx;
        __pyx_v_l = (-(*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_mintaps.buf, __pyx_t_12, __pyx_bstride_0_mintaps)));

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":245
 *                 l = - mintaps[idx]
 *                 outs[idx][0][:l] = args[<unsigned int>(seqs_arg_offset +
 *                                                        idx)][:l]             # <<<<<<<<<<<<<<
 *             else:
 *                 outs[idx][0][:] = args[<unsigned int>(seqs_arg_offset + idx)]
 */
        __pyx_t_16 = (__pyx_v_seqs_arg_offset + __pyx_v_idx);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_16, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 244; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_1 = __Pyx_PySequence_GetSlice(__pyx_t_7, 0, __pyx_v_l); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 245; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":244
 *             if idx > n_mit_mot:
 *                 l = - mintaps[idx]
 *                 outs[idx][0][:l] = args[<unsigned int>(seqs_arg_offset +             # <<<<<<<<<<<<<<
 *                                                        idx)][:l]
 *             else:
 */
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 244; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 244; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        if (__Pyx_PySequence_SetSlice(__pyx_t_2, 0, __pyx_v_l, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 244; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        goto __pyx_L22;
      }
      /*else*/ {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":247
 *                                                        idx)][:l]
 *             else:
 *                 outs[idx][0][:] = args[<unsigned int>(seqs_arg_offset + idx)]             # <<<<<<<<<<<<<<
 *         else:
 *             outs[idx][0] = args[<unsigned int>(seqs_arg_offset + idx)].copy()
 */
        __pyx_t_16 = (__pyx_v_seqs_arg_offset + __pyx_v_idx);
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_16, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 247; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 247; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 247; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        if (__Pyx_PySequence_SetSlice(__pyx_t_7, 0, PY_SSIZE_T_MAX, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 247; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      }
      __pyx_L22:;
      goto __pyx_L21;
    }
    /*else*/ {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":249
 *                 outs[idx][0][:] = args[<unsigned int>(seqs_arg_offset + idx)]
 *         else:
 *             outs[idx][0] = args[<unsigned int>(seqs_arg_offset + idx)].copy()             # <<<<<<<<<<<<<<
 * 
 * 
 */
      __pyx_t_16 = (__pyx_v_seqs_arg_offset + __pyx_v_idx);
      __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_16, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 249; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__copy); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 249; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_1 = PyObject_Call(__pyx_t_7, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 249; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 249; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      if (__Pyx_SetItemInt(__pyx_t_7, 0, __pyx_t_1, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 249; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    }
    __pyx_L21:;
  }

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":252
 * 
 * 
 *     offset = nit_sot_arg_offset + n_nit_sot             # <<<<<<<<<<<<<<
 *     other_args = args[offset:]
 *     input_storage = fnct.input_storage
 */
  __pyx_v_offset = (__pyx_v_nit_sot_arg_offset + __pyx_v_n_nit_sot);

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":253
 * 
 *     offset = nit_sot_arg_offset + n_nit_sot
 *     other_args = args[offset:]             # <<<<<<<<<<<<<<
 *     input_storage = fnct.input_storage
 *     output_storage = fnct.output_storage
 */
  __pyx_t_1 = __Pyx_PySequence_GetSlice(__pyx_v_args, __pyx_v_offset, PY_SSIZE_T_MAX); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 253; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_v_other_args);
  __pyx_v_other_args = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":254
 *     offset = nit_sot_arg_offset + n_nit_sot
 *     other_args = args[offset:]
 *     input_storage = fnct.input_storage             # <<<<<<<<<<<<<<
 *     output_storage = fnct.output_storage
 *     offset = n_seqs
 */
  __pyx_t_1 = PyObject_GetAttr(__pyx_v_fnct, __pyx_n_s__input_storage); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 254; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_v_input_storage);
  __pyx_v_input_storage = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":255
 *     other_args = args[offset:]
 *     input_storage = fnct.input_storage
 *     output_storage = fnct.output_storage             # <<<<<<<<<<<<<<
 *     offset = n_seqs
 *     for idx in range(n_outs):
 */
  __pyx_t_1 = PyObject_GetAttr(__pyx_v_fnct, __pyx_n_s__output_storage); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 255; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_v_output_storage);
  __pyx_v_output_storage = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":256
 *     input_storage = fnct.input_storage
 *     output_storage = fnct.output_storage
 *     offset = n_seqs             # <<<<<<<<<<<<<<
 *     for idx in range(n_outs):
 *         offset += tap_array_len[idx]
 */
  __pyx_v_offset = __pyx_v_n_seqs;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":257
 *     output_storage = fnct.output_storage
 *     offset = n_seqs
 *     for idx in range(n_outs):             # <<<<<<<<<<<<<<
 *         offset += tap_array_len[idx]
 *     offset += n_shared_outs
 */
  __pyx_t_4 = __pyx_v_n_outs;
  for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
    __pyx_v_idx = __pyx_t_5;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":258
 *     offset = n_seqs
 *     for idx in range(n_outs):
 *         offset += tap_array_len[idx]             # <<<<<<<<<<<<<<
 *     offset += n_shared_outs
 * 
 */
    __pyx_t_16 = __pyx_v_idx;
    __pyx_v_offset = (__pyx_v_offset + (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_tap_array_len.buf, __pyx_t_16, __pyx_bstride_0_tap_array_len)));
  }

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":259
 *     for idx in range(n_outs):
 *         offset += tap_array_len[idx]
 *     offset += n_shared_outs             # <<<<<<<<<<<<<<
 * 
 *     for idx in range(len(other_args)):
 */
  __pyx_v_offset = (__pyx_v_offset + __pyx_v_n_shared_outs);

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":261
 *     offset += n_shared_outs
 * 
 *     for idx in range(len(other_args)):             # <<<<<<<<<<<<<<
 *         input_storage[<unsigned int>(idx+offset)].storage[0] = other_args[idx]
 * 
 */
  __pyx_t_17 = PyObject_Length(__pyx_v_other_args); if (unlikely(__pyx_t_17 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 261; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_17; __pyx_t_4+=1) {
    __pyx_v_idx = __pyx_t_4;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":262
 * 
 *     for idx in range(len(other_args)):
 *         input_storage[<unsigned int>(idx+offset)].storage[0] = other_args[idx]             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_other_args, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 262; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = (__pyx_v_idx + __pyx_v_offset);
    __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_input_storage, __pyx_t_5, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 262; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__storage); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 262; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    if (__Pyx_SetItemInt(__pyx_t_2, 0, __pyx_t_1, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 262; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  }

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":265
 * 
 * 
 *     i = 0             # <<<<<<<<<<<<<<
 *     cond = 1
 *     ############## THE MAIN LOOP #########################
 */
  __pyx_v_i = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":266
 * 
 *     i = 0
 *     cond = 1             # <<<<<<<<<<<<<<
 *     ############## THE MAIN LOOP #########################
 *     #for i in range(n_steps):
 */
  __pyx_v_cond = 1;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":269
 *     ############## THE MAIN LOOP #########################
 *     #for i in range(n_steps):
 *     while (i < n_steps) and cond == 1:             # <<<<<<<<<<<<<<
 *         # sequences over which scan iterates
 *         # 3. collect input slices
 */
  while (1) {
    __pyx_t_13 = (__pyx_v_i < __pyx_v_n_steps);
    if (__pyx_t_13) {
      __pyx_t_3 = (__pyx_v_cond == 1);
      __pyx_t_15 = __pyx_t_3;
    } else {
      __pyx_t_15 = __pyx_t_13;
    }
    if (!__pyx_t_15) break;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":272
 *         # sequences over which scan iterates
 *         # 3. collect input slices
 *         for idx in range(n_seqs):             # <<<<<<<<<<<<<<
 *             if vector_seqs[idx] == 1:
 *                 input_storage[idx].storage[0] = args[\
 */
    __pyx_t_4 = __pyx_v_n_seqs;
    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_idx = __pyx_t_5;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":273
 *         # 3. collect input slices
 *         for idx in range(n_seqs):
 *             if vector_seqs[idx] == 1:             # <<<<<<<<<<<<<<
 *                 input_storage[idx].storage[0] = args[\
 *                             <unsigned int>(1+idx)][i:<unsigned int>(i+1)].reshape(())
 */
      __pyx_t_18 = __pyx_v_idx;
      __pyx_t_15 = ((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_vector_seqs.buf, __pyx_t_18, __pyx_bstride_0_vector_seqs)) == 1);
      if (__pyx_t_15) {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":275
 *             if vector_seqs[idx] == 1:
 *                 input_storage[idx].storage[0] = args[\
 *                             <unsigned int>(1+idx)][i:<unsigned int>(i+1)].reshape(())             # <<<<<<<<<<<<<<
 *             else:
 *                 input_storage[idx].storage[0] = \
 */
        __pyx_t_19 = ((unsigned int)(1 + __pyx_v_idx));
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_19, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 274; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = __Pyx_PySequence_GetSlice(__pyx_t_1, __pyx_v_i, ((unsigned int)(__pyx_v_i + 1))); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 275; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__reshape); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 275; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_k_tuple_2), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 275; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":274
 *         for idx in range(n_seqs):
 *             if vector_seqs[idx] == 1:
 *                 input_storage[idx].storage[0] = args[\             # <<<<<<<<<<<<<<
 *                             <unsigned int>(1+idx)][i:<unsigned int>(i+1)].reshape(())
 *             else:
 */
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_input_storage, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 274; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__storage); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 274; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if (__Pyx_SetItemInt(__pyx_t_7, 0, __pyx_t_2, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 274; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        goto __pyx_L31;
      }
      /*else*/ {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":278
 *             else:
 *                 input_storage[idx].storage[0] = \
 *                         args[<unsigned int>(idx+1)][i]             # <<<<<<<<<<<<<<
 * 
 *         offset = n_seqs
 */
        __pyx_t_19 = ((unsigned int)(__pyx_v_idx + 1));
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_19, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 278; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, __pyx_v_i, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 278; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":277
 *                             <unsigned int>(1+idx)][i:<unsigned int>(i+1)].reshape(())
 *             else:
 *                 input_storage[idx].storage[0] = \             # <<<<<<<<<<<<<<
 *                         args[<unsigned int>(idx+1)][i]
 * 
 */
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_input_storage, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 277; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__storage); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 277; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        if (__Pyx_SetItemInt(__pyx_t_1, 0, __pyx_t_7, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 277; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      }
      __pyx_L31:;
    }

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":280
 *                         args[<unsigned int>(idx+1)][i]
 * 
 *         offset = n_seqs             # <<<<<<<<<<<<<<
 *         for idx in range(n_outs):
 *             if vector_outs[idx] == 1:
 */
    __pyx_v_offset = __pyx_v_n_seqs;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":281
 * 
 *         offset = n_seqs
 *         for idx in range(n_outs):             # <<<<<<<<<<<<<<
 *             if vector_outs[idx] == 1:
 *                 for tdx in range(tap_array_len[idx]):
 */
    __pyx_t_4 = __pyx_v_n_outs;
    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_idx = __pyx_t_5;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":282
 *         offset = n_seqs
 *         for idx in range(n_outs):
 *             if vector_outs[idx] == 1:             # <<<<<<<<<<<<<<
 *                 for tdx in range(tap_array_len[idx]):
 *                     tap = tap_array[idx,tdx]
 */
      __pyx_t_19 = __pyx_v_idx;
      __pyx_t_15 = ((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_vector_outs.buf, __pyx_t_19, __pyx_bstride_0_vector_outs)) == 1);
      if (__pyx_t_15) {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":283
 *         for idx in range(n_outs):
 *             if vector_outs[idx] == 1:
 *                 for tdx in range(tap_array_len[idx]):             # <<<<<<<<<<<<<<
 *                     tap = tap_array[idx,tdx]
 *                     _idx = (pos[idx]+tap)%store_steps[idx]
 */
        __pyx_t_20 = __pyx_v_idx;
        __pyx_t_11 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_tap_array_len.buf, __pyx_t_20, __pyx_bstride_0_tap_array_len));
        for (__pyx_t_21 = 0; __pyx_t_21 < __pyx_t_11; __pyx_t_21+=1) {
          __pyx_v_tdx = __pyx_t_21;

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":284
 *             if vector_outs[idx] == 1:
 *                 for tdx in range(tap_array_len[idx]):
 *                     tap = tap_array[idx,tdx]             # <<<<<<<<<<<<<<
 *                     _idx = (pos[idx]+tap)%store_steps[idx]
 *                     input_storage[offset].storage[0] =\
 */
          __pyx_t_22 = __pyx_v_idx;
          __pyx_t_23 = __pyx_v_tdx;
          __pyx_v_tap = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_tap_array.buf, __pyx_t_22, __pyx_bstride_0_tap_array, __pyx_t_23, __pyx_bstride_1_tap_array));

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":285
 *                 for tdx in range(tap_array_len[idx]):
 *                     tap = tap_array[idx,tdx]
 *                     _idx = (pos[idx]+tap)%store_steps[idx]             # <<<<<<<<<<<<<<
 *                     input_storage[offset].storage[0] =\
 *                             outs[idx][0][_idx:<unsigned int>(_idx+1)].reshape(())
 */
          __pyx_t_10 = ((__pyx_v_pos[__pyx_v_idx]) + __pyx_v_tap);
          __pyx_t_24 = (__pyx_v_store_steps[__pyx_v_idx]);
          if (unlikely(__pyx_t_24 == 0)) {
            PyErr_Format(PyExc_ZeroDivisionError, "integer division or modulo by zero");
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 285; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          __pyx_v__idx = __Pyx_mod_int(__pyx_t_10, __pyx_t_24);

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":287
 *                     _idx = (pos[idx]+tap)%store_steps[idx]
 *                     input_storage[offset].storage[0] =\
 *                             outs[idx][0][_idx:<unsigned int>(_idx+1)].reshape(())             # <<<<<<<<<<<<<<
 *                     offset += 1
 *             else:
 */
          __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 287; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 287; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_7 = __Pyx_PySequence_GetSlice(__pyx_t_1, __pyx_v__idx, ((unsigned int)(__pyx_v__idx + 1))); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 287; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_1 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__reshape); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 287; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_7 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_k_tuple_3), NULL); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 287; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":286
 *                     tap = tap_array[idx,tdx]
 *                     _idx = (pos[idx]+tap)%store_steps[idx]
 *                     input_storage[offset].storage[0] =\             # <<<<<<<<<<<<<<
 *                             outs[idx][0][_idx:<unsigned int>(_idx+1)].reshape(())
 *                     offset += 1
 */
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_input_storage, __pyx_v_offset, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 286; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__storage); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 286; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          if (__Pyx_SetItemInt(__pyx_t_2, 0, __pyx_t_7, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 286; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":288
 *                     input_storage[offset].storage[0] =\
 *                             outs[idx][0][_idx:<unsigned int>(_idx+1)].reshape(())
 *                     offset += 1             # <<<<<<<<<<<<<<
 *             else:
 *                 for tdx in range(tap_array_len[idx]):
 */
          __pyx_v_offset = (__pyx_v_offset + 1);
        }
        goto __pyx_L34;
      }
      /*else*/ {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":290
 *                     offset += 1
 *             else:
 *                 for tdx in range(tap_array_len[idx]):             # <<<<<<<<<<<<<<
 *                     tap = tap_array[idx,tdx]
 *                     _idx = (pos[idx]+tap)%store_steps[idx]
 */
        __pyx_t_21 = __pyx_v_idx;
        __pyx_t_11 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_tap_array_len.buf, __pyx_t_21, __pyx_bstride_0_tap_array_len));
        for (__pyx_t_25 = 0; __pyx_t_25 < __pyx_t_11; __pyx_t_25+=1) {
          __pyx_v_tdx = __pyx_t_25;

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":291
 *             else:
 *                 for tdx in range(tap_array_len[idx]):
 *                     tap = tap_array[idx,tdx]             # <<<<<<<<<<<<<<
 *                     _idx = (pos[idx]+tap)%store_steps[idx]
 *                     input_storage[offset].storage[0] = outs[idx][0][_idx]
 */
          __pyx_t_26 = __pyx_v_idx;
          __pyx_t_27 = __pyx_v_tdx;
          __pyx_v_tap = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_tap_array.buf, __pyx_t_26, __pyx_bstride_0_tap_array, __pyx_t_27, __pyx_bstride_1_tap_array));

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":292
 *                 for tdx in range(tap_array_len[idx]):
 *                     tap = tap_array[idx,tdx]
 *                     _idx = (pos[idx]+tap)%store_steps[idx]             # <<<<<<<<<<<<<<
 *                     input_storage[offset].storage[0] = outs[idx][0][_idx]
 *                     offset += 1
 */
          __pyx_t_24 = ((__pyx_v_pos[__pyx_v_idx]) + __pyx_v_tap);
          __pyx_t_10 = (__pyx_v_store_steps[__pyx_v_idx]);
          if (unlikely(__pyx_t_10 == 0)) {
            PyErr_Format(PyExc_ZeroDivisionError, "integer division or modulo by zero");
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 292; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          __pyx_v__idx = __Pyx_mod_int(__pyx_t_24, __pyx_t_10);

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":293
 *                     tap = tap_array[idx,tdx]
 *                     _idx = (pos[idx]+tap)%store_steps[idx]
 *                     input_storage[offset].storage[0] = outs[idx][0][_idx]             # <<<<<<<<<<<<<<
 *                     offset += 1
 * 
 */
          __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 293; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 293; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, __pyx_v__idx, sizeof(int), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 293; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_input_storage, __pyx_v_offset, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 293; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__storage); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 293; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          if (__Pyx_SetItemInt(__pyx_t_1, 0, __pyx_t_7, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 293; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":294
 *                     _idx = (pos[idx]+tap)%store_steps[idx]
 *                     input_storage[offset].storage[0] = outs[idx][0][_idx]
 *                     offset += 1             # <<<<<<<<<<<<<<
 * 
 * 
 */
          __pyx_v_offset = (__pyx_v_offset + 1);
        }
      }
      __pyx_L34:;
    }

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":297
 * 
 * 
 *         a_offset = shared_arg_offset             # <<<<<<<<<<<<<<
 *         o_offset = n_outs + n_nit_sot
 *         if i == 0:
 */
    __pyx_v_a_offset = __pyx_v_shared_arg_offset;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":298
 * 
 *         a_offset = shared_arg_offset
 *         o_offset = n_outs + n_nit_sot             # <<<<<<<<<<<<<<
 *         if i == 0:
 *             for j in range(n_shared_outs):
 */
    __pyx_v_o_offset = (__pyx_v_n_outs + __pyx_v_n_nit_sot);

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":299
 *         a_offset = shared_arg_offset
 *         o_offset = n_outs + n_nit_sot
 *         if i == 0:             # <<<<<<<<<<<<<<
 *             for j in range(n_shared_outs):
 *                 input_storage[offset].storage[0] = args[<unsigned int>(a_offset+j)]
 */
    __pyx_t_15 = (__pyx_v_i == 0);
    if (__pyx_t_15) {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":300
 *         o_offset = n_outs + n_nit_sot
 *         if i == 0:
 *             for j in range(n_shared_outs):             # <<<<<<<<<<<<<<
 *                 input_storage[offset].storage[0] = args[<unsigned int>(a_offset+j)]
 *                 offset += 1
 */
      __pyx_t_4 = __pyx_v_n_shared_outs;
      for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
        __pyx_v_j = __pyx_t_5;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":301
 *         if i == 0:
 *             for j in range(n_shared_outs):
 *                 input_storage[offset].storage[0] = args[<unsigned int>(a_offset+j)]             # <<<<<<<<<<<<<<
 *                 offset += 1
 *         else:
 */
        __pyx_t_25 = (__pyx_v_a_offset + __pyx_v_j);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_args, __pyx_t_25, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 301; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_input_storage, __pyx_v_offset, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 301; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__storage); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 301; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if (__Pyx_SetItemInt(__pyx_t_2, 0, __pyx_t_7, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 301; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":302
 *             for j in range(n_shared_outs):
 *                 input_storage[offset].storage[0] = args[<unsigned int>(a_offset+j)]
 *                 offset += 1             # <<<<<<<<<<<<<<
 *         else:
 *             for j in range(n_shared_outs):
 */
        __pyx_v_offset = (__pyx_v_offset + 1);
      }
      goto __pyx_L39;
    }
    /*else*/ {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":304
 *                 offset += 1
 *         else:
 *             for j in range(n_shared_outs):             # <<<<<<<<<<<<<<
 *                 input_storage[offset].storage[0] = outs[<unsigned int>(o_offset+j)][0]
 *                 offset += 1
 */
      __pyx_t_4 = __pyx_v_n_shared_outs;
      for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
        __pyx_v_j = __pyx_t_5;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":305
 *         else:
 *             for j in range(n_shared_outs):
 *                 input_storage[offset].storage[0] = outs[<unsigned int>(o_offset+j)][0]             # <<<<<<<<<<<<<<
 *                 offset += 1
 * 
 */
        __pyx_t_25 = (__pyx_v_o_offset + __pyx_v_j);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_t_25, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 305; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 305; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_input_storage, __pyx_v_offset, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 305; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_1 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__storage); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 305; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        if (__Pyx_SetItemInt(__pyx_t_1, 0, __pyx_t_2, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 305; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":306
 *             for j in range(n_shared_outs):
 *                 input_storage[offset].storage[0] = outs[<unsigned int>(o_offset+j)][0]
 *                 offset += 1             # <<<<<<<<<<<<<<
 * 
 *         # 4. collecting slices where the output should be stored
 */
        __pyx_v_offset = (__pyx_v_offset + 1);
      }
    }
    __pyx_L39:;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":309
 * 
 *         # 4. collecting slices where the output should be stored
 *         for idx in range(n_mit_mot_outs):             # <<<<<<<<<<<<<<
 *             output_storage[idx].storage[0] = None
 * 
 */
    __pyx_t_4 = __pyx_v_n_mit_mot_outs;
    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_idx = __pyx_t_5;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":310
 *         # 4. collecting slices where the output should be stored
 *         for idx in range(n_mit_mot_outs):
 *             output_storage[idx].storage[0] = None             # <<<<<<<<<<<<<<
 * 
 *         offset = n_mit_mot_outs
 */
      __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 310; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__storage); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 310; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      if (__Pyx_SetItemInt(__pyx_t_1, 0, Py_None, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 310; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    }

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":312
 *             output_storage[idx].storage[0] = None
 * 
 *         offset = n_mit_mot_outs             # <<<<<<<<<<<<<<
 *         if i !=0 and n_nit_sot >0:
 *             for idx in range(n_outs + n_nit_sot - n_mit_mot):
 */
    __pyx_v_offset = __pyx_v_n_mit_mot_outs;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":313
 * 
 *         offset = n_mit_mot_outs
 *         if i !=0 and n_nit_sot >0:             # <<<<<<<<<<<<<<
 *             for idx in range(n_outs + n_nit_sot - n_mit_mot):
 *                 if ( store_steps[<unsigned int>(idx+n_mit_mot)] == 1 or
 */
    __pyx_t_15 = (__pyx_v_i != 0);
    if (__pyx_t_15) {
      __pyx_t_13 = (__pyx_v_n_nit_sot > 0);
      __pyx_t_3 = __pyx_t_13;
    } else {
      __pyx_t_3 = __pyx_t_15;
    }
    if (__pyx_t_3) {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":314
 *         offset = n_mit_mot_outs
 *         if i !=0 and n_nit_sot >0:
 *             for idx in range(n_outs + n_nit_sot - n_mit_mot):             # <<<<<<<<<<<<<<
 *                 if ( store_steps[<unsigned int>(idx+n_mit_mot)] == 1 or
 *                     vector_outs[<unsigned int>(idx+n_mit_mot)] == 1):
 */
      __pyx_t_4 = ((__pyx_v_n_outs + __pyx_v_n_nit_sot) - __pyx_v_n_mit_mot);
      for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
        __pyx_v_idx = __pyx_t_5;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":315
 *         if i !=0 and n_nit_sot >0:
 *             for idx in range(n_outs + n_nit_sot - n_mit_mot):
 *                 if ( store_steps[<unsigned int>(idx+n_mit_mot)] == 1 or             # <<<<<<<<<<<<<<
 *                     vector_outs[<unsigned int>(idx+n_mit_mot)] == 1):
 *                     output_storage[<unsigned int>(idx+offset)].storage[0] = None
 */
        __pyx_t_3 = ((__pyx_v_store_steps[(__pyx_v_idx + __pyx_v_n_mit_mot)]) == 1);
        if (!__pyx_t_3) {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":316
 *             for idx in range(n_outs + n_nit_sot - n_mit_mot):
 *                 if ( store_steps[<unsigned int>(idx+n_mit_mot)] == 1 or
 *                     vector_outs[<unsigned int>(idx+n_mit_mot)] == 1):             # <<<<<<<<<<<<<<
 *                     output_storage[<unsigned int>(idx+offset)].storage[0] = None
 *                 else:
 */
          __pyx_t_25 = (__pyx_v_idx + __pyx_v_n_mit_mot);
          __pyx_t_15 = ((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_vector_outs.buf, __pyx_t_25, __pyx_bstride_0_vector_outs)) == 1);
          __pyx_t_13 = __pyx_t_15;
        } else {
          __pyx_t_13 = __pyx_t_3;
        }
        if (__pyx_t_13) {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":317
 *                 if ( store_steps[<unsigned int>(idx+n_mit_mot)] == 1 or
 *                     vector_outs[<unsigned int>(idx+n_mit_mot)] == 1):
 *                     output_storage[<unsigned int>(idx+offset)].storage[0] = None             # <<<<<<<<<<<<<<
 *                 else:
 *                     output_storage[<unsigned int>(idx+offset)].storage[0] =\
 */
          __pyx_t_28 = (__pyx_v_idx + __pyx_v_offset);
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_t_28, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 317; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__storage); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 317; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          if (__Pyx_SetItemInt(__pyx_t_2, 0, Py_None, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 317; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          goto __pyx_L49;
        }
        /*else*/ {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":320
 *                 else:
 *                     output_storage[<unsigned int>(idx+offset)].storage[0] =\
 *                         outs[<unsigned int>(idx+n_mit_mot)][0][pos[\             # <<<<<<<<<<<<<<
 *                                             <unsigned int>(idx+n_mit_mot)]]
 *         else:
 */
          __pyx_t_28 = (__pyx_v_idx + __pyx_v_n_mit_mot);
          __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_t_28, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 320; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 320; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":321
 *                     output_storage[<unsigned int>(idx+offset)].storage[0] =\
 *                         outs[<unsigned int>(idx+n_mit_mot)][0][pos[\
 *                                             <unsigned int>(idx+n_mit_mot)]]             # <<<<<<<<<<<<<<
 *         else:
 *             for idx in range(n_outs + n_nit_sot - n_mit_mot):
 */
          __pyx_t_10 = (__pyx_v_pos[(__pyx_v_idx + __pyx_v_n_mit_mot)]);
          __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_1, __pyx_t_10, sizeof(int), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 320; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":319
 *                     output_storage[<unsigned int>(idx+offset)].storage[0] = None
 *                 else:
 *                     output_storage[<unsigned int>(idx+offset)].storage[0] =\             # <<<<<<<<<<<<<<
 *                         outs[<unsigned int>(idx+n_mit_mot)][0][pos[\
 *                                             <unsigned int>(idx+n_mit_mot)]]
 */
          __pyx_t_28 = (__pyx_v_idx + __pyx_v_offset);
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_t_28, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 319; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__storage); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 319; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          if (__Pyx_SetItemInt(__pyx_t_7, 0, __pyx_t_2, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 319; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        }
        __pyx_L49:;
      }
      goto __pyx_L46;
    }
    /*else*/ {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":323
 *                                             <unsigned int>(idx+n_mit_mot)]]
 *         else:
 *             for idx in range(n_outs + n_nit_sot - n_mit_mot):             # <<<<<<<<<<<<<<
 *                 output_storage[<unsigned int>(idx+offset)].storage[0] = None
 * 
 */
      __pyx_t_4 = ((__pyx_v_n_outs + __pyx_v_n_nit_sot) - __pyx_v_n_mit_mot);
      for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
        __pyx_v_idx = __pyx_t_5;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":324
 *         else:
 *             for idx in range(n_outs + n_nit_sot - n_mit_mot):
 *                 output_storage[<unsigned int>(idx+offset)].storage[0] = None             # <<<<<<<<<<<<<<
 * 
 *         offset += n_outs+n_nit_sot - n_mit_mot
 */
        __pyx_t_28 = (__pyx_v_idx + __pyx_v_offset);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_t_28, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 324; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_7 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__storage); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 324; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        if (__Pyx_SetItemInt(__pyx_t_7, 0, Py_None, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 324; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      }
    }
    __pyx_L46:;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":326
 *                 output_storage[<unsigned int>(idx+offset)].storage[0] = None
 * 
 *         offset += n_outs+n_nit_sot - n_mit_mot             # <<<<<<<<<<<<<<
 *         for idx in range(n_shared_outs):
 *             output_storage[<unsigned int>(idx+offset)].storage[0] = None
 */
    __pyx_v_offset = (__pyx_v_offset + ((__pyx_v_n_outs + __pyx_v_n_nit_sot) - __pyx_v_n_mit_mot));

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":327
 * 
 *         offset += n_outs+n_nit_sot - n_mit_mot
 *         for idx in range(n_shared_outs):             # <<<<<<<<<<<<<<
 *             output_storage[<unsigned int>(idx+offset)].storage[0] = None
 *         if as_while:
 */
    __pyx_t_4 = __pyx_v_n_shared_outs;
    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_idx = __pyx_t_5;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":328
 *         offset += n_outs+n_nit_sot - n_mit_mot
 *         for idx in range(n_shared_outs):
 *             output_storage[<unsigned int>(idx+offset)].storage[0] = None             # <<<<<<<<<<<<<<
 *         if as_while:
 *             pdx = offset + n_shared_outs
 */
      __pyx_t_28 = (__pyx_v_idx + __pyx_v_offset);
      __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_t_28, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 328; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__storage); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 328; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      if (__Pyx_SetItemInt(__pyx_t_2, 0, Py_None, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 328; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    }

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":329
 *         for idx in range(n_shared_outs):
 *             output_storage[<unsigned int>(idx+offset)].storage[0] = None
 *         if as_while:             # <<<<<<<<<<<<<<
 *             pdx = offset + n_shared_outs
 *             output_storage[<unsigned int>pdx].storage[0] = None
 */
    if (__pyx_v_as_while) {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":330
 *             output_storage[<unsigned int>(idx+offset)].storage[0] = None
 *         if as_while:
 *             pdx = offset + n_shared_outs             # <<<<<<<<<<<<<<
 *             output_storage[<unsigned int>pdx].storage[0] = None
 *         # 5. compute outputs
 */
      __pyx_v_pdx = (__pyx_v_offset + __pyx_v_n_shared_outs);

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":331
 *         if as_while:
 *             pdx = offset + n_shared_outs
 *             output_storage[<unsigned int>pdx].storage[0] = None             # <<<<<<<<<<<<<<
 *         # 5. compute outputs
 *         t0_fn = time.time()
 */
      __pyx_t_4 = __pyx_v_pdx;
      __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_t_4, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 331; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_7 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__storage); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 331; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      if (__Pyx_SetItemInt(__pyx_t_7, 0, Py_None, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 331; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      goto __pyx_L54;
    }
    __pyx_L54:;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":333
 *             output_storage[<unsigned int>pdx].storage[0] = None
 *         # 5. compute outputs
 *         t0_fn = time.time()             # <<<<<<<<<<<<<<
 *         fn()
 *         dt_fn = time.time() - t0_fn
 */
    __pyx_t_7 = __Pyx_GetName(__pyx_m, __pyx_n_s__time); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 333; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__time); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 333; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_7 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 333; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_v_t0_fn);
    __pyx_v_t0_fn = __pyx_t_7;
    __pyx_t_7 = 0;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":334
 *         # 5. compute outputs
 *         t0_fn = time.time()
 *         fn()             # <<<<<<<<<<<<<<
 *         dt_fn = time.time() - t0_fn
 *         t_fn += dt_fn
 */
    __pyx_t_7 = PyObject_Call(__pyx_v_fn, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 334; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":335
 *         t0_fn = time.time()
 *         fn()
 *         dt_fn = time.time() - t0_fn             # <<<<<<<<<<<<<<
 *         t_fn += dt_fn
 *         if self.as_while:
 */
    __pyx_t_7 = __Pyx_GetName(__pyx_m, __pyx_n_s__time); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 335; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__time); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 335; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_7 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 335; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_2 = PyNumber_Subtract(__pyx_t_7, __pyx_v_t0_fn); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 335; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __Pyx_DECREF(__pyx_v_dt_fn);
    __pyx_v_dt_fn = __pyx_t_2;
    __pyx_t_2 = 0;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":336
 *         fn()
 *         dt_fn = time.time() - t0_fn
 *         t_fn += dt_fn             # <<<<<<<<<<<<<<
 *         if self.as_while:
 *             pdx = offset + n_shared_outs
 */
    __pyx_t_2 = PyNumber_InPlaceAdd(__pyx_v_t_fn, __pyx_v_dt_fn); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 336; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_v_t_fn);
    __pyx_v_t_fn = __pyx_t_2;
    __pyx_t_2 = 0;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":337
 *         dt_fn = time.time() - t0_fn
 *         t_fn += dt_fn
 *         if self.as_while:             # <<<<<<<<<<<<<<
 *             pdx = offset + n_shared_outs
 *             cond = output_storage[pdx].storage[0] == 0
 */
    __pyx_t_2 = PyObject_GetAttr(__pyx_v_self, __pyx_n_s__as_while); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 337; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_13 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 337; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    if (__pyx_t_13) {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":338
 *         t_fn += dt_fn
 *         if self.as_while:
 *             pdx = offset + n_shared_outs             # <<<<<<<<<<<<<<
 *             cond = output_storage[pdx].storage[0] == 0
 * 
 */
      __pyx_v_pdx = (__pyx_v_offset + __pyx_v_n_shared_outs);

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":339
 *         if self.as_while:
 *             pdx = offset + n_shared_outs
 *             cond = output_storage[pdx].storage[0] == 0             # <<<<<<<<<<<<<<
 * 
 * 
 */
      __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_v_pdx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 339; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_7 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__storage); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 339; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 339; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __pyx_t_7 = PyObject_RichCompare(__pyx_t_2, __pyx_int_0, Py_EQ); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 339; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_10 = __Pyx_PyInt_AsInt(__pyx_t_7); if (unlikely((__pyx_t_10 == (int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 339; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __pyx_v_cond = __pyx_t_10;
      goto __pyx_L55;
    }
    __pyx_L55:;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":342
 * 
 * 
 *         offset_out = 0             # <<<<<<<<<<<<<<
 *         # 5.1 Copy over the values for mit_mot outputs
 *         for j in range(n_mit_mot):
 */
    __pyx_v_offset_out = 0;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":344
 *         offset_out = 0
 *         # 5.1 Copy over the values for mit_mot outputs
 *         for j in range(n_mit_mot):             # <<<<<<<<<<<<<<
 *             for kdx in range(mit_mot_out_nslices[j]):
 *                 k = mit_mot_out_slices[j,kdx]
 */
    __pyx_t_4 = __pyx_v_n_mit_mot;
    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_j = __pyx_t_5;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":345
 *         # 5.1 Copy over the values for mit_mot outputs
 *         for j in range(n_mit_mot):
 *             for kdx in range(mit_mot_out_nslices[j]):             # <<<<<<<<<<<<<<
 *                 k = mit_mot_out_slices[j,kdx]
 *                 outs[j][0][<unsigned int>(k+pos[j])] = output_storage[offset_out].storage[0]
 */
      __pyx_t_28 = __pyx_v_j;
      __pyx_t_11 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_mit_mot_out_nslices.buf, __pyx_t_28, __pyx_bstride_0_mit_mot_out_nslices));
      for (__pyx_t_29 = 0; __pyx_t_29 < __pyx_t_11; __pyx_t_29+=1) {
        __pyx_v_kdx = __pyx_t_29;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":346
 *         for j in range(n_mit_mot):
 *             for kdx in range(mit_mot_out_nslices[j]):
 *                 k = mit_mot_out_slices[j,kdx]             # <<<<<<<<<<<<<<
 *                 outs[j][0][<unsigned int>(k+pos[j])] = output_storage[offset_out].storage[0]
 *                 offset_out += 1
 */
        __pyx_t_30 = __pyx_v_j;
        __pyx_t_31 = __pyx_v_kdx;
        __pyx_v_k = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_mit_mot_out_slices.buf, __pyx_t_30, __pyx_bstride_0_mit_mot_out_slices, __pyx_t_31, __pyx_bstride_1_mit_mot_out_slices));

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":347
 *             for kdx in range(mit_mot_out_nslices[j]):
 *                 k = mit_mot_out_slices[j,kdx]
 *                 outs[j][0][<unsigned int>(k+pos[j])] = output_storage[offset_out].storage[0]             # <<<<<<<<<<<<<<
 *                 offset_out += 1
 * 
 */
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_v_offset_out, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 347; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__storage); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 347; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 347; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 347; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 347; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_32 = (__pyx_v_k + (__pyx_v_pos[__pyx_v_j]));
        if (__Pyx_SetItemInt(__pyx_t_1, __pyx_t_32, __pyx_t_7, sizeof(unsigned int)+1, PyLong_FromUnsignedLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 347; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":348
 *                 k = mit_mot_out_slices[j,kdx]
 *                 outs[j][0][<unsigned int>(k+pos[j])] = output_storage[offset_out].storage[0]
 *                 offset_out += 1             # <<<<<<<<<<<<<<
 * 
 *         # 5.2 Copy over the values for mit_sot/sit_sot outputs
 */
        __pyx_v_offset_out = (__pyx_v_offset_out + 1);
      }
    }

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":351
 * 
 *         # 5.2 Copy over the values for mit_sot/sit_sot outputs
 *         begin = n_mit_mot             # <<<<<<<<<<<<<<
 *         end   = n_outs
 *         offset_out -= n_mit_mot
 */
    __pyx_v_begin = __pyx_v_n_mit_mot;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":352
 *         # 5.2 Copy over the values for mit_sot/sit_sot outputs
 *         begin = n_mit_mot
 *         end   = n_outs             # <<<<<<<<<<<<<<
 *         offset_out -= n_mit_mot
 * 
 */
    __pyx_v_end = __pyx_v_n_outs;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":353
 *         begin = n_mit_mot
 *         end   = n_outs
 *         offset_out -= n_mit_mot             # <<<<<<<<<<<<<<
 * 
 *         for j in range(begin, end):
 */
    __pyx_v_offset_out = (__pyx_v_offset_out - __pyx_v_n_mit_mot);

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":355
 *         offset_out -= n_mit_mot
 * 
 *         for j in range(begin, end):             # <<<<<<<<<<<<<<
 *             if ( store_steps[j] == 1 or vector_outs[j] ==1 or
 *                 outs[j][0][pos[j]] is not output_storage[<unsigned int>(offset_out+j)].storage[0]):
 */
    __pyx_t_4 = __pyx_v_end;
    for (__pyx_t_5 = __pyx_v_begin; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_j = __pyx_t_5;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":356
 * 
 *         for j in range(begin, end):
 *             if ( store_steps[j] == 1 or vector_outs[j] ==1 or             # <<<<<<<<<<<<<<
 *                 outs[j][0][pos[j]] is not output_storage[<unsigned int>(offset_out+j)].storage[0]):
 * 
 */
      __pyx_t_13 = ((__pyx_v_store_steps[__pyx_v_j]) == 1);
      if (!__pyx_t_13) {
        __pyx_t_29 = __pyx_v_j;
        __pyx_t_3 = ((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_vector_outs.buf, __pyx_t_29, __pyx_bstride_0_vector_outs)) == 1);
        if (!__pyx_t_3) {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":357
 *         for j in range(begin, end):
 *             if ( store_steps[j] == 1 or vector_outs[j] ==1 or
 *                 outs[j][0][pos[j]] is not output_storage[<unsigned int>(offset_out+j)].storage[0]):             # <<<<<<<<<<<<<<
 * 
 *                 outs[j][0][pos[j]] = output_storage[<unsigned int>(offset_out+j)].storage[0]
 */
          __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 357; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 357; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_10 = (__pyx_v_pos[__pyx_v_j]);
          __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, __pyx_t_10, sizeof(int), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 357; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_32 = (__pyx_v_offset_out + __pyx_v_j);
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_t_32, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 357; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__storage); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 357; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 357; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_15 = (__pyx_t_7 != __pyx_t_1);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_14 = __pyx_t_15;
        } else {
          __pyx_t_14 = __pyx_t_3;
        }
        __pyx_t_3 = __pyx_t_14;
      } else {
        __pyx_t_3 = __pyx_t_13;
      }
      if (__pyx_t_3) {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":359
 *                 outs[j][0][pos[j]] is not output_storage[<unsigned int>(offset_out+j)].storage[0]):
 * 
 *                 outs[j][0][pos[j]] = output_storage[<unsigned int>(offset_out+j)].storage[0]             # <<<<<<<<<<<<<<
 * 
 *         # 5.3 Copy over the values for nit_sot outputs
 */
        __pyx_t_32 = (__pyx_v_offset_out + __pyx_v_j);
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_t_32, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 359; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__storage); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 359; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 359; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 359; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 359; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_10 = (__pyx_v_pos[__pyx_v_j]);
        if (__Pyx_SetItemInt(__pyx_t_2, __pyx_t_10, __pyx_t_1, sizeof(int), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 359; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        goto __pyx_L62;
      }
      __pyx_L62:;
    }

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":362
 * 
 *         # 5.3 Copy over the values for nit_sot outputs
 *         begin  = end             # <<<<<<<<<<<<<<
 *         end   += n_nit_sot
 *         for j in range(begin,end):
 */
    __pyx_v_begin = __pyx_v_end;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":363
 *         # 5.3 Copy over the values for nit_sot outputs
 *         begin  = end
 *         end   += n_nit_sot             # <<<<<<<<<<<<<<
 *         for j in range(begin,end):
 *             if i == 0:
 */
    __pyx_v_end = (__pyx_v_end + __pyx_v_n_nit_sot);

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":364
 *         begin  = end
 *         end   += n_nit_sot
 *         for j in range(begin,end):             # <<<<<<<<<<<<<<
 *             if i == 0:
 *                 jout = j+offset_out
 */
    __pyx_t_4 = __pyx_v_end;
    for (__pyx_t_5 = __pyx_v_begin; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_j = __pyx_t_5;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":365
 *         end   += n_nit_sot
 *         for j in range(begin,end):
 *             if i == 0:             # <<<<<<<<<<<<<<
 *                 jout = j+offset_out
 *                 shape = (store_steps[j],) + output_storage[jout].storage[0].shape
 */
      __pyx_t_3 = (__pyx_v_i == 0);
      if (__pyx_t_3) {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":366
 *         for j in range(begin,end):
 *             if i == 0:
 *                 jout = j+offset_out             # <<<<<<<<<<<<<<
 *                 shape = (store_steps[j],) + output_storage[jout].storage[0].shape
 *                 if len(output_storage[jout].storage[0].shape) == 0:
 */
        __pyx_v_jout = (__pyx_v_j + __pyx_v_offset_out);

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":367
 *             if i == 0:
 *                 jout = j+offset_out
 *                 shape = (store_steps[j],) + output_storage[jout].storage[0].shape             # <<<<<<<<<<<<<<
 *                 if len(output_storage[jout].storage[0].shape) == 0:
 *                     vector_outs[j] = 1
 */
        __pyx_t_1 = PyInt_FromLong((__pyx_v_store_steps[__pyx_v_j])); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 367; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 367; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(((PyObject *)__pyx_t_2));
        PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1);
        __Pyx_GIVEREF(__pyx_t_1);
        __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_v_jout, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 367; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__storage); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 367; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 367; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__shape); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 367; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = PyNumber_Add(((PyObject *)__pyx_t_2), __pyx_t_7); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 367; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_DECREF(__pyx_v_shape);
        __pyx_v_shape = __pyx_t_1;
        __pyx_t_1 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":368
 *                 jout = j+offset_out
 *                 shape = (store_steps[j],) + output_storage[jout].storage[0].shape
 *                 if len(output_storage[jout].storage[0].shape) == 0:             # <<<<<<<<<<<<<<
 *                     vector_outs[j] = 1
 *                 dtype = output_storage[jout].storage[0].dtype
 */
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_v_jout, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 368; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__storage); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 368; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 368; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__shape); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 368; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_17 = PyObject_Length(__pyx_t_7); if (unlikely(__pyx_t_17 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 368; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_3 = (__pyx_t_17 == 0);
        if (__pyx_t_3) {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":369
 *                 shape = (store_steps[j],) + output_storage[jout].storage[0].shape
 *                 if len(output_storage[jout].storage[0].shape) == 0:
 *                     vector_outs[j] = 1             # <<<<<<<<<<<<<<
 *                 dtype = output_storage[jout].storage[0].dtype
 *                 if (outs[j][0] is None or
 */
          __pyx_t_32 = __pyx_v_j;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_vector_outs.buf, __pyx_t_32, __pyx_bstride_0_vector_outs) = 1;
          goto __pyx_L66;
        }
        __pyx_L66:;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":370
 *                 if len(output_storage[jout].storage[0].shape) == 0:
 *                     vector_outs[j] = 1
 *                 dtype = output_storage[jout].storage[0].dtype             # <<<<<<<<<<<<<<
 *                 if (outs[j][0] is None or
 *                         outs[j][0].shape[0] < store_steps[j] or
 */
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_v_jout, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 370; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_1 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__storage); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 370; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 370; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__dtype); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 370; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_DECREF(__pyx_v_dtype);
        __pyx_v_dtype = __pyx_t_1;
        __pyx_t_1 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":371
 *                     vector_outs[j] = 1
 *                 dtype = output_storage[jout].storage[0].dtype
 *                 if (outs[j][0] is None or             # <<<<<<<<<<<<<<
 *                         outs[j][0].shape[0] < store_steps[j] or
 *                         outs[j][0].shape[1:] != shape[1:] or
 */
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 371; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 371; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_3 = (__pyx_t_7 == Py_None);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        if (!__pyx_t_3) {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":372
 *                 dtype = output_storage[jout].storage[0].dtype
 *                 if (outs[j][0] is None or
 *                         outs[j][0].shape[0] < store_steps[j] or             # <<<<<<<<<<<<<<
 *                         outs[j][0].shape[1:] != shape[1:] or
 *                         outs[j][0].dtype != dtype ):
 */
          __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 372; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 372; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__shape); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 372; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 372; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_7 = PyInt_FromLong((__pyx_v_store_steps[__pyx_v_j])); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 372; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __pyx_t_2 = PyObject_RichCompare(__pyx_t_1, __pyx_t_7, Py_LT); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 372; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_13 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 372; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          if (!__pyx_t_13) {

            /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":373
 *                 if (outs[j][0] is None or
 *                         outs[j][0].shape[0] < store_steps[j] or
 *                         outs[j][0].shape[1:] != shape[1:] or             # <<<<<<<<<<<<<<
 *                         outs[j][0].dtype != dtype ):
 *                     if self.gpu:
 */
            __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 373; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_2);
            __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 373; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_7);
            __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
            __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__shape); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 373; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_2);
            __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
            __pyx_t_7 = __Pyx_PySequence_GetSlice(__pyx_t_2, 1, PY_SSIZE_T_MAX); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 373; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_7);
            __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
            __pyx_t_2 = __Pyx_PySequence_GetSlice(__pyx_v_shape, 1, PY_SSIZE_T_MAX); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 373; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_2);
            __pyx_t_1 = PyObject_RichCompare(__pyx_t_7, __pyx_t_2, Py_NE); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 373; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_1);
            __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
            __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
            __pyx_t_14 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_14 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 373; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
            if (!__pyx_t_14) {

              /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":374
 *                         outs[j][0].shape[0] < store_steps[j] or
 *                         outs[j][0].shape[1:] != shape[1:] or
 *                         outs[j][0].dtype != dtype ):             # <<<<<<<<<<<<<<
 *                     if self.gpu:
 *                         outs[j][0] = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)
 */
              __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 374; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
              __Pyx_GOTREF(__pyx_t_1);
              __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 374; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
              __Pyx_GOTREF(__pyx_t_2);
              __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
              __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__dtype); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 374; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
              __Pyx_GOTREF(__pyx_t_1);
              __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
              __pyx_t_2 = PyObject_RichCompare(__pyx_t_1, __pyx_v_dtype, Py_NE); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 374; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
              __Pyx_GOTREF(__pyx_t_2);
              __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
              __pyx_t_15 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_15 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 374; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
              __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
              __pyx_t_33 = __pyx_t_15;
            } else {
              __pyx_t_33 = __pyx_t_14;
            }
            __pyx_t_14 = __pyx_t_33;
          } else {
            __pyx_t_14 = __pyx_t_13;
          }
          __pyx_t_13 = __pyx_t_14;
        } else {
          __pyx_t_13 = __pyx_t_3;
        }
        if (__pyx_t_13) {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":375
 *                         outs[j][0].shape[1:] != shape[1:] or
 *                         outs[j][0].dtype != dtype ):
 *                     if self.gpu:             # <<<<<<<<<<<<<<
 *                         outs[j][0] = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)
 *                     else:
 */
          __pyx_t_2 = PyObject_GetAttr(__pyx_v_self, __pyx_n_s__gpu); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 375; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_13 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 375; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          if (__pyx_t_13) {

            /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":376
 *                         outs[j][0].dtype != dtype ):
 *                     if self.gpu:
 *                         outs[j][0] = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)             # <<<<<<<<<<<<<<
 *                     else:
 *                         outs[j][0] = numpy.zeros(shape, dtype)
 */
            __pyx_t_2 = __Pyx_GetName(__pyx_m, __pyx_n_s__cuda); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 376; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_2);
            __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__cuda_ndarray); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 376; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_1);
            __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
            __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__cuda_ndarray); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 376; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_2);
            __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
            __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__CudaNdarray); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 376; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_1);
            __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
            __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__zeros); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 376; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_2);
            __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
            __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 376; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(((PyObject *)__pyx_t_1));
            __Pyx_INCREF(__pyx_v_shape);
            PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_shape);
            __Pyx_GIVEREF(__pyx_v_shape);
            __pyx_t_7 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_1), NULL); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 376; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_7);
            __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
            __Pyx_DECREF(((PyObject *)__pyx_t_1)); __pyx_t_1 = 0;
            __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 376; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_1);
            if (__Pyx_SetItemInt(__pyx_t_1, 0, __pyx_t_7, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 376; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
            __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
            goto __pyx_L68;
          }
          /*else*/ {

            /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":378
 *                         outs[j][0] = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)
 *                     else:
 *                         outs[j][0] = numpy.zeros(shape, dtype)             # <<<<<<<<<<<<<<
 *                 elif outs[j][0].shape[0] != store_steps[j]:
 *                     outs[j][0] = outs[j][0][:store_steps[j]]
 */
            __pyx_t_7 = __Pyx_GetName(__pyx_m, __pyx_n_s__numpy); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 378; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_7);
            __pyx_t_1 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__zeros); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 378; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_1);
            __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
            __pyx_t_7 = PyTuple_New(2); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 378; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(((PyObject *)__pyx_t_7));
            __Pyx_INCREF(__pyx_v_shape);
            PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_v_shape);
            __Pyx_GIVEREF(__pyx_v_shape);
            __Pyx_INCREF(__pyx_v_dtype);
            PyTuple_SET_ITEM(__pyx_t_7, 1, __pyx_v_dtype);
            __Pyx_GIVEREF(__pyx_v_dtype);
            __pyx_t_2 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_t_7), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 378; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_2);
            __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
            __Pyx_DECREF(((PyObject *)__pyx_t_7)); __pyx_t_7 = 0;
            __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 378; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_GOTREF(__pyx_t_7);
            if (__Pyx_SetItemInt(__pyx_t_7, 0, __pyx_t_2, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 378; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
            __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          }
          __pyx_L68:;
          goto __pyx_L67;
        }

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":379
 *                     else:
 *                         outs[j][0] = numpy.zeros(shape, dtype)
 *                 elif outs[j][0].shape[0] != store_steps[j]:             # <<<<<<<<<<<<<<
 *                     outs[j][0] = outs[j][0][:store_steps[j]]
 *                 outs[j][0][pos[j]] = output_storage[jout].storage[0]
 */
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 379; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 379; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__shape); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 379; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 379; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = PyInt_FromLong((__pyx_v_store_steps[__pyx_v_j])); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 379; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_1 = PyObject_RichCompare(__pyx_t_7, __pyx_t_2, Py_NE); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 379; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_13 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 379; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if (__pyx_t_13) {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":380
 *                         outs[j][0] = numpy.zeros(shape, dtype)
 *                 elif outs[j][0].shape[0] != store_steps[j]:
 *                     outs[j][0] = outs[j][0][:store_steps[j]]             # <<<<<<<<<<<<<<
 *                 outs[j][0][pos[j]] = output_storage[jout].storage[0]
 *             elif (store_steps[j] == 1 or vector_outs[j] == 1 or
 */
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 380; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 380; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_1 = __Pyx_PySequence_GetSlice(__pyx_t_2, 0, (__pyx_v_store_steps[__pyx_v_j])); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 380; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 380; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          if (__Pyx_SetItemInt(__pyx_t_2, 0, __pyx_t_1, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 380; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          goto __pyx_L67;
        }
        __pyx_L67:;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":381
 *                 elif outs[j][0].shape[0] != store_steps[j]:
 *                     outs[j][0] = outs[j][0][:store_steps[j]]
 *                 outs[j][0][pos[j]] = output_storage[jout].storage[0]             # <<<<<<<<<<<<<<
 *             elif (store_steps[j] == 1 or vector_outs[j] == 1 or
 *                   outs[j][0][pos[j]] is not output_storage[j+offset_out].storage[0]):
 */
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_v_jout, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 381; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__storage); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 381; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 381; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 381; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 381; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_10 = (__pyx_v_pos[__pyx_v_j]);
        if (__Pyx_SetItemInt(__pyx_t_7, __pyx_t_10, __pyx_t_1, sizeof(int), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 381; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        goto __pyx_L65;
      }

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":382
 *                     outs[j][0] = outs[j][0][:store_steps[j]]
 *                 outs[j][0][pos[j]] = output_storage[jout].storage[0]
 *             elif (store_steps[j] == 1 or vector_outs[j] == 1 or             # <<<<<<<<<<<<<<
 *                   outs[j][0][pos[j]] is not output_storage[j+offset_out].storage[0]):
 *                 outs[j][0][pos[j]] = output_storage[j+offset_out].storage[0]
 */
      __pyx_t_13 = ((__pyx_v_store_steps[__pyx_v_j]) == 1);
      if (!__pyx_t_13) {
        __pyx_t_34 = __pyx_v_j;
        __pyx_t_3 = ((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_vector_outs.buf, __pyx_t_34, __pyx_bstride_0_vector_outs)) == 1);
        if (!__pyx_t_3) {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":383
 *                 outs[j][0][pos[j]] = output_storage[jout].storage[0]
 *             elif (store_steps[j] == 1 or vector_outs[j] == 1 or
 *                   outs[j][0][pos[j]] is not output_storage[j+offset_out].storage[0]):             # <<<<<<<<<<<<<<
 *                 outs[j][0][pos[j]] = output_storage[j+offset_out].storage[0]
 * 
 */
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 383; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 383; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_10 = (__pyx_v_pos[__pyx_v_j]);
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_7, __pyx_t_10, sizeof(int), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 383; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_35 = (__pyx_v_j + __pyx_v_offset_out);
          __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_t_35, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 383; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__storage); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 383; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 383; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_14 = (__pyx_t_1 != __pyx_t_7);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_33 = __pyx_t_14;
        } else {
          __pyx_t_33 = __pyx_t_3;
        }
        __pyx_t_3 = __pyx_t_33;
      } else {
        __pyx_t_3 = __pyx_t_13;
      }
      if (__pyx_t_3) {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":384
 *             elif (store_steps[j] == 1 or vector_outs[j] == 1 or
 *                   outs[j][0][pos[j]] is not output_storage[j+offset_out].storage[0]):
 *                 outs[j][0][pos[j]] = output_storage[j+offset_out].storage[0]             # <<<<<<<<<<<<<<
 * 
 * 
 */
        __pyx_t_35 = (__pyx_v_j + __pyx_v_offset_out);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_t_35, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 384; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_1 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__storage); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 384; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 384; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 384; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 384; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_10 = (__pyx_v_pos[__pyx_v_j]);
        if (__Pyx_SetItemInt(__pyx_t_2, __pyx_t_10, __pyx_t_7, sizeof(int), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 384; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        goto __pyx_L65;
      }
      __pyx_L65:;
    }

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":389
 *         # 5.4 Copy over the values for outputs corresponding to shared
 *         # variables
 *         begin  = end             # <<<<<<<<<<<<<<
 *         end   += n_shared_outs
 *         for j in range(begin,end):
 */
    __pyx_v_begin = __pyx_v_end;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":390
 *         # variables
 *         begin  = end
 *         end   += n_shared_outs             # <<<<<<<<<<<<<<
 *         for j in range(begin,end):
 *             jout = j +offset_out
 */
    __pyx_v_end = (__pyx_v_end + __pyx_v_n_shared_outs);

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":391
 *         begin  = end
 *         end   += n_shared_outs
 *         for j in range(begin,end):             # <<<<<<<<<<<<<<
 *             jout = j +offset_out
 *             outs[j][0] = output_storage[jout].storage[0]
 */
    __pyx_t_4 = __pyx_v_end;
    for (__pyx_t_5 = __pyx_v_begin; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_j = __pyx_t_5;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":392
 *         end   += n_shared_outs
 *         for j in range(begin,end):
 *             jout = j +offset_out             # <<<<<<<<<<<<<<
 *             outs[j][0] = output_storage[jout].storage[0]
 * 
 */
      __pyx_v_jout = (__pyx_v_j + __pyx_v_offset_out);

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":393
 *         for j in range(begin,end):
 *             jout = j +offset_out
 *             outs[j][0] = output_storage[jout].storage[0]             # <<<<<<<<<<<<<<
 * 
 *         for idx in range(lenpos):
 */
      __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_output_storage, __pyx_v_jout, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 393; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__storage); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 393; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 393; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_j, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 393; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      if (__Pyx_SetItemInt(__pyx_t_2, 0, __pyx_t_7, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 393; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    }

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":395
 *             outs[j][0] = output_storage[jout].storage[0]
 * 
 *         for idx in range(lenpos):             # <<<<<<<<<<<<<<
 *             pos[idx] = (pos[idx]+1)%store_steps[idx]
 *         i = i + 1
 */
    __pyx_t_4 = __pyx_v_lenpos;
    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_idx = __pyx_t_5;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":396
 * 
 *         for idx in range(lenpos):
 *             pos[idx] = (pos[idx]+1)%store_steps[idx]             # <<<<<<<<<<<<<<
 *         i = i + 1
 * 
 */
      __pyx_t_8 = ((__pyx_v_pos[__pyx_v_idx]) + 1);
      __pyx_t_10 = (__pyx_v_store_steps[__pyx_v_idx]);
      if (unlikely(__pyx_t_10 == 0)) {
        PyErr_Format(PyExc_ZeroDivisionError, "integer division or modulo by zero");
        {__pyx_filename = __pyx_f[0]; __pyx_lineno = 396; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      (__pyx_v_pos[__pyx_v_idx]) = __Pyx_mod_long(__pyx_t_8, __pyx_t_10);
    }

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":397
 *         for idx in range(lenpos):
 *             pos[idx] = (pos[idx]+1)%store_steps[idx]
 *         i = i + 1             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __pyx_v_i = (__pyx_v_i + 1);
  }

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":402
 * 
 *     # 6. Check if you need to re-order output buffers
 *     begin = n_mit_mot             # <<<<<<<<<<<<<<
 *     end   = n_outs + n_nit_sot
 *     for idx in range(begin, end):
 */
  __pyx_v_begin = __pyx_v_n_mit_mot;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":403
 *     # 6. Check if you need to re-order output buffers
 *     begin = n_mit_mot
 *     end   = n_outs + n_nit_sot             # <<<<<<<<<<<<<<
 *     for idx in range(begin, end):
 *         if ( store_steps[idx] < i-mintaps[idx] and
 */
  __pyx_v_end = (__pyx_v_n_outs + __pyx_v_n_nit_sot);

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":404
 *     begin = n_mit_mot
 *     end   = n_outs + n_nit_sot
 *     for idx in range(begin, end):             # <<<<<<<<<<<<<<
 *         if ( store_steps[idx] < i-mintaps[idx] and
 *             pos[idx] < store_steps[idx] ):
 */
  __pyx_t_4 = __pyx_v_end;
  for (__pyx_t_5 = __pyx_v_begin; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
    __pyx_v_idx = __pyx_t_5;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":405
 *     end   = n_outs + n_nit_sot
 *     for idx in range(begin, end):
 *         if ( store_steps[idx] < i-mintaps[idx] and             # <<<<<<<<<<<<<<
 *             pos[idx] < store_steps[idx] ):
 * 
 */
    __pyx_t_35 = __pyx_v_idx;
    __pyx_t_3 = ((__pyx_v_store_steps[__pyx_v_idx]) < (__pyx_v_i - (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_mintaps.buf, __pyx_t_35, __pyx_bstride_0_mintaps))));
    if (__pyx_t_3) {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":406
 *     for idx in range(begin, end):
 *         if ( store_steps[idx] < i-mintaps[idx] and
 *             pos[idx] < store_steps[idx] ):             # <<<<<<<<<<<<<<
 * 
 *             pdx = pos[idx]
 */
      __pyx_t_13 = ((__pyx_v_pos[__pyx_v_idx]) < (__pyx_v_store_steps[__pyx_v_idx]));
      __pyx_t_33 = __pyx_t_13;
    } else {
      __pyx_t_33 = __pyx_t_3;
    }
    if (__pyx_t_33) {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":408
 *             pos[idx] < store_steps[idx] ):
 * 
 *             pdx = pos[idx]             # <<<<<<<<<<<<<<
 *             if pdx < store_steps[idx]//2 :
 *                 shape = (pdx,)+ outs[idx][0].shape[1:]
 */
      __pyx_v_pdx = (__pyx_v_pos[__pyx_v_idx]);

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":409
 * 
 *             pdx = pos[idx]
 *             if pdx < store_steps[idx]//2 :             # <<<<<<<<<<<<<<
 *                 shape = (pdx,)+ outs[idx][0].shape[1:]
 * 
 */
      __pyx_t_33 = (__pyx_v_pdx < __Pyx_div_long((__pyx_v_store_steps[__pyx_v_idx]), 2));
      if (__pyx_t_33) {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":410
 *             pdx = pos[idx]
 *             if pdx < store_steps[idx]//2 :
 *                 shape = (pdx,)+ outs[idx][0].shape[1:]             # <<<<<<<<<<<<<<
 * 
 *                 if cuda.cuda_available and isinstance( outs[idx][0],
 */
        __pyx_t_7 = PyLong_FromUnsignedLong(__pyx_v_pdx); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 410; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 410; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(((PyObject *)__pyx_t_2));
        PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_7);
        __Pyx_GIVEREF(__pyx_t_7);
        __pyx_t_7 = 0;
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 410; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 410; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__shape); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 410; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_PySequence_GetSlice(__pyx_t_7, 1, PY_SSIZE_T_MAX); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 410; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = PyNumber_Add(((PyObject *)__pyx_t_2), __pyx_t_1); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 410; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __Pyx_DECREF(__pyx_v_shape);
        __pyx_v_shape = __pyx_t_7;
        __pyx_t_7 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":412
 *                 shape = (pdx,)+ outs[idx][0].shape[1:]
 * 
 *                 if cuda.cuda_available and isinstance( outs[idx][0],             # <<<<<<<<<<<<<<
 *                                                       cuda.CudaNdarray):
 *                     tmp = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)
 */
        __pyx_t_7 = __Pyx_GetName(__pyx_m, __pyx_n_s__cuda); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 412; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_1 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__cuda_available); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 412; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_33 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_33 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 412; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if (__pyx_t_33) {
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 412; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 412; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":413
 * 
 *                 if cuda.cuda_available and isinstance( outs[idx][0],
 *                                                       cuda.CudaNdarray):             # <<<<<<<<<<<<<<
 *                     tmp = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)
 *                 else:
 */
          __pyx_t_1 = __Pyx_GetName(__pyx_m, __pyx_n_s__cuda); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 413; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__CudaNdarray); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 413; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_3 = PyObject_IsInstance(__pyx_t_7, __pyx_t_2); if (unlikely(__pyx_t_3 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 412; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_13 = __pyx_t_3;
        } else {
          __pyx_t_13 = __pyx_t_33;
        }
        if (__pyx_t_13) {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":414
 *                 if cuda.cuda_available and isinstance( outs[idx][0],
 *                                                       cuda.CudaNdarray):
 *                     tmp = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)             # <<<<<<<<<<<<<<
 *                 else:
 *                     tmp = numpy.empty(shape, outs[idx][0].dtype)
 */
          __pyx_t_2 = __Pyx_GetName(__pyx_m, __pyx_n_s__cuda); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 414; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __pyx_t_7 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__cuda_ndarray); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 414; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__cuda_ndarray); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 414; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_7 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__CudaNdarray); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 414; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__zeros); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 414; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_7 = PyTuple_New(1); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 414; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(((PyObject *)__pyx_t_7));
          __Pyx_INCREF(__pyx_v_shape);
          PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_v_shape);
          __Pyx_GIVEREF(__pyx_v_shape);
          __pyx_t_1 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_7), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 414; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __Pyx_DECREF(((PyObject *)__pyx_t_7)); __pyx_t_7 = 0;
          __Pyx_DECREF(__pyx_v_tmp);
          __pyx_v_tmp = __pyx_t_1;
          __pyx_t_1 = 0;
          goto __pyx_L77;
        }
        /*else*/ {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":416
 *                     tmp = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)
 *                 else:
 *                     tmp = numpy.empty(shape, outs[idx][0].dtype)             # <<<<<<<<<<<<<<
 *                 tmp[:] = outs[idx][0][:pdx]
 *                 outs[idx][0][:store_steps[idx]-pdx] = outs[idx][0][pdx:]
 */
          __pyx_t_1 = __Pyx_GetName(__pyx_m, __pyx_n_s__numpy); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__empty); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__dtype); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(((PyObject *)__pyx_t_2));
          __Pyx_INCREF(__pyx_v_shape);
          PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_shape);
          __Pyx_GIVEREF(__pyx_v_shape);
          PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_t_1);
          __Pyx_GIVEREF(__pyx_t_1);
          __pyx_t_1 = 0;
          __pyx_t_1 = PyObject_Call(__pyx_t_7, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
          __Pyx_DECREF(__pyx_v_tmp);
          __pyx_v_tmp = __pyx_t_1;
          __pyx_t_1 = 0;
        }
        __pyx_L77:;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":417
 *                 else:
 *                     tmp = numpy.empty(shape, outs[idx][0].dtype)
 *                 tmp[:] = outs[idx][0][:pdx]             # <<<<<<<<<<<<<<
 *                 outs[idx][0][:store_steps[idx]-pdx] = outs[idx][0][pdx:]
 *                 outs[idx][0][store_steps[idx]-pdx:] = tmp
 */
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 417; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 417; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_PySequence_GetSlice(__pyx_t_2, 0, __pyx_v_pdx); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 417; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        if (__Pyx_PySequence_SetSlice(__pyx_v_tmp, 0, PY_SSIZE_T_MAX, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 417; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":418
 *                     tmp = numpy.empty(shape, outs[idx][0].dtype)
 *                 tmp[:] = outs[idx][0][:pdx]
 *                 outs[idx][0][:store_steps[idx]-pdx] = outs[idx][0][pdx:]             # <<<<<<<<<<<<<<
 *                 outs[idx][0][store_steps[idx]-pdx:] = tmp
 *             else:
 */
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 418; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 418; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_PySequence_GetSlice(__pyx_t_2, __pyx_v_pdx, PY_SSIZE_T_MAX); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 418; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 418; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 418; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        if (__Pyx_PySequence_SetSlice(__pyx_t_7, 0, ((__pyx_v_store_steps[__pyx_v_idx]) - __pyx_v_pdx), __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 418; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":419
 *                 tmp[:] = outs[idx][0][:pdx]
 *                 outs[idx][0][:store_steps[idx]-pdx] = outs[idx][0][pdx:]
 *                 outs[idx][0][store_steps[idx]-pdx:] = tmp             # <<<<<<<<<<<<<<
 *             else:
 *                 shape = (store_steps[idx]-pdx,) + outs[idx][0].shape[1:]
 */
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 419; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 419; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if (__Pyx_PySequence_SetSlice(__pyx_t_7, ((__pyx_v_store_steps[__pyx_v_idx]) - __pyx_v_pdx), PY_SSIZE_T_MAX, __pyx_v_tmp) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 419; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        goto __pyx_L76;
      }
      /*else*/ {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":421
 *                 outs[idx][0][store_steps[idx]-pdx:] = tmp
 *             else:
 *                 shape = (store_steps[idx]-pdx,) + outs[idx][0].shape[1:]             # <<<<<<<<<<<<<<
 * 
 *                 if cuda.cuda_available and isinstance( outs[idx][0],
 */
        __pyx_t_7 = PyLong_FromUnsignedLong(((__pyx_v_store_steps[__pyx_v_idx]) - __pyx_v_pdx)); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(((PyObject *)__pyx_t_1));
        PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_t_7);
        __Pyx_GIVEREF(__pyx_t_7);
        __pyx_t_7 = 0;
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_7, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__shape); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = __Pyx_PySequence_GetSlice(__pyx_t_7, 1, PY_SSIZE_T_MAX); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = PyNumber_Add(((PyObject *)__pyx_t_1), __pyx_t_2); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(((PyObject *)__pyx_t_1)); __pyx_t_1 = 0;
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_v_shape);
        __pyx_v_shape = __pyx_t_7;
        __pyx_t_7 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":423
 *                 shape = (store_steps[idx]-pdx,) + outs[idx][0].shape[1:]
 * 
 *                 if cuda.cuda_available and isinstance( outs[idx][0],             # <<<<<<<<<<<<<<
 *                                                       cuda.CudaNdarray):
 *                     tmp = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)
 */
        __pyx_t_7 = __Pyx_GetName(__pyx_m, __pyx_n_s__cuda); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 423; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_2 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__cuda_available); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 423; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_13 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 423; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        if (__pyx_t_13) {
          __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 423; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 423; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":424
 * 
 *                 if cuda.cuda_available and isinstance( outs[idx][0],
 *                                                       cuda.CudaNdarray):             # <<<<<<<<<<<<<<
 *                     tmp = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)
 *                 else:
 */
          __pyx_t_2 = __Pyx_GetName(__pyx_m, __pyx_n_s__cuda); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 424; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__CudaNdarray); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 424; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_33 = PyObject_IsInstance(__pyx_t_7, __pyx_t_1); if (unlikely(__pyx_t_33 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 423; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_3 = __pyx_t_33;
        } else {
          __pyx_t_3 = __pyx_t_13;
        }
        if (__pyx_t_3) {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":425
 *                 if cuda.cuda_available and isinstance( outs[idx][0],
 *                                                       cuda.CudaNdarray):
 *                     tmp = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)             # <<<<<<<<<<<<<<
 *                 else:
 *                     tmp = numpy.empty(shape, outs[idx][0].dtype)
 */
          __pyx_t_1 = __Pyx_GetName(__pyx_m, __pyx_n_s__cuda); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 425; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__cuda_ndarray); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 425; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_1 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__cuda_ndarray); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 425; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__CudaNdarray); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 425; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_1 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__zeros); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 425; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_7 = PyTuple_New(1); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 425; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(((PyObject *)__pyx_t_7));
          __Pyx_INCREF(__pyx_v_shape);
          PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_v_shape);
          __Pyx_GIVEREF(__pyx_v_shape);
          __pyx_t_2 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_t_7), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 425; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __Pyx_DECREF(((PyObject *)__pyx_t_7)); __pyx_t_7 = 0;
          __Pyx_DECREF(__pyx_v_tmp);
          __pyx_v_tmp = __pyx_t_2;
          __pyx_t_2 = 0;
          goto __pyx_L78;
        }
        /*else*/ {

          /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":427
 *                     tmp = cuda.cuda_ndarray.cuda_ndarray.CudaNdarray.zeros(shape)
 *                 else:
 *                     tmp = numpy.empty(shape, outs[idx][0].dtype)             # <<<<<<<<<<<<<<
 *                 tmp[:] = outs[idx][0][pdx:]
 *                 outs[idx][0][store_steps[idx]-pdx:] = outs[idx][0][:pdx]
 */
          __pyx_t_2 = __Pyx_GetName(__pyx_m, __pyx_n_s__numpy); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 427; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __pyx_t_7 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__empty); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 427; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_7);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 427; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 427; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__dtype); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 427; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_1 = PyTuple_New(2); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 427; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(((PyObject *)__pyx_t_1));
          __Pyx_INCREF(__pyx_v_shape);
          PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_shape);
          __Pyx_GIVEREF(__pyx_v_shape);
          PyTuple_SET_ITEM(__pyx_t_1, 1, __pyx_t_2);
          __Pyx_GIVEREF(__pyx_t_2);
          __pyx_t_2 = 0;
          __pyx_t_2 = PyObject_Call(__pyx_t_7, ((PyObject *)__pyx_t_1), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 427; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __Pyx_DECREF(((PyObject *)__pyx_t_1)); __pyx_t_1 = 0;
          __Pyx_DECREF(__pyx_v_tmp);
          __pyx_v_tmp = __pyx_t_2;
          __pyx_t_2 = 0;
        }
        __pyx_L78:;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":428
 *                 else:
 *                     tmp = numpy.empty(shape, outs[idx][0].dtype)
 *                 tmp[:] = outs[idx][0][pdx:]             # <<<<<<<<<<<<<<
 *                 outs[idx][0][store_steps[idx]-pdx:] = outs[idx][0][:pdx]
 *                 outs[idx][0][:store_steps[idx]-pdx] = tmp
 */
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 428; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 428; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = __Pyx_PySequence_GetSlice(__pyx_t_1, __pyx_v_pdx, PY_SSIZE_T_MAX); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 428; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if (__Pyx_PySequence_SetSlice(__pyx_v_tmp, 0, PY_SSIZE_T_MAX, __pyx_t_2) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 428; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":429
 *                     tmp = numpy.empty(shape, outs[idx][0].dtype)
 *                 tmp[:] = outs[idx][0][pdx:]
 *                 outs[idx][0][store_steps[idx]-pdx:] = outs[idx][0][:pdx]             # <<<<<<<<<<<<<<
 *                 outs[idx][0][:store_steps[idx]-pdx] = tmp
 *         # This would normally happen only when doing truncated
 */
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 429; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 429; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = __Pyx_PySequence_GetSlice(__pyx_t_1, 0, __pyx_v_pdx); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 429; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 429; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 429; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if (__Pyx_PySequence_SetSlice(__pyx_t_7, ((__pyx_v_store_steps[__pyx_v_idx]) - __pyx_v_pdx), PY_SSIZE_T_MAX, __pyx_t_2) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 429; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":430
 *                 tmp[:] = outs[idx][0][pdx:]
 *                 outs[idx][0][store_steps[idx]-pdx:] = outs[idx][0][:pdx]
 *                 outs[idx][0][:store_steps[idx]-pdx] = tmp             # <<<<<<<<<<<<<<
 *         # This would normally happen only when doing truncated
 *         # backpropagation through time. In such a scenarion Scan is
 */
        __pyx_t_2 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 430; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_2, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_7) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 430; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        if (__Pyx_PySequence_SetSlice(__pyx_t_7, 0, ((__pyx_v_store_steps[__pyx_v_idx]) - __pyx_v_pdx), __pyx_v_tmp) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 430; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      }
      __pyx_L76:;
      goto __pyx_L75;
    }

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":435
 *         # expected to return 0 for all entries for which the gradient is
 *         # not actually computed
 *         elif store_steps[idx] > i - self.mintaps[idx]:             # <<<<<<<<<<<<<<
 *             outs[idx][0][i-self.mintaps[idx]:] = 0
 * 
 */
    __pyx_t_7 = PyInt_FromLong((__pyx_v_store_steps[__pyx_v_idx])); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 435; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_2 = PyLong_FromUnsignedLong(__pyx_v_i); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 435; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_1 = PyObject_GetAttr(__pyx_v_self, __pyx_n_s__mintaps); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 435; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_9 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_9) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 435; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_9);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = PyNumber_Subtract(__pyx_t_2, __pyx_t_9); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 435; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
    __pyx_t_9 = PyObject_RichCompare(__pyx_t_7, __pyx_t_1, Py_GT); if (unlikely(!__pyx_t_9)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 435; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_9);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_9); if (unlikely(__pyx_t_3 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 435; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
    if (__pyx_t_3) {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":436
 *         # not actually computed
 *         elif store_steps[idx] > i - self.mintaps[idx]:
 *             outs[idx][0][i-self.mintaps[idx]:] = 0             # <<<<<<<<<<<<<<
 * 
 *     t_call = time.time() - t0_call
 */
      __pyx_t_9 = __Pyx_GetItemInt(__pyx_v_outs, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_9) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_9, 0, sizeof(long), PyInt_FromLong); if (!__pyx_t_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_t_9 = PyLong_FromUnsignedLong(__pyx_v_i); if (unlikely(!__pyx_t_9)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_7 = PyObject_GetAttr(__pyx_v_self, __pyx_n_s__mintaps); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_7, __pyx_v_idx, sizeof(unsigned int)+1, PyLong_FromUnsignedLong); if (!__pyx_t_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __pyx_t_7 = PyNumber_Subtract(__pyx_t_9, __pyx_t_2); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_17 = __Pyx_PyIndex_AsSsize_t(__pyx_t_7); if (unlikely((__pyx_t_17 == (Py_ssize_t)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      if (__Pyx_PySequence_SetSlice(__pyx_t_1, __pyx_t_17, PY_SSIZE_T_MAX, __pyx_int_0) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      goto __pyx_L75;
    }
    __pyx_L75:;
  }

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":438
 *             outs[idx][0][i-self.mintaps[idx]:] = 0
 * 
 *     t_call = time.time() - t0_call             # <<<<<<<<<<<<<<
 * 
 *     if hasattr(fnct.maker, 'profile'):
 */
  __pyx_t_1 = __Pyx_GetName(__pyx_m, __pyx_n_s__time); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 438; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_7 = PyObject_GetAttr(__pyx_t_1, __pyx_n_s__time); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 438; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_7);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyObject_Call(__pyx_t_7, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 438; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  __pyx_t_7 = PyNumber_Subtract(__pyx_t_1, __pyx_v_t0_call); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 438; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_7);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_v_t_call);
  __pyx_v_t_call = __pyx_t_7;
  __pyx_t_7 = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":440
 *     t_call = time.time() - t0_call
 * 
 *     if hasattr(fnct.maker, 'profile'):             # <<<<<<<<<<<<<<
 *         profile = fnct.maker.profile
 *         if type(profile) is not bool and profile:
 */
  __pyx_t_7 = PyObject_GetAttr(__pyx_v_fnct, __pyx_n_s__maker); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 440; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_t_3 = PyObject_HasAttr(__pyx_t_7, ((PyObject *)__pyx_n_s__profile)); if (unlikely(__pyx_t_3 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 440; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  if (__pyx_t_3) {

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":441
 * 
 *     if hasattr(fnct.maker, 'profile'):
 *         profile = fnct.maker.profile             # <<<<<<<<<<<<<<
 *         if type(profile) is not bool and profile:
 *             profile.vm_call_time +=  t_fn
 */
    __pyx_t_7 = PyObject_GetAttr(__pyx_v_fnct, __pyx_n_s__maker); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 441; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_1 = PyObject_GetAttr(__pyx_t_7, __pyx_n_s__profile); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 441; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __Pyx_DECREF(__pyx_v_profile);
    __pyx_v_profile = __pyx_t_1;
    __pyx_t_1 = 0;

    /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":442
 *     if hasattr(fnct.maker, 'profile'):
 *         profile = fnct.maker.profile
 *         if type(profile) is not bool and profile:             # <<<<<<<<<<<<<<
 *             profile.vm_call_time +=  t_fn
 *             profile.callcount += 1
 */
    __pyx_t_3 = (((PyObject *)Py_TYPE(__pyx_v_profile)) != ((PyObject*)&PyBool_Type));
    if (__pyx_t_3) {
      __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_v_profile); if (unlikely(__pyx_t_13 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 442; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __pyx_t_33 = __pyx_t_13;
    } else {
      __pyx_t_33 = __pyx_t_3;
    }
    if (__pyx_t_33) {

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":443
 *         profile = fnct.maker.profile
 *         if type(profile) is not bool and profile:
 *             profile.vm_call_time +=  t_fn             # <<<<<<<<<<<<<<
 *             profile.callcount += 1
 *             profile.nbsteps += n_steps
 */
      __pyx_t_1 = PyObject_GetAttr(__pyx_v_profile, __pyx_n_s__vm_call_time); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 443; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_7 = PyNumber_InPlaceAdd(__pyx_t_1, __pyx_v_t_fn); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 443; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      if (PyObject_SetAttr(__pyx_v_profile, __pyx_n_s__vm_call_time, __pyx_t_7) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 443; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":444
 *         if type(profile) is not bool and profile:
 *             profile.vm_call_time +=  t_fn
 *             profile.callcount += 1             # <<<<<<<<<<<<<<
 *             profile.nbsteps += n_steps
 *             profile.call_time += t_call
 */
      __pyx_t_7 = PyObject_GetAttr(__pyx_v_profile, __pyx_n_s__callcount); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 444; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_1 = PyNumber_InPlaceAdd(__pyx_t_7, __pyx_int_1); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 444; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      if (PyObject_SetAttr(__pyx_v_profile, __pyx_n_s__callcount, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 444; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":445
 *             profile.vm_call_time +=  t_fn
 *             profile.callcount += 1
 *             profile.nbsteps += n_steps             # <<<<<<<<<<<<<<
 *             profile.call_time += t_call
 *             if hasattr(fn, 'update_profile'):
 */
      __pyx_t_1 = PyObject_GetAttr(__pyx_v_profile, __pyx_n_s__nbsteps); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 445; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_7 = PyInt_FromLong(__pyx_v_n_steps); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 445; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_2 = PyNumber_InPlaceAdd(__pyx_t_1, __pyx_t_7); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 445; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      if (PyObject_SetAttr(__pyx_v_profile, __pyx_n_s__nbsteps, __pyx_t_2) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 445; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":446
 *             profile.callcount += 1
 *             profile.nbsteps += n_steps
 *             profile.call_time += t_call             # <<<<<<<<<<<<<<
 *             if hasattr(fn, 'update_profile'):
 *                 fn.update_profile(profile)
 */
      __pyx_t_2 = PyObject_GetAttr(__pyx_v_profile, __pyx_n_s__call_time); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 446; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_7 = PyNumber_InPlaceAdd(__pyx_t_2, __pyx_v_t_call); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 446; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      if (PyObject_SetAttr(__pyx_v_profile, __pyx_n_s__call_time, __pyx_t_7) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 446; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":447
 *             profile.nbsteps += n_steps
 *             profile.call_time += t_call
 *             if hasattr(fn, 'update_profile'):             # <<<<<<<<<<<<<<
 *                 fn.update_profile(profile)
 * 
 */
      __pyx_t_33 = PyObject_HasAttr(__pyx_v_fn, ((PyObject *)__pyx_n_s__update_profile)); if (unlikely(__pyx_t_33 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 447; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      if (__pyx_t_33) {

        /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":448
 *             profile.call_time += t_call
 *             if hasattr(fn, 'update_profile'):
 *                 fn.update_profile(profile)             # <<<<<<<<<<<<<<
 * 
 *     ### Old Profile Mode
 */
        __pyx_t_7 = PyObject_GetAttr(__pyx_v_fn, __pyx_n_s__update_profile); if (unlikely(!__pyx_t_7)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 448; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 448; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(((PyObject *)__pyx_t_2));
        __Pyx_INCREF(__pyx_v_profile);
        PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_profile);
        __Pyx_GIVEREF(__pyx_v_profile);
        __pyx_t_1 = PyObject_Call(__pyx_t_7, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 448; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        goto __pyx_L81;
      }
      __pyx_L81:;
      goto __pyx_L80;
    }
    __pyx_L80:;
    goto __pyx_L79;
  }
  __pyx_L79:;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":459
 * 
 *     # DEBUG PRINT :
 *     self.t_call = t_call             # <<<<<<<<<<<<<<
 *     self.t_fn   = t_fn
 *     # print 'Cython > timing', t_call, t_fn, 'in percentage', 100.*t_fn/t_call
 */
  if (PyObject_SetAttr(__pyx_v_self, __pyx_n_s__t_call, __pyx_v_t_call) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 459; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":460
 *     # DEBUG PRINT :
 *     self.t_call = t_call
 *     self.t_fn   = t_fn             # <<<<<<<<<<<<<<
 *     # print 'Cython > timing', t_call, t_fn, 'in percentage', 100.*t_fn/t_call
 * 
 */
  if (PyObject_SetAttr(__pyx_v_self, __pyx_n_s__t_fn, __pyx_v_t_fn) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 460; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_9);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_tap_array_len);
    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_mit_mot_out_nslices);
    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_tap_array);
    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_mintaps);
    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_vector_outs);
    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_vector_seqs);
    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_mit_mot_out_slices);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("theano.scan_module.scan_perform.perform");
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_tap_array_len);
  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_mit_mot_out_nslices);
  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_tap_array);
  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_mintaps);
  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_vector_outs);
  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_vector_seqs);
  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_mit_mot_out_slices);
  __pyx_L2:;
  __Pyx_DECREF(__pyx_v_t0_call);
  __Pyx_DECREF(__pyx_v_t_fn);
  __Pyx_DECREF(__pyx_v_other_args);
  __Pyx_DECREF(__pyx_v_input_storage);
  __Pyx_DECREF(__pyx_v_output_storage);
  __Pyx_DECREF(__pyx_v_t0_fn);
  __Pyx_DECREF(__pyx_v_dt_fn);
  __Pyx_DECREF(__pyx_v_shape);
  __Pyx_DECREF(__pyx_v_dtype);
  __Pyx_DECREF(__pyx_v_tmp);
  __Pyx_DECREF(__pyx_v_t_call);
  __Pyx_DECREF(__pyx_v_profile);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":188
 *         # experimental exception made for __getbuffer__ and __releasebuffer__
 *         # -- the details of this may change.
 *         def __getbuffer__(ndarray self, Py_buffer* info, int flags):             # <<<<<<<<<<<<<<
 *             # This implementation of getbuffer is geared towards Cython
 *             # requirements, and does not yet fullfill the PEP.
 */

static CYTHON_UNUSED int __pyx_pf_5numpy_7ndarray_0__getbuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
static CYTHON_UNUSED int __pyx_pf_5numpy_7ndarray_0__getbuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags) {
  int __pyx_v_copy_shape;
  int __pyx_v_i;
  int __pyx_v_ndim;
  int __pyx_v_endian_detector;
  int __pyx_v_little_endian;
  int __pyx_v_t;
  char *__pyx_v_f;
  PyArray_Descr *__pyx_v_descr = 0;
  int __pyx_v_offset;
  int __pyx_v_hasfields;
  int __pyx_r;
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  PyObject *__pyx_t_4 = NULL;
  int __pyx_t_5;
  int __pyx_t_6;
  int __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  char *__pyx_t_9;
  __Pyx_RefNannySetupContext("__getbuffer__");
  if (__pyx_v_info == NULL) return 0;
  __pyx_v_info->obj = Py_None; __Pyx_INCREF(Py_None);
  __Pyx_GIVEREF(__pyx_v_info->obj);

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":194
 *             # of flags
 *             cdef int copy_shape, i, ndim
 *             cdef int endian_detector = 1             # <<<<<<<<<<<<<<
 *             cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)
 * 
 */
  __pyx_v_endian_detector = 1;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":195
 *             cdef int copy_shape, i, ndim
 *             cdef int endian_detector = 1
 *             cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)             # <<<<<<<<<<<<<<
 * 
 *             ndim = PyArray_NDIM(self)
 */
  __pyx_v_little_endian = ((((char *)(&__pyx_v_endian_detector))[0]) != 0);

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":197
 *             cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)
 * 
 *             ndim = PyArray_NDIM(self)             # <<<<<<<<<<<<<<
 * 
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 */
  __pyx_v_ndim = PyArray_NDIM(((PyArrayObject *)__pyx_v_self));

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":199
 *             ndim = PyArray_NDIM(self)
 * 
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):             # <<<<<<<<<<<<<<
 *                 copy_shape = 1
 *             else:
 */
  __pyx_t_1 = ((sizeof(npy_intp)) != (sizeof(Py_ssize_t)));
  if (__pyx_t_1) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":200
 * 
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 *                 copy_shape = 1             # <<<<<<<<<<<<<<
 *             else:
 *                 copy_shape = 0
 */
    __pyx_v_copy_shape = 1;
    goto __pyx_L5;
  }
  /*else*/ {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":202
 *                 copy_shape = 1
 *             else:
 *                 copy_shape = 0             # <<<<<<<<<<<<<<
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 */
    __pyx_v_copy_shape = 0;
  }
  __pyx_L5:;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":204
 *                 copy_shape = 0
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")
 */
  __pyx_t_1 = ((__pyx_v_flags & PyBUF_C_CONTIGUOUS) == PyBUF_C_CONTIGUOUS);
  if (__pyx_t_1) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":205
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):             # <<<<<<<<<<<<<<
 *                 raise ValueError(u"ndarray is not C contiguous")
 * 
 */
    __pyx_t_2 = (!PyArray_CHKFLAGS(((PyArrayObject *)__pyx_v_self), NPY_C_CONTIGUOUS));
    __pyx_t_3 = __pyx_t_2;
  } else {
    __pyx_t_3 = __pyx_t_1;
  }
  if (__pyx_t_3) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":206
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")             # <<<<<<<<<<<<<<
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 */
    __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_k_tuple_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 206; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_Raise(__pyx_t_4, 0, 0);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    {__pyx_filename = __pyx_f[1]; __pyx_lineno = 206; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    goto __pyx_L6;
  }
  __pyx_L6:;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":208
 *                 raise ValueError(u"ndarray is not C contiguous")
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 */
  __pyx_t_3 = ((__pyx_v_flags & PyBUF_F_CONTIGUOUS) == PyBUF_F_CONTIGUOUS);
  if (__pyx_t_3) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":209
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):             # <<<<<<<<<<<<<<
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 * 
 */
    __pyx_t_1 = (!PyArray_CHKFLAGS(((PyArrayObject *)__pyx_v_self), NPY_F_CONTIGUOUS));
    __pyx_t_2 = __pyx_t_1;
  } else {
    __pyx_t_2 = __pyx_t_3;
  }
  if (__pyx_t_2) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":210
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")             # <<<<<<<<<<<<<<
 * 
 *             info.buf = PyArray_DATA(self)
 */
    __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_k_tuple_7), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 210; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_Raise(__pyx_t_4, 0, 0);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    {__pyx_filename = __pyx_f[1]; __pyx_lineno = 210; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    goto __pyx_L7;
  }
  __pyx_L7:;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":212
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 * 
 *             info.buf = PyArray_DATA(self)             # <<<<<<<<<<<<<<
 *             info.ndim = ndim
 *             if copy_shape:
 */
  __pyx_v_info->buf = PyArray_DATA(((PyArrayObject *)__pyx_v_self));

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":213
 * 
 *             info.buf = PyArray_DATA(self)
 *             info.ndim = ndim             # <<<<<<<<<<<<<<
 *             if copy_shape:
 *                 # Allocate new buffer for strides and shape info. This is allocated
 */
  __pyx_v_info->ndim = __pyx_v_ndim;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":214
 *             info.buf = PyArray_DATA(self)
 *             info.ndim = ndim
 *             if copy_shape:             # <<<<<<<<<<<<<<
 *                 # Allocate new buffer for strides and shape info. This is allocated
 *                 # as one block, strides first.
 */
  if (__pyx_v_copy_shape) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":217
 *                 # Allocate new buffer for strides and shape info. This is allocated
 *                 # as one block, strides first.
 *                 info.strides = <Py_ssize_t*>stdlib.malloc(sizeof(Py_ssize_t) * ndim * 2)             # <<<<<<<<<<<<<<
 *                 info.shape = info.strides + ndim
 *                 for i in range(ndim):
 */
    __pyx_v_info->strides = ((Py_ssize_t *)malloc((((sizeof(Py_ssize_t)) * __pyx_v_ndim) * 2)));

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":218
 *                 # as one block, strides first.
 *                 info.strides = <Py_ssize_t*>stdlib.malloc(sizeof(Py_ssize_t) * ndim * 2)
 *                 info.shape = info.strides + ndim             # <<<<<<<<<<<<<<
 *                 for i in range(ndim):
 *                     info.strides[i] = PyArray_STRIDES(self)[i]
 */
    __pyx_v_info->shape = (__pyx_v_info->strides + __pyx_v_ndim);

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":219
 *                 info.strides = <Py_ssize_t*>stdlib.malloc(sizeof(Py_ssize_t) * ndim * 2)
 *                 info.shape = info.strides + ndim
 *                 for i in range(ndim):             # <<<<<<<<<<<<<<
 *                     info.strides[i] = PyArray_STRIDES(self)[i]
 *                     info.shape[i] = PyArray_DIMS(self)[i]
 */
    __pyx_t_5 = __pyx_v_ndim;
    for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) {
      __pyx_v_i = __pyx_t_6;

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":220
 *                 info.shape = info.strides + ndim
 *                 for i in range(ndim):
 *                     info.strides[i] = PyArray_STRIDES(self)[i]             # <<<<<<<<<<<<<<
 *                     info.shape[i] = PyArray_DIMS(self)[i]
 *             else:
 */
      (__pyx_v_info->strides[__pyx_v_i]) = (PyArray_STRIDES(((PyArrayObject *)__pyx_v_self))[__pyx_v_i]);

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":221
 *                 for i in range(ndim):
 *                     info.strides[i] = PyArray_STRIDES(self)[i]
 *                     info.shape[i] = PyArray_DIMS(self)[i]             # <<<<<<<<<<<<<<
 *             else:
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
 */
      (__pyx_v_info->shape[__pyx_v_i]) = (PyArray_DIMS(((PyArrayObject *)__pyx_v_self))[__pyx_v_i]);
    }
    goto __pyx_L8;
  }
  /*else*/ {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":223
 *                     info.shape[i] = PyArray_DIMS(self)[i]
 *             else:
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)             # <<<<<<<<<<<<<<
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)
 *             info.suboffsets = NULL
 */
    __pyx_v_info->strides = ((Py_ssize_t *)PyArray_STRIDES(((PyArrayObject *)__pyx_v_self)));

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":224
 *             else:
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)             # <<<<<<<<<<<<<<
 *             info.suboffsets = NULL
 *             info.itemsize = PyArray_ITEMSIZE(self)
 */
    __pyx_v_info->shape = ((Py_ssize_t *)PyArray_DIMS(((PyArrayObject *)__pyx_v_self)));
  }
  __pyx_L8:;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":225
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)
 *             info.suboffsets = NULL             # <<<<<<<<<<<<<<
 *             info.itemsize = PyArray_ITEMSIZE(self)
 *             info.readonly = not PyArray_ISWRITEABLE(self)
 */
  __pyx_v_info->suboffsets = NULL;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":226
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)
 *             info.suboffsets = NULL
 *             info.itemsize = PyArray_ITEMSIZE(self)             # <<<<<<<<<<<<<<
 *             info.readonly = not PyArray_ISWRITEABLE(self)
 * 
 */
  __pyx_v_info->itemsize = PyArray_ITEMSIZE(((PyArrayObject *)__pyx_v_self));

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":227
 *             info.suboffsets = NULL
 *             info.itemsize = PyArray_ITEMSIZE(self)
 *             info.readonly = not PyArray_ISWRITEABLE(self)             # <<<<<<<<<<<<<<
 * 
 *             cdef int t
 */
  __pyx_v_info->readonly = (!PyArray_ISWRITEABLE(((PyArrayObject *)__pyx_v_self)));

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":230
 * 
 *             cdef int t
 *             cdef char* f = NULL             # <<<<<<<<<<<<<<
 *             cdef dtype descr = self.descr
 *             cdef list stack
 */
  __pyx_v_f = NULL;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":231
 *             cdef int t
 *             cdef char* f = NULL
 *             cdef dtype descr = self.descr             # <<<<<<<<<<<<<<
 *             cdef list stack
 *             cdef int offset
 */
  __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_v_self)->descr));
  __pyx_v_descr = ((PyArrayObject *)__pyx_v_self)->descr;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":235
 *             cdef int offset
 * 
 *             cdef bint hasfields = PyDataType_HASFIELDS(descr)             # <<<<<<<<<<<<<<
 * 
 *             if not hasfields and not copy_shape:
 */
  __pyx_v_hasfields = PyDataType_HASFIELDS(__pyx_v_descr);

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":237
 *             cdef bint hasfields = PyDataType_HASFIELDS(descr)
 * 
 *             if not hasfields and not copy_shape:             # <<<<<<<<<<<<<<
 *                 # do not call releasebuffer
 *                 info.obj = None
 */
  __pyx_t_2 = (!__pyx_v_hasfields);
  if (__pyx_t_2) {
    __pyx_t_3 = (!__pyx_v_copy_shape);
    __pyx_t_1 = __pyx_t_3;
  } else {
    __pyx_t_1 = __pyx_t_2;
  }
  if (__pyx_t_1) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":239
 *             if not hasfields and not copy_shape:
 *                 # do not call releasebuffer
 *                 info.obj = None             # <<<<<<<<<<<<<<
 *             else:
 *                 # need to call releasebuffer
 */
    __Pyx_INCREF(Py_None);
    __Pyx_GIVEREF(Py_None);
    __Pyx_GOTREF(__pyx_v_info->obj);
    __Pyx_DECREF(__pyx_v_info->obj);
    __pyx_v_info->obj = Py_None;
    goto __pyx_L11;
  }
  /*else*/ {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":242
 *             else:
 *                 # need to call releasebuffer
 *                 info.obj = self             # <<<<<<<<<<<<<<
 * 
 *             if not hasfields:
 */
    __Pyx_INCREF(__pyx_v_self);
    __Pyx_GIVEREF(__pyx_v_self);
    __Pyx_GOTREF(__pyx_v_info->obj);
    __Pyx_DECREF(__pyx_v_info->obj);
    __pyx_v_info->obj = __pyx_v_self;
  }
  __pyx_L11:;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":244
 *                 info.obj = self
 * 
 *             if not hasfields:             # <<<<<<<<<<<<<<
 *                 t = descr.type_num
 *                 if ((descr.byteorder == '>' and little_endian) or
 */
  __pyx_t_1 = (!__pyx_v_hasfields);
  if (__pyx_t_1) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":245
 * 
 *             if not hasfields:
 *                 t = descr.type_num             # <<<<<<<<<<<<<<
 *                 if ((descr.byteorder == '>' and little_endian) or
 *                     (descr.byteorder == '<' and not little_endian)):
 */
    __pyx_v_t = __pyx_v_descr->type_num;

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":246
 *             if not hasfields:
 *                 t = descr.type_num
 *                 if ((descr.byteorder == '>' and little_endian) or             # <<<<<<<<<<<<<<
 *                     (descr.byteorder == '<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")
 */
    __pyx_t_1 = (__pyx_v_descr->byteorder == '>');
    if (__pyx_t_1) {
      __pyx_t_2 = __pyx_v_little_endian;
    } else {
      __pyx_t_2 = __pyx_t_1;
    }
    if (!__pyx_t_2) {

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":247
 *                 t = descr.type_num
 *                 if ((descr.byteorder == '>' and little_endian) or
 *                     (descr.byteorder == '<' and not little_endian)):             # <<<<<<<<<<<<<<
 *                     raise ValueError(u"Non-native byte order not supported")
 *                 if   t == NPY_BYTE:        f = "b"
 */
      __pyx_t_1 = (__pyx_v_descr->byteorder == '<');
      if (__pyx_t_1) {
        __pyx_t_3 = (!__pyx_v_little_endian);
        __pyx_t_7 = __pyx_t_3;
      } else {
        __pyx_t_7 = __pyx_t_1;
      }
      __pyx_t_1 = __pyx_t_7;
    } else {
      __pyx_t_1 = __pyx_t_2;
    }
    if (__pyx_t_1) {

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":248
 *                 if ((descr.byteorder == '>' and little_endian) or
 *                     (descr.byteorder == '<' 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_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_k_tuple_9), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 248; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_Raise(__pyx_t_4, 0, 0);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      {__pyx_filename = __pyx_f[1]; __pyx_lineno = 248; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      goto __pyx_L13;
    }
    __pyx_L13:;

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":249
 *                     (descr.byteorder == '<' 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"
 *                 elif t == NPY_SHORT:       f = "h"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_BYTE);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__b;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":250
 *                     raise ValueError(u"Non-native byte order not supported")
 *                 if   t == NPY_BYTE:        f = "b"
 *                 elif t == NPY_UBYTE:       f = "B"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_SHORT:       f = "h"
 *                 elif t == NPY_USHORT:      f = "H"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_UBYTE);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__B;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":251
 *                 if   t == NPY_BYTE:        f = "b"
 *                 elif t == NPY_UBYTE:       f = "B"
 *                 elif t == NPY_SHORT:       f = "h"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_USHORT:      f = "H"
 *                 elif t == NPY_INT:         f = "i"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_SHORT);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__h;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":252
 *                 elif t == NPY_UBYTE:       f = "B"
 *                 elif t == NPY_SHORT:       f = "h"
 *                 elif t == NPY_USHORT:      f = "H"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_INT:         f = "i"
 *                 elif t == NPY_UINT:        f = "I"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_USHORT);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__H;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":253
 *                 elif t == NPY_SHORT:       f = "h"
 *                 elif t == NPY_USHORT:      f = "H"
 *                 elif t == NPY_INT:         f = "i"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_UINT:        f = "I"
 *                 elif t == NPY_LONG:        f = "l"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_INT);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__i;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":254
 *                 elif t == NPY_USHORT:      f = "H"
 *                 elif t == NPY_INT:         f = "i"
 *                 elif t == NPY_UINT:        f = "I"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_LONG:        f = "l"
 *                 elif t == NPY_ULONG:       f = "L"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_UINT);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__I;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":255
 *                 elif t == NPY_INT:         f = "i"
 *                 elif t == NPY_UINT:        f = "I"
 *                 elif t == NPY_LONG:        f = "l"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_ULONG:       f = "L"
 *                 elif t == NPY_LONGLONG:    f = "q"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_LONG);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__l;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":256
 *                 elif t == NPY_UINT:        f = "I"
 *                 elif t == NPY_LONG:        f = "l"
 *                 elif t == NPY_ULONG:       f = "L"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_LONGLONG:    f = "q"
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_ULONG);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__L;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":257
 *                 elif t == NPY_LONG:        f = "l"
 *                 elif t == NPY_ULONG:       f = "L"
 *                 elif t == NPY_LONGLONG:    f = "q"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 *                 elif t == NPY_FLOAT:       f = "f"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_LONGLONG);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__q;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":258
 *                 elif t == NPY_ULONG:       f = "L"
 *                 elif t == NPY_LONGLONG:    f = "q"
 *                 elif t == NPY_ULONGLONG:   f = "Q"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_FLOAT:       f = "f"
 *                 elif t == NPY_DOUBLE:      f = "d"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_ULONGLONG);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__Q;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":259
 *                 elif t == NPY_LONGLONG:    f = "q"
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 *                 elif t == NPY_FLOAT:       f = "f"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_DOUBLE:      f = "d"
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_FLOAT);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__f;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":260
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 *                 elif t == NPY_FLOAT:       f = "f"
 *                 elif t == NPY_DOUBLE:      f = "d"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_DOUBLE);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__d;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":261
 *                 elif t == NPY_FLOAT:       f = "f"
 *                 elif t == NPY_DOUBLE:      f = "d"
 *                 elif t == NPY_LONGDOUBLE:  f = "g"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_LONGDOUBLE);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__g;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":262
 *                 elif t == NPY_DOUBLE:      f = "d"
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 *                 elif t == NPY_CFLOAT:      f = "Zf"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_CFLOAT);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__Zf;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":263
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 *                 elif t == NPY_CDOUBLE:     f = "Zd"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"
 *                 elif t == NPY_OBJECT:      f = "O"
 */
    __pyx_t_1 = (__pyx_v_t == NPY_CDOUBLE);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__Zd;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":264
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_OBJECT:      f = "O"
 *                 else:
 */
    __pyx_t_1 = (__pyx_v_t == NPY_CLONGDOUBLE);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__Zg;
      goto __pyx_L14;
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":265
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"
 *                 elif t == NPY_OBJECT:      f = "O"             # <<<<<<<<<<<<<<
 *                 else:
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 */
    __pyx_t_1 = (__pyx_v_t == NPY_OBJECT);
    if (__pyx_t_1) {
      __pyx_v_f = __pyx_k__O;
      goto __pyx_L14;
    }
    /*else*/ {

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":267
 *                 elif t == NPY_OBJECT:      f = "O"
 *                 else:
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)             # <<<<<<<<<<<<<<
 *                 info.format = f
 *                 return
 */
      __pyx_t_4 = PyInt_FromLong(__pyx_v_t); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 267; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_8 = PyNumber_Remainder(((PyObject *)__pyx_kp_u_10), __pyx_t_4); if (unlikely(!__pyx_t_8)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 267; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(((PyObject *)__pyx_t_8));
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 267; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(((PyObject *)__pyx_t_4));
      PyTuple_SET_ITEM(__pyx_t_4, 0, ((PyObject *)__pyx_t_8));
      __Pyx_GIVEREF(((PyObject *)__pyx_t_8));
      __pyx_t_8 = 0;
      __pyx_t_8 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_8)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 267; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_DECREF(((PyObject *)__pyx_t_4)); __pyx_t_4 = 0;
      __Pyx_Raise(__pyx_t_8, 0, 0);
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      {__pyx_filename = __pyx_f[1]; __pyx_lineno = 267; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    }
    __pyx_L14:;

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":268
 *                 else:
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 *                 info.format = f             # <<<<<<<<<<<<<<
 *                 return
 *             else:
 */
    __pyx_v_info->format = __pyx_v_f;

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":269
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 *                 info.format = f
 *                 return             # <<<<<<<<<<<<<<
 *             else:
 *                 info.format = <char*>stdlib.malloc(_buffer_format_string_len)
 */
    __pyx_r = 0;
    goto __pyx_L0;
    goto __pyx_L12;
  }
  /*else*/ {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":271
 *                 return
 *             else:
 *                 info.format = <char*>stdlib.malloc(_buffer_format_string_len)             # <<<<<<<<<<<<<<
 *                 info.format[0] = '^' # Native data types, manual alignment
 *                 offset = 0
 */
    __pyx_v_info->format = ((char *)malloc(255));

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":272
 *             else:
 *                 info.format = <char*>stdlib.malloc(_buffer_format_string_len)
 *                 info.format[0] = '^' # Native data types, manual alignment             # <<<<<<<<<<<<<<
 *                 offset = 0
 *                 f = _util_dtypestring(descr, info.format + 1,
 */
    (__pyx_v_info->format[0]) = '^';

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":273
 *                 info.format = <char*>stdlib.malloc(_buffer_format_string_len)
 *                 info.format[0] = '^' # Native data types, manual alignment
 *                 offset = 0             # <<<<<<<<<<<<<<
 *                 f = _util_dtypestring(descr, info.format + 1,
 *                                       info.format + _buffer_format_string_len,
 */
    __pyx_v_offset = 0;

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":276
 *                 f = _util_dtypestring(descr, info.format + 1,
 *                                       info.format + _buffer_format_string_len,
 *                                       &offset)             # <<<<<<<<<<<<<<
 *                 f[0] = 0 # Terminate format string
 * 
 */
    __pyx_t_9 = __pyx_f_5numpy__util_dtypestring(__pyx_v_descr, (__pyx_v_info->format + 1), (__pyx_v_info->format + 255), (&__pyx_v_offset)); if (unlikely(__pyx_t_9 == NULL)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 274; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __pyx_v_f = __pyx_t_9;

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":277
 *                                       info.format + _buffer_format_string_len,
 *                                       &offset)
 *                 f[0] = 0 # Terminate format string             # <<<<<<<<<<<<<<
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):
 */
    (__pyx_v_f[0]) = 0;
  }
  __pyx_L12:;

  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("numpy.ndarray.__getbuffer__");
  __pyx_r = -1;
  __Pyx_GOTREF(__pyx_v_info->obj);
  __Pyx_DECREF(__pyx_v_info->obj); __pyx_v_info->obj = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  if (__pyx_v_info->obj == Py_None) {
    __Pyx_GOTREF(Py_None);
    __Pyx_DECREF(Py_None); __pyx_v_info->obj = NULL;
  }
  __pyx_L2:;
  __Pyx_XDECREF((PyObject *)__pyx_v_descr);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":279
 *                 f[0] = 0 # Terminate format string
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):             # <<<<<<<<<<<<<<
 *             if PyArray_HASFIELDS(self):
 *                 stdlib.free(info.format)
 */

static CYTHON_UNUSED void __pyx_pf_5numpy_7ndarray_1__releasebuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info); /*proto*/
static CYTHON_UNUSED void __pyx_pf_5numpy_7ndarray_1__releasebuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info) {
  int __pyx_t_1;
  __Pyx_RefNannySetupContext("__releasebuffer__");

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":280
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):
 *             if PyArray_HASFIELDS(self):             # <<<<<<<<<<<<<<
 *                 stdlib.free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 */
  __pyx_t_1 = PyArray_HASFIELDS(((PyArrayObject *)__pyx_v_self));
  if (__pyx_t_1) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":281
 *         def __releasebuffer__(ndarray self, Py_buffer* info):
 *             if PyArray_HASFIELDS(self):
 *                 stdlib.free(info.format)             # <<<<<<<<<<<<<<
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 *                 stdlib.free(info.strides)
 */
    free(__pyx_v_info->format);
    goto __pyx_L5;
  }
  __pyx_L5:;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":282
 *             if PyArray_HASFIELDS(self):
 *                 stdlib.free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):             # <<<<<<<<<<<<<<
 *                 stdlib.free(info.strides)
 *                 # info.shape was stored after info.strides in the same block
 */
  __pyx_t_1 = ((sizeof(npy_intp)) != (sizeof(Py_ssize_t)));
  if (__pyx_t_1) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":283
 *                 stdlib.free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 *                 stdlib.free(info.strides)             # <<<<<<<<<<<<<<
 *                 # info.shape was stored after info.strides in the same block
 * 
 */
    free(__pyx_v_info->strides);
    goto __pyx_L6;
  }
  __pyx_L6:;

  __Pyx_RefNannyFinishContext();
}

/* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":756
 * ctypedef npy_cdouble     complex_t
 * 
 * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(1, <void*>a)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__pyx_v_a) {
  PyObject *__pyx_r = NULL;
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew1");

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":757
 * 
 * cdef inline object PyArray_MultiIterNew1(a):
 *     return PyArray_MultiIterNew(1, <void*>a)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew2(a, b):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(1, ((void *)__pyx_v_a)); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 757; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew1");
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":759
 *     return PyArray_MultiIterNew(1, <void*>a)
 * 
 * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__pyx_v_a, PyObject *__pyx_v_b) {
  PyObject *__pyx_r = NULL;
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew2");

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":760
 * 
 * cdef inline object PyArray_MultiIterNew2(a, b):
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew3(a, b, c):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(2, ((void *)__pyx_v_a), ((void *)__pyx_v_b)); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 760; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew2");
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":762
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
 * 
 * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c) {
  PyObject *__pyx_r = NULL;
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew3");

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":763
 * 
 * cdef inline object PyArray_MultiIterNew3(a, b, c):
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(3, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c)); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 763; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew3");
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":765
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
 * 
 * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c, PyObject *__pyx_v_d) {
  PyObject *__pyx_r = NULL;
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew4");

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":766
 * 
 * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(4, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c), ((void *)__pyx_v_d)); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 766; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew4");
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":768
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
 * 
 * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c, PyObject *__pyx_v_d, PyObject *__pyx_v_e) {
  PyObject *__pyx_r = NULL;
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew5");

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":769
 * 
 * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)             # <<<<<<<<<<<<<<
 * 
 * cdef inline char* _util_dtypestring(dtype descr, char* f, char* end, int* offset) except NULL:
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(5, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c), ((void *)__pyx_v_d), ((void *)__pyx_v_e)); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 769; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew5");
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":771
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
 * 
 * cdef inline char* _util_dtypestring(dtype descr, char* f, char* end, int* offset) except NULL:             # <<<<<<<<<<<<<<
 *     # Recursive utility function used in __getbuffer__ to get format
 *     # string. The new location in the format string is returned.
 */

static CYTHON_INLINE char *__pyx_f_5numpy__util_dtypestring(PyArray_Descr *__pyx_v_descr, char *__pyx_v_f, char *__pyx_v_end, int *__pyx_v_offset) {
  PyArray_Descr *__pyx_v_child;
  int __pyx_v_endian_detector;
  int __pyx_v_little_endian;
  PyObject *__pyx_v_fields;
  PyObject *__pyx_v_childname;
  PyObject *__pyx_v_new_offset;
  PyObject *__pyx_v_t;
  char *__pyx_r;
  Py_ssize_t __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  int __pyx_t_7;
  int __pyx_t_8;
  int __pyx_t_9;
  long __pyx_t_10;
  char *__pyx_t_11;
  __Pyx_RefNannySetupContext("_util_dtypestring");
  __pyx_v_child = ((PyArray_Descr *)Py_None); __Pyx_INCREF(Py_None);
  __pyx_v_fields = ((PyObject*)Py_None); __Pyx_INCREF(Py_None);
  __pyx_v_childname = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_new_offset = Py_None; __Pyx_INCREF(Py_None);
  __pyx_v_t = Py_None; __Pyx_INCREF(Py_None);

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":778
 *     cdef int delta_offset
 *     cdef tuple i
 *     cdef int endian_detector = 1             # <<<<<<<<<<<<<<
 *     cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)
 *     cdef tuple fields
 */
  __pyx_v_endian_detector = 1;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":779
 *     cdef tuple i
 *     cdef int endian_detector = 1
 *     cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)             # <<<<<<<<<<<<<<
 *     cdef tuple fields
 * 
 */
  __pyx_v_little_endian = ((((char *)(&__pyx_v_endian_detector))[0]) != 0);

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":782
 *     cdef tuple fields
 * 
 *     for childname in descr.names:             # <<<<<<<<<<<<<<
 *         fields = descr.fields[childname]
 *         child, new_offset = fields
 */
  if (unlikely(__pyx_v_descr->names == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable"); {__pyx_filename = __pyx_f[1]; __pyx_lineno = 782; __pyx_clineno = __LINE__; goto __pyx_L1_error;} 
  }
  __pyx_t_1 = 0; __pyx_t_2 = ((PyObject *)__pyx_v_descr->names); __Pyx_INCREF(__pyx_t_2);
  for (;;) {
    if (__pyx_t_1 >= PyTuple_GET_SIZE(__pyx_t_2)) break;
    __pyx_t_3 = PyTuple_GET_ITEM(__pyx_t_2, __pyx_t_1); __Pyx_INCREF(__pyx_t_3); __pyx_t_1++;
    __Pyx_DECREF(__pyx_v_childname);
    __pyx_v_childname = __pyx_t_3;
    __pyx_t_3 = 0;

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":783
 * 
 *     for childname in descr.names:
 *         fields = descr.fields[childname]             # <<<<<<<<<<<<<<
 *         child, new_offset = fields
 * 
 */
    __pyx_t_3 = PyObject_GetItem(__pyx_v_descr->fields, __pyx_v_childname); if (!__pyx_t_3) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 783; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_3);
    if (!(likely(PyTuple_CheckExact(__pyx_t_3))||((__pyx_t_3) == Py_None)||(PyErr_Format(PyExc_TypeError, "Expected tuple, got %.200s", Py_TYPE(__pyx_t_3)->tp_name), 0))) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 783; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_DECREF(((PyObject *)__pyx_v_fields));
    __pyx_v_fields = ((PyObject*)__pyx_t_3);
    __pyx_t_3 = 0;

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":784
 *     for childname in descr.names:
 *         fields = descr.fields[childname]
 *         child, new_offset = fields             # <<<<<<<<<<<<<<
 * 
 *         if (end - f) - (new_offset - offset[0]) < 15:
 */
    if (likely(((PyObject *)__pyx_v_fields) != Py_None) && likely(PyTuple_GET_SIZE(((PyObject *)__pyx_v_fields)) == 2)) {
      PyObject* tuple = ((PyObject *)__pyx_v_fields);
      __pyx_t_3 = PyTuple_GET_ITEM(tuple, 0); __Pyx_INCREF(__pyx_t_3);
      if (!(likely(((__pyx_t_3) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_3, __pyx_ptype_5numpy_dtype))))) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 784; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __pyx_t_4 = PyTuple_GET_ITEM(tuple, 1); __Pyx_INCREF(__pyx_t_4);
      __Pyx_DECREF(((PyObject *)__pyx_v_child));
      __pyx_v_child = ((PyArray_Descr *)__pyx_t_3);
      __pyx_t_3 = 0;
      __Pyx_DECREF(__pyx_v_new_offset);
      __pyx_v_new_offset = __pyx_t_4;
      __pyx_t_4 = 0;
    } else {
      __Pyx_UnpackTupleError(((PyObject *)__pyx_v_fields), 2);
      {__pyx_filename = __pyx_f[1]; __pyx_lineno = 784; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":786
 *         child, new_offset = fields
 * 
 *         if (end - f) - (new_offset - offset[0]) < 15:             # <<<<<<<<<<<<<<
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 */
    __pyx_t_4 = PyInt_FromLong((__pyx_v_end - __pyx_v_f)); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 786; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_3 = PyInt_FromLong((__pyx_v_offset[0])); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 786; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_5 = PyNumber_Subtract(__pyx_v_new_offset, __pyx_t_3); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 786; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_3 = PyNumber_Subtract(__pyx_t_4, __pyx_t_5); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 786; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_5 = PyObject_RichCompare(__pyx_t_3, __pyx_int_15, Py_LT); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 786; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 786; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    if (__pyx_t_6) {

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":787
 * 
 *         if (end - f) - (new_offset - offset[0]) < 15:
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")             # <<<<<<<<<<<<<<
 * 
 *         if ((child.byteorder == '>' and little_endian) or
 */
      __pyx_t_5 = PyObject_Call(__pyx_builtin_RuntimeError, ((PyObject *)__pyx_k_tuple_12), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 787; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_Raise(__pyx_t_5, 0, 0);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      {__pyx_filename = __pyx_f[1]; __pyx_lineno = 787; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      goto __pyx_L5;
    }
    __pyx_L5:;

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":789
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 *         if ((child.byteorder == '>' and little_endian) or             # <<<<<<<<<<<<<<
 *             (child.byteorder == '<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")
 */
    __pyx_t_6 = (__pyx_v_child->byteorder == '>');
    if (__pyx_t_6) {
      __pyx_t_7 = __pyx_v_little_endian;
    } else {
      __pyx_t_7 = __pyx_t_6;
    }
    if (!__pyx_t_7) {

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":790
 * 
 *         if ((child.byteorder == '>' and little_endian) or
 *             (child.byteorder == '<' and not little_endian)):             # <<<<<<<<<<<<<<
 *             raise ValueError(u"Non-native byte order not supported")
 *             # One could encode it in the format string and have Cython
 */
      __pyx_t_6 = (__pyx_v_child->byteorder == '<');
      if (__pyx_t_6) {
        __pyx_t_8 = (!__pyx_v_little_endian);
        __pyx_t_9 = __pyx_t_8;
      } else {
        __pyx_t_9 = __pyx_t_6;
      }
      __pyx_t_6 = __pyx_t_9;
    } else {
      __pyx_t_6 = __pyx_t_7;
    }
    if (__pyx_t_6) {

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":791
 *         if ((child.byteorder == '>' and little_endian) or
 *             (child.byteorder == '<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")             # <<<<<<<<<<<<<<
 *             # One could encode it in the format string and have Cython
 *             # complain instead, BUT: < and > in format strings also imply
 */
      __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_k_tuple_13), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 791; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_Raise(__pyx_t_5, 0, 0);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      {__pyx_filename = __pyx_f[1]; __pyx_lineno = 791; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      goto __pyx_L6;
    }
    __pyx_L6:;

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":801
 * 
 *         # Output padding bytes
 *         while offset[0] < new_offset:             # <<<<<<<<<<<<<<
 *             f[0] = 120 # "x"; pad byte
 *             f += 1
 */
    while (1) {
      __pyx_t_5 = PyInt_FromLong((__pyx_v_offset[0])); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 801; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_t_5, __pyx_v_new_offset, Py_LT); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 801; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 801; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (!__pyx_t_6) break;

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":802
 *         # Output padding bytes
 *         while offset[0] < new_offset:
 *             f[0] = 120 # "x"; pad byte             # <<<<<<<<<<<<<<
 *             f += 1
 *             offset[0] += 1
 */
      (__pyx_v_f[0]) = 120;

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":803
 *         while offset[0] < new_offset:
 *             f[0] = 120 # "x"; pad byte
 *             f += 1             # <<<<<<<<<<<<<<
 *             offset[0] += 1
 * 
 */
      __pyx_v_f = (__pyx_v_f + 1);

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":804
 *             f[0] = 120 # "x"; pad byte
 *             f += 1
 *             offset[0] += 1             # <<<<<<<<<<<<<<
 * 
 *         offset[0] += child.itemsize
 */
      __pyx_t_10 = 0;
      (__pyx_v_offset[__pyx_t_10]) = ((__pyx_v_offset[__pyx_t_10]) + 1);
    }

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":806
 *             offset[0] += 1
 * 
 *         offset[0] += child.itemsize             # <<<<<<<<<<<<<<
 * 
 *         if not PyDataType_HASFIELDS(child):
 */
    __pyx_t_10 = 0;
    (__pyx_v_offset[__pyx_t_10]) = ((__pyx_v_offset[__pyx_t_10]) + __pyx_v_child->elsize);

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":808
 *         offset[0] += child.itemsize
 * 
 *         if not PyDataType_HASFIELDS(child):             # <<<<<<<<<<<<<<
 *             t = child.type_num
 *             if end - f < 5:
 */
    __pyx_t_6 = (!PyDataType_HASFIELDS(__pyx_v_child));
    if (__pyx_t_6) {

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":809
 * 
 *         if not PyDataType_HASFIELDS(child):
 *             t = child.type_num             # <<<<<<<<<<<<<<
 *             if end - f < 5:
 *                 raise RuntimeError(u"Format string allocated too short.")
 */
      __pyx_t_3 = PyInt_FromLong(__pyx_v_child->type_num); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 809; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_v_t);
      __pyx_v_t = __pyx_t_3;
      __pyx_t_3 = 0;

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":810
 *         if not PyDataType_HASFIELDS(child):
 *             t = child.type_num
 *             if end - f < 5:             # <<<<<<<<<<<<<<
 *                 raise RuntimeError(u"Format string allocated too short.")
 * 
 */
      __pyx_t_6 = ((__pyx_v_end - __pyx_v_f) < 5);
      if (__pyx_t_6) {

        /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":811
 *             t = child.type_num
 *             if end - f < 5:
 *                 raise RuntimeError(u"Format string allocated too short.")             # <<<<<<<<<<<<<<
 * 
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 */
        __pyx_t_3 = PyObject_Call(__pyx_builtin_RuntimeError, ((PyObject *)__pyx_k_tuple_15), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 811; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_Raise(__pyx_t_3, 0, 0);
        __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
        {__pyx_filename = __pyx_f[1]; __pyx_lineno = 811; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        goto __pyx_L10;
      }
      __pyx_L10:;

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":814
 * 
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 *             if   t == NPY_BYTE:        f[0] =  98 #"b"             # <<<<<<<<<<<<<<
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 */
      __pyx_t_3 = PyInt_FromLong(NPY_BYTE); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 814; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 814; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 814; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 98;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":815
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 *             if   t == NPY_BYTE:        f[0] =  98 #"b"
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"             # <<<<<<<<<<<<<<
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 */
      __pyx_t_5 = PyInt_FromLong(NPY_UBYTE); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 815; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 815; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 815; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 66;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":816
 *             if   t == NPY_BYTE:        f[0] =  98 #"b"
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"             # <<<<<<<<<<<<<<
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 */
      __pyx_t_3 = PyInt_FromLong(NPY_SHORT); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 816; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 816; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 816; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 104;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":817
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"             # <<<<<<<<<<<<<<
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 */
      __pyx_t_5 = PyInt_FromLong(NPY_USHORT); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 817; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 817; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 817; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 72;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":818
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 *             elif t == NPY_INT:         f[0] = 105 #"i"             # <<<<<<<<<<<<<<
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 */
      __pyx_t_3 = PyInt_FromLong(NPY_INT); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 818; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 818; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 818; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 105;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":819
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 *             elif t == NPY_UINT:        f[0] =  73 #"I"             # <<<<<<<<<<<<<<
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 */
      __pyx_t_5 = PyInt_FromLong(NPY_UINT); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 819; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 819; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 819; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 73;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":820
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 *             elif t == NPY_LONG:        f[0] = 108 #"l"             # <<<<<<<<<<<<<<
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 */
      __pyx_t_3 = PyInt_FromLong(NPY_LONG); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 820; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 820; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 820; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 108;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":821
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"             # <<<<<<<<<<<<<<
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 */
      __pyx_t_5 = PyInt_FromLong(NPY_ULONG); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 821; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 821; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 821; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 76;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":822
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"             # <<<<<<<<<<<<<<
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 */
      __pyx_t_3 = PyInt_FromLong(NPY_LONGLONG); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 822; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 822; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 822; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 113;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":823
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"             # <<<<<<<<<<<<<<
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 */
      __pyx_t_5 = PyInt_FromLong(NPY_ULONGLONG); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 823; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 823; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 823; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 81;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":824
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"             # <<<<<<<<<<<<<<
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 */
      __pyx_t_3 = PyInt_FromLong(NPY_FLOAT); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 824; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 824; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 824; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 102;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":825
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"             # <<<<<<<<<<<<<<
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 */
      __pyx_t_5 = PyInt_FromLong(NPY_DOUBLE); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 825; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 825; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 825; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 100;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":826
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"             # <<<<<<<<<<<<<<
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 */
      __pyx_t_3 = PyInt_FromLong(NPY_LONGDOUBLE); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 826; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 826; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 826; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 103;
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":827
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf             # <<<<<<<<<<<<<<
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg
 */
      __pyx_t_5 = PyInt_FromLong(NPY_CFLOAT); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 827; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 827; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 827; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 90;
        (__pyx_v_f[1]) = 102;
        __pyx_v_f = (__pyx_v_f + 1);
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":828
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd             # <<<<<<<<<<<<<<
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"
 */
      __pyx_t_3 = PyInt_FromLong(NPY_CDOUBLE); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 828; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 828; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 828; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 90;
        (__pyx_v_f[1]) = 100;
        __pyx_v_f = (__pyx_v_f + 1);
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":829
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg             # <<<<<<<<<<<<<<
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"
 *             else:
 */
      __pyx_t_5 = PyInt_FromLong(NPY_CLONGDOUBLE); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 829; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 829; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 829; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 90;
        (__pyx_v_f[1]) = 103;
        __pyx_v_f = (__pyx_v_f + 1);
        goto __pyx_L11;
      }

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":830
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"             # <<<<<<<<<<<<<<
 *             else:
 *                 raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 */
      __pyx_t_3 = PyInt_FromLong(NPY_OBJECT); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 830; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 830; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 830; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 79;
        goto __pyx_L11;
      }
      /*else*/ {

        /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":832
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"
 *             else:
 *                 raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)             # <<<<<<<<<<<<<<
 *             f += 1
 *         else:
 */
        __pyx_t_5 = PyNumber_Remainder(((PyObject *)__pyx_kp_u_10), __pyx_v_t); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 832; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(((PyObject *)__pyx_t_5));
        __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 832; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(((PyObject *)__pyx_t_3));
        PyTuple_SET_ITEM(__pyx_t_3, 0, ((PyObject *)__pyx_t_5));
        __Pyx_GIVEREF(((PyObject *)__pyx_t_5));
        __pyx_t_5 = 0;
        __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 832; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0;
        __Pyx_Raise(__pyx_t_5, 0, 0);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
        {__pyx_filename = __pyx_f[1]; __pyx_lineno = 832; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_L11:;

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":833
 *             else:
 *                 raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 *             f += 1             # <<<<<<<<<<<<<<
 *         else:
 *             # Cython ignores struct boundary information ("T{...}"),
 */
      __pyx_v_f = (__pyx_v_f + 1);
      goto __pyx_L9;
    }
    /*else*/ {

      /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":837
 *             # Cython ignores struct boundary information ("T{...}"),
 *             # so don't output it
 *             f = _util_dtypestring(child, f, end, offset)             # <<<<<<<<<<<<<<
 *     return f
 * 
 */
      __pyx_t_11 = __pyx_f_5numpy__util_dtypestring(__pyx_v_child, __pyx_v_f, __pyx_v_end, __pyx_v_offset); if (unlikely(__pyx_t_11 == NULL)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 837; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      __pyx_v_f = __pyx_t_11;
    }
    __pyx_L9:;
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":838
 *             # so don't output it
 *             f = _util_dtypestring(child, f, end, offset)
 *     return f             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_r = __pyx_v_f;
  goto __pyx_L0;

  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("numpy._util_dtypestring");
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_DECREF((PyObject *)__pyx_v_child);
  __Pyx_DECREF(__pyx_v_fields);
  __Pyx_DECREF(__pyx_v_childname);
  __Pyx_DECREF(__pyx_v_new_offset);
  __Pyx_DECREF(__pyx_v_t);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":953
 * 
 * 
 * cdef inline void set_array_base(ndarray arr, object base):             # <<<<<<<<<<<<<<
 *      cdef PyObject* baseptr
 *      if base is None:
 */

static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_base) {
  PyObject *__pyx_v_baseptr;
  int __pyx_t_1;
  __Pyx_RefNannySetupContext("set_array_base");

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":955
 * cdef inline void set_array_base(ndarray arr, object base):
 *      cdef PyObject* baseptr
 *      if base is None:             # <<<<<<<<<<<<<<
 *          baseptr = NULL
 *      else:
 */
  __pyx_t_1 = (__pyx_v_base == Py_None);
  if (__pyx_t_1) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":956
 *      cdef PyObject* baseptr
 *      if base is None:
 *          baseptr = NULL             # <<<<<<<<<<<<<<
 *      else:
 *          Py_INCREF(base) # important to do this before decref below!
 */
    __pyx_v_baseptr = NULL;
    goto __pyx_L3;
  }
  /*else*/ {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":958
 *          baseptr = NULL
 *      else:
 *          Py_INCREF(base) # important to do this before decref below!             # <<<<<<<<<<<<<<
 *          baseptr = <PyObject*>base
 *      Py_XDECREF(arr.base)
 */
    Py_INCREF(__pyx_v_base);

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":959
 *      else:
 *          Py_INCREF(base) # important to do this before decref below!
 *          baseptr = <PyObject*>base             # <<<<<<<<<<<<<<
 *      Py_XDECREF(arr.base)
 *      arr.base = baseptr
 */
    __pyx_v_baseptr = ((PyObject *)__pyx_v_base);
  }
  __pyx_L3:;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":960
 *          Py_INCREF(base) # important to do this before decref below!
 *          baseptr = <PyObject*>base
 *      Py_XDECREF(arr.base)             # <<<<<<<<<<<<<<
 *      arr.base = baseptr
 * 
 */
  Py_XDECREF(__pyx_v_arr->base);

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":961
 *          baseptr = <PyObject*>base
 *      Py_XDECREF(arr.base)
 *      arr.base = baseptr             # <<<<<<<<<<<<<<
 * 
 * cdef inline object get_array_base(ndarray arr):
 */
  __pyx_v_arr->base = __pyx_v_baseptr;

  __Pyx_RefNannyFinishContext();
}

/* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":963
 *      arr.base = baseptr
 * 
 * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
 *     if arr.base is NULL:
 *         return None
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__pyx_v_arr) {
  PyObject *__pyx_r = NULL;
  int __pyx_t_1;
  __Pyx_RefNannySetupContext("get_array_base");

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":964
 * 
 * cdef inline object get_array_base(ndarray arr):
 *     if arr.base is NULL:             # <<<<<<<<<<<<<<
 *         return None
 *     else:
 */
  __pyx_t_1 = (__pyx_v_arr->base == NULL);
  if (__pyx_t_1) {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":965
 * cdef inline object get_array_base(ndarray arr):
 *     if arr.base is NULL:
 *         return None             # <<<<<<<<<<<<<<
 *     else:
 *         return <object>arr.base
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(Py_None);
    __pyx_r = Py_None;
    goto __pyx_L0;
    goto __pyx_L3;
  }
  /*else*/ {

    /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":967
 *         return None
 *     else:
 *         return <object>arr.base             # <<<<<<<<<<<<<<
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(((PyObject *)__pyx_v_arr->base));
    __pyx_r = ((PyObject *)__pyx_v_arr->base);
    goto __pyx_L0;
  }
  __pyx_L3:;

  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyMethodDef __pyx_methods[] = {
  {0, 0, 0, 0}
};

#if PY_MAJOR_VERSION >= 3
static struct PyModuleDef __pyx_moduledef = {
    PyModuleDef_HEAD_INIT,
    __Pyx_NAMESTR("scan_perform"),
    __Pyx_DOCSTR(__pyx_k_16), /* m_doc */
    -1, /* m_size */
    __pyx_methods /* m_methods */,
    NULL, /* m_reload */
    NULL, /* m_traverse */
    NULL, /* m_clear */
    NULL /* m_free */
};
#endif

static __Pyx_StringTabEntry __pyx_string_tab[] = {
  {&__pyx_kp_s_1, __pyx_k_1, sizeof(__pyx_k_1), 0, 0, 1, 0},
  {&__pyx_kp_u_10, __pyx_k_10, sizeof(__pyx_k_10), 0, 1, 0, 0},
  {&__pyx_kp_u_11, __pyx_k_11, sizeof(__pyx_k_11), 0, 1, 0, 0},
  {&__pyx_kp_u_14, __pyx_k_14, sizeof(__pyx_k_14), 0, 1, 0, 0},
  {&__pyx_kp_s_17, __pyx_k_17, sizeof(__pyx_k_17), 0, 0, 1, 0},
  {&__pyx_kp_s_18, __pyx_k_18, sizeof(__pyx_k_18), 0, 0, 1, 0},
  {&__pyx_kp_s_19, __pyx_k_19, sizeof(__pyx_k_19), 0, 0, 1, 0},
  {&__pyx_n_s_20, __pyx_k_20, sizeof(__pyx_k_20), 0, 0, 1, 1},
  {&__pyx_n_s_21, __pyx_k_21, sizeof(__pyx_k_21), 0, 0, 1, 1},
  {&__pyx_kp_u_4, __pyx_k_4, sizeof(__pyx_k_4), 0, 1, 0, 0},
  {&__pyx_kp_u_6, __pyx_k_6, sizeof(__pyx_k_6), 0, 1, 0, 0},
  {&__pyx_kp_u_8, __pyx_k_8, sizeof(__pyx_k_8), 0, 1, 0, 0},
  {&__pyx_n_s__CudaNdarray, __pyx_k__CudaNdarray, sizeof(__pyx_k__CudaNdarray), 0, 0, 1, 1},
  {&__pyx_n_s__RuntimeError, __pyx_k__RuntimeError, sizeof(__pyx_k__RuntimeError), 0, 0, 1, 1},
  {&__pyx_n_s__ValueError, __pyx_k__ValueError, sizeof(__pyx_k__ValueError), 0, 0, 1, 1},
  {&__pyx_n_s____authors__, __pyx_k____authors__, sizeof(__pyx_k____authors__), 0, 0, 1, 1},
  {&__pyx_n_s____contact__, __pyx_k____contact__, sizeof(__pyx_k____contact__), 0, 0, 1, 1},
  {&__pyx_n_s____copyright__, __pyx_k____copyright__, sizeof(__pyx_k____copyright__), 0, 0, 1, 1},
  {&__pyx_n_s____main__, __pyx_k____main__, sizeof(__pyx_k____main__), 0, 0, 1, 1},
  {&__pyx_n_s____test__, __pyx_k____test__, sizeof(__pyx_k____test__), 0, 0, 1, 1},
  {&__pyx_n_s__args, __pyx_k__args, sizeof(__pyx_k__args), 0, 0, 1, 1},
  {&__pyx_n_s__as_while, __pyx_k__as_while, sizeof(__pyx_k__as_while), 0, 0, 1, 1},
  {&__pyx_n_s__base, __pyx_k__base, sizeof(__pyx_k__base), 0, 0, 1, 1},
  {&__pyx_n_s__buf, __pyx_k__buf, sizeof(__pyx_k__buf), 0, 0, 1, 1},
  {&__pyx_n_s__byteorder, __pyx_k__byteorder, sizeof(__pyx_k__byteorder), 0, 0, 1, 1},
  {&__pyx_n_s__call_time, __pyx_k__call_time, sizeof(__pyx_k__call_time), 0, 0, 1, 1},
  {&__pyx_n_s__callcount, __pyx_k__callcount, sizeof(__pyx_k__callcount), 0, 0, 1, 1},
  {&__pyx_n_s__copy, __pyx_k__copy, sizeof(__pyx_k__copy), 0, 0, 1, 1},
  {&__pyx_n_s__cuda, __pyx_k__cuda, sizeof(__pyx_k__cuda), 0, 0, 1, 1},
  {&__pyx_n_s__cuda_available, __pyx_k__cuda_available, sizeof(__pyx_k__cuda_available), 0, 0, 1, 1},
  {&__pyx_n_s__cuda_ndarray, __pyx_k__cuda_ndarray, sizeof(__pyx_k__cuda_ndarray), 0, 0, 1, 1},
  {&__pyx_n_s__descr, __pyx_k__descr, sizeof(__pyx_k__descr), 0, 0, 1, 1},
  {&__pyx_n_s__dtype, __pyx_k__dtype, sizeof(__pyx_k__dtype), 0, 0, 1, 1},
  {&__pyx_n_s__empty, __pyx_k__empty, sizeof(__pyx_k__empty), 0, 0, 1, 1},
  {&__pyx_n_s__fields, __pyx_k__fields, sizeof(__pyx_k__fields), 0, 0, 1, 1},
  {&__pyx_n_s__fn, __pyx_k__fn, sizeof(__pyx_k__fn), 0, 0, 1, 1},
  {&__pyx_n_s__fnct, __pyx_k__fnct, sizeof(__pyx_k__fnct), 0, 0, 1, 1},
  {&__pyx_n_s__format, __pyx_k__format, sizeof(__pyx_k__format), 0, 0, 1, 1},
  {&__pyx_n_s__get_version, __pyx_k__get_version, sizeof(__pyx_k__get_version), 0, 0, 1, 1},
  {&__pyx_n_s__gpu, __pyx_k__gpu, sizeof(__pyx_k__gpu), 0, 0, 1, 1},
  {&__pyx_n_s__inplace, __pyx_k__inplace, sizeof(__pyx_k__inplace), 0, 0, 1, 1},
  {&__pyx_n_s__input_storage, __pyx_k__input_storage, sizeof(__pyx_k__input_storage), 0, 0, 1, 1},
  {&__pyx_n_s__itemsize, __pyx_k__itemsize, sizeof(__pyx_k__itemsize), 0, 0, 1, 1},
  {&__pyx_n_s__maker, __pyx_k__maker, sizeof(__pyx_k__maker), 0, 0, 1, 1},
  {&__pyx_n_s__mintaps, __pyx_k__mintaps, sizeof(__pyx_k__mintaps), 0, 0, 1, 1},
  {&__pyx_n_s__mit_mot_out_nslices, __pyx_k__mit_mot_out_nslices, sizeof(__pyx_k__mit_mot_out_nslices), 0, 0, 1, 1},
  {&__pyx_n_s__mit_mot_out_slices, __pyx_k__mit_mot_out_slices, sizeof(__pyx_k__mit_mot_out_slices), 0, 0, 1, 1},
  {&__pyx_n_s__n_mit_mot, __pyx_k__n_mit_mot, sizeof(__pyx_k__n_mit_mot), 0, 0, 1, 1},
  {&__pyx_n_s__n_mit_mot_outs, __pyx_k__n_mit_mot_outs, sizeof(__pyx_k__n_mit_mot_outs), 0, 0, 1, 1},
  {&__pyx_n_s__n_mit_sot, __pyx_k__n_mit_sot, sizeof(__pyx_k__n_mit_sot), 0, 0, 1, 1},
  {&__pyx_n_s__n_nit_sot, __pyx_k__n_nit_sot, sizeof(__pyx_k__n_nit_sot), 0, 0, 1, 1},
  {&__pyx_n_s__n_seqs, __pyx_k__n_seqs, sizeof(__pyx_k__n_seqs), 0, 0, 1, 1},
  {&__pyx_n_s__n_shared_outs, __pyx_k__n_shared_outs, sizeof(__pyx_k__n_shared_outs), 0, 0, 1, 1},
  {&__pyx_n_s__n_sit_sot, __pyx_k__n_sit_sot, sizeof(__pyx_k__n_sit_sot), 0, 0, 1, 1},
  {&__pyx_n_s__n_steps, __pyx_k__n_steps, sizeof(__pyx_k__n_steps), 0, 0, 1, 1},
  {&__pyx_n_s__names, __pyx_k__names, sizeof(__pyx_k__names), 0, 0, 1, 1},
  {&__pyx_n_s__nbsteps, __pyx_k__nbsteps, sizeof(__pyx_k__nbsteps), 0, 0, 1, 1},
  {&__pyx_n_s__ndim, __pyx_k__ndim, sizeof(__pyx_k__ndim), 0, 0, 1, 1},
  {&__pyx_n_s__numpy, __pyx_k__numpy, sizeof(__pyx_k__numpy), 0, 0, 1, 1},
  {&__pyx_n_s__obj, __pyx_k__obj, sizeof(__pyx_k__obj), 0, 0, 1, 1},
  {&__pyx_n_s__output_storage, __pyx_k__output_storage, sizeof(__pyx_k__output_storage), 0, 0, 1, 1},
  {&__pyx_n_s__outs, __pyx_k__outs, sizeof(__pyx_k__outs), 0, 0, 1, 1},
  {&__pyx_n_s__perform, __pyx_k__perform, sizeof(__pyx_k__perform), 0, 0, 1, 1},
  {&__pyx_n_s__profile, __pyx_k__profile, sizeof(__pyx_k__profile), 0, 0, 1, 1},
  {&__pyx_n_s__range, __pyx_k__range, sizeof(__pyx_k__range), 0, 0, 1, 1},
  {&__pyx_n_s__readonly, __pyx_k__readonly, sizeof(__pyx_k__readonly), 0, 0, 1, 1},
  {&__pyx_n_s__reshape, __pyx_k__reshape, sizeof(__pyx_k__reshape), 0, 0, 1, 1},
  {&__pyx_n_s__self, __pyx_k__self, sizeof(__pyx_k__self), 0, 0, 1, 1},
  {&__pyx_n_s__shape, __pyx_k__shape, sizeof(__pyx_k__shape), 0, 0, 1, 1},
  {&__pyx_n_s__storage, __pyx_k__storage, sizeof(__pyx_k__storage), 0, 0, 1, 1},
  {&__pyx_n_s__strides, __pyx_k__strides, sizeof(__pyx_k__strides), 0, 0, 1, 1},
  {&__pyx_n_s__suboffsets, __pyx_k__suboffsets, sizeof(__pyx_k__suboffsets), 0, 0, 1, 1},
  {&__pyx_n_s__t_call, __pyx_k__t_call, sizeof(__pyx_k__t_call), 0, 0, 1, 1},
  {&__pyx_n_s__t_fn, __pyx_k__t_fn, sizeof(__pyx_k__t_fn), 0, 0, 1, 1},
  {&__pyx_n_s__tap_array, __pyx_k__tap_array, sizeof(__pyx_k__tap_array), 0, 0, 1, 1},
  {&__pyx_n_s__tap_array_len, __pyx_k__tap_array_len, sizeof(__pyx_k__tap_array_len), 0, 0, 1, 1},
  {&__pyx_n_s__time, __pyx_k__time, sizeof(__pyx_k__time), 0, 0, 1, 1},
  {&__pyx_n_s__type_num, __pyx_k__type_num, sizeof(__pyx_k__type_num), 0, 0, 1, 1},
  {&__pyx_n_s__update_profile, __pyx_k__update_profile, sizeof(__pyx_k__update_profile), 0, 0, 1, 1},
  {&__pyx_n_s__vector_outs, __pyx_k__vector_outs, sizeof(__pyx_k__vector_outs), 0, 0, 1, 1},
  {&__pyx_n_s__vector_seqs, __pyx_k__vector_seqs, sizeof(__pyx_k__vector_seqs), 0, 0, 1, 1},
  {&__pyx_n_s__vm_call_time, __pyx_k__vm_call_time, sizeof(__pyx_k__vm_call_time), 0, 0, 1, 1},
  {&__pyx_n_s__zeros, __pyx_k__zeros, sizeof(__pyx_k__zeros), 0, 0, 1, 1},
  {0, 0, 0, 0, 0, 0, 0}
};
static int __Pyx_InitCachedBuiltins(void) {
  __pyx_builtin_range = __Pyx_GetName(__pyx_b, __pyx_n_s__range); if (!__pyx_builtin_range) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 199; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_builtin_ValueError = __Pyx_GetName(__pyx_b, __pyx_n_s__ValueError); if (!__pyx_builtin_ValueError) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 201; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_builtin_RuntimeError = __Pyx_GetName(__pyx_b, __pyx_n_s__RuntimeError); if (!__pyx_builtin_RuntimeError) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 787; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  return 0;
  __pyx_L1_error:;
  return -1;
}

static int __Pyx_InitCachedConstants(void) {
  __Pyx_RefNannySetupContext("__Pyx_InitCachedConstants");

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":275
 *             if vector_seqs[idx] == 1:
 *                 input_storage[idx].storage[0] = args[\
 *                             <unsigned int>(1+idx)][i:<unsigned int>(i+1)].reshape(())             # <<<<<<<<<<<<<<
 *             else:
 *                 input_storage[idx].storage[0] = \
 */
  __pyx_k_tuple_2 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 275; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(((PyObject *)__pyx_k_tuple_2));
  __Pyx_INCREF(((PyObject *)__pyx_empty_tuple));
  PyTuple_SET_ITEM(__pyx_k_tuple_2, 0, ((PyObject *)__pyx_empty_tuple));
  __Pyx_GIVEREF(((PyObject *)__pyx_empty_tuple));
  __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_2));

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":287
 *                     _idx = (pos[idx]+tap)%store_steps[idx]
 *                     input_storage[offset].storage[0] =\
 *                             outs[idx][0][_idx:<unsigned int>(_idx+1)].reshape(())             # <<<<<<<<<<<<<<
 *                     offset += 1
 *             else:
 */
  __pyx_k_tuple_3 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 287; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(((PyObject *)__pyx_k_tuple_3));
  __Pyx_INCREF(((PyObject *)__pyx_empty_tuple));
  PyTuple_SET_ITEM(__pyx_k_tuple_3, 0, ((PyObject *)__pyx_empty_tuple));
  __Pyx_GIVEREF(((PyObject *)__pyx_empty_tuple));
  __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_3));

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":206
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")             # <<<<<<<<<<<<<<
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 */
  __pyx_k_tuple_5 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 206; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(((PyObject *)__pyx_k_tuple_5));
  __Pyx_INCREF(((PyObject *)__pyx_kp_u_4));
  PyTuple_SET_ITEM(__pyx_k_tuple_5, 0, ((PyObject *)__pyx_kp_u_4));
  __Pyx_GIVEREF(((PyObject *)__pyx_kp_u_4));
  __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_5));

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":210
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")             # <<<<<<<<<<<<<<
 * 
 *             info.buf = PyArray_DATA(self)
 */
  __pyx_k_tuple_7 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_7)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 210; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(((PyObject *)__pyx_k_tuple_7));
  __Pyx_INCREF(((PyObject *)__pyx_kp_u_6));
  PyTuple_SET_ITEM(__pyx_k_tuple_7, 0, ((PyObject *)__pyx_kp_u_6));
  __Pyx_GIVEREF(((PyObject *)__pyx_kp_u_6));
  __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_7));

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":248
 *                 if ((descr.byteorder == '>' and little_endian) or
 *                     (descr.byteorder == '<' 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_k_tuple_9 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_9)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 248; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(((PyObject *)__pyx_k_tuple_9));
  __Pyx_INCREF(((PyObject *)__pyx_kp_u_8));
  PyTuple_SET_ITEM(__pyx_k_tuple_9, 0, ((PyObject *)__pyx_kp_u_8));
  __Pyx_GIVEREF(((PyObject *)__pyx_kp_u_8));
  __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_9));

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":787
 * 
 *         if (end - f) - (new_offset - offset[0]) < 15:
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")             # <<<<<<<<<<<<<<
 * 
 *         if ((child.byteorder == '>' and little_endian) or
 */
  __pyx_k_tuple_12 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_12)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 787; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(((PyObject *)__pyx_k_tuple_12));
  __Pyx_INCREF(((PyObject *)__pyx_kp_u_11));
  PyTuple_SET_ITEM(__pyx_k_tuple_12, 0, ((PyObject *)__pyx_kp_u_11));
  __Pyx_GIVEREF(((PyObject *)__pyx_kp_u_11));
  __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_12));

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":791
 *         if ((child.byteorder == '>' and little_endian) or
 *             (child.byteorder == '<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")             # <<<<<<<<<<<<<<
 *             # One could encode it in the format string and have Cython
 *             # complain instead, BUT: < and > in format strings also imply
 */
  __pyx_k_tuple_13 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_13)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 791; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(((PyObject *)__pyx_k_tuple_13));
  __Pyx_INCREF(((PyObject *)__pyx_kp_u_8));
  PyTuple_SET_ITEM(__pyx_k_tuple_13, 0, ((PyObject *)__pyx_kp_u_8));
  __Pyx_GIVEREF(((PyObject *)__pyx_kp_u_8));
  __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_13));

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":811
 *             t = child.type_num
 *             if end - f < 5:
 *                 raise RuntimeError(u"Format string allocated too short.")             # <<<<<<<<<<<<<<
 * 
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 */
  __pyx_k_tuple_15 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_15)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 811; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(((PyObject *)__pyx_k_tuple_15));
  __Pyx_INCREF(((PyObject *)__pyx_kp_u_14));
  PyTuple_SET_ITEM(__pyx_k_tuple_15, 0, ((PyObject *)__pyx_kp_u_14));
  __Pyx_GIVEREF(((PyObject *)__pyx_kp_u_14));
  __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_15));
  __Pyx_RefNannyFinishContext();
  return 0;
  __pyx_L1_error:;
  __Pyx_RefNannyFinishContext();
  return -1;
}

static int __Pyx_InitGlobals(void) {
  if (__Pyx_InitStrings(__pyx_string_tab) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
  __pyx_int_0 = PyInt_FromLong(0); if (unlikely(!__pyx_int_0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
  __pyx_int_1 = PyInt_FromLong(1); if (unlikely(!__pyx_int_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
  __pyx_int_neg_1 = PyInt_FromLong(-1); if (unlikely(!__pyx_int_neg_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
  __pyx_int_15 = PyInt_FromLong(15); if (unlikely(!__pyx_int_15)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
  return 0;
  __pyx_L1_error:;
  return -1;
}

#if PY_MAJOR_VERSION < 3
PyMODINIT_FUNC initscan_perform(void); /*proto*/
PyMODINIT_FUNC initscan_perform(void)
#else
PyMODINIT_FUNC PyInit_scan_perform(void); /*proto*/
PyMODINIT_FUNC PyInit_scan_perform(void)
#endif
{
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  #if CYTHON_REFNANNY
  void* __pyx_refnanny = NULL;
  __Pyx_RefNanny = __Pyx_RefNannyImportAPI("refnanny");
  if (!__Pyx_RefNanny) {
      PyErr_Clear();
      __Pyx_RefNanny = __Pyx_RefNannyImportAPI("Cython.Runtime.refnanny");
      if (!__Pyx_RefNanny)
          Py_FatalError("failed to import 'refnanny' module");
  }
  __pyx_refnanny = __Pyx_RefNanny->SetupContext("PyMODINIT_FUNC PyInit_scan_perform(void)", __LINE__, __FILE__);
  #endif
  __pyx_empty_tuple = PyTuple_New(0); if (unlikely(!__pyx_empty_tuple)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_empty_bytes = PyBytes_FromStringAndSize("", 0); if (unlikely(!__pyx_empty_bytes)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  #ifdef __pyx_binding_PyCFunctionType_USED
  if (__pyx_binding_PyCFunctionType_init() < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  #endif
  /*--- Library function declarations ---*/
  /*--- Threads initialization code ---*/
  #if defined(__PYX_FORCE_INIT_THREADS) && __PYX_FORCE_INIT_THREADS
  #ifdef WITH_THREAD /* Python build with threading support? */
  PyEval_InitThreads();
  #endif
  #endif
  /*--- Module creation code ---*/
  #if PY_MAJOR_VERSION < 3
  __pyx_m = Py_InitModule4(__Pyx_NAMESTR("scan_perform"), __pyx_methods, __Pyx_DOCSTR(__pyx_k_16), 0, PYTHON_API_VERSION);
  #else
  __pyx_m = PyModule_Create(&__pyx_moduledef);
  #endif
  if (!__pyx_m) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
  #if PY_MAJOR_VERSION < 3
  Py_INCREF(__pyx_m);
  #endif
  __pyx_b = PyImport_AddModule(__Pyx_NAMESTR(__Pyx_BUILTIN_MODULE_NAME));
  if (!__pyx_b) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
  if (__Pyx_SetAttrString(__pyx_m, "__builtins__", __pyx_b) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
  /*--- Initialize various global constants etc. ---*/
  if (unlikely(__Pyx_InitGlobals() < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__pyx_module_is_main_theano__scan_module__scan_perform) {
    if (__Pyx_SetAttrString(__pyx_m, "__name__", __pyx_n_s____main__) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
  }
  /*--- Builtin init code ---*/
  if (unlikely(__Pyx_InitCachedBuiltins() < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  /*--- Constants init code ---*/
  if (unlikely(__Pyx_InitCachedConstants() < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  /*--- Global init code ---*/
  /*--- Function export code ---*/
  /*--- Type init code ---*/
  /*--- Type import code ---*/
  __pyx_ptype_5numpy_dtype = __Pyx_ImportType("numpy", "dtype", sizeof(PyArray_Descr), 0); if (unlikely(!__pyx_ptype_5numpy_dtype)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 149; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_5numpy_flatiter = __Pyx_ImportType("numpy", "flatiter", sizeof(PyArrayIterObject), 0); if (unlikely(!__pyx_ptype_5numpy_flatiter)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 159; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_5numpy_broadcast = __Pyx_ImportType("numpy", "broadcast", sizeof(PyArrayMultiIterObject), 0); if (unlikely(!__pyx_ptype_5numpy_broadcast)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 163; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_5numpy_ndarray = __Pyx_ImportType("numpy", "ndarray", sizeof(PyArrayObject), 0); if (unlikely(!__pyx_ptype_5numpy_ndarray)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 172; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_5numpy_ufunc = __Pyx_ImportType("numpy", "ufunc", sizeof(PyUFuncObject), 0); if (unlikely(!__pyx_ptype_5numpy_ufunc)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 849; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  /*--- Function import code ---*/
  /*--- Execution code ---*/

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":50
 * 
 * 
 * __authors__ = "Razvan Pascanu"             # <<<<<<<<<<<<<<
 * __copyright__ = "(c) 2011, Universite de Montreal"
 * __contact__ = "Razvan Pascanu <r.pascanu@gmail>"
 */
  if (PyObject_SetAttr(__pyx_m, __pyx_n_s____authors__, ((PyObject *)__pyx_kp_s_17)) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 50; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":51
 * 
 * __authors__ = "Razvan Pascanu"
 * __copyright__ = "(c) 2011, Universite de Montreal"             # <<<<<<<<<<<<<<
 * __contact__ = "Razvan Pascanu <r.pascanu@gmail>"
 * 
 */
  if (PyObject_SetAttr(__pyx_m, __pyx_n_s____copyright__, ((PyObject *)__pyx_kp_s_18)) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 51; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":52
 * __authors__ = "Razvan Pascanu"
 * __copyright__ = "(c) 2011, Universite de Montreal"
 * __contact__ = "Razvan Pascanu <r.pascanu@gmail>"             # <<<<<<<<<<<<<<
 * 
 * 
 */
  if (PyObject_SetAttr(__pyx_m, __pyx_n_s____contact__, ((PyObject *)__pyx_kp_s_19)) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 52; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":57
 * import cython
 * 
 * import numpy             # <<<<<<<<<<<<<<
 * cimport numpy
 * 
 */
  __pyx_t_1 = __Pyx_Import(((PyObject *)__pyx_n_s__numpy), 0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 57; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  if (PyObject_SetAttr(__pyx_m, __pyx_n_s__numpy, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 57; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":60
 * cimport numpy
 * 
 * import time             # <<<<<<<<<<<<<<
 * import copy
 * from theano.sandbox import cuda
 */
  __pyx_t_1 = __Pyx_Import(((PyObject *)__pyx_n_s__time), 0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 60; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  if (PyObject_SetAttr(__pyx_m, __pyx_n_s__time, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 60; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":61
 * 
 * import time
 * import copy             # <<<<<<<<<<<<<<
 * from theano.sandbox import cuda
 * 
 */
  __pyx_t_1 = __Pyx_Import(((PyObject *)__pyx_n_s__copy), 0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 61; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  if (PyObject_SetAttr(__pyx_m, __pyx_n_s__copy, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 61; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":62
 * import time
 * import copy
 * from theano.sandbox import cuda             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_1 = PyList_New(1); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 62; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(((PyObject *)__pyx_t_1));
  __Pyx_INCREF(((PyObject *)__pyx_n_s__cuda));
  PyList_SET_ITEM(__pyx_t_1, 0, ((PyObject *)__pyx_n_s__cuda));
  __Pyx_GIVEREF(((PyObject *)__pyx_n_s__cuda));
  __pyx_t_2 = __Pyx_Import(((PyObject *)__pyx_n_s_20), ((PyObject *)__pyx_t_1)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 62; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(((PyObject *)__pyx_t_1)); __pyx_t_1 = 0;
  __pyx_t_1 = PyObject_GetAttr(__pyx_t_2, __pyx_n_s__cuda); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 62; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_1);
  if (PyObject_SetAttr(__pyx_m, __pyx_n_s__cuda, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 62; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":65
 * 
 * 
 * def get_version():             # <<<<<<<<<<<<<<
 *     return 0.2
 * 
 */
  __pyx_t_2 = PyCFunction_NewEx(&__pyx_mdef_6theano_11scan_module_12scan_perform_0get_version, NULL, __pyx_n_s_21); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 65; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_2);
  if (PyObject_SetAttr(__pyx_m, __pyx_n_s__get_version, __pyx_t_2) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 65; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":69
 * 
 * @cython.boundscheck(False)
 * def perform(             # <<<<<<<<<<<<<<
 *             unsigned int n_shared_outs,
 *             unsigned int n_mit_mot_outs,
 */
  __pyx_t_2 = PyCFunction_NewEx(&__pyx_mdef_6theano_11scan_module_12scan_perform_1perform, NULL, __pyx_n_s_21); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_2);
  if (PyObject_SetAttr(__pyx_m, __pyx_n_s__perform, __pyx_t_2) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "/u/pascanur/repos/Theano/theano/scan_module/scan_perform.pyx":1
 * """             # <<<<<<<<<<<<<<
 *  This code implements the operations that scan has to carry on when called
 *  as a stand alone function.
 */
  __pyx_t_2 = PyDict_New(); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(((PyObject *)__pyx_t_2));
  if (PyObject_SetAttr(__pyx_m, __pyx_n_s____test__, ((PyObject *)__pyx_t_2)) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;

  /* "/opt/lisa/os/lib/python2.5/site-packages/Cython-0.14-py2.5-linux-x86_64.egg/Cython/Includes/numpy.pxd":963
 *      arr.base = baseptr
 * 
 * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
 *     if arr.base is NULL:
 *         return None
 */
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  if (__pyx_m) {
    __Pyx_AddTraceback("init theano.scan_module.scan_perform");
    Py_DECREF(__pyx_m); __pyx_m = 0;
  } else if (!PyErr_Occurred()) {
    PyErr_SetString(PyExc_ImportError, "init theano.scan_module.scan_perform");
  }
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  #if PY_MAJOR_VERSION < 3
  return;
  #else
  return __pyx_m;
  #endif
}

/* Runtime support code */

static PyObject *__Pyx_GetName(PyObject *dict, PyObject *name) {
    PyObject *result;
    result = PyObject_GetAttr(dict, name);
    if (!result)
        PyErr_SetObject(PyExc_NameError, name);
    return result;
}

static void __Pyx_RaiseDoubleKeywordsError(
    const char* func_name,
    PyObject* kw_name)
{
    PyErr_Format(PyExc_TypeError,
        #if PY_MAJOR_VERSION >= 3
        "%s() got multiple values for keyword argument '%U'", func_name, kw_name);
        #else
        "%s() got multiple values for keyword argument '%s'", func_name,
        PyString_AS_STRING(kw_name));
        #endif
}

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)
{
    Py_ssize_t num_expected;
    const char *number, *more_or_less;

    if (num_found < num_min) {
        num_expected = num_min;
        more_or_less = "at least";
    } else {
        num_expected = num_max;
        more_or_less = "at most";
    }
    if (exact) {
        more_or_less = "exactly";
    }
    number = (num_expected == 1) ? "" : "s";
    PyErr_Format(PyExc_TypeError,
        #if PY_VERSION_HEX < 0x02050000
            "%s() takes %s %d positional argument%s (%d given)",
        #else
            "%s() takes %s %zd positional argument%s (%zd given)",
        #endif
        func_name, more_or_less, num_expected, number, num_found);
}

static int __Pyx_ParseOptionalKeywords(
    PyObject *kwds,
    PyObject **argnames[],
    PyObject *kwds2,
    PyObject *values[],
    Py_ssize_t num_pos_args,
    const char* function_name)
{
    PyObject *key = 0, *value = 0;
    Py_ssize_t pos = 0;
    PyObject*** name;
    PyObject*** first_kw_arg = argnames + num_pos_args;

    while (PyDict_Next(kwds, &pos, &key, &value)) {
        name = first_kw_arg;
        while (*name && (**name != key)) name++;
        if (*name) {
            values[name-argnames] = value;
        } else {
            #if PY_MAJOR_VERSION < 3
            if (unlikely(!PyString_CheckExact(key)) && unlikely(!PyString_Check(key))) {
            #else
            if (unlikely(!PyUnicode_CheckExact(key)) && unlikely(!PyUnicode_Check(key))) {
            #endif
                goto invalid_keyword_type;
            } else {
                for (name = first_kw_arg; *name; name++) {
                    #if PY_MAJOR_VERSION >= 3
                    if (PyUnicode_GET_SIZE(**name) == PyUnicode_GET_SIZE(key) &&
                        PyUnicode_Compare(**name, key) == 0) break;
                    #else
                    if (PyString_GET_SIZE(**name) == PyString_GET_SIZE(key) &&
                        _PyString_Eq(**name, key)) break;
                    #endif
                }
                if (*name) {
                    values[name-argnames] = value;
                } else {
                    /* unexpected keyword found */
                    for (name=argnames; name != first_kw_arg; name++) {
                        if (**name == key) goto arg_passed_twice;
                        #if PY_MAJOR_VERSION >= 3
                        if (PyUnicode_GET_SIZE(**name) == PyUnicode_GET_SIZE(key) &&
                            PyUnicode_Compare(**name, key) == 0) goto arg_passed_twice;
                        #else
                        if (PyString_GET_SIZE(**name) == PyString_GET_SIZE(key) &&
                            _PyString_Eq(**name, key)) goto arg_passed_twice;
                        #endif
                    }
                    if (kwds2) {
                        if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad;
                    } else {
                        goto invalid_keyword;
                    }
                }
            }
        }
    }
    return 0;
arg_passed_twice:
    __Pyx_RaiseDoubleKeywordsError(function_name, **name);
    goto bad;
invalid_keyword_type:
    PyErr_Format(PyExc_TypeError,
        "%s() keywords must be strings", function_name);
    goto bad;
invalid_keyword:
    PyErr_Format(PyExc_TypeError,
    #if PY_MAJOR_VERSION < 3
        "%s() got an unexpected keyword argument '%s'",
        function_name, PyString_AsString(key));
    #else
        "%s() got an unexpected keyword argument '%U'",
        function_name, key);
    #endif
bad:
    return -1;
}

static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed,
    const char *name, int exact)
{
    if (!type) {
        PyErr_Format(PyExc_SystemError, "Missing type object");
        return 0;
    }
    if (none_allowed && obj == Py_None) return 1;
    else if (exact) {
        if (Py_TYPE(obj) == type) return 1;
    }
    else {
        if (PyObject_TypeCheck(obj, type)) return 1;
    }
    PyErr_Format(PyExc_TypeError,
        "Argument '%s' has incorrect type (expected %s, got %s)",
        name, type->tp_name, Py_TYPE(obj)->tp_name);
    return 0;
}

static CYTHON_INLINE int __Pyx_IsLittleEndian(void) {
  unsigned int n = 1;
  return *(unsigned char*)(&n) != 0;
}

typedef struct {
  __Pyx_StructField root;
  __Pyx_BufFmt_StackElem* head;
  size_t fmt_offset;
  int new_count, enc_count;
  int is_complex;
  char enc_type;
  char packmode;
} __Pyx_BufFmt_Context;

static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
                              __Pyx_BufFmt_StackElem* stack,
                              __Pyx_TypeInfo* type) {
  stack[0].field = &ctx->root;
  stack[0].parent_offset = 0;
  ctx->root.type = type;
  ctx->root.name = "buffer dtype";
  ctx->root.offset = 0;
  ctx->head = stack;
  ctx->head->field = &ctx->root;
  ctx->fmt_offset = 0;
  ctx->head->parent_offset = 0;
  ctx->packmode = '@';
  ctx->new_count = 1;
  ctx->enc_count = 0;
  ctx->enc_type = 0;
  ctx->is_complex = 0;
  while (type->typegroup == 'S') {
    ++ctx->head;
    ctx->head->field = type->fields;
    ctx->head->parent_offset = 0;
    type = type->fields->type;
  }
}

static int __Pyx_BufFmt_ParseNumber(const char** ts) {
    int count;
    const char* t = *ts;
    if (*t < '0' || *t > '9') {
      return -1;
    } else {
        count = *t++ - '0';
        while (*t >= '0' && *t < '9') {
            count *= 10;
            count += *t++ - '0';
        }
    }
    *ts = t;
    return count;
}

static void __Pyx_BufFmt_RaiseUnexpectedChar(char ch) {
  char msg[] = {ch, 0};
  PyErr_Format(PyExc_ValueError, "Unexpected format string character: '%s'", msg);
}

static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
  switch (ch) {
    case 'b': return "'char'";
    case 'B': return "'unsigned char'";
    case 'h': return "'short'";
    case 'H': return "'unsigned short'";
    case 'i': return "'int'";
    case 'I': return "'unsigned int'";
    case 'l': return "'long'";
    case 'L': return "'unsigned long'";
    case 'q': return "'long long'";
    case 'Q': return "'unsigned long long'";
    case 'f': return (is_complex ? "'complex float'" : "'float'");
    case 'd': return (is_complex ? "'complex double'" : "'double'");
    case 'g': return (is_complex ? "'complex long double'" : "'long double'");
    case 'T': return "a struct";
    case 'O': return "Python object";
    case 'P': return "a pointer";
    case 0: return "end";
    default: return "unparseable format string";
  }
}

static size_t __Pyx_BufFmt_TypeCharToStandardSize(char ch, int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': return 1;
    case 'h': case 'H': return 2;
    case 'i': case 'I': case 'l': case 'L': return 4;
    case 'q': case 'Q': return 8;
    case 'f': return (is_complex ? 8 : 4);
    case 'd': return (is_complex ? 16 : 8);
    case 'g': {
      PyErr_SetString(PyExc_ValueError, "Python does not define a standard format string size for long double ('g')..");
      return 0;
    }
    case 'O': case 'P': return sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}

static size_t __Pyx_BufFmt_TypeCharToNativeSize(char ch, int is_complex) {
  switch (ch) {
    case 'c': case 'b': case 'B': return 1;
    case 'h': case 'H': return sizeof(short);
    case 'i': case 'I': return sizeof(int);
    case 'l': case 'L': return sizeof(long);
    #ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(PY_LONG_LONG);
    #endif
    case 'f': return sizeof(float) * (is_complex ? 2 : 1);
    case 'd': return sizeof(double) * (is_complex ? 2 : 1);
    case 'g': return sizeof(long double) * (is_complex ? 2 : 1);
    case 'O': case 'P': return sizeof(void*);
    default: {
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
  }
}

typedef struct { char c; short x; } __Pyx_st_short;
typedef struct { char c; int x; } __Pyx_st_int;
typedef struct { char c; long x; } __Pyx_st_long;
typedef struct { char c; float x; } __Pyx_st_float;
typedef struct { char c; double x; } __Pyx_st_double;
typedef struct { char c; long double x; } __Pyx_st_longdouble;
typedef struct { char c; void *x; } __Pyx_st_void_p;
#ifdef HAVE_LONG_LONG
typedef struct { char c; PY_LONG_LONG x; } __Pyx_s_long_long;
#endif

static size_t __Pyx_BufFmt_TypeCharToAlignment(char ch, int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': return 1;
    case 'h': case 'H': return sizeof(__Pyx_st_short) - sizeof(short);
    case 'i': case 'I': return sizeof(__Pyx_st_int) - sizeof(int);
    case 'l': case 'L': return sizeof(__Pyx_st_long) - sizeof(long);
#ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(__Pyx_s_long_long) - sizeof(PY_LONG_LONG);
#endif
    case 'f': return sizeof(__Pyx_st_float) - sizeof(float);
    case 'd': return sizeof(__Pyx_st_double) - sizeof(double);
    case 'g': return sizeof(__Pyx_st_longdouble) - sizeof(long double);
    case 'P': case 'O': return sizeof(__Pyx_st_void_p) - sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}

static size_t __Pyx_BufFmt_TypeCharToGroup(char ch, int is_complex) {
  switch (ch) {
    case 'c': case 'b': case 'h': case 'i': case 'l': case 'q': return 'I';
    case 'B': case 'H': case 'I': case 'L': case 'Q': return 'U';
    case 'f': case 'd': case 'g': return (is_complex ? 'C' : 'R');
    case 'O': return 'O';
    case 'P': return 'P';
    default: {
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
  }
}

static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
  if (ctx->head == NULL || ctx->head->field == &ctx->root) {
    const char* expected;
    const char* quote;
    if (ctx->head == NULL) {
      expected = "end";
      quote = "";
    } else {
      expected = ctx->head->field->type->name;
      quote = "'";
    }
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected %s%s%s but got %s",
                 quote, expected, quote,
                 __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex));
  } else {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_StructField* parent = (ctx->head - 1)->field;
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected '%s' but got %s in '%s.%s'",
                 field->type->name, __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex),
                 parent->type->name, field->name);
  }
}

static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
  char group;
  size_t size, offset;
  if (ctx->enc_type == 0) return 0;
  group = __Pyx_BufFmt_TypeCharToGroup(ctx->enc_type, ctx->is_complex);
  do {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_TypeInfo* type = field->type;

    if (ctx->packmode == '@' || ctx->packmode == '^') {
      size = __Pyx_BufFmt_TypeCharToNativeSize(ctx->enc_type, ctx->is_complex);
    } else {
      size = __Pyx_BufFmt_TypeCharToStandardSize(ctx->enc_type, ctx->is_complex);
    }
    if (ctx->packmode == '@') {
      int align_at = __Pyx_BufFmt_TypeCharToAlignment(ctx->enc_type, ctx->is_complex);
      int align_mod_offset;
      if (align_at == 0) return -1;
      align_mod_offset = ctx->fmt_offset % align_at;
      if (align_mod_offset > 0) ctx->fmt_offset += align_at - align_mod_offset;
    }

    if (type->size != size || type->typegroup != group) {
      if (type->typegroup == 'C' && type->fields != NULL) {
        /* special case -- treat as struct rather than complex number */
        size_t parent_offset = ctx->head->parent_offset + field->offset;
        ++ctx->head;
        ctx->head->field = type->fields;
        ctx->head->parent_offset = parent_offset;
        continue;
      }

      __Pyx_BufFmt_RaiseExpected(ctx);
      return -1;
    }

    offset = ctx->head->parent_offset + field->offset;
    if (ctx->fmt_offset != offset) {
      PyErr_Format(PyExc_ValueError,
                   "Buffer dtype mismatch; next field is at offset %"PY_FORMAT_SIZE_T"d "
                   "but %"PY_FORMAT_SIZE_T"d expected", ctx->fmt_offset, offset);
      return -1;
    }

    ctx->fmt_offset += size;

    --ctx->enc_count; /* Consume from buffer string */

    /* Done checking, move to next field, pushing or popping struct stack if needed */
    while (1) {
      if (field == &ctx->root) {
        ctx->head = NULL;
        if (ctx->enc_count != 0) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return -1;
        }
        break; /* breaks both loops as ctx->enc_count == 0 */
      }
      ctx->head->field = ++field;
      if (field->type == NULL) {
        --ctx->head;
        field = ctx->head->field;
        continue;
      } else if (field->type->typegroup == 'S') {
        size_t parent_offset = ctx->head->parent_offset + field->offset;
        if (field->type->fields->type == NULL) continue; /* empty struct */
        field = field->type->fields;
        ++ctx->head;
        ctx->head->field = field;
        ctx->head->parent_offset = parent_offset;
        break;
      } else {
        break;
      }
    }
  } while (ctx->enc_count);
  ctx->enc_type = 0;
  ctx->is_complex = 0;
  return 0;
}

static int __Pyx_BufFmt_FirstPack(__Pyx_BufFmt_Context* ctx) {
  if (ctx->enc_type != 0 || ctx->packmode != '@') {
    PyErr_SetString(PyExc_ValueError, "Buffer packing mode currently only allowed at beginning of format string (this is a defect)");
    return -1;
  }
  return 0;
}

static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts) {
  int got_Z = 0;
  while (1) {
    switch(*ts) {
      case 0:
        if (ctx->enc_type != 0 && ctx->head == NULL) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return NULL;
        }
        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
        if (ctx->head != NULL) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return NULL;
        }
        return ts;
      case ' ':
      case 10:
      case 13:
        ++ts;
        break;
      case '<':
        if (!__Pyx_IsLittleEndian()) {
          PyErr_SetString(PyExc_ValueError, "Little-endian buffer not supported on big-endian compiler");
          return NULL;
        }
        if (__Pyx_BufFmt_FirstPack(ctx) == -1) return NULL;
        ctx->packmode = '=';
        ++ts;
        break;
      case '>':
      case '!':
        if (__Pyx_IsLittleEndian()) {
          PyErr_SetString(PyExc_ValueError, "Big-endian buffer not supported on little-endian compiler");
          return NULL;
        }
        if (__Pyx_BufFmt_FirstPack(ctx) == -1) return NULL;
        ctx->packmode = '=';
        ++ts;
        break;
      case '=':
      case '@':
      case '^':
        if (__Pyx_BufFmt_FirstPack(ctx) == -1) return NULL;
        ctx->packmode = *ts++;
        break;
      case 'T': /* substruct */
        {
          int i;
          const char* ts_after_sub;
          int struct_count = ctx->new_count;
          ctx->new_count = 1;
          ++ts;
          if (*ts != '{') {
            PyErr_SetString(PyExc_ValueError, "Buffer acquisition: Expected '{' after 'T'");
            return NULL;
          }
          ++ts;
          ts_after_sub = ts;
          for (i = 0; i != struct_count; ++i) {
            ts_after_sub = __Pyx_BufFmt_CheckString(ctx, ts);
            if (!ts_after_sub) return NULL;
          }
          ts = ts_after_sub;
        }
        break;
      case '}': /* end of substruct; either repeat or move on */
        ++ts;
        return ts;
      case 'x':
        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
        ctx->fmt_offset += ctx->new_count;
        ctx->new_count = 1;
        ctx->enc_count = 0;
        ctx->enc_type = 0;
        ++ts;
        break;
      case 'Z':
        got_Z = 1;
        ++ts;
        if (*ts != 'f' && *ts != 'd' && *ts != 'g') {
          __Pyx_BufFmt_RaiseUnexpectedChar('Z');
          return NULL;
        }        /* fall through */
      case 'c': case 'b': case 'B': case 'h': case 'H': case 'i': case 'I':
      case 'l': case 'L': case 'q': case 'Q':
      case 'f': case 'd': case 'g':
      case 'O':
        if (ctx->enc_type == *ts && got_Z == ctx->is_complex) {
          /* Continue pooling same type */
          ctx->enc_count += ctx->new_count;
        } else {
          /* New type */
          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
          ctx->enc_count = ctx->new_count;
          ctx->enc_type = *ts;
          ctx->is_complex = got_Z;
        }
        ++ts;
        ctx->new_count = 1;
        got_Z = 0;
        break;
      default:
        {
          ctx->new_count = __Pyx_BufFmt_ParseNumber(&ts);
          if (ctx->new_count == -1) { /* First char was not a digit */
            char msg[2] = { *ts, 0 };
            PyErr_Format(PyExc_ValueError,
                         "Does not understand character buffer dtype format string ('%s')", msg);
            return NULL;
          }
        }

    }
  }
}

static CYTHON_INLINE void __Pyx_ZeroBuffer(Py_buffer* buf) {
  buf->buf = NULL;
  buf->obj = NULL;
  buf->strides = __Pyx_zeros;
  buf->shape = __Pyx_zeros;
  buf->suboffsets = __Pyx_minusones;
}

static CYTHON_INLINE int __Pyx_GetBufferAndValidate(Py_buffer* buf, PyObject* obj, __Pyx_TypeInfo* dtype, int flags, int nd, int cast, __Pyx_BufFmt_StackElem* stack) {
  if (obj == Py_None) {
    __Pyx_ZeroBuffer(buf);
    return 0;
  }
  buf->buf = NULL;
  if (__Pyx_GetBuffer(obj, buf, flags) == -1) goto fail;
  if (buf->ndim != nd) {
    PyErr_Format(PyExc_ValueError,
                 "Buffer has wrong number of dimensions (expected %d, got %d)",
                 nd, buf->ndim);
    goto fail;
  }
  if (!cast) {
    __Pyx_BufFmt_Context ctx;
    __Pyx_BufFmt_Init(&ctx, stack, dtype);
    if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail;
  }
  if ((unsigned)buf->itemsize != dtype->size) {
    PyErr_Format(PyExc_ValueError,
      "Item size of buffer (%"PY_FORMAT_SIZE_T"d byte%s) does not match size of '%s' (%"PY_FORMAT_SIZE_T"d byte%s)",
      buf->itemsize, (buf->itemsize > 1) ? "s" : "",
      dtype->name,
      dtype->size, (dtype->size > 1) ? "s" : "");
    goto fail;
  }
  if (buf->suboffsets == NULL) buf->suboffsets = __Pyx_minusones;
  return 0;
fail:;
  __Pyx_ZeroBuffer(buf);
  return -1;
}

static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
  if (info->buf == NULL) return;
  if (info->suboffsets == __Pyx_minusones) info->suboffsets = NULL;
  __Pyx_ReleaseBuffer(info);
}



static CYTHON_INLINE int __Pyx_mod_int(int a, int b) {
    int r = a % b;
    r += ((r != 0) & ((r ^ b) < 0)) * b;
    return r;
}

static CYTHON_INLINE long __Pyx_mod_long(long a, long b) {
    long r = a % b;
    r += ((r != 0) & ((r ^ b) < 0)) * b;
    return r;
}

static CYTHON_INLINE long __Pyx_div_long(long a, long b) {
    long q = a / b;
    long r = a - q*b;
    q -= ((r != 0) & ((r ^ b) < 0));
    return q;
}

static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb) {
    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;
    tstate->curexc_type = type;
    tstate->curexc_value = value;
    tstate->curexc_traceback = tb;
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
}

static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb) {
    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;
}


static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
    if (unlikely(!type)) {
        PyErr_Format(PyExc_SystemError, "Missing type object");
        return 0;
    }
    if (likely(PyObject_TypeCheck(obj, type)))
        return 1;
    PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s",
                 Py_TYPE(obj)->tp_name, type->tp_name);
    return 0;
}

static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
}

static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {
    PyErr_Format(PyExc_ValueError,
        #if PY_VERSION_HEX < 0x02050000
                 "need more than %d value%s to unpack", (int)index,
        #else
                 "need more than %zd value%s to unpack", index,
        #endif
                 (index == 1) ? "" : "s");
}

static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected) {
    PyErr_Format(PyExc_ValueError,
        #if PY_VERSION_HEX < 0x02050000
            "too many values to unpack (expected %d)", (int)expected);
        #else
            "too many values to unpack (expected %zd)", expected);
        #endif
}

static void __Pyx_UnpackTupleError(PyObject *t, Py_ssize_t index) {
    if (t == Py_None) {
      __Pyx_RaiseNoneNotIterableError();
    } else if (PyTuple_GET_SIZE(t) < index) {
      __Pyx_RaiseNeedMoreValuesError(PyTuple_GET_SIZE(t));
    } else {
      __Pyx_RaiseTooManyValuesError(index);
    }
}

#if PY_MAJOR_VERSION < 3
static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags) {
  #if PY_VERSION_HEX >= 0x02060000
  if (Py_TYPE(obj)->tp_flags & Py_TPFLAGS_HAVE_NEWBUFFER)
      return PyObject_GetBuffer(obj, view, flags);
  #endif
  if (PyObject_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) return __pyx_pf_5numpy_7ndarray_0__getbuffer__(obj, view, flags);
  else {
  PyErr_Format(PyExc_TypeError, "'%100s' does not have the buffer interface", Py_TYPE(obj)->tp_name);
  return -1;
    }
}

static void __Pyx_ReleaseBuffer(Py_buffer *view) {
  PyObject* obj = view->obj;
  if (obj) {
if (PyObject_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) __pyx_pf_5numpy_7ndarray_1__releasebuffer__(obj, view);
    Py_DECREF(obj);
    view->obj = NULL;
  }
}

#endif

static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list) {
    PyObject *py_import = 0;
    PyObject *empty_list = 0;
    PyObject *module = 0;
    PyObject *global_dict = 0;
    PyObject *empty_dict = 0;
    PyObject *list;
    py_import = __Pyx_GetAttrString(__pyx_b, "__import__");
    if (!py_import)
        goto bad;
    if (from_list)
        list = from_list;
    else {
        empty_list = PyList_New(0);
        if (!empty_list)
            goto bad;
        list = empty_list;
    }
    global_dict = PyModule_GetDict(__pyx_m);
    if (!global_dict)
        goto bad;
    empty_dict = PyDict_New();
    if (!empty_dict)
        goto bad;
    module = PyObject_CallFunctionObjArgs(py_import,
        name, global_dict, empty_dict, list, NULL);
bad:
    Py_XDECREF(empty_list);
    Py_XDECREF(py_import);
    Py_XDECREF(empty_dict);
    return module;
}

#if PY_MAJOR_VERSION < 3
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb) {
    Py_XINCREF(type);
    Py_XINCREF(value);
    Py_XINCREF(tb);
    /* First, check the traceback argument, replacing None with NULL. */
    if (tb == Py_None) {
        Py_DECREF(tb);
        tb = 0;
    }
    else if (tb != NULL && !PyTraceBack_Check(tb)) {
        PyErr_SetString(PyExc_TypeError,
            "raise: arg 3 must be a traceback or None");
        goto raise_error;
    }
    /* Next, replace a missing value with None */
    if (value == NULL) {
        value = Py_None;
        Py_INCREF(value);
    }
    #if PY_VERSION_HEX < 0x02050000
    if (!PyClass_Check(type))
    #else
    if (!PyType_Check(type))
    #endif
    {
        /* Raising an instance.  The value should be a dummy. */
        if (value != Py_None) {
            PyErr_SetString(PyExc_TypeError,
                "instance exception may not have a separate value");
            goto raise_error;
        }
        /* Normalize to raise <class>, <instance> */
        Py_DECREF(value);
        value = type;
        #if PY_VERSION_HEX < 0x02050000
            if (PyInstance_Check(type)) {
                type = (PyObject*) ((PyInstanceObject*)type)->in_class;
                Py_INCREF(type);
            }
            else {
                type = 0;
                PyErr_SetString(PyExc_TypeError,
                    "raise: exception must be an old-style class or instance");
                goto raise_error;
            }
        #else
            type = (PyObject*) Py_TYPE(type);
            Py_INCREF(type);
            if (!PyType_IsSubtype((PyTypeObject *)type, (PyTypeObject *)PyExc_BaseException)) {
                PyErr_SetString(PyExc_TypeError,
                    "raise: exception class must be a subclass of BaseException");
                goto raise_error;
            }
        #endif
    }

    __Pyx_ErrRestore(type, value, tb);
    return;
raise_error:
    Py_XDECREF(value);
    Py_XDECREF(type);
    Py_XDECREF(tb);
    return;
}

#else /* Python 3+ */

static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb) {
    if (tb == Py_None) {
        tb = 0;
    } else if (tb && !PyTraceBack_Check(tb)) {
        PyErr_SetString(PyExc_TypeError,
            "raise: arg 3 must be a traceback or None");
        goto bad;
    }
    if (value == Py_None)
        value = 0;

    if (PyExceptionInstance_Check(type)) {
        if (value) {
            PyErr_SetString(PyExc_TypeError,
                "instance exception may not have a separate value");
            goto bad;
        }
        value = type;
        type = (PyObject*) Py_TYPE(value);
    } else if (!PyExceptionClass_Check(type)) {
        PyErr_SetString(PyExc_TypeError,
            "raise: exception class must be a subclass of BaseException");
        goto bad;
    }

    PyErr_SetObject(type, value);

    if (tb) {
        PyThreadState *tstate = PyThreadState_GET();
        PyObject* tmp_tb = tstate->curexc_traceback;
        if (tb != tmp_tb) {
            Py_INCREF(tb);
            tstate->curexc_traceback = tb;
            Py_XDECREF(tmp_tb);
        }
    }

bad:
    return;
}
#endif

static CYTHON_INLINE PyObject *__Pyx_PyInt_to_py_npy_int32(npy_int32 val) {
    const npy_int32 neg_one = (npy_int32)-1, const_zero = (npy_int32)0;
    const int is_unsigned = const_zero < neg_one;
    if ((sizeof(npy_int32) == sizeof(char))  ||
        (sizeof(npy_int32) == sizeof(short))) {
        return PyInt_FromLong((long)val);
    } else if ((sizeof(npy_int32) == sizeof(int)) ||
               (sizeof(npy_int32) == sizeof(long))) {
        if (is_unsigned)
            return PyLong_FromUnsignedLong((unsigned long)val);
        else
            return PyInt_FromLong((long)val);
    } else if (sizeof(npy_int32) == sizeof(PY_LONG_LONG)) {
        if (is_unsigned)
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG)val);
        else
            return PyLong_FromLongLong((PY_LONG_LONG)val);
    } else {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&val;
        return _PyLong_FromByteArray(bytes, sizeof(npy_int32),
                                     little, !is_unsigned);
    }
}

#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);
    }
  #else
    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
      return x + y*(__pyx_t_float_complex)_Complex_I;
    }
  #endif
#else
    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
      __pyx_t_float_complex z;
      z.real = x;
      z.imag = y;
      return z;
    }
#endif

#if CYTHON_CCOMPLEX
#else
    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_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_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_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;
    }
    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;
    }
    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_zerof(__pyx_t_float_complex a) {
       return (a.real == 0) && (a.imag == 0);
    }
    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_absf(__pyx_t_float_complex z) {
          #if HAVE_HYPOT
            return hypotf(z.real, z.imag);
          #else
            return sqrtf(z.real*z.real + z.imag*z.imag);
          #endif
        }
        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) {
                if (b.real < 0) {
                    float denom = a.real * a.real + a.imag * a.imag;
                    a.real = a.real / denom;
                    a.imag = -a.imag / denom;
                    b.real = -b.real;
                }
                switch ((int)b.real) {
                    case 0:
                        z.real = 1;
                        z.imag = 0;
                        return z;
                    case 1:
                        return a;
                    case 2:
                        z = __Pyx_c_prodf(a, a);
                        return __Pyx_c_prodf(a, a);
                    case 3:
                        z = __Pyx_c_prodf(a, a);
                        return __Pyx_c_prodf(z, a);
                    case 4:
                        z = __Pyx_c_prodf(a, a);
                        return __Pyx_c_prodf(z, z);
                }
            }
            if (a.imag == 0) {
                if (a.real == 0) {
                    return a;
                }
                r = a.real;
                theta = 0;
            } else {
                r = __Pyx_c_absf(a);
                theta = atan2f(a.imag, a.real);
            }
            lnr = logf(r);
            z_r = expf(lnr * b.real - theta * b.imag);
            z_theta = theta * b.real + lnr * b.imag;
            z.real = z_r * cosf(z_theta);
            z.imag = z_r * sinf(z_theta);
            return z;
        }
    #endif
#endif

#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);
    }
  #else
    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
      return x + y*(__pyx_t_double_complex)_Complex_I;
    }
  #endif
#else
    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
      __pyx_t_double_complex z;
      z.real = x;
      z.imag = y;
      return z;
    }
#endif

#if CYTHON_CCOMPLEX
#else
    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(__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(__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(__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;
    }
    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;
    }
    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(__pyx_t_double_complex a) {
       return (a.real == 0) && (a.imag == 0);
    }
    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(__pyx_t_double_complex z) {
          #if HAVE_HYPOT
            return hypot(z.real, z.imag);
          #else
            return sqrt(z.real*z.real + z.imag*z.imag);
          #endif
        }
        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) {
                if (b.real < 0) {
                    double denom = a.real * a.real + a.imag * a.imag;
                    a.real = a.real / denom;
                    a.imag = -a.imag / denom;
                    b.real = -b.real;
                }
                switch ((int)b.real) {
                    case 0:
                        z.real = 1;
                        z.imag = 0;
                        return z;
                    case 1:
                        return a;
                    case 2:
                        z = __Pyx_c_prod(a, a);
                        return __Pyx_c_prod(a, a);
                    case 3:
                        z = __Pyx_c_prod(a, a);
                        return __Pyx_c_prod(z, a);
                    case 4:
                        z = __Pyx_c_prod(a, a);
                        return __Pyx_c_prod(z, z);
                }
            }
            if (a.imag == 0) {
                if (a.real == 0) {
                    return a;
                }
                r = a.real;
                theta = 0;
            } else {
                r = __Pyx_c_abs(a);
                theta = atan2(a.imag, a.real);
            }
            lnr = log(r);
            z_r = exp(lnr * b.real - theta * b.imag);
            z_theta = theta * b.real + lnr * b.imag;
            z.real = z_r * cos(z_theta);
            z.imag = z_r * sin(z_theta);
            return z;
        }
    #endif
#endif

static CYTHON_INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject* x) {
    const unsigned char neg_one = (unsigned char)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(unsigned char) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(unsigned char)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to unsigned char" :
                    "value too large to convert to unsigned char");
            }
            return (unsigned char)-1;
        }
        return (unsigned char)val;
    }
    return (unsigned char)__Pyx_PyInt_AsUnsignedLong(x);
}

static CYTHON_INLINE unsigned short __Pyx_PyInt_AsUnsignedShort(PyObject* x) {
    const unsigned short neg_one = (unsigned short)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(unsigned short) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(unsigned short)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to unsigned short" :
                    "value too large to convert to unsigned short");
            }
            return (unsigned short)-1;
        }
        return (unsigned short)val;
    }
    return (unsigned short)__Pyx_PyInt_AsUnsignedLong(x);
}

static CYTHON_INLINE unsigned int __Pyx_PyInt_AsUnsignedInt(PyObject* x) {
    const unsigned int neg_one = (unsigned int)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(unsigned int) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(unsigned int)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to unsigned int" :
                    "value too large to convert to unsigned int");
            }
            return (unsigned int)-1;
        }
        return (unsigned int)val;
    }
    return (unsigned int)__Pyx_PyInt_AsUnsignedLong(x);
}

static CYTHON_INLINE char __Pyx_PyInt_AsChar(PyObject* x) {
    const char neg_one = (char)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(char) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(char)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to char" :
                    "value too large to convert to char");
            }
            return (char)-1;
        }
        return (char)val;
    }
    return (char)__Pyx_PyInt_AsLong(x);
}

static CYTHON_INLINE short __Pyx_PyInt_AsShort(PyObject* x) {
    const short neg_one = (short)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(short) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(short)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to short" :
                    "value too large to convert to short");
            }
            return (short)-1;
        }
        return (short)val;
    }
    return (short)__Pyx_PyInt_AsLong(x);
}

static CYTHON_INLINE int __Pyx_PyInt_AsInt(PyObject* x) {
    const int neg_one = (int)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(int) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(int)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to int" :
                    "value too large to convert to int");
            }
            return (int)-1;
        }
        return (int)val;
    }
    return (int)__Pyx_PyInt_AsLong(x);
}

static CYTHON_INLINE signed char __Pyx_PyInt_AsSignedChar(PyObject* x) {
    const signed char neg_one = (signed char)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(signed char) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(signed char)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to signed char" :
                    "value too large to convert to signed char");
            }
            return (signed char)-1;
        }
        return (signed char)val;
    }
    return (signed char)__Pyx_PyInt_AsSignedLong(x);
}

static CYTHON_INLINE signed short __Pyx_PyInt_AsSignedShort(PyObject* x) {
    const signed short neg_one = (signed short)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(signed short) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(signed short)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to signed short" :
                    "value too large to convert to signed short");
            }
            return (signed short)-1;
        }
        return (signed short)val;
    }
    return (signed short)__Pyx_PyInt_AsSignedLong(x);
}

static CYTHON_INLINE signed int __Pyx_PyInt_AsSignedInt(PyObject* x) {
    const signed int neg_one = (signed int)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(signed int) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(signed int)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to signed int" :
                    "value too large to convert to signed int");
            }
            return (signed int)-1;
        }
        return (signed int)val;
    }
    return (signed int)__Pyx_PyInt_AsSignedLong(x);
}

static CYTHON_INLINE int __Pyx_PyInt_AsLongDouble(PyObject* x) {
    const int neg_one = (int)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(int) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(int)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to int" :
                    "value too large to convert to int");
            }
            return (int)-1;
        }
        return (int)val;
    }
    return (int)__Pyx_PyInt_AsLong(x);
}

static CYTHON_INLINE unsigned long __Pyx_PyInt_AsUnsignedLong(PyObject* x) {
    const unsigned long neg_one = (unsigned long)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to unsigned long");
            return (unsigned long)-1;
        }
        return (unsigned long)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to unsigned long");
                return (unsigned long)-1;
            }
            return PyLong_AsUnsignedLong(x);
        } else {
            return PyLong_AsLong(x);
        }
    } else {
        unsigned long val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (unsigned long)-1;
        val = __Pyx_PyInt_AsUnsignedLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

static CYTHON_INLINE unsigned PY_LONG_LONG __Pyx_PyInt_AsUnsignedLongLong(PyObject* x) {
    const unsigned PY_LONG_LONG neg_one = (unsigned PY_LONG_LONG)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to unsigned PY_LONG_LONG");
            return (unsigned PY_LONG_LONG)-1;
        }
        return (unsigned PY_LONG_LONG)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to unsigned PY_LONG_LONG");
                return (unsigned PY_LONG_LONG)-1;
            }
            return PyLong_AsUnsignedLongLong(x);
        } else {
            return PyLong_AsLongLong(x);
        }
    } else {
        unsigned PY_LONG_LONG val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (unsigned PY_LONG_LONG)-1;
        val = __Pyx_PyInt_AsUnsignedLongLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

static CYTHON_INLINE long __Pyx_PyInt_AsLong(PyObject* x) {
    const long neg_one = (long)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to long");
            return (long)-1;
        }
        return (long)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to long");
                return (long)-1;
            }
            return PyLong_AsUnsignedLong(x);
        } else {
            return PyLong_AsLong(x);
        }
    } else {
        long val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (long)-1;
        val = __Pyx_PyInt_AsLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

static CYTHON_INLINE PY_LONG_LONG __Pyx_PyInt_AsLongLong(PyObject* x) {
    const PY_LONG_LONG neg_one = (PY_LONG_LONG)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to PY_LONG_LONG");
            return (PY_LONG_LONG)-1;
        }
        return (PY_LONG_LONG)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to PY_LONG_LONG");
                return (PY_LONG_LONG)-1;
            }
            return PyLong_AsUnsignedLongLong(x);
        } else {
            return PyLong_AsLongLong(x);
        }
    } else {
        PY_LONG_LONG val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (PY_LONG_LONG)-1;
        val = __Pyx_PyInt_AsLongLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

static CYTHON_INLINE signed long __Pyx_PyInt_AsSignedLong(PyObject* x) {
    const signed long neg_one = (signed long)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to signed long");
            return (signed long)-1;
        }
        return (signed long)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to signed long");
                return (signed long)-1;
            }
            return PyLong_AsUnsignedLong(x);
        } else {
            return PyLong_AsLong(x);
        }
    } else {
        signed long val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (signed long)-1;
        val = __Pyx_PyInt_AsSignedLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

static CYTHON_INLINE signed PY_LONG_LONG __Pyx_PyInt_AsSignedLongLong(PyObject* x) {
    const signed PY_LONG_LONG neg_one = (signed PY_LONG_LONG)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to signed PY_LONG_LONG");
            return (signed PY_LONG_LONG)-1;
        }
        return (signed PY_LONG_LONG)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to signed PY_LONG_LONG");
                return (signed PY_LONG_LONG)-1;
            }
            return PyLong_AsUnsignedLongLong(x);
        } else {
            return PyLong_AsLongLong(x);
        }
    } else {
        signed PY_LONG_LONG val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (signed PY_LONG_LONG)-1;
        val = __Pyx_PyInt_AsSignedLongLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

#ifndef __PYX_HAVE_RT_ImportType
#define __PYX_HAVE_RT_ImportType
static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name,
    long size, int strict)
{
    PyObject *py_module = 0;
    PyObject *result = 0;
    PyObject *py_name = 0;
    char warning[200];

    py_module = __Pyx_ImportModule(module_name);
    if (!py_module)
        goto bad;
    #if PY_MAJOR_VERSION < 3
    py_name = PyString_FromString(class_name);
    #else
    py_name = PyUnicode_FromString(class_name);
    #endif
    if (!py_name)
        goto bad;
    result = PyObject_GetAttr(py_module, py_name);
    Py_DECREF(py_name);
    py_name = 0;
    Py_DECREF(py_module);
    py_module = 0;
    if (!result)
        goto bad;
    if (!PyType_Check(result)) {
        PyErr_Format(PyExc_TypeError,
            "%s.%s is not a type object",
            module_name, class_name);
        goto bad;
    }
    if (!strict && ((PyTypeObject *)result)->tp_basicsize > size) {
        PyOS_snprintf(warning, sizeof(warning),
            "%s.%s size changed, may indicate binary incompatibility",
            module_name, class_name);
        #if PY_VERSION_HEX < 0x02050000
        PyErr_Warn(NULL, warning);
        #else
        PyErr_WarnEx(NULL, warning, 0);
        #endif
    }
    else if (((PyTypeObject *)result)->tp_basicsize != size) {
        PyErr_Format(PyExc_ValueError,
            "%s.%s has the wrong size, try recompiling",
            module_name, class_name);
        goto bad;
    }
    return (PyTypeObject *)result;
bad:
    Py_XDECREF(py_module);
    Py_XDECREF(result);
    return 0;
}
#endif

#ifndef __PYX_HAVE_RT_ImportModule
#define __PYX_HAVE_RT_ImportModule
static PyObject *__Pyx_ImportModule(const char *name) {
    PyObject *py_name = 0;
    PyObject *py_module = 0;

    #if PY_MAJOR_VERSION < 3
    py_name = PyString_FromString(name);
    #else
    py_name = PyUnicode_FromString(name);
    #endif
    if (!py_name)
        goto bad;
    py_module = PyImport_Import(py_name);
    Py_DECREF(py_name);
    return py_module;
bad:
    Py_XDECREF(py_name);
    return 0;
}
#endif

#include "compile.h"
#include "frameobject.h"
#include "traceback.h"

static void __Pyx_AddTraceback(const char *funcname) {
    PyObject *py_srcfile = 0;
    PyObject *py_funcname = 0;
    PyObject *py_globals = 0;
    PyCodeObject *py_code = 0;
    PyFrameObject *py_frame = 0;

    #if PY_MAJOR_VERSION < 3
    py_srcfile = PyString_FromString(__pyx_filename);
    #else
    py_srcfile = PyUnicode_FromString(__pyx_filename);
    #endif
    if (!py_srcfile) goto bad;
    if (__pyx_clineno) {
        #if PY_MAJOR_VERSION < 3
        py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, __pyx_clineno);
        #else
        py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, __pyx_clineno);
        #endif
    }
    else {
        #if PY_MAJOR_VERSION < 3
        py_funcname = PyString_FromString(funcname);
        #else
        py_funcname = PyUnicode_FromString(funcname);
        #endif
    }
    if (!py_funcname) goto bad;
    py_globals = PyModule_GetDict(__pyx_m);
    if (!py_globals) goto bad;
    py_code = PyCode_New(
        0,            /*int argcount,*/
        #if PY_MAJOR_VERSION >= 3
        0,            /*int kwonlyargcount,*/
        #endif
        0,            /*int nlocals,*/
        0,            /*int stacksize,*/
        0,            /*int flags,*/
        __pyx_empty_bytes, /*PyObject *code,*/
        __pyx_empty_tuple,  /*PyObject *consts,*/
        __pyx_empty_tuple,  /*PyObject *names,*/
        __pyx_empty_tuple,  /*PyObject *varnames,*/
        __pyx_empty_tuple,  /*PyObject *freevars,*/
        __pyx_empty_tuple,  /*PyObject *cellvars,*/
        py_srcfile,   /*PyObject *filename,*/
        py_funcname,  /*PyObject *name,*/
        __pyx_lineno,   /*int firstlineno,*/
        __pyx_empty_bytes  /*PyObject *lnotab*/
    );
    if (!py_code) goto bad;
    py_frame = PyFrame_New(
        PyThreadState_GET(), /*PyThreadState *tstate,*/
        py_code,             /*PyCodeObject *code,*/
        py_globals,          /*PyObject *globals,*/
        0                    /*PyObject *locals*/
    );
    if (!py_frame) goto bad;
    py_frame->f_lineno = __pyx_lineno;
    PyTraceBack_Here(py_frame);
bad:
    Py_XDECREF(py_srcfile);
    Py_XDECREF(py_funcname);
    Py_XDECREF(py_code);
    Py_XDECREF(py_frame);
}

static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) {
    while (t->p) {
        #if PY_MAJOR_VERSION < 3
        if (t->is_unicode) {
            *t->p = PyUnicode_DecodeUTF8(t->s, t->n - 1, NULL);
        } else if (t->intern) {
            *t->p = PyString_InternFromString(t->s);
        } else {
            *t->p = PyString_FromStringAndSize(t->s, t->n - 1);
        }
        #else  /* Python 3+ has unicode identifiers */
        if (t->is_unicode | t->is_str) {
            if (t->intern) {
                *t->p = PyUnicode_InternFromString(t->s);
            } else if (t->encoding) {
                *t->p = PyUnicode_Decode(t->s, t->n - 1, t->encoding, NULL);
            } else {
                *t->p = PyUnicode_FromStringAndSize(t->s, t->n - 1);
            }
        } else {
            *t->p = PyBytes_FromStringAndSize(t->s, t->n - 1);
        }
        #endif
        if (!*t->p)
            return -1;
        ++t;
    }
    return 0;
}

/* Type Conversion Functions */

static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) {
   int is_true = x == Py_True;
   if (is_true | (x == Py_False) | (x == Py_None)) return is_true;
   else return PyObject_IsTrue(x);
}

static CYTHON_INLINE PyObject* __Pyx_PyNumber_Int(PyObject* x) {
  PyNumberMethods *m;
  const char *name = NULL;
  PyObject *res = NULL;
#if PY_VERSION_HEX < 0x03000000
  if (PyInt_Check(x) || PyLong_Check(x))
#else
  if (PyLong_Check(x))
#endif
    return Py_INCREF(x), x;
  m = Py_TYPE(x)->tp_as_number;
#if PY_VERSION_HEX < 0x03000000
  if (m && m->nb_int) {
    name = "int";
    res = PyNumber_Int(x);
  }
  else if (m && m->nb_long) {
    name = "long";
    res = PyNumber_Long(x);
  }
#else
  if (m && m->nb_int) {
    name = "int";
    res = PyNumber_Long(x);
  }
#endif
  if (res) {
#if PY_VERSION_HEX < 0x03000000
    if (!PyInt_Check(res) && !PyLong_Check(res)) {
#else
    if (!PyLong_Check(res)) {
#endif
      PyErr_Format(PyExc_TypeError,
                   "__%s__ returned non-%s (type %.200s)",
                   name, name, Py_TYPE(res)->tp_name);
      Py_DECREF(res);
      return NULL;
    }
  }
  else if (!PyErr_Occurred()) {
    PyErr_SetString(PyExc_TypeError,
                    "an integer is required");
  }
  return res;
}

static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) {
  Py_ssize_t ival;
  PyObject* x = PyNumber_Index(b);
  if (!x) return -1;
  ival = PyInt_AsSsize_t(x);
  Py_DECREF(x);
  return ival;
}

static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) {
#if PY_VERSION_HEX < 0x02050000
   if (ival <= LONG_MAX)
       return PyInt_FromLong((long)ival);
   else {
       unsigned char *bytes = (unsigned char *) &ival;
       int one = 1; int little = (int)*(unsigned char*)&one;
       return _PyLong_FromByteArray(bytes, sizeof(size_t), little, 0);
   }
#else
   return PyInt_FromSize_t(ival);
#endif
}

static CYTHON_INLINE size_t __Pyx_PyInt_AsSize_t(PyObject* x) {
   unsigned PY_LONG_LONG val = __Pyx_PyInt_AsUnsignedLongLong(x);
   if (unlikely(val == (unsigned PY_LONG_LONG)-1 && PyErr_Occurred())) {
       return (size_t)-1;
   } else if (unlikely(val != (unsigned PY_LONG_LONG)(size_t)val)) {
       PyErr_SetString(PyExc_OverflowError,
                       "value too large to convert to size_t");
       return (size_t)-1;
   }
   return (size_t)val;
}


#endif /* Py_PYTHON_H */
