[Yt-svn] yt-commit r1407 - trunk/yt/lagos

jwise at wrangler.dreamhost.com jwise at wrangler.dreamhost.com
Mon Aug 24 18:01:19 PDT 2009


Author: jwise
Date: Mon Aug 24 18:01:19 2009
New Revision: 1407
URL: http://yt.spacepope.org/changeset/1407

Log:
Pre-calculate 1/dx to speed up interpolators (maybe 10-20%)


Modified:
   trunk/yt/lagos/Interpolators.c
   trunk/yt/lagos/Interpolators.pyx

Modified: trunk/yt/lagos/Interpolators.c
==============================================================================
--- trunk/yt/lagos/Interpolators.c	(original)
+++ trunk/yt/lagos/Interpolators.c	Mon Aug 24 18:01:19 2009
@@ -1,8 +1,11 @@
-/* Generated by Cython 0.9.8.1.1 on Tue Sep 23 12:23:37 2008 */
+/* Generated by Cython 0.11.2 on Mon Aug 24 19:36:36 2009 */
 
 #define PY_SSIZE_T_CLEAN
 #include "Python.h"
 #include "structmember.h"
+#ifndef Py_PYTHON_H
+    #error Python headers needed to compile C extensions, please install development version of Python.
+#endif
 #ifndef PY_LONG_LONG
   #define PY_LONG_LONG LONG_LONG
 #endif
@@ -11,11 +14,13 @@
 #endif
 #if PY_VERSION_HEX < 0x02040000
   #define METH_COEXIST 0
+  #define PyDict_CheckExact(op) (Py_TYPE(op) == &PyDict_Type)
 #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)
@@ -31,20 +36,20 @@
 
   typedef struct {
        void *buf;
+       PyObject *obj;
        Py_ssize_t len;
+       Py_ssize_t itemsize;
        int readonly;
-       const char *format;
        int ndim;
+       char *format;
        Py_ssize_t *shape;
        Py_ssize_t *strides;
        Py_ssize_t *suboffsets;
-       Py_ssize_t itemsize;
        void *internal;
   } Py_buffer;
 
   #define PyBUF_SIMPLE 0
   #define PyBUF_WRITABLE 0x0001
-  #define PyBUF_LOCK 0x0002
   #define PyBUF_FORMAT 0x0004
   #define PyBUF_ND 0x0008
   #define PyBUF_STRIDES (0x0010 | PyBUF_ND)
@@ -63,9 +68,13 @@
   #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 PyString_Type                PyBytes_Type
+  #define PyString_CheckExact          PyBytes_CheckExact
   #define PyInt_Type                   PyLong_Type
   #define PyInt_Check(op)              PyLong_Check(op)
   #define PyInt_CheckExact(op)         PyLong_CheckExact(op)
@@ -94,9 +103,28 @@
   #ifndef __cdecl
     #define __cdecl
   #endif
+  #ifndef __fastcall
+    #define __fastcall
+  #endif
 #else
   #define _USE_MATH_DEFINES
 #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
@@ -104,7 +132,9 @@
 #endif
 #include <math.h>
 #define __PYX_HAVE_API__yt__lagos__Interpolators
+#include "stdlib.h"
 #include "numpy/arrayobject.h"
+#define __PYX_USE_C99_COMPLEX defined(_Complex_I)
 
 
 #ifdef __GNUC__
@@ -125,33 +155,54 @@
 /* Type Conversion Predeclarations */
 
 #if PY_MAJOR_VERSION < 3
-#define __Pyx_PyBytes_FromString PyString_FromString
-#define __Pyx_PyBytes_AsString   PyString_AsString
+#define __Pyx_PyBytes_FromString          PyString_FromString
+#define __Pyx_PyBytes_FromStringAndSize   PyString_FromStringAndSize
+#define __Pyx_PyBytes_AsString            PyString_AsString
 #else
-#define __Pyx_PyBytes_FromString PyBytes_FromString
-#define __Pyx_PyBytes_AsString   PyBytes_AsString
+#define __Pyx_PyBytes_FromString          PyBytes_FromString
+#define __Pyx_PyBytes_FromStringAndSize   PyBytes_FromStringAndSize
+#define __Pyx_PyBytes_AsString            PyBytes_AsString
 #endif
 
 #define __Pyx_PyBool_FromLong(b) ((b) ? (Py_INCREF(Py_True), Py_True) : (Py_INCREF(Py_False), Py_False))
-static INLINE int __Pyx_PyObject_IsTrue(PyObject* x);
-static INLINE PY_LONG_LONG __pyx_PyInt_AsLongLong(PyObject* x);
-static INLINE unsigned PY_LONG_LONG __pyx_PyInt_AsUnsignedLongLong(PyObject* x);
-static INLINE Py_ssize_t __pyx_PyIndex_AsSsize_t(PyObject* b);
+static INLINE int __Pyx_PyObject_IsTrue(PyObject*);
+static INLINE PyObject* __Pyx_PyNumber_Int(PyObject* x);
+
+#if !defined(T_PYSSIZET)
+#if PY_VERSION_HEX < 0x02050000
+#define T_PYSSIZET T_INT
+#elif !defined(T_LONGLONG)
+#define T_PYSSIZET \
+        ((sizeof(Py_ssize_t) == sizeof(int))  ? T_INT  : \
+        ((sizeof(Py_ssize_t) == sizeof(long)) ? T_LONG : -1))
+#else
+#define T_PYSSIZET \
+        ((sizeof(Py_ssize_t) == sizeof(int))          ? T_INT      : \
+        ((sizeof(Py_ssize_t) == sizeof(long))         ? T_LONG     : \
+        ((sizeof(Py_ssize_t) == sizeof(PY_LONG_LONG)) ? T_LONGLONG : -1)))
+#endif
+#endif
+
+#if !defined(T_SIZET)
+#if !defined(T_ULONGLONG)
+#define T_SIZET \
+        ((sizeof(size_t) == sizeof(unsigned int))  ? T_UINT  : \
+        ((sizeof(size_t) == sizeof(unsigned long)) ? T_ULONG : -1))
+#else
+#define T_SIZET \
+        ((sizeof(size_t) == sizeof(unsigned int))          ? T_UINT      : \
+        ((sizeof(size_t) == sizeof(unsigned long))         ? T_ULONG     : \
+        ((sizeof(size_t) == sizeof(unsigned PY_LONG_LONG)) ? T_ULONGLONG : -1)))
+#endif
+#endif
+
+static INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
+static INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t);
+static INLINE size_t __Pyx_PyInt_AsSize_t(PyObject*);
 
-#define __pyx_PyInt_AsLong(x) (PyInt_CheckExact(x) ? PyInt_AS_LONG(x) : PyInt_AsLong(x))
 #define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))
 
-static INLINE unsigned char __pyx_PyInt_unsigned_char(PyObject* x);
-static INLINE unsigned short __pyx_PyInt_unsigned_short(PyObject* x);
-static INLINE char __pyx_PyInt_char(PyObject* x);
-static INLINE short __pyx_PyInt_short(PyObject* x);
-static INLINE int __pyx_PyInt_int(PyObject* x);
-static INLINE long __pyx_PyInt_long(PyObject* x);
-static INLINE signed char __pyx_PyInt_signed_char(PyObject* x);
-static INLINE signed short __pyx_PyInt_signed_short(PyObject* x);
-static INLINE signed int __pyx_PyInt_signed_int(PyObject* x);
-static INLINE signed long __pyx_PyInt_signed_long(PyObject* x);
-static INLINE long double __pyx_PyInt_long_double(PyObject* x);
+
 #ifdef __GNUC__
 /* Test for GCC > 2.95 */
 #if __GNUC__ > 2 ||               (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)) 
@@ -176,33 +227,161 @@
 static const char **__pyx_f;
 
 static char __pyx_mdoc[] = "\nSimple interpolators\n\nAuthor: Matthew Turk <matthewturk at gmail.com>\nAffiliation: KIPAC/SLAC/Stanford\nHomepage: http://yt.enzotools.org/\nLicense:\n  Copyright (C) 2008 Matthew Turk.  All Rights Reserved.\n\n  This file is part of yt.\n\n  yt is free software; you can redistribute it and/or modify\n  it under the terms of the GNU General Public License as published by\n  the Free Software Foundation; either version 3 of the License, or\n  (at your option) any later version.\n\n  This program is distributed in the hope that it will be useful,\n  but WITHOUT ANY WARRANTY; without even the implied warranty of\n  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the\n  GNU General Public License for more details.\n\n  You should have received a copy of the GNU General Public License\n  along with this program.  If not, see <http://www.gnu.org/licenses/>.\n";
-static INLINE void __Pyx_SafeReleaseBuffer(PyObject* obj, Py_buffer* info);
-static INLINE void __Pyx_ZeroBuffer(Py_buffer* buf); /*proto*/
-static INLINE const char* __Pyx_ConsumeWhitespace(const char* ts); /*proto*/
-static INLINE const char* __Pyx_BufferTypestringCheckEndian(const char* ts); /*proto*/
-static void __Pyx_BufferNdimError(Py_buffer* buffer, int expected_ndim); /*proto*/
-static const char* __Pyx_BufferTypestringCheck_item_nn___pyx_t_5numpy_float64_t(const char* ts); /*proto*/
-
-static int __Pyx_GetBuffer_nn___pyx_t_5numpy_float64_t(PyObject* obj, Py_buffer* buf, int flags, int nd); /*proto*/
-static const char* __Pyx_BufferTypestringCheck_item_nn___pyx_t_5numpy_int32_t(const char* ts); /*proto*/
-
-static int __Pyx_GetBuffer_nn___pyx_t_5numpy_int32_t(PyObject* obj, Py_buffer* buf, int flags, int nd); /*proto*/
-#define __Pyx_BufPtrStrided1d(buf, i0, s0) ((char*)buf + i0 * s0)
-#define __Pyx_BufPtrStrided2d(buf, i0, s0, i1, s1) ((char*)buf + i0 * s0 + i1 * s1)
-static const char* __Pyx_BufferTypestringCheck_item_nn___pyx_t_5numpy_int_t(const char* ts); /*proto*/
 
-static int __Pyx_GetBuffer_nn___pyx_t_5numpy_int_t(PyObject* obj, Py_buffer* buf, int flags, int nd); /*proto*/
-#define __Pyx_BufPtrStrided3d(buf, i0, s0, i1, s1, i2, s2) ((char*)buf + i0 * s0 + i1 * s1 + i2 * s2)
 
-static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed, char *name, int exact); /*proto*/
+#ifdef 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* (*NewContext)(const char*, int, const char*);
+  void (*FinishContext)(void**);
+} __Pyx_RefnannyAPIStruct;
+static __Pyx_RefnannyAPIStruct *__Pyx_Refnanny = NULL;
+#define __Pyx_ImportRefcountAPI(name)   (__Pyx_RefnannyAPIStruct *) PyCObject_Import((char *)name, (char *)"RefnannyAPI")
+#define __Pyx_INCREF(r) __Pyx_Refnanny->INCREF(__pyx_refchk, (PyObject *)(r), __LINE__)
+#define __Pyx_DECREF(r) __Pyx_Refnanny->DECREF(__pyx_refchk, (PyObject *)(r), __LINE__)
+#define __Pyx_GOTREF(r) __Pyx_Refnanny->GOTREF(__pyx_refchk, (PyObject *)(r), __LINE__)
+#define __Pyx_GIVEREF(r) __Pyx_Refnanny->GIVEREF(__pyx_refchk, (PyObject *)(r), __LINE__)
+#define __Pyx_XDECREF(r) if((r) == NULL) ; else __Pyx_DECREF(r)
+#define __Pyx_SetupRefcountContext(name)   void* __pyx_refchk = __Pyx_Refnanny->NewContext((name), __LINE__, __FILE__)
+#define __Pyx_FinishRefcountContext()   __Pyx_Refnanny->FinishContext(&__pyx_refchk)
+#else
+#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)
+#define __Pyx_SetupRefcountContext(name)
+#define __Pyx_FinishRefcountContext()
+#endif /* CYTHON_REFNANNY */
+#define __Pyx_XGIVEREF(r) if((r) == NULL) ; else __Pyx_GIVEREF(r)
+#define __Pyx_XGOTREF(r) if((r) == NULL) ; else __Pyx_GOTREF(r)
+
+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*/
+
+/* 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 INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info);
+static int __Pyx_GetBufferAndValidate(Py_buffer* buf, PyObject* obj, __Pyx_TypeInfo* dtype, int flags, int nd, int cast, __Pyx_BufFmt_StackElem* stack);
+#define __Pyx_BufPtrStrided1d(type, buf, i0, s0) (type)((char*)buf + i0 * s0)
+
+static INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb); /*proto*/
+static INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb); /*proto*/
+#define __Pyx_BufPtrStrided2d(type, buf, i0, s0, i1, s1) (type)((char*)buf + i0 * s0 + i1 * s1)
+#define __Pyx_BufPtrStrided3d(type, buf, i0, s0, i1, s1, i2, s2) (type)((char*)buf + i0 * s0 + i1 * s1 + i2 * s2)
+
+
+static 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, size <= sizeof(long)) : \
+                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i)))
+
+static INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i, int fits_long) {
+    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, fits_long ? PyInt_FromLong(i) : PyLong_FromLongLong(i));
+}
+
+#define __Pyx_GetItemInt_Tuple(o, i, size, to_py_func) ((size <= sizeof(Py_ssize_t)) ? \
+                                                    __Pyx_GetItemInt_Tuple_Fast(o, i, size <= sizeof(long)) : \
+                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i)))
+
+static INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i, int fits_long) {
+    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, fits_long ? PyInt_FromLong(i) : PyLong_FromLongLong(i));
+}
+
+
+#define __Pyx_GetItemInt(o, i, size, to_py_func) ((size <= sizeof(Py_ssize_t)) ? \
+                                                    __Pyx_GetItemInt_Fast(o, i, size <= sizeof(long)) : \
+                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i)))
+
+static INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i, int fits_long) {
+    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, fits_long ? PyInt_FromLong(i) : PyLong_FromLongLong(i));
+    }
+    return r;
+}
+
+static int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type); /*proto*/
 
-static INLINE void __Pyx_RaiseArgtupleTooLong(Py_ssize_t num_expected, Py_ssize_t num_found); /*proto*/
-#if (PY_MAJOR_VERSION < 3) && !(Py_TPFLAGS_DEFAULT & Py_TPFLAGS_HAVE_NEWBUFFER)
+static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed,
+    const char *name, int exact); /*proto*/
+#if PY_MAJOR_VERSION < 3
 static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags);
-static void __Pyx_ReleaseBuffer(PyObject *obj, Py_buffer *view);
+static void __Pyx_ReleaseBuffer(Py_buffer *view);
 #else
 #define __Pyx_GetBuffer PyObject_GetBuffer
-#define __Pyx_ReleaseBuffer PyObject_ReleaseBuffer
+#define __Pyx_ReleaseBuffer PyBuffer_Release
 #endif
 
 Py_ssize_t __Pyx_zeros[] = {0, 0, 0};
@@ -212,11 +391,257 @@
 
 static PyObject *__Pyx_GetName(PyObject *dict, PyObject *name); /*proto*/
 
+#if __PYX_USE_C99_COMPLEX
+    #define __Pyx_REAL_PART(z) __real__(z)
+    #define __Pyx_IMAG_PART(z) __imag__(z)
+#else
+    #define __Pyx_REAL_PART(z) ((z).real)
+    #define __Pyx_IMAG_PART(z) ((z).imag)
+#endif
+
+#define __pyx_PyObject_from_complex(z) PyComplex_FromDoubles((double)__Pyx_REAL_PART(z), (double)__Pyx_IMAG_PART(z))
+
+#if __PYX_USE_C99_COMPLEX
+
+    typedef float _Complex __pyx_t_float_complex;
+    static INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
+      return x + y*(__pyx_t_float_complex)_Complex_I;
+    }
+    
+    #define __pyx_t_float_complex_is_zero(a) ((a) == 0)
+    #define __pyx_t_float_complex_eq(a, b) ((a) == (b))
+    #define __pyx_t_float_complex_add(a, b) ((a)+(b))
+    #define __pyx_t_float_complex_sub(a, b) ((a)-(b))
+    #define __pyx_t_float_complex_mul(a, b) ((a)*(b))
+    #define __pyx_t_float_complex_div(a, b) ((a)/(b))
+    #define __pyx_t_float_complex_neg(a) (-(a))
+
+#else
+
+    typedef struct { float real, imag; } __pyx_t_float_complex;
+    static INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
+      __pyx_t_float_complex c; c.real = x; c.imag = y; return c;
+    }
+    
+    static INLINE int __pyx_t_float_complex_is_zero(__pyx_t_float_complex a) {
+       return (a.real == 0) & (a.imag == 0);
+    }
+
+    static INLINE int __pyx_t_float_complex_eq(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+       return (a.real == b.real) & (a.imag == b.imag);
+    }
+
+    static INLINE __pyx_t_float_complex __pyx_t_float_complex_add(__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 INLINE __pyx_t_float_complex __pyx_t_float_complex_sub(__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 INLINE __pyx_t_float_complex __pyx_t_float_complex_mul(__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 INLINE __pyx_t_float_complex __pyx_t_float_complex_div(__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 INLINE __pyx_t_float_complex __pyx_t_float_complex_neg(__pyx_t_float_complex a) {
+        __pyx_t_float_complex z;
+        z.real = -a.real;
+        z.imag = -a.imag;
+        return z;
+    }
+
+#endif
+
+#if __PYX_USE_C99_COMPLEX
+
+    typedef double _Complex __pyx_t_double_complex;
+    static INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
+      return x + y*(__pyx_t_double_complex)_Complex_I;
+    }
+    
+    #define __pyx_t_double_complex_is_zero(a) ((a) == 0)
+    #define __pyx_t_double_complex_eq(a, b) ((a) == (b))
+    #define __pyx_t_double_complex_add(a, b) ((a)+(b))
+    #define __pyx_t_double_complex_sub(a, b) ((a)-(b))
+    #define __pyx_t_double_complex_mul(a, b) ((a)*(b))
+    #define __pyx_t_double_complex_div(a, b) ((a)/(b))
+    #define __pyx_t_double_complex_neg(a) (-(a))
+
+#else
+
+    typedef struct { double real, imag; } __pyx_t_double_complex;
+    static INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
+      __pyx_t_double_complex c; c.real = x; c.imag = y; return c;
+    }
+    
+    static INLINE int __pyx_t_double_complex_is_zero(__pyx_t_double_complex a) {
+       return (a.real == 0) & (a.imag == 0);
+    }
+
+    static INLINE int __pyx_t_double_complex_eq(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+       return (a.real == b.real) & (a.imag == b.imag);
+    }
+
+    static INLINE __pyx_t_double_complex __pyx_t_double_complex_add(__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 INLINE __pyx_t_double_complex __pyx_t_double_complex_sub(__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 INLINE __pyx_t_double_complex __pyx_t_double_complex_mul(__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 INLINE __pyx_t_double_complex __pyx_t_double_complex_div(__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 INLINE __pyx_t_double_complex __pyx_t_double_complex_neg(__pyx_t_double_complex a) {
+        __pyx_t_double_complex z;
+        z.real = -a.real;
+        z.imag = -a.imag;
+        return z;
+    }
+
+#endif
+
+#if __PYX_USE_C99_COMPLEX
+
+    typedef long double _Complex __pyx_t_long__double_complex;
+    static INLINE __pyx_t_long__double_complex __pyx_t_long__double_complex_from_parts(long double x, long double y) {
+      return x + y*(__pyx_t_long__double_complex)_Complex_I;
+    }
+    
+    #define __pyx_t_long__double_complex_is_zero(a) ((a) == 0)
+    #define __pyx_t_long__double_complex_eq(a, b) ((a) == (b))
+    #define __pyx_t_long__double_complex_add(a, b) ((a)+(b))
+    #define __pyx_t_long__double_complex_sub(a, b) ((a)-(b))
+    #define __pyx_t_long__double_complex_mul(a, b) ((a)*(b))
+    #define __pyx_t_long__double_complex_div(a, b) ((a)/(b))
+    #define __pyx_t_long__double_complex_neg(a) (-(a))
+
+#else
+
+    typedef struct { long double real, imag; } __pyx_t_long__double_complex;
+    static INLINE __pyx_t_long__double_complex __pyx_t_long__double_complex_from_parts(long double x, long double y) {
+      __pyx_t_long__double_complex c; c.real = x; c.imag = y; return c;
+    }
+    
+    static INLINE int __pyx_t_long__double_complex_is_zero(__pyx_t_long__double_complex a) {
+       return (a.real == 0) & (a.imag == 0);
+    }
+
+    static INLINE int __pyx_t_long__double_complex_eq(__pyx_t_long__double_complex a, __pyx_t_long__double_complex b) {
+       return (a.real == b.real) & (a.imag == b.imag);
+    }
+
+    static INLINE __pyx_t_long__double_complex __pyx_t_long__double_complex_add(__pyx_t_long__double_complex a, __pyx_t_long__double_complex b) {
+        __pyx_t_long__double_complex z;
+        z.real = a.real + b.real;
+        z.imag = a.imag + b.imag;
+        return z;
+    }
+
+    static INLINE __pyx_t_long__double_complex __pyx_t_long__double_complex_sub(__pyx_t_long__double_complex a, __pyx_t_long__double_complex b) {
+        __pyx_t_long__double_complex z;
+        z.real = a.real - b.real;
+        z.imag = a.imag - b.imag;
+        return z;
+    }
+
+    static INLINE __pyx_t_long__double_complex __pyx_t_long__double_complex_mul(__pyx_t_long__double_complex a, __pyx_t_long__double_complex b) {
+        __pyx_t_long__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 INLINE __pyx_t_long__double_complex __pyx_t_long__double_complex_div(__pyx_t_long__double_complex a, __pyx_t_long__double_complex b) {
+        __pyx_t_long__double_complex z;
+        long 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 INLINE __pyx_t_long__double_complex __pyx_t_long__double_complex_neg(__pyx_t_long__double_complex a) {
+        __pyx_t_long__double_complex z;
+        z.real = -a.real;
+        z.imag = -a.imag;
+        return z;
+    }
+
+#endif
+
 static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb); /*proto*/
 
-static PyTypeObject *__Pyx_ImportType(char *module_name, char *class_name, long size);  /*proto*/
+static INLINE int __Pyx_StrEq(const char *, const char *); /*proto*/
+
+static INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject *);
+
+static INLINE unsigned short __Pyx_PyInt_AsUnsignedShort(PyObject *);
+
+static INLINE unsigned int __Pyx_PyInt_AsUnsignedInt(PyObject *);
+
+static INLINE char __Pyx_PyInt_AsChar(PyObject *);
+
+static INLINE short __Pyx_PyInt_AsShort(PyObject *);
+
+static INLINE int __Pyx_PyInt_AsInt(PyObject *);
+
+static INLINE signed char __Pyx_PyInt_AsSignedChar(PyObject *);
+
+static INLINE signed short __Pyx_PyInt_AsSignedShort(PyObject *);
+
+static INLINE signed int __Pyx_PyInt_AsSignedInt(PyObject *);
 
-static PyObject *__Pyx_ImportModule(char *name); /*proto*/
+static INLINE unsigned long __Pyx_PyInt_AsUnsignedLong(PyObject *);
+
+static INLINE unsigned PY_LONG_LONG __Pyx_PyInt_AsUnsignedLongLong(PyObject *);
+
+static INLINE long __Pyx_PyInt_AsLong(PyObject *);
+
+static INLINE PY_LONG_LONG __Pyx_PyInt_AsLongLong(PyObject *);
+
+static INLINE signed long __Pyx_PyInt_AsSignedLong(PyObject *);
+
+static INLINE signed PY_LONG_LONG __Pyx_PyInt_AsSignedLongLong(PyObject *);
+
+static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name, long size);  /*proto*/
+
+static PyObject *__Pyx_ImportModule(const char *name); /*proto*/
 
 static void __Pyx_AddTraceback(const char *funcname); /*proto*/
 
@@ -244,6 +669,10 @@
 
 typedef npy_float64 __pyx_t_5numpy_float64_t;
 
+typedef npy_complex64 __pyx_t_5numpy_complex64_t;
+
+typedef npy_complex128 __pyx_t_5numpy_complex128_t;
+
 typedef npy_long __pyx_t_5numpy_int_t;
 
 typedef npy_longlong __pyx_t_5numpy_long_t;
@@ -257,50 +686,124 @@
 typedef npy_double __pyx_t_5numpy_double_t;
 
 typedef npy_longdouble __pyx_t_5numpy_longdouble_t;
+
+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;
+/* Module declarations from python_buffer */
+
+/* Module declarations from stdlib */
+
 /* Module declarations from numpy */
 
 /* Module declarations from numpy */
 
+static PyTypeObject *__pyx_ptype_5numpy_dtype = 0;
 static PyTypeObject *__pyx_ptype_5numpy_ndarray = 0;
+static INLINE char *__pyx_f_5numpy__util_dtypestring(PyArray_Descr *, char *, char *, int *); /*proto*/
 /* Module declarations from cython */
 
 /* Module declarations from yt.lagos.Interpolators */
 
-
+static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t = { "numpy.float64_t", NULL, sizeof(__pyx_t_5numpy_float64_t), 'R' };
+static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t = { "numpy.int32_t", NULL, sizeof(__pyx_t_5numpy_int32_t), 'I' };
+static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_int_t = { "numpy.int_t", NULL, sizeof(__pyx_t_5numpy_int_t), 'I' };
+#define __Pyx_MODULE_NAME "yt.lagos.Interpolators"
+int __pyx_module_is_main_yt__lagos__Interpolators = 0;
 
 /* Implementation of yt.lagos.Interpolators */
+static char __pyx_k___main__[] = "__main__";
+static PyObject *__pyx_kp___main__;
+static char __pyx_k_table[] = "table";
+static PyObject *__pyx_kp_table;
+static char __pyx_k_x_vals[] = "x_vals";
+static PyObject *__pyx_kp_x_vals;
+static char __pyx_k_x_bins[] = "x_bins";
+static PyObject *__pyx_kp_x_bins;
+static char __pyx_k_x_is[] = "x_is";
+static PyObject *__pyx_kp_x_is;
+static char __pyx_k_output[] = "output";
+static PyObject *__pyx_kp_output;
+static char __pyx_k_y_vals[] = "y_vals";
+static PyObject *__pyx_kp_y_vals;
+static char __pyx_k_y_bins[] = "y_bins";
+static PyObject *__pyx_kp_y_bins;
+static char __pyx_k_y_is[] = "y_is";
+static PyObject *__pyx_kp_y_is;
+static char __pyx_k_z_vals[] = "z_vals";
+static PyObject *__pyx_kp_z_vals;
+static char __pyx_k_z_bins[] = "z_bins";
+static PyObject *__pyx_kp_z_bins;
+static char __pyx_k_z_is[] = "z_is";
+static PyObject *__pyx_kp_z_is;
 static char __pyx_k_numpy[] = "numpy";
 static PyObject *__pyx_kp_numpy;
 static char __pyx_k_np[] = "np";
 static PyObject *__pyx_kp_np;
+static char __pyx_k_range[] = "range";
+static PyObject *__pyx_kp_range;
+static PyObject *__pyx_builtin_range;
+static PyObject *__pyx_int_15;
 static char __pyx_k___getbuffer__[] = "__getbuffer__";
 static PyObject *__pyx_kp___getbuffer__;
-static char __pyx_k_RuntimeError[] = "RuntimeError";
-static PyObject *__pyx_kp_RuntimeError;
+static char __pyx_k___releasebuffer__[] = "__releasebuffer__";
+static PyObject *__pyx_kp___releasebuffer__;
+static char __pyx_k_info[] = "info";
+static PyObject *__pyx_kp_info;
+static char __pyx_k_flags[] = "flags";
+static PyObject *__pyx_kp_flags;
 static char __pyx_k_ValueError[] = "ValueError";
 static PyObject *__pyx_kp_ValueError;
+static char __pyx_k_itervalues[] = "itervalues";
+static PyObject *__pyx_kp_itervalues;
+static char __pyx_k_RuntimeError[] = "RuntimeError";
+static PyObject *__pyx_kp_RuntimeError;
 static PyObject *__pyx_kp_1;
-static PyObject *__pyx_kp_16;
-static PyObject *__pyx_builtin_RuntimeError;
+static PyObject *__pyx_kp_2;
+static PyObject *__pyx_kp_5;
+static PyObject *__pyx_kp_23;
 static PyObject *__pyx_builtin_ValueError;
-static char __pyx_k_1[] = "Py_intptr_t and Py_ssize_t differs in size, numpy.pxd does not support this";
-static char __pyx_k_2[] = "b";
-static char __pyx_k_3[] = "B";
-static char __pyx_k_4[] = "h";
-static char __pyx_k_5[] = "H";
-static char __pyx_k_6[] = "i";
-static char __pyx_k_7[] = "I";
-static char __pyx_k_8[] = "l";
-static char __pyx_k_9[] = "L";
-static char __pyx_k_10[] = "q";
-static char __pyx_k_11[] = "Q";
-static char __pyx_k_12[] = "f";
-static char __pyx_k_13[] = "d";
-static char __pyx_k_14[] = "g";
-static char __pyx_k_15[] = "O";
-static char __pyx_k_16[] = "only objects, int and float dtypes supported for ndarray buffer access so far (dtype is %d)";
+static PyObject *__pyx_builtin_RuntimeError;
+static char __pyx_k_1[] = "ndarray is not C contiguous";
+static char __pyx_k_2[] = "ndarray is not Fortran contiguous";
+static char __pyx_k_3[] = ">";
+static char __pyx_k_4[] = "<";
+static char __pyx_k_5[] = "Non-native byte order not supported";
+static char __pyx_k_6[] = "b";
+static char __pyx_k_7[] = "B";
+static char __pyx_k_8[] = "h";
+static char __pyx_k_9[] = "H";
+static char __pyx_k_10[] = "i";
+static char __pyx_k_11[] = "I";
+static char __pyx_k_12[] = "l";
+static char __pyx_k_13[] = "L";
+static char __pyx_k_14[] = "q";
+static char __pyx_k_15[] = "Q";
+static char __pyx_k_16[] = "f";
+static char __pyx_k_17[] = "d";
+static char __pyx_k_18[] = "g";
+static char __pyx_k_19[] = "Zf";
+static char __pyx_k_20[] = "Zd";
+static char __pyx_k_21[] = "Zg";
+static char __pyx_k_22[] = "O";
+static char __pyx_k_23[] = "unknown dtype code in numpy.pxd (%d)";
+static char __pyx_k_24[] = "^";
+static PyObject *__pyx_kp_25;
+static PyObject *__pyx_kp_28;
+static PyObject *__pyx_kp_29;
+static PyObject *__pyx_kp_30;
+static char __pyx_k_25[] = "Format string allocated too short, see comment in numpy.pxd";
+static char __pyx_k_26[] = ">";
+static char __pyx_k_27[] = "<";
+static char __pyx_k_28[] = "Non-native byte order not supported";
+static char __pyx_k_29[] = "Format string allocated too short.";
+static char __pyx_k_30[] = "unknown dtype code in numpy.pxd (%d)";
 
-/* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":31
+/* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":31
  * 
  * @cython.boundscheck(False)
  * def UnilinearlyInterpolate(np.ndarray[np.float64_t, ndim=1] table,             # <<<<<<<<<<<<<<
@@ -320,6 +823,7 @@
   double __pyx_v_xm;
   int __pyx_v_i;
   int __pyx_v_x_i;
+  PyObject *__pyx_v_dx_inv;
   Py_buffer __pyx_bstruct_x_is;
   Py_ssize_t __pyx_bstride_0_x_is = 0;
   Py_ssize_t __pyx_bshape_0_x_is = 0;
@@ -335,190 +839,278 @@
   Py_buffer __pyx_bstruct_x_bins;
   Py_ssize_t __pyx_bstride_0_x_bins = 0;
   Py_ssize_t __pyx_bshape_0_x_bins = 0;
-  PyObject *__pyx_r;
-  npy_intp __pyx_1;
-  __pyx_t_5numpy_int32_t __pyx_2;
-  __pyx_t_5numpy_float64_t __pyx_3;
-  __pyx_t_5numpy_float64_t __pyx_4;
-  __pyx_t_5numpy_float64_t __pyx_5;
+  PyObject *__pyx_r = NULL;
   int __pyx_t_1;
   int __pyx_t_2;
   int __pyx_t_3;
   long __pyx_t_4;
   int __pyx_t_5;
-  long __pyx_t_6;
-  long __pyx_t_7;
-  int __pyx_t_8;
-  int __pyx_t_9;
+  PyObject *__pyx_t_6 = NULL;
+  int __pyx_t_7;
+  PyObject *__pyx_t_8 = NULL;
+  double __pyx_t_9;
   long __pyx_t_10;
   int __pyx_t_11;
-  static char *__pyx_argnames[] = {"table","x_vals","x_bins","x_is","output",0};
+  long __pyx_t_12;
+  int __pyx_t_13;
+  static PyObject **__pyx_pyargnames[] = {&__pyx_kp_table,&__pyx_kp_x_vals,&__pyx_kp_x_bins,&__pyx_kp_x_is,&__pyx_kp_output,0};
+  __Pyx_SetupRefcountContext("UnilinearlyInterpolate");
   __pyx_self = __pyx_self;
-  if (likely(!__pyx_kwds) && likely(PyTuple_GET_SIZE(__pyx_args) == 5)) {
+  if (unlikely(__pyx_kwds)) {
+    Py_ssize_t kw_args = PyDict_Size(__pyx_kwds);
+    PyObject* values[5] = {0,0,0,0,0};
+    switch (PyTuple_GET_SIZE(__pyx_args)) {
+      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_kp_table);
+      if (likely(values[0])) kw_args--;
+      else goto __pyx_L5_argtuple_error;
+      case  1:
+      values[1] = PyDict_GetItem(__pyx_kwds, __pyx_kp_x_vals);
+      if (likely(values[1])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("UnilinearlyInterpolate", 1, 5, 5, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  2:
+      values[2] = PyDict_GetItem(__pyx_kwds, __pyx_kp_x_bins);
+      if (likely(values[2])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("UnilinearlyInterpolate", 1, 5, 5, 2); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  3:
+      values[3] = PyDict_GetItem(__pyx_kwds, __pyx_kp_x_is);
+      if (likely(values[3])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("UnilinearlyInterpolate", 1, 5, 5, 3); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  4:
+      values[4] = PyDict_GetItem(__pyx_kwds, __pyx_kp_output);
+      if (likely(values[4])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("UnilinearlyInterpolate", 1, 5, 5, 4); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 31; __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), "UnilinearlyInterpolate") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+    }
+    __pyx_v_table = ((PyArrayObject *)values[0]);
+    __pyx_v_x_vals = ((PyArrayObject *)values[1]);
+    __pyx_v_x_bins = ((PyArrayObject *)values[2]);
+    __pyx_v_x_is = ((PyArrayObject *)values[3]);
+    __pyx_v_output = ((PyArrayObject *)values[4]);
+  } else if (PyTuple_GET_SIZE(__pyx_args) != 5) {
+    goto __pyx_L5_argtuple_error;
+  } else {
     __pyx_v_table = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 0));
     __pyx_v_x_vals = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 1));
     __pyx_v_x_bins = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 2));
     __pyx_v_x_is = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 3));
     __pyx_v_output = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 4));
   }
-  else {
-    if (unlikely(!PyArg_ParseTupleAndKeywords(__pyx_args, __pyx_kwds, "OOOOO", __pyx_argnames, &__pyx_v_table, &__pyx_v_x_vals, &__pyx_v_x_bins, &__pyx_v_x_is, &__pyx_v_output))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
-  }
-  goto __pyx_L4;
+  goto __pyx_L4_argument_unpacking_done;
+  __pyx_L5_argtuple_error:;
+  __Pyx_RaiseArgtupleInvalid("UnilinearlyInterpolate", 1, 5, 5, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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+    *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_output.buf, __pyx_t_13, __pyx_bstride_0_output) = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_table.buf, __pyx_t_11, __pyx_bstride_0_table)) * __pyx_v_xm) + ((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_table.buf, __pyx_t_12, __pyx_bstride_0_table)) * __pyx_v_xp));
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-  __pyx_r = Py_None; Py_INCREF(Py_None);
+  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
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   __pyx_L1_error:;
+  __Pyx_XDECREF(__pyx_t_6);
+  __Pyx_XDECREF(__pyx_t_8);
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-    __Pyx_SafeReleaseBuffer((PyObject*)__pyx_v_x_vals, &__pyx_bstruct_x_vals);
-    __Pyx_SafeReleaseBuffer((PyObject*)__pyx_v_table, &__pyx_bstruct_table);
-    __Pyx_SafeReleaseBuffer((PyObject*)__pyx_v_x_bins, &__pyx_bstruct_x_bins);
-  PyErr_Restore(__pyx_type, __pyx_value, __pyx_tb);}
+    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
+    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_is);
+    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_output);
+    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_vals);
+    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_table);
+    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_bins);
+  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
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-  __Pyx_SafeReleaseBuffer((PyObject*)__pyx_v_x_is, &__pyx_bstruct_x_is);
-  __Pyx_SafeReleaseBuffer((PyObject*)__pyx_v_output, &__pyx_bstruct_output);
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-  __Pyx_SafeReleaseBuffer((PyObject*)__pyx_v_table, &__pyx_bstruct_table);
-  __Pyx_SafeReleaseBuffer((PyObject*)__pyx_v_x_bins, &__pyx_bstruct_x_bins);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_is);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_output);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_vals);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_table);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_bins);
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+  __Pyx_DECREF(__pyx_v_dx_inv);
+  __Pyx_XGIVEREF(__pyx_r);
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 }
 
-/* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":47
+/* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":48
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  * @cython.boundscheck(False)
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@@ -542,6 +1134,8 @@
   double __pyx_v_y;
   double __pyx_v_yp;
   double __pyx_v_ym;
+  double __pyx_v_dx_inv;
+  double __pyx_v_dy_inv;
   int __pyx_v_i;
   int __pyx_v_x_i;
   int __pyx_v_y_i;
@@ -571,13 +1165,7 @@
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-  PyObject *__pyx_r;
-  npy_intp __pyx_1;
-  __pyx_t_5numpy_int32_t __pyx_2;
-  __pyx_t_5numpy_float64_t __pyx_3;
-  __pyx_t_5numpy_float64_t __pyx_4;
-  __pyx_t_5numpy_float64_t __pyx_5;
-  __pyx_t_5numpy_float64_t __pyx_6;
+  PyObject *__pyx_r = NULL;
   int __pyx_t_1;
   int __pyx_t_2;
   int __pyx_t_3;
@@ -585,27 +1173,101 @@
   int __pyx_t_5;
   long __pyx_t_6;
   int __pyx_t_7;
-  int __pyx_t_8;
-  long __pyx_t_9;
+  long __pyx_t_8;
+  int __pyx_t_9;
   int __pyx_t_10;
-  long __pyx_t_11;
+  int __pyx_t_11;
   long __pyx_t_12;
-  int __pyx_t_13;
-  long __pyx_t_14;
-  long __pyx_t_15;
-  int __pyx_t_16;
+  long __pyx_t_13;
+  int __pyx_t_14;
+  int __pyx_t_15;
+  long __pyx_t_16;
   int __pyx_t_17;
   int __pyx_t_18;
   long __pyx_t_19;
-  int __pyx_t_20;
-  int __pyx_t_21;
-  long __pyx_t_22;
-  long __pyx_t_23;
-  long __pyx_t_24;
-  int __pyx_t_25;
-  static char *__pyx_argnames[] = {"table","x_vals","y_vals","x_bins","y_bins","x_is","y_is","output",0};
+  long __pyx_t_20;
+  long __pyx_t_21;
+  int __pyx_t_22;
+  static PyObject **__pyx_pyargnames[] = {&__pyx_kp_table,&__pyx_kp_x_vals,&__pyx_kp_y_vals,&__pyx_kp_x_bins,&__pyx_kp_y_bins,&__pyx_kp_x_is,&__pyx_kp_y_is,&__pyx_kp_output,0};
+  __Pyx_SetupRefcountContext("BilinearlyInterpolate");
   __pyx_self = __pyx_self;
-  if (likely(!__pyx_kwds) && likely(PyTuple_GET_SIZE(__pyx_args) == 8)) {
+  if (unlikely(__pyx_kwds)) {
+    Py_ssize_t kw_args = PyDict_Size(__pyx_kwds);
+    PyObject* values[8] = {0,0,0,0,0,0,0,0};
+    switch (PyTuple_GET_SIZE(__pyx_args)) {
+      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_kp_table);
+      if (likely(values[0])) kw_args--;
+      else goto __pyx_L5_argtuple_error;
+      case  1:
+      values[1] = PyDict_GetItem(__pyx_kwds, __pyx_kp_x_vals);
+      if (likely(values[1])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("BilinearlyInterpolate", 1, 8, 8, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  2:
+      values[2] = PyDict_GetItem(__pyx_kwds, __pyx_kp_y_vals);
+      if (likely(values[2])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("BilinearlyInterpolate", 1, 8, 8, 2); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  3:
+      values[3] = PyDict_GetItem(__pyx_kwds, __pyx_kp_x_bins);
+      if (likely(values[3])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("BilinearlyInterpolate", 1, 8, 8, 3); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  4:
+      values[4] = PyDict_GetItem(__pyx_kwds, __pyx_kp_y_bins);
+      if (likely(values[4])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("BilinearlyInterpolate", 1, 8, 8, 4); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  5:
+      values[5] = PyDict_GetItem(__pyx_kwds, __pyx_kp_x_is);
+      if (likely(values[5])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("BilinearlyInterpolate", 1, 8, 8, 5); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  6:
+      values[6] = PyDict_GetItem(__pyx_kwds, __pyx_kp_y_is);
+      if (likely(values[6])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("BilinearlyInterpolate", 1, 8, 8, 6); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  7:
+      values[7] = PyDict_GetItem(__pyx_kwds, __pyx_kp_output);
+      if (likely(values[7])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("BilinearlyInterpolate", 1, 8, 8, 7); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __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), "BilinearlyInterpolate") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+    }
+    __pyx_v_table = ((PyArrayObject *)values[0]);
+    __pyx_v_x_vals = ((PyArrayObject *)values[1]);
+    __pyx_v_y_vals = ((PyArrayObject *)values[2]);
+    __pyx_v_x_bins = ((PyArrayObject *)values[3]);
+    __pyx_v_y_bins = ((PyArrayObject *)values[4]);
+    __pyx_v_x_is = ((PyArrayObject *)values[5]);
+    __pyx_v_y_is = ((PyArrayObject *)values[6]);
+    __pyx_v_output = ((PyArrayObject *)values[7]);
+  } else if (PyTuple_GET_SIZE(__pyx_args) != 8) {
+    goto __pyx_L5_argtuple_error;
+  } else {
     __pyx_v_table = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 0));
     __pyx_v_x_vals = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 1));
     __pyx_v_y_vals = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 2));
@@ -615,272 +1277,295 @@
     __pyx_v_y_is = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 6));
     __pyx_v_output = ((PyArrayObject *)PyTuple_GET_ITEM(__pyx_args, 7));
   }
-  else {
-    if (unlikely(!PyArg_ParseTupleAndKeywords(__pyx_args, __pyx_kwds, "OOOOOOOO", __pyx_argnames, &__pyx_v_table, &__pyx_v_x_vals, &__pyx_v_y_vals, &__pyx_v_x_bins, &__pyx_v_y_bins, &__pyx_v_x_is, &__pyx_v_y_is, &__pyx_v_output))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
-  }
-  goto __pyx_L4;
+  goto __pyx_L4_argument_unpacking_done;
+  __pyx_L5_argtuple_error:;
+  __Pyx_RaiseArgtupleInvalid("BilinearlyInterpolate", 1, 8, 8, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   __pyx_L3_error:;
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-  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_x_vals), __pyx_ptype_5numpy_ndarray, 1, "x_vals", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_y_vals), __pyx_ptype_5numpy_ndarray, 1, "y_vals", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 49; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_x_bins), __pyx_ptype_5numpy_ndarray, 1, "x_bins", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 50; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_y_bins), __pyx_ptype_5numpy_ndarray, 1, "y_bins", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 51; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_x_is), __pyx_ptype_5numpy_ndarray, 1, "x_is", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 52; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_y_is), __pyx_ptype_5numpy_ndarray, 1, "y_is", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 53; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_output), __pyx_ptype_5numpy_ndarray, 1, "output", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 54; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-  if (unlikely(__Pyx_GetBuffer_nn___pyx_t_5numpy_float64_t((PyObject*)__pyx_v_table, &__pyx_bstruct_table, PyBUF_FORMAT| PyBUF_STRIDES, 2) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_L4_argument_unpacking_done:;
+  __pyx_bstruct_table.buf = NULL;
+  __pyx_bstruct_x_vals.buf = NULL;
+  __pyx_bstruct_y_vals.buf = NULL;
+  __pyx_bstruct_x_bins.buf = NULL;
+  __pyx_bstruct_y_bins.buf = NULL;
+  __pyx_bstruct_x_is.buf = NULL;
+  __pyx_bstruct_y_is.buf = NULL;
+  __pyx_bstruct_output.buf = NULL;
+  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_table), __pyx_ptype_5numpy_ndarray, 1, "table", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_x_vals), __pyx_ptype_5numpy_ndarray, 1, "x_vals", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 49; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_y_vals), __pyx_ptype_5numpy_ndarray, 1, "y_vals", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 50; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_x_bins), __pyx_ptype_5numpy_ndarray, 1, "x_bins", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 51; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_y_bins), __pyx_ptype_5numpy_ndarray, 1, "y_bins", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 52; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_x_is), __pyx_ptype_5numpy_ndarray, 1, "x_is", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 53; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_y_is), __pyx_ptype_5numpy_ndarray, 1, "y_is", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 54; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_output), __pyx_ptype_5numpy_ndarray, 1, "output", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 55; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  {
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+    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_table, (PyObject*)__pyx_v_table, &__Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t, PyBUF_FORMAT| PyBUF_STRIDES, 2, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __pyx_bstride_0_table = __pyx_bstruct_table.strides[0]; __pyx_bstride_1_table = __pyx_bstruct_table.strides[1];
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-  if (unlikely(__Pyx_GetBuffer_nn___pyx_t_5numpy_float64_t((PyObject*)__pyx_v_x_vals, &__pyx_bstruct_x_vals, PyBUF_FORMAT| PyBUF_STRIDES, 1) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  {
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-  if (unlikely(__Pyx_GetBuffer_nn___pyx_t_5numpy_float64_t((PyObject*)__pyx_v_y_vals, &__pyx_bstruct_y_vals, PyBUF_FORMAT| PyBUF_STRIDES, 1) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  {
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+    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_y_vals, (PyObject*)__pyx_v_y_vals, &__Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  }
   __pyx_bstride_0_y_vals = __pyx_bstruct_y_vals.strides[0];
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-  if (unlikely(__Pyx_GetBuffer_nn___pyx_t_5numpy_float64_t((PyObject*)__pyx_v_x_bins, &__pyx_bstruct_x_bins, PyBUF_FORMAT| PyBUF_STRIDES, 1) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  {
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+    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_x_bins, (PyObject*)__pyx_v_x_bins, &__Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  }
   __pyx_bstride_0_x_bins = __pyx_bstruct_x_bins.strides[0];
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-  if (unlikely(__Pyx_GetBuffer_nn___pyx_t_5numpy_float64_t((PyObject*)__pyx_v_y_bins, &__pyx_bstruct_y_bins, PyBUF_FORMAT| PyBUF_STRIDES, 1) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  {
+    __Pyx_BufFmt_StackElem __pyx_stack[1];
+    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_y_bins, (PyObject*)__pyx_v_y_bins, &__Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  }
   __pyx_bstride_0_y_bins = __pyx_bstruct_y_bins.strides[0];
   __pyx_bshape_0_y_bins = __pyx_bstruct_y_bins.shape[0];
-  if (unlikely(__Pyx_GetBuffer_nn___pyx_t_5numpy_int32_t((PyObject*)__pyx_v_x_is, &__pyx_bstruct_x_is, PyBUF_FORMAT| PyBUF_STRIDES, 1) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  {
+    __Pyx_BufFmt_StackElem __pyx_stack[1];
+    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_x_is, (PyObject*)__pyx_v_x_is, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  }
   __pyx_bstride_0_x_is = __pyx_bstruct_x_is.strides[0];
   __pyx_bshape_0_x_is = __pyx_bstruct_x_is.shape[0];
-  if (unlikely(__Pyx_GetBuffer_nn___pyx_t_5numpy_int32_t((PyObject*)__pyx_v_y_is, &__pyx_bstruct_y_is, PyBUF_FORMAT| PyBUF_STRIDES, 1) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  {
+    __Pyx_BufFmt_StackElem __pyx_stack[1];
+    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_y_is, (PyObject*)__pyx_v_y_is, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  }
   __pyx_bstride_0_y_is = __pyx_bstruct_y_is.strides[0];
   __pyx_bshape_0_y_is = __pyx_bstruct_y_is.shape[0];
-  if (unlikely(__Pyx_GetBuffer_nn___pyx_t_5numpy_float64_t((PyObject*)__pyx_v_output, &__pyx_bstruct_output, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  {
+    __Pyx_BufFmt_StackElem __pyx_stack[1];
+    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_bstruct_output, (PyObject*)__pyx_v_output, &__Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  }
   __pyx_bstride_0_output = __pyx_bstruct_output.strides[0];
   __pyx_bshape_0_output = __pyx_bstruct_output.shape[0];
 
-  /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":58
- *     cdef double y, yp, ym
+  /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":60
+ *     cdef double dx_inv, dy_inv
  *     cdef int i, x_i, y_i
  *     for i in range(x_vals.shape[0]):             # <<<<<<<<<<<<<<
  *         x_i = x_is[i]
  *         y_i = y_is[i]
  */
-  __pyx_1 = (__pyx_v_x_vals->dimensions[0]);
-  for (__pyx_v_i = 0; __pyx_v_i < __pyx_1; __pyx_v_i+=1) {
+  for (__pyx_t_1 = 0; __pyx_t_1 < (__pyx_v_x_vals->dimensions[0]); __pyx_t_1+=1) {
+    __pyx_v_i = __pyx_t_1;
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":59
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":61
  *     cdef int i, x_i, y_i
  *     for i in range(x_vals.shape[0]):
  *         x_i = x_is[i]             # <<<<<<<<<<<<<<
  *         y_i = y_is[i]
  *         x = x_vals[i]
  */
-    __pyx_t_1 = __pyx_v_i;
-    if (__pyx_t_1 < 0) __pyx_t_1 += __pyx_bshape_0_x_is;
-    __pyx_2 = *((__pyx_t_5numpy_int32_t *)((__pyx_t_5numpy_int32_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_x_is.buf, __pyx_t_1, __pyx_bstride_0_x_is)));
-    __pyx_v_x_i = __pyx_2;
+    __pyx_t_2 = __pyx_v_i;
+    if (__pyx_t_2 < 0) __pyx_t_2 += __pyx_bshape_0_x_is;
+    __pyx_v_x_i = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_x_is.buf, __pyx_t_2, __pyx_bstride_0_x_is));
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":60
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":62
  *     for i in range(x_vals.shape[0]):
  *         x_i = x_is[i]
  *         y_i = y_is[i]             # <<<<<<<<<<<<<<
  *         x = x_vals[i]
  *         y = y_vals[i]
  */
-    __pyx_t_2 = __pyx_v_i;
-    if (__pyx_t_2 < 0) __pyx_t_2 += __pyx_bshape_0_y_is;
-    __pyx_2 = *((__pyx_t_5numpy_int32_t *)((__pyx_t_5numpy_int32_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_y_is.buf, __pyx_t_2, __pyx_bstride_0_y_is)));
-    __pyx_v_y_i = __pyx_2;
+    __pyx_t_3 = __pyx_v_i;
+    if (__pyx_t_3 < 0) __pyx_t_3 += __pyx_bshape_0_y_is;
+    __pyx_v_y_i = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int32_t *, __pyx_bstruct_y_is.buf, __pyx_t_3, __pyx_bstride_0_y_is));
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":61
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":63
  *         x_i = x_is[i]
  *         y_i = y_is[i]
  *         x = x_vals[i]             # <<<<<<<<<<<<<<
  *         y = y_vals[i]
- *         xp = (x - x_bins[x_i]) / (x_bins[x_i+1] - x_bins[x_i])
+ *         dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])
  */
-    __pyx_t_3 = __pyx_v_i;
-    if (__pyx_t_3 < 0) __pyx_t_3 += __pyx_bshape_0_x_vals;
-    __pyx_3 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_x_vals.buf, __pyx_t_3, __pyx_bstride_0_x_vals)));
-    __pyx_v_x = __pyx_3;
+    __pyx_t_4 = __pyx_v_i;
+    if (__pyx_t_4 < 0) __pyx_t_4 += __pyx_bshape_0_x_vals;
+    __pyx_v_x = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_x_vals.buf, __pyx_t_4, __pyx_bstride_0_x_vals));
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":62
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":64
  *         y_i = y_is[i]
  *         x = x_vals[i]
  *         y = y_vals[i]             # <<<<<<<<<<<<<<
- *         xp = (x - x_bins[x_i]) / (x_bins[x_i+1] - x_bins[x_i])
- *         yp = (y - y_bins[y_i]) / (y_bins[y_i+1] - y_bins[y_i])
+ *         dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])
+ *         dy_inv = 1.0 / (y_bins[y_i+1] - y_bins[y_i])
  */
-    __pyx_t_4 = __pyx_v_i;
-    if (__pyx_t_4 < 0) __pyx_t_4 += __pyx_bshape_0_y_vals;
-    __pyx_3 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_y_vals.buf, __pyx_t_4, __pyx_bstride_0_y_vals)));
-    __pyx_v_y = __pyx_3;
+    __pyx_t_5 = __pyx_v_i;
+    if (__pyx_t_5 < 0) __pyx_t_5 += __pyx_bshape_0_y_vals;
+    __pyx_v_y = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_y_vals.buf, __pyx_t_5, __pyx_bstride_0_y_vals));
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":63
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":65
  *         x = x_vals[i]
  *         y = y_vals[i]
- *         xp = (x - x_bins[x_i]) / (x_bins[x_i+1] - x_bins[x_i])             # <<<<<<<<<<<<<<
- *         yp = (y - y_bins[y_i]) / (y_bins[y_i+1] - y_bins[y_i])
- *         xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])
+ *         dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])             # <<<<<<<<<<<<<<
+ *         dy_inv = 1.0 / (y_bins[y_i+1] - y_bins[y_i])
+ *         xp = (x - x_bins[x_i]) * dx_inv
  */
-    __pyx_t_5 = __pyx_v_x_i;
-    if (__pyx_t_5 < 0) __pyx_t_5 += __pyx_bshape_0_x_bins;
-    __pyx_3 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_x_bins.buf, __pyx_t_5, __pyx_bstride_0_x_bins)));
     __pyx_t_6 = (__pyx_v_x_i + 1);
     if (__pyx_t_6 < 0) __pyx_t_6 += __pyx_bshape_0_x_bins;
-    __pyx_4 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_x_bins.buf, __pyx_t_6, __pyx_bstride_0_x_bins)));
     __pyx_t_7 = __pyx_v_x_i;
     if (__pyx_t_7 < 0) __pyx_t_7 += __pyx_bshape_0_x_bins;
-    __pyx_5 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_x_bins.buf, __pyx_t_7, __pyx_bstride_0_x_bins)));
-    __pyx_v_xp = ((__pyx_v_x - __pyx_3) / (__pyx_4 - __pyx_5));
+    __pyx_v_dx_inv = (1.0 / ((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_x_bins.buf, __pyx_t_6, __pyx_bstride_0_x_bins)) - (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_x_bins.buf, __pyx_t_7, __pyx_bstride_0_x_bins))));
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":64
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":66
  *         y = y_vals[i]
- *         xp = (x - x_bins[x_i]) / (x_bins[x_i+1] - x_bins[x_i])
- *         yp = (y - y_bins[y_i]) / (y_bins[y_i+1] - y_bins[y_i])             # <<<<<<<<<<<<<<
- *         xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])
- *         ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])
+ *         dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])
+ *         dy_inv = 1.0 / (y_bins[y_i+1] - y_bins[y_i])             # <<<<<<<<<<<<<<
+ *         xp = (x - x_bins[x_i]) * dx_inv
+ *         yp = (y - y_bins[y_i]) * dy_inv
  */
-    __pyx_t_8 = __pyx_v_y_i;
+    __pyx_t_8 = (__pyx_v_y_i + 1);
     if (__pyx_t_8 < 0) __pyx_t_8 += __pyx_bshape_0_y_bins;
-    __pyx_3 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_y_bins.buf, __pyx_t_8, __pyx_bstride_0_y_bins)));
-    __pyx_t_9 = (__pyx_v_y_i + 1);
+    __pyx_t_9 = __pyx_v_y_i;
     if (__pyx_t_9 < 0) __pyx_t_9 += __pyx_bshape_0_y_bins;
-    __pyx_4 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_y_bins.buf, __pyx_t_9, __pyx_bstride_0_y_bins)));
-    __pyx_t_10 = __pyx_v_y_i;
-    if (__pyx_t_10 < 0) __pyx_t_10 += __pyx_bshape_0_y_bins;
-    __pyx_5 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_y_bins.buf, __pyx_t_10, __pyx_bstride_0_y_bins)));
-    __pyx_v_yp = ((__pyx_v_y - __pyx_3) / (__pyx_4 - __pyx_5));
+    __pyx_v_dy_inv = (1.0 / ((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_y_bins.buf, __pyx_t_8, __pyx_bstride_0_y_bins)) - (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_y_bins.buf, __pyx_t_9, __pyx_bstride_0_y_bins))));
+
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":67
+ *         dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])
+ *         dy_inv = 1.0 / (y_bins[y_i+1] - y_bins[y_i])
+ *         xp = (x - x_bins[x_i]) * dx_inv             # <<<<<<<<<<<<<<
+ *         yp = (y - y_bins[y_i]) * dy_inv
+ *         xm = (x_bins[x_i+1] - x) * dx_inv
+ */
+    __pyx_t_10 = __pyx_v_x_i;
+    if (__pyx_t_10 < 0) __pyx_t_10 += __pyx_bshape_0_x_bins;
+    __pyx_v_xp = ((__pyx_v_x - (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_x_bins.buf, __pyx_t_10, __pyx_bstride_0_x_bins))) * __pyx_v_dx_inv);
+
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":68
+ *         dy_inv = 1.0 / (y_bins[y_i+1] - y_bins[y_i])
+ *         xp = (x - x_bins[x_i]) * dx_inv
+ *         yp = (y - y_bins[y_i]) * dy_inv             # <<<<<<<<<<<<<<
+ *         xm = (x_bins[x_i+1] - x) * dx_inv
+ *         ym = (y_bins[y_i+1] - y) * dy_inv
+ */
+    __pyx_t_11 = __pyx_v_y_i;
+    if (__pyx_t_11 < 0) __pyx_t_11 += __pyx_bshape_0_y_bins;
+    __pyx_v_yp = ((__pyx_v_y - (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_y_bins.buf, __pyx_t_11, __pyx_bstride_0_y_bins))) * __pyx_v_dy_inv);
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":65
- *         xp = (x - x_bins[x_i]) / (x_bins[x_i+1] - x_bins[x_i])
- *         yp = (y - y_bins[y_i]) / (y_bins[y_i+1] - y_bins[y_i])
- *         xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])             # <<<<<<<<<<<<<<
- *         ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":69
+ *         xp = (x - x_bins[x_i]) * dx_inv
+ *         yp = (y - y_bins[y_i]) * dy_inv
+ *         xm = (x_bins[x_i+1] - x) * dx_inv             # <<<<<<<<<<<<<<
+ *         ym = (y_bins[y_i+1] - y) * dy_inv
  *         output[i]  = table[x_i  , y_i  ] * (xm*ym) \
  */
-    __pyx_t_11 = (__pyx_v_x_i + 1);
-    if (__pyx_t_11 < 0) __pyx_t_11 += __pyx_bshape_0_x_bins;
-    __pyx_3 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_x_bins.buf, __pyx_t_11, __pyx_bstride_0_x_bins)));
     __pyx_t_12 = (__pyx_v_x_i + 1);
     if (__pyx_t_12 < 0) __pyx_t_12 += __pyx_bshape_0_x_bins;
-    __pyx_4 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_x_bins.buf, __pyx_t_12, __pyx_bstride_0_x_bins)));
-    __pyx_t_13 = __pyx_v_x_i;
-    if (__pyx_t_13 < 0) __pyx_t_13 += __pyx_bshape_0_x_bins;
-    __pyx_5 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_x_bins.buf, __pyx_t_13, __pyx_bstride_0_x_bins)));
-    __pyx_v_xm = ((__pyx_3 - __pyx_v_x) / (__pyx_4 - __pyx_5));
-
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":66
- *         yp = (y - y_bins[y_i]) / (y_bins[y_i+1] - y_bins[y_i])
- *         xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])
- *         ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])             # <<<<<<<<<<<<<<
+    __pyx_v_xm = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_x_bins.buf, __pyx_t_12, __pyx_bstride_0_x_bins)) - __pyx_v_x) * __pyx_v_dx_inv);
+
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":70
+ *         yp = (y - y_bins[y_i]) * dy_inv
+ *         xm = (x_bins[x_i+1] - x) * dx_inv
+ *         ym = (y_bins[y_i+1] - y) * dy_inv             # <<<<<<<<<<<<<<
  *         output[i]  = table[x_i  , y_i  ] * (xm*ym) \
  *                    + table[x_i+1, y_i  ] * (xp*ym) \
  */
-    __pyx_t_14 = (__pyx_v_y_i + 1);
-    if (__pyx_t_14 < 0) __pyx_t_14 += __pyx_bshape_0_y_bins;
-    __pyx_3 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_y_bins.buf, __pyx_t_14, __pyx_bstride_0_y_bins)));
-    __pyx_t_15 = (__pyx_v_y_i + 1);
-    if (__pyx_t_15 < 0) __pyx_t_15 += __pyx_bshape_0_y_bins;
-    __pyx_4 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_y_bins.buf, __pyx_t_15, __pyx_bstride_0_y_bins)));
-    __pyx_t_16 = __pyx_v_y_i;
-    if (__pyx_t_16 < 0) __pyx_t_16 += __pyx_bshape_0_y_bins;
-    __pyx_5 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_y_bins.buf, __pyx_t_16, __pyx_bstride_0_y_bins)));
-    __pyx_v_ym = ((__pyx_3 - __pyx_v_y) / (__pyx_4 - __pyx_5));
-
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":67
- *         xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])
- *         ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])
+    __pyx_t_13 = (__pyx_v_y_i + 1);
+    if (__pyx_t_13 < 0) __pyx_t_13 += __pyx_bshape_0_y_bins;
+    __pyx_v_ym = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_y_bins.buf, __pyx_t_13, __pyx_bstride_0_y_bins)) - __pyx_v_y) * __pyx_v_dy_inv);
+
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":71
+ *         xm = (x_bins[x_i+1] - x) * dx_inv
+ *         ym = (y_bins[y_i+1] - y) * dy_inv
  *         output[i]  = table[x_i  , y_i  ] * (xm*ym) \             # <<<<<<<<<<<<<<
  *                    + table[x_i+1, y_i  ] * (xp*ym) \
  *                    + table[x_i  , y_i+1] * (xm*yp) \
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-    __pyx_t_18 = __pyx_v_y_i;
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-    if (__pyx_t_18 < 0) __pyx_t_18 += __pyx_bshape_1_table;
-    __pyx_3 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided2d(__pyx_bstruct_table.buf, __pyx_t_17, __pyx_bstride_0_table, __pyx_t_18, __pyx_bstride_1_table)));
+    __pyx_t_14 = __pyx_v_x_i;
+    __pyx_t_15 = __pyx_v_y_i;
+    if (__pyx_t_14 < 0) __pyx_t_14 += __pyx_bshape_0_table;
+    if (__pyx_t_15 < 0) __pyx_t_15 += __pyx_bshape_1_table;
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":68
- *         ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":72
+ *         ym = (y_bins[y_i+1] - y) * dy_inv
  *         output[i]  = table[x_i  , y_i  ] * (xm*ym) \
  *                    + table[x_i+1, y_i  ] * (xp*ym) \             # <<<<<<<<<<<<<<
  *                    + table[x_i  , y_i+1] * (xm*yp) \
  *                    + table[x_i+1, y_i+1] * (xp*yp)
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+    __pyx_t_16 = (__pyx_v_x_i + 1);
+    __pyx_t_17 = __pyx_v_y_i;
+    if (__pyx_t_16 < 0) __pyx_t_16 += __pyx_bshape_0_table;
+    if (__pyx_t_17 < 0) __pyx_t_17 += __pyx_bshape_1_table;
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":69
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":73
  *         output[i]  = table[x_i  , y_i  ] * (xm*ym) \
  *                    + table[x_i+1, y_i  ] * (xp*ym) \
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  */
-    __pyx_t_21 = __pyx_v_x_i;
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-    __pyx_5 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided2d(__pyx_bstruct_table.buf, __pyx_t_21, __pyx_bstride_0_table, __pyx_t_22, __pyx_bstride_1_table)));
+    __pyx_t_18 = __pyx_v_x_i;
+    __pyx_t_19 = (__pyx_v_y_i + 1);
+    if (__pyx_t_18 < 0) __pyx_t_18 += __pyx_bshape_0_table;
+    if (__pyx_t_19 < 0) __pyx_t_19 += __pyx_bshape_1_table;
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":70
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":74
  *                    + table[x_i+1, y_i  ] * (xp*ym) \
  *                    + table[x_i  , y_i+1] * (xm*yp) \
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  * 
  * @cython.boundscheck(False)
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-    __pyx_t_23 = (__pyx_v_x_i + 1);
-    __pyx_t_24 = (__pyx_v_y_i + 1);
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-    if (__pyx_t_24 < 0) __pyx_t_24 += __pyx_bshape_1_table;
-    __pyx_6 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided2d(__pyx_bstruct_table.buf, __pyx_t_23, __pyx_bstride_0_table, __pyx_t_24, __pyx_bstride_1_table)));
-
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":67
- *         xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])
- *         ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])
+    __pyx_t_20 = (__pyx_v_x_i + 1);
+    __pyx_t_21 = (__pyx_v_y_i + 1);
+    if (__pyx_t_20 < 0) __pyx_t_20 += __pyx_bshape_0_table;
+    if (__pyx_t_21 < 0) __pyx_t_21 += __pyx_bshape_1_table;
+
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":71
+ *         xm = (x_bins[x_i+1] - x) * dx_inv
+ *         ym = (y_bins[y_i+1] - y) * dy_inv
  *         output[i]  = table[x_i  , y_i  ] * (xm*ym) \             # <<<<<<<<<<<<<<
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+    __pyx_t_22 = __pyx_v_i;
+    if (__pyx_t_22 < 0) __pyx_t_22 += __pyx_bshape_0_output;
+    *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_output.buf, __pyx_t_22, __pyx_bstride_0_output) = (((((*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_table.buf, __pyx_t_14, __pyx_bstride_0_table, __pyx_t_15, __pyx_bstride_1_table)) * (__pyx_v_xm * __pyx_v_ym)) + ((*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_table.buf, __pyx_t_16, __pyx_bstride_0_table, __pyx_t_17, __pyx_bstride_1_table)) * (__pyx_v_xp * __pyx_v_ym))) + ((*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_table.buf, __pyx_t_18, __pyx_bstride_0_table, __pyx_t_19, __pyx_bstride_1_table)) * (__pyx_v_xm * __pyx_v_yp))) + ((*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_table.buf, __pyx_t_20, __pyx_bstride_0_table, __pyx_t_21, __pyx_bstride_1_table)) * (__pyx_v_xp * __pyx_v_yp)));
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-  __pyx_r = Py_None; Py_INCREF(Py_None);
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+    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_y_is);
+    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_y_bins);
+    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_is);
+    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_vals);
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+    __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_bins);
+  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
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-  __Pyx_SafeReleaseBuffer((PyObject*)__pyx_v_x_bins, &__pyx_bstruct_x_bins);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_y_vals);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_output);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_y_is);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_y_bins);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_is);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_vals);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_table);
+  __Pyx_SafeReleaseBuffer(&__pyx_bstruct_x_bins);
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 }
 
-/* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":73
+/* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":77
  * 
  * @cython.boundscheck(False)
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@@ -910,6 +1595,9 @@
   double __pyx_v_z;
   double __pyx_v_zp;
   double __pyx_v_zm;
+  double __pyx_v_dx_inv;
+  double __pyx_v_dy_inv;
+  double __pyx_v_dz_inv;
   int __pyx_v_i;
   int __pyx_v_x_i;
   int __pyx_v_y_i;
@@ -951,17 +1639,7 @@
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   Py_ssize_t __pyx_bshape_0_z_vals = 0;
-  PyObject *__pyx_r;
-  npy_intp __pyx_1;
-  __pyx_t_5numpy_int_t __pyx_2;
-  __pyx_t_5numpy_float64_t __pyx_3;
-  __pyx_t_5numpy_float64_t __pyx_4;
-  __pyx_t_5numpy_float64_t __pyx_5;
-  __pyx_t_5numpy_float64_t __pyx_6;
-  __pyx_t_5numpy_float64_t __pyx_7;
-  __pyx_t_5numpy_float64_t __pyx_8;
-  __pyx_t_5numpy_float64_t __pyx_9;
-  __pyx_t_5numpy_float64_t __pyx_10;
+  PyObject *__pyx_r = NULL;
   int __pyx_t_1;
   int __pyx_t_2;
   int __pyx_t_3;
@@ -971,49 +1649,145 @@
   int __pyx_t_7;
   long __pyx_t_8;
   int __pyx_t_9;
-  int __pyx_t_10;
-  long __pyx_t_11;
-  int __pyx_t_12;
+  long __pyx_t_10;
+  int __pyx_t_11;
+  long __pyx_t_12;
   int __pyx_t_13;
-  long __pyx_t_14;
+  int __pyx_t_14;
   int __pyx_t_15;
-  long __pyx_t_16;
+  int __pyx_t_16;
   long __pyx_t_17;
-  int __pyx_t_18;
+  long __pyx_t_18;
   long __pyx_t_19;
-  long __pyx_t_20;
+  int __pyx_t_20;
   int __pyx_t_21;
-  long __pyx_t_22;
+  int __pyx_t_22;
   long __pyx_t_23;
   int __pyx_t_24;
   int __pyx_t_25;
   int __pyx_t_26;
-  int __pyx_t_27;
-  long __pyx_t_28;
+  long __pyx_t_27;
+  int __pyx_t_28;
   int __pyx_t_29;
   int __pyx_t_30;
-  int __pyx_t_31;
+  long __pyx_t_31;
   long __pyx_t_32;
   int __pyx_t_33;
-  int __pyx_t_34;
+  long __pyx_t_34;
   int __pyx_t_35;
   long __pyx_t_36;
   long __pyx_t_37;
-  int __pyx_t_38;
+  long __pyx_t_38;
   long __pyx_t_39;
   int __pyx_t_40;
   long __pyx_t_41;
   long __pyx_t_42;
   long __pyx_t_43;
-  long __pyx_t_44;
-  int __pyx_t_45;
-  long __pyx_t_46;
-  long __pyx_t_47;
-  long __pyx_t_48;
-  int __pyx_t_49;
-  static char *__pyx_argnames[] = {"table","x_vals","y_vals","z_vals","x_bins","y_bins","z_bins","x_is","y_is","z_is","output",0};
+  int __pyx_t_44;
+  static PyObject **__pyx_pyargnames[] = {&__pyx_kp_table,&__pyx_kp_x_vals,&__pyx_kp_y_vals,&__pyx_kp_z_vals,&__pyx_kp_x_bins,&__pyx_kp_y_bins,&__pyx_kp_z_bins,&__pyx_kp_x_is,&__pyx_kp_y_is,&__pyx_kp_z_is,&__pyx_kp_output,0};
+  __Pyx_SetupRefcountContext("TrilinearlyInterpolate");
   __pyx_self = __pyx_self;
-  if (likely(!__pyx_kwds) && likely(PyTuple_GET_SIZE(__pyx_args) == 11)) {
+  if (unlikely(__pyx_kwds)) {
+    Py_ssize_t kw_args = PyDict_Size(__pyx_kwds);
+    PyObject* values[11] = {0,0,0,0,0,0,0,0,0,0,0};
+    switch (PyTuple_GET_SIZE(__pyx_args)) {
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+      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)) {
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+      values[0] = PyDict_GetItem(__pyx_kwds, __pyx_kp_table);
+      if (likely(values[0])) kw_args--;
+      else goto __pyx_L5_argtuple_error;
+      case  1:
+      values[1] = PyDict_GetItem(__pyx_kwds, __pyx_kp_x_vals);
+      if (likely(values[1])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("TrilinearlyInterpolate", 1, 11, 11, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  2:
+      values[2] = PyDict_GetItem(__pyx_kwds, __pyx_kp_y_vals);
+      if (likely(values[2])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("TrilinearlyInterpolate", 1, 11, 11, 2); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  3:
+      values[3] = PyDict_GetItem(__pyx_kwds, __pyx_kp_z_vals);
+      if (likely(values[3])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("TrilinearlyInterpolate", 1, 11, 11, 3); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  4:
+      values[4] = PyDict_GetItem(__pyx_kwds, __pyx_kp_x_bins);
+      if (likely(values[4])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("TrilinearlyInterpolate", 1, 11, 11, 4); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  5:
+      values[5] = PyDict_GetItem(__pyx_kwds, __pyx_kp_y_bins);
+      if (likely(values[5])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("TrilinearlyInterpolate", 1, 11, 11, 5); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  6:
+      values[6] = PyDict_GetItem(__pyx_kwds, __pyx_kp_z_bins);
+      if (likely(values[6])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("TrilinearlyInterpolate", 1, 11, 11, 6); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  7:
+      values[7] = PyDict_GetItem(__pyx_kwds, __pyx_kp_x_is);
+      if (likely(values[7])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("TrilinearlyInterpolate", 1, 11, 11, 7); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  8:
+      values[8] = PyDict_GetItem(__pyx_kwds, __pyx_kp_y_is);
+      if (likely(values[8])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("TrilinearlyInterpolate", 1, 11, 11, 8); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case  9:
+      values[9] = PyDict_GetItem(__pyx_kwds, __pyx_kp_z_is);
+      if (likely(values[9])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("TrilinearlyInterpolate", 1, 11, 11, 9); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      }
+      case 10:
+      values[10] = PyDict_GetItem(__pyx_kwds, __pyx_kp_output);
+      if (likely(values[10])) kw_args--;
+      else {
+        __Pyx_RaiseArgtupleInvalid("TrilinearlyInterpolate", 1, 11, 11, 10); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __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), "TrilinearlyInterpolate") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 77; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+    }
+    __pyx_v_table = ((PyArrayObject *)values[0]);
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+  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_x_vals), __pyx_ptype_5numpy_ndarray, 1, "x_vals", 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 78; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  {
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+  {
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+  /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":93
+ *     cdef double dx_inv, dy_inv, dz_inv
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-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":90
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+    if (__pyx_t_3 < 0) __pyx_t_3 += __pyx_bshape_0_y_is;
+    __pyx_v_y_i = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int_t *, __pyx_bstruct_y_is.buf, __pyx_t_3, __pyx_bstride_0_y_is));
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":91
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":96
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  *         y_i = y_is[i]
  *         z_i = z_is[i]             # <<<<<<<<<<<<<<
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-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":92
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":97
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  *         z_i = z_is[i]
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-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":93
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":98
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  *         x = x_vals[i]
  *         y = y_vals[i]             # <<<<<<<<<<<<<<
  *         z = z_vals[i]
- *         xp = (x - x_bins[x_i]) / (x_bins[x_i+1] - x_bins[x_i])
+ *         dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])
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+    if (__pyx_t_6 < 0) __pyx_t_6 += __pyx_bshape_0_y_vals;
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-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":94
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":99
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  *         y = y_vals[i]
  *         z = z_vals[i]             # <<<<<<<<<<<<<<
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- *         yp = (y - y_bins[y_i]) / (y_bins[y_i+1] - y_bins[y_i])
+ *         dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])
+ *         dy_inv = 1.0 / (y_bins[y_i+1] - y_bins[y_i])
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+    if (__pyx_t_7 < 0) __pyx_t_7 += __pyx_bshape_0_z_vals;
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-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":95
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":100
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  *         z = z_vals[i]
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- *         zp = (z - z_bins[z_i]) / (z_bins[z_i+1] - z_bins[z_i])
+ *         dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])             # <<<<<<<<<<<<<<
+ *         dy_inv = 1.0 / (y_bins[y_i+1] - y_bins[y_i])
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-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":96
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":101
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- *         xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])
+ *         dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])
+ *         dy_inv = 1.0 / (y_bins[y_i+1] - y_bins[y_i])             # <<<<<<<<<<<<<<
+ *         dz_inv = 1.0 / (z_bins[z_i+1] - z_bins[z_i])
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-    __pyx_4 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_y_bins.buf, __pyx_t_11, __pyx_bstride_0_y_bins)));
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- *         ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])
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+ *         dy_inv = 1.0 / (y_bins[y_i+1] - y_bins[y_i])
+ *         dz_inv = 1.0 / (z_bins[z_i+1] - z_bins[z_i])             # <<<<<<<<<<<<<<
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- *         xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])             # <<<<<<<<<<<<<<
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- *         zm = (z_bins[z_i+1] - z) / (z_bins[z_i+1] - z_bins[z_i])
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+ *         dz_inv = 1.0 / (z_bins[z_i+1] - z_bins[z_i])
+ *         xp = (x - x_bins[x_i]) * dx_inv             # <<<<<<<<<<<<<<
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+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":104
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+ *         xp = (x - x_bins[x_i]) * dx_inv
+ *         yp = (y - y_bins[y_i]) * dy_inv             # <<<<<<<<<<<<<<
+ *         zp = (z - z_bins[z_i]) * dz_inv
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+
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":105
+ *         xp = (x - x_bins[x_i]) * dx_inv
+ *         yp = (y - y_bins[y_i]) * dy_inv
+ *         zp = (z - z_bins[z_i]) * dz_inv             # <<<<<<<<<<<<<<
+ *         xm = (x_bins[x_i+1] - x) * dx_inv
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+
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+ *         zp = (z - z_bins[z_i]) * dz_inv
+ *         xm = (x_bins[x_i+1] - x) * dx_inv             # <<<<<<<<<<<<<<
+ *         ym = (y_bins[y_i+1] - y) * dy_inv
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- *         zm = (z_bins[z_i+1] - z) / (z_bins[z_i+1] - z_bins[z_i])
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+
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":107
+ *         zp = (z - z_bins[z_i]) * dz_inv
+ *         xm = (x_bins[x_i+1] - x) * dx_inv
+ *         ym = (y_bins[y_i+1] - y) * dy_inv             # <<<<<<<<<<<<<<
+ *         zm = (z_bins[z_i+1] - z) * dz_inv
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- *         xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])
- *         ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])
- *         zm = (z_bins[z_i+1] - z) / (z_bins[z_i+1] - z_bins[z_i])             # <<<<<<<<<<<<<<
+    __pyx_t_18 = (__pyx_v_y_i + 1);
+    if (__pyx_t_18 < 0) __pyx_t_18 += __pyx_bshape_0_y_bins;
+    __pyx_v_ym = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_y_bins.buf, __pyx_t_18, __pyx_bstride_0_y_bins)) - __pyx_v_y) * __pyx_v_dy_inv);
+
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":108
+ *         xm = (x_bins[x_i+1] - x) * dx_inv
+ *         ym = (y_bins[y_i+1] - y) * dy_inv
+ *         zm = (z_bins[z_i+1] - z) * dz_inv             # <<<<<<<<<<<<<<
  *         output[i]  = table[x_i  ,y_i  ,z_i  ] * (xm*ym*zm) \
  *                    + table[x_i+1,y_i  ,z_i  ] * (xp*ym*zm) \
  */
-    __pyx_t_22 = (__pyx_v_z_i + 1);
-    if (__pyx_t_22 < 0) __pyx_t_22 += __pyx_bshape_0_z_bins;
-    __pyx_3 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_z_bins.buf, __pyx_t_22, __pyx_bstride_0_z_bins)));
-    __pyx_t_23 = (__pyx_v_z_i + 1);
-    if (__pyx_t_23 < 0) __pyx_t_23 += __pyx_bshape_0_z_bins;
-    __pyx_4 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_z_bins.buf, __pyx_t_23, __pyx_bstride_0_z_bins)));
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-    if (__pyx_t_24 < 0) __pyx_t_24 += __pyx_bshape_0_z_bins;
-    __pyx_5 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_z_bins.buf, __pyx_t_24, __pyx_bstride_0_z_bins)));
-    __pyx_v_zm = ((__pyx_3 - __pyx_v_z) / (__pyx_4 - __pyx_5));
-
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":101
- *         ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])
- *         zm = (z_bins[z_i+1] - z) / (z_bins[z_i+1] - z_bins[z_i])
+    __pyx_t_19 = (__pyx_v_z_i + 1);
+    if (__pyx_t_19 < 0) __pyx_t_19 += __pyx_bshape_0_z_bins;
+    __pyx_v_zm = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_bstruct_z_bins.buf, __pyx_t_19, __pyx_bstride_0_z_bins)) - __pyx_v_z) * __pyx_v_dz_inv);
+
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":109
+ *         ym = (y_bins[y_i+1] - y) * dy_inv
+ *         zm = (z_bins[z_i+1] - z) * dz_inv
  *         output[i]  = table[x_i  ,y_i  ,z_i  ] * (xm*ym*zm) \             # <<<<<<<<<<<<<<
  *                    + table[x_i+1,y_i  ,z_i  ] * (xp*ym*zm) \
  *                    + table[x_i  ,y_i+1,z_i  ] * (xm*yp*zm) \
  */
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-    __pyx_t_26 = __pyx_v_y_i;
-    __pyx_t_27 = __pyx_v_z_i;
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-    if (__pyx_t_26 < 0) __pyx_t_26 += __pyx_bshape_1_table;
-    if (__pyx_t_27 < 0) __pyx_t_27 += __pyx_bshape_2_table;
-    __pyx_3 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided3d(__pyx_bstruct_table.buf, __pyx_t_25, __pyx_bstride_0_table, __pyx_t_26, __pyx_bstride_1_table, __pyx_t_27, __pyx_bstride_2_table)));
+    __pyx_t_20 = __pyx_v_x_i;
+    __pyx_t_21 = __pyx_v_y_i;
+    __pyx_t_22 = __pyx_v_z_i;
+    if (__pyx_t_20 < 0) __pyx_t_20 += __pyx_bshape_0_table;
+    if (__pyx_t_21 < 0) __pyx_t_21 += __pyx_bshape_1_table;
+    if (__pyx_t_22 < 0) __pyx_t_22 += __pyx_bshape_2_table;
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":102
- *         zm = (z_bins[z_i+1] - z) / (z_bins[z_i+1] - z_bins[z_i])
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":110
+ *         zm = (z_bins[z_i+1] - z) * dz_inv
  *         output[i]  = table[x_i  ,y_i  ,z_i  ] * (xm*ym*zm) \
  *                    + table[x_i+1,y_i  ,z_i  ] * (xp*ym*zm) \             # <<<<<<<<<<<<<<
  *                    + table[x_i  ,y_i+1,z_i  ] * (xm*yp*zm) \
  *                    + table[x_i  ,y_i  ,z_i+1] * (xm*ym*zp) \
  */
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-    __pyx_t_29 = __pyx_v_y_i;
-    __pyx_t_30 = __pyx_v_z_i;
-    if (__pyx_t_28 < 0) __pyx_t_28 += __pyx_bshape_0_table;
-    if (__pyx_t_29 < 0) __pyx_t_29 += __pyx_bshape_1_table;
-    if (__pyx_t_30 < 0) __pyx_t_30 += __pyx_bshape_2_table;
-    __pyx_4 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided3d(__pyx_bstruct_table.buf, __pyx_t_28, __pyx_bstride_0_table, __pyx_t_29, __pyx_bstride_1_table, __pyx_t_30, __pyx_bstride_2_table)));
+    __pyx_t_23 = (__pyx_v_x_i + 1);
+    __pyx_t_24 = __pyx_v_y_i;
+    __pyx_t_25 = __pyx_v_z_i;
+    if (__pyx_t_23 < 0) __pyx_t_23 += __pyx_bshape_0_table;
+    if (__pyx_t_24 < 0) __pyx_t_24 += __pyx_bshape_1_table;
+    if (__pyx_t_25 < 0) __pyx_t_25 += __pyx_bshape_2_table;
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":103
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":111
  *         output[i]  = table[x_i  ,y_i  ,z_i  ] * (xm*ym*zm) \
  *                    + table[x_i+1,y_i  ,z_i  ] * (xp*ym*zm) \
  *                    + table[x_i  ,y_i+1,z_i  ] * (xm*yp*zm) \             # <<<<<<<<<<<<<<
  *                    + table[x_i  ,y_i  ,z_i+1] * (xm*ym*zp) \
  *                    + table[x_i+1,y_i  ,z_i+1] * (xp*ym*zp) \
  */
-    __pyx_t_31 = __pyx_v_x_i;
-    __pyx_t_32 = (__pyx_v_y_i + 1);
-    __pyx_t_33 = __pyx_v_z_i;
-    if (__pyx_t_31 < 0) __pyx_t_31 += __pyx_bshape_0_table;
-    if (__pyx_t_32 < 0) __pyx_t_32 += __pyx_bshape_1_table;
-    if (__pyx_t_33 < 0) __pyx_t_33 += __pyx_bshape_2_table;
-    __pyx_5 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided3d(__pyx_bstruct_table.buf, __pyx_t_31, __pyx_bstride_0_table, __pyx_t_32, __pyx_bstride_1_table, __pyx_t_33, __pyx_bstride_2_table)));
+    __pyx_t_26 = __pyx_v_x_i;
+    __pyx_t_27 = (__pyx_v_y_i + 1);
+    __pyx_t_28 = __pyx_v_z_i;
+    if (__pyx_t_26 < 0) __pyx_t_26 += __pyx_bshape_0_table;
+    if (__pyx_t_27 < 0) __pyx_t_27 += __pyx_bshape_1_table;
+    if (__pyx_t_28 < 0) __pyx_t_28 += __pyx_bshape_2_table;
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":104
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":112
  *                    + table[x_i+1,y_i  ,z_i  ] * (xp*ym*zm) \
  *                    + table[x_i  ,y_i+1,z_i  ] * (xm*yp*zm) \
  *                    + table[x_i  ,y_i  ,z_i+1] * (xm*ym*zp) \             # <<<<<<<<<<<<<<
  *                    + table[x_i+1,y_i  ,z_i+1] * (xp*ym*zp) \
  *                    + table[x_i  ,y_i+1,z_i+1] * (xm*yp*zp) \
  */
-    __pyx_t_34 = __pyx_v_x_i;
-    __pyx_t_35 = __pyx_v_y_i;
-    __pyx_t_36 = (__pyx_v_z_i + 1);
-    if (__pyx_t_34 < 0) __pyx_t_34 += __pyx_bshape_0_table;
-    if (__pyx_t_35 < 0) __pyx_t_35 += __pyx_bshape_1_table;
-    if (__pyx_t_36 < 0) __pyx_t_36 += __pyx_bshape_2_table;
-    __pyx_6 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided3d(__pyx_bstruct_table.buf, __pyx_t_34, __pyx_bstride_0_table, __pyx_t_35, __pyx_bstride_1_table, __pyx_t_36, __pyx_bstride_2_table)));
+    __pyx_t_29 = __pyx_v_x_i;
+    __pyx_t_30 = __pyx_v_y_i;
+    __pyx_t_31 = (__pyx_v_z_i + 1);
+    if (__pyx_t_29 < 0) __pyx_t_29 += __pyx_bshape_0_table;
+    if (__pyx_t_30 < 0) __pyx_t_30 += __pyx_bshape_1_table;
+    if (__pyx_t_31 < 0) __pyx_t_31 += __pyx_bshape_2_table;
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":105
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":113
  *                    + table[x_i  ,y_i+1,z_i  ] * (xm*yp*zm) \
  *                    + table[x_i  ,y_i  ,z_i+1] * (xm*ym*zp) \
  *                    + table[x_i+1,y_i  ,z_i+1] * (xp*ym*zp) \             # <<<<<<<<<<<<<<
  *                    + table[x_i  ,y_i+1,z_i+1] * (xm*yp*zp) \
  *                    + table[x_i+1,y_i+1,z_i  ] * (xp*yp*zm) \
  */
-    __pyx_t_37 = (__pyx_v_x_i + 1);
-    __pyx_t_38 = __pyx_v_y_i;
-    __pyx_t_39 = (__pyx_v_z_i + 1);
-    if (__pyx_t_37 < 0) __pyx_t_37 += __pyx_bshape_0_table;
-    if (__pyx_t_38 < 0) __pyx_t_38 += __pyx_bshape_1_table;
-    if (__pyx_t_39 < 0) __pyx_t_39 += __pyx_bshape_2_table;
-    __pyx_7 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided3d(__pyx_bstruct_table.buf, __pyx_t_37, __pyx_bstride_0_table, __pyx_t_38, __pyx_bstride_1_table, __pyx_t_39, __pyx_bstride_2_table)));
+    __pyx_t_32 = (__pyx_v_x_i + 1);
+    __pyx_t_33 = __pyx_v_y_i;
+    __pyx_t_34 = (__pyx_v_z_i + 1);
+    if (__pyx_t_32 < 0) __pyx_t_32 += __pyx_bshape_0_table;
+    if (__pyx_t_33 < 0) __pyx_t_33 += __pyx_bshape_1_table;
+    if (__pyx_t_34 < 0) __pyx_t_34 += __pyx_bshape_2_table;
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":106
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":114
  *                    + table[x_i  ,y_i  ,z_i+1] * (xm*ym*zp) \
  *                    + table[x_i+1,y_i  ,z_i+1] * (xp*ym*zp) \
  *                    + table[x_i  ,y_i+1,z_i+1] * (xm*yp*zp) \             # <<<<<<<<<<<<<<
  *                    + table[x_i+1,y_i+1,z_i  ] * (xp*yp*zm) \
  *                    + table[x_i+1,y_i+1,z_i+1] * (xp*yp*zp)
  */
-    __pyx_t_40 = __pyx_v_x_i;
-    __pyx_t_41 = (__pyx_v_y_i + 1);
-    __pyx_t_42 = (__pyx_v_z_i + 1);
-    if (__pyx_t_40 < 0) __pyx_t_40 += __pyx_bshape_0_table;
-    if (__pyx_t_41 < 0) __pyx_t_41 += __pyx_bshape_1_table;
-    if (__pyx_t_42 < 0) __pyx_t_42 += __pyx_bshape_2_table;
-    __pyx_8 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided3d(__pyx_bstruct_table.buf, __pyx_t_40, __pyx_bstride_0_table, __pyx_t_41, __pyx_bstride_1_table, __pyx_t_42, __pyx_bstride_2_table)));
+    __pyx_t_35 = __pyx_v_x_i;
+    __pyx_t_36 = (__pyx_v_y_i + 1);
+    __pyx_t_37 = (__pyx_v_z_i + 1);
+    if (__pyx_t_35 < 0) __pyx_t_35 += __pyx_bshape_0_table;
+    if (__pyx_t_36 < 0) __pyx_t_36 += __pyx_bshape_1_table;
+    if (__pyx_t_37 < 0) __pyx_t_37 += __pyx_bshape_2_table;
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":107
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":115
  *                    + table[x_i+1,y_i  ,z_i+1] * (xp*ym*zp) \
  *                    + table[x_i  ,y_i+1,z_i+1] * (xm*yp*zp) \
  *                    + table[x_i+1,y_i+1,z_i  ] * (xp*yp*zm) \             # <<<<<<<<<<<<<<
  *                    + table[x_i+1,y_i+1,z_i+1] * (xp*yp*zp)
  */
-    __pyx_t_43 = (__pyx_v_x_i + 1);
-    __pyx_t_44 = (__pyx_v_y_i + 1);
-    __pyx_t_45 = __pyx_v_z_i;
-    if (__pyx_t_43 < 0) __pyx_t_43 += __pyx_bshape_0_table;
-    if (__pyx_t_44 < 0) __pyx_t_44 += __pyx_bshape_1_table;
-    if (__pyx_t_45 < 0) __pyx_t_45 += __pyx_bshape_2_table;
-    __pyx_9 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided3d(__pyx_bstruct_table.buf, __pyx_t_43, __pyx_bstride_0_table, __pyx_t_44, __pyx_bstride_1_table, __pyx_t_45, __pyx_bstride_2_table)));
+    __pyx_t_38 = (__pyx_v_x_i + 1);
+    __pyx_t_39 = (__pyx_v_y_i + 1);
+    __pyx_t_40 = __pyx_v_z_i;
+    if (__pyx_t_38 < 0) __pyx_t_38 += __pyx_bshape_0_table;
+    if (__pyx_t_39 < 0) __pyx_t_39 += __pyx_bshape_1_table;
+    if (__pyx_t_40 < 0) __pyx_t_40 += __pyx_bshape_2_table;
 
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":108
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":116
  *                    + table[x_i  ,y_i+1,z_i+1] * (xm*yp*zp) \
  *                    + table[x_i+1,y_i+1,z_i  ] * (xp*yp*zm) \
  *                    + table[x_i+1,y_i+1,z_i+1] * (xp*yp*zp)             # <<<<<<<<<<<<<<
  */
-    __pyx_t_46 = (__pyx_v_x_i + 1);
-    __pyx_t_47 = (__pyx_v_y_i + 1);
-    __pyx_t_48 = (__pyx_v_z_i + 1);
-    if (__pyx_t_46 < 0) __pyx_t_46 += __pyx_bshape_0_table;
-    if (__pyx_t_47 < 0) __pyx_t_47 += __pyx_bshape_1_table;
-    if (__pyx_t_48 < 0) __pyx_t_48 += __pyx_bshape_2_table;
-    __pyx_10 = *((__pyx_t_5numpy_float64_t *)((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided3d(__pyx_bstruct_table.buf, __pyx_t_46, __pyx_bstride_0_table, __pyx_t_47, __pyx_bstride_1_table, __pyx_t_48, __pyx_bstride_2_table)));
-
-    /* "/Users/matthewturk/Development/yt/trunk/yt/lagos/Interpolators.pyx":101
- *         ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])
- *         zm = (z_bins[z_i+1] - z) / (z_bins[z_i+1] - z_bins[z_i])
+    __pyx_t_41 = (__pyx_v_x_i + 1);
+    __pyx_t_42 = (__pyx_v_y_i + 1);
+    __pyx_t_43 = (__pyx_v_z_i + 1);
+    if (__pyx_t_41 < 0) __pyx_t_41 += __pyx_bshape_0_table;
+    if (__pyx_t_42 < 0) __pyx_t_42 += __pyx_bshape_1_table;
+    if (__pyx_t_43 < 0) __pyx_t_43 += __pyx_bshape_2_table;
+
+    /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":109
+ *         ym = (y_bins[y_i+1] - y) * dy_inv
+ *         zm = (z_bins[z_i+1] - z) * dz_inv
  *         output[i]  = table[x_i  ,y_i  ,z_i  ] * (xm*ym*zm) \             # <<<<<<<<<<<<<<
  *                    + table[x_i+1,y_i  ,z_i  ] * (xp*ym*zm) \
  *                    + table[x_i  ,y_i+1,z_i  ] * (xm*yp*zm) \
  */
-    __pyx_t_49 = __pyx_v_i;
-    if (__pyx_t_49 < 0) __pyx_t_49 += __pyx_bshape_0_output;
-    *((__pyx_t_5numpy_float64_t *)__Pyx_BufPtrStrided1d(__pyx_bstruct_output.buf, __pyx_t_49, __pyx_bstride_0_output)) = ((((((((__pyx_3 * ((__pyx_v_xm * __pyx_v_ym) * __pyx_v_zm)) + (__pyx_4 * ((__pyx_v_xp * __pyx_v_ym) * __pyx_v_zm))) + (__pyx_5 * ((__pyx_v_xm * __pyx_v_yp) * __pyx_v_zm))) + (__pyx_6 * ((__pyx_v_xm * __pyx_v_ym) * __pyx_v_zp))) + (__pyx_7 * ((__pyx_v_xp * __pyx_v_ym) * __pyx_v_zp))) + (__pyx_8 * ((__pyx_v_xm * __pyx_v_yp) * __pyx_v_zp))) + (__pyx_9 * ((__pyx_v_xp * __pyx_v_yp) * __pyx_v_zm))) + (__pyx_10 * ((__pyx_v_xp * __pyx_v_yp) * __pyx_v_zp)));
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+ *                 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)));
+
+    /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":95
+ *                 # 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);
+
+    /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":96
+ *                 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]
+ */
+    for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_v_ndim; __pyx_t_4+=1) {
+      __pyx_v_i = __pyx_t_4;
+
+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":97
+ *                 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]);
+
+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":98
+ *                 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*/ {
+
+    /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":100
+ *                     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)));
+    __pyx_v_info->strides = ((Py_ssize_t *)PyArray_STRIDES(((PyArrayObject *)__pyx_v_self)));
 
-  /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":48
- *             info.ndim = PyArray_NDIM(self)
- *             info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
- *             info.shape = <Py_ssize_t*>PyArray_DIMS(self)             # <<<<<<<<<<<<<<
+    /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":101
+ *             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_v_info->shape = ((Py_ssize_t *)PyArray_DIMS(((PyArrayObject *)__pyx_v_self)));
+  }
+  __pyx_L8:;
 
-  /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":49
- *             info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
- *             info.shape = <Py_ssize_t*>PyArray_DIMS(self)
+  /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":102
+ *                 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;
 
-  /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":50
- *             info.shape = <Py_ssize_t*>PyArray_DIMS(self)
+  /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":103
+ *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)
  *             info.suboffsets = NULL
  *             info.itemsize = PyArray_ITEMSIZE(self)             # <<<<<<<<<<<<<<
  *             info.readonly = not PyArray_ISWRITEABLE(self)
@@ -1534,492 +2533,1964 @@
  */
   __pyx_v_info->itemsize = PyArray_ITEMSIZE(((PyArrayObject *)__pyx_v_self));
 
-  /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":51
+  /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":104
  *             info.suboffsets = NULL
  *             info.itemsize = PyArray_ITEMSIZE(self)
  *             info.readonly = not PyArray_ISWRITEABLE(self)             # <<<<<<<<<<<<<<
  * 
- *             # Formats that are not tested and working in Cython are not
+ *             cdef int t
  */
   __pyx_v_info->readonly = (!PyArray_ISWRITEABLE(((PyArrayObject *)__pyx_v_self)));
 
-  /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":55
- *             # Formats that are not tested and working in Cython are not
- *             # made available from this pxd file yet.
- *             cdef int t = PyArray_TYPE(self)             # <<<<<<<<<<<<<<
- *             cdef char* f = NULL
- *             if   t == NPY_BYTE:       f = "b"
- */
-  __pyx_v_t = PyArray_TYPE(((PyArrayObject *)__pyx_v_self));
-
-  /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":56
- *             # made available from this pxd file yet.
- *             cdef int t = PyArray_TYPE(self)
+  /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":107
+ * 
+ *             cdef int t
  *             cdef char* f = NULL             # <<<<<<<<<<<<<<
- *             if   t == NPY_BYTE:       f = "b"
- *             elif t == NPY_UBYTE:      f = "B"
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+ *             cdef list stack
  */
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-  /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":57
- *             cdef int t = PyArray_TYPE(self)
- *             cdef char* f = NULL
- *             if   t == NPY_BYTE:       f = "b"             # <<<<<<<<<<<<<<
- *             elif t == NPY_UBYTE:      f = "B"
- *             elif t == NPY_SHORT:      f = "h"
- */
-  switch (__pyx_v_t) {
-    case NPY_BYTE:
-    __pyx_v_f = __pyx_k_2;
-    break;
-    case NPY_UBYTE:
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-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":58
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  *             cdef char* f = NULL
- *             if   t == NPY_BYTE:       f = "b"
- *             elif t == NPY_UBYTE:      f = "B"             # <<<<<<<<<<<<<<
- *             elif t == NPY_SHORT:      f = "h"
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- */
-    __pyx_v_f = __pyx_k_3;
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-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":59
- *             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_v_f = __pyx_k_4;
-    break;
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-
-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":60
- *             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_v_f = __pyx_k_5;
-    break;
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-
-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":61
- *             elif t == NPY_SHORT:      f = "h"
- *             elif t == NPY_USHORT:     f = "H"
- *             elif t == NPY_INT:        f = "i"             # <<<<<<<<<<<<<<
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-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":62
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- */
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-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":63
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-    __pyx_v_f = __pyx_k_8;
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-
-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":64
- *             elif t == NPY_UINT:       f = "I"
- *             elif t == NPY_LONG:       f = "l"
- *             elif t == NPY_ULONG:      f = "L"             # <<<<<<<<<<<<<<
- *             elif t == NPY_LONGLONG:   f = "q"
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-
-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":65
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- *             elif t == NPY_ULONGLONG:  f = "Q"
- *             elif t == NPY_FLOAT:      f = "f"
- */
-    __pyx_v_f = __pyx_k_10;
-    break;
-    case NPY_ULONGLONG:
-
-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":66
- *             elif t == NPY_ULONG:      f = "L"
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-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":67
- *             elif t == NPY_LONGLONG:   f = "q"
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-    __pyx_v_f = __pyx_k_12;
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-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":68
- *             elif t == NPY_ULONGLONG:  f = "Q"
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-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":69
- *             elif t == NPY_FLOAT:      f = "f"
- *             elif t == NPY_DOUBLE:     f = "d"
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-    __pyx_v_f = __pyx_k_14;
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-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":70
- *             elif t == NPY_DOUBLE:     f = "d"
- *             elif t == NPY_LONGDOUBLE: f = "g"
- *             elif t == NPY_OBJECT:     f = "O"             # <<<<<<<<<<<<<<
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- */
-    __pyx_v_f = __pyx_k_15;
-    break;
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-
-  /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":72
- *             elif t == NPY_OBJECT:     f = "O"
- * 
- *             if f == NULL:             # <<<<<<<<<<<<<<
- *                 raise ValueError("only objects, int and float dtypes supported for ndarray buffer access so far (dtype is %d)" % t)
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-    /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":73
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-    __pyx_3 = PyNumber_Remainder(__pyx_kp_16, __pyx_2); if (unlikely(!__pyx_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 73; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-    Py_DECREF(__pyx_2); __pyx_2 = 0;
-    __pyx_2 = PyTuple_New(1); if (unlikely(!__pyx_2)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 73; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    Py_DECREF(((PyObject *)__pyx_2)); __pyx_2 = 0;
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-    Py_DECREF(__pyx_3); __pyx_3 = 0;
-    {__pyx_filename = __pyx_f[1]; __pyx_lineno = 73; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-    goto __pyx_L6;
-  }
-  __pyx_L6:;
+ *             cdef dtype descr = self.descr             # <<<<<<<<<<<<<<
+ *             cdef list stack
+ *             cdef int offset
+ */
+  __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_v_self)->descr));
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-  /* "/Library/Frameworks/Python.framework/Versions/2.5/lib/python2.5/site-packages/Cython-0.9.8.1.1-py2.5-macosx-10.3-fat.egg/Cython/Includes/numpy.pxd":74
- *             if f == NULL:
- *                 raise ValueError("only objects, int and float dtypes supported for ndarray buffer access so far (dtype is %d)" % t)
- *             info.format = f             # <<<<<<<<<<<<<<
+  /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":112
+ *             cdef int offset
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+ *             cdef bint hasfields = PyDataType_HASFIELDS(descr)             # <<<<<<<<<<<<<<
  * 
+ *             if not hasfields and not copy_shape:
  */
-  __pyx_v_info->format = __pyx_v_f;
+  __pyx_v_hasfields = PyDataType_HASFIELDS(__pyx_v_descr);
 
-  __pyx_r = 0;
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-  Py_XDECREF(__pyx_3);
-  __Pyx_AddTraceback("numpy.ndarray.__getbuffer__");
-  __pyx_r = -1;
-  __pyx_L0:;
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+  /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":114
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+ *             if not hasfields and not copy_shape:             # <<<<<<<<<<<<<<
+ *                 # do not call releasebuffer
+ *                 info.obj = None
+ */
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+    __pyx_t_1 = (!__pyx_v_copy_shape);
+  } else {
+    __pyx_t_1 = (!__pyx_v_hasfields);
+  }
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-  {"UnilinearlyInterpolate", (PyCFunction)__pyx_pf_2yt_5lagos_13Interpolators_UnilinearlyInterpolate, METH_VARARGS|METH_KEYWORDS, 0},
-  {"BilinearlyInterpolate", (PyCFunction)__pyx_pf_2yt_5lagos_13Interpolators_BilinearlyInterpolate, METH_VARARGS|METH_KEYWORDS, 0},
-  {"TrilinearlyInterpolate", (PyCFunction)__pyx_pf_2yt_5lagos_13Interpolators_TrilinearlyInterpolate, METH_VARARGS|METH_KEYWORDS, 0},
-  {0, 0, 0, 0}
-};
+    /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":116
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+ *                 info.obj = None             # <<<<<<<<<<<<<<
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+ */
+    __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;
+  }
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+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":127
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-  if (PyObject_SetAttrString(__pyx_m, "__builtins__", __pyx_b) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};
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-  /*--- Type import code ---*/
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-  /*--- Function import code ---*/
-  /*--- Execution code ---*/
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- * 
- * import numpy as np             # <<<<<<<<<<<<<<
- * cimport numpy as np
- * cimport cython
+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":129
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+ *                 elif t == NPY_SHORT:       f = "h"
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-  __pyx_1 = __Pyx_Import(__pyx_kp_numpy, 0); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 26; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-  if (PyObject_SetAttr(__pyx_m, __pyx_kp_np, __pyx_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 26; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-  Py_DECREF(__pyx_1); __pyx_1 = 0;
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+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":130
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-  #if PY_MAJOR_VERSION >= 3
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-  __Pyx_ReleaseBuffer(obj, info);
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+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":134
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-  buf->suboffsets = __Pyx_minusones;
-}
+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":135
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+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":136
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-    case '=':
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-    case '<':
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+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":137
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+ *                 elif t == NPY_FLOAT:       f = "f"
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       break;
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+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":138
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       break;
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+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":139
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-    case 'd': ok = (sizeof(__pyx_t_5numpy_float64_t) == sizeof(double) && (__pyx_t_5numpy_float64_t)-1 < 0); break;
-    case 'g': ok = (sizeof(__pyx_t_5numpy_float64_t) == sizeof(long double) && (__pyx_t_5numpy_float64_t)-1 < 0); break;  default: ok = 0;
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-      PyErr_Format(PyExc_ValueError, "Buffer datatype mismatch (rejecting on '%s')", ts);
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-}
+      /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/numpy.pxd":141
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+ *                 elif t == NPY_CLONGDOUBLE: f = "Zg"             # <<<<<<<<<<<<<<
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-static int __Pyx_GetBuffer_nn___pyx_t_5numpy_float64_t(PyObject* obj, Py_buffer* buf, int flags, int nd) {
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+  __pyx_builtin_RuntimeError = __Pyx_GetName(__pyx_b, __pyx_kp_RuntimeError); if (!__pyx_builtin_RuntimeError) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 292; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  return 0;
+  __pyx_L1_error:;
+  return -1;
+}
+
+static int __Pyx_InitGlobals(void) {
+  __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;};
+  if (__Pyx_InitStrings(__pyx_string_tab) < 0) {__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 initInterpolators(void); /*proto*/
+PyMODINIT_FUNC initInterpolators(void)
+#else
+PyMODINIT_FUNC PyInit_Interpolators(void); /*proto*/
+PyMODINIT_FUNC PyInit_Interpolators(void)
+#endif
+{
+  PyObject *__pyx_1 = 0;
+  #ifdef CYTHON_REFNANNY
+  void* __pyx_refchk = NULL;
+  __Pyx_Refnanny = __Pyx_ImportRefcountAPI("refnanny");
+  if (!__Pyx_Refnanny) {
+      PyErr_Clear();
+      __Pyx_Refnanny = __Pyx_ImportRefcountAPI("Cython.Runtime.refnanny");
+      if (!__Pyx_Refnanny)
+          Py_FatalError("failed to import refnanny module");
+  }
+  __pyx_refchk = __Pyx_Refnanny->NewContext("PyMODINIT_FUNC PyInit_Interpolators(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;}
+  /*--- Library function declarations ---*/
+  __pyx_init_filenames();
+  /*--- 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
+  /*--- 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;}
+  /*--- Module creation code ---*/
+  #if PY_MAJOR_VERSION < 3
+  __pyx_m = Py_InitModule4(__Pyx_NAMESTR("Interpolators"), __pyx_methods, __pyx_mdoc, 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;};
+  if (__pyx_module_is_main_yt__lagos__Interpolators) {
+    if (__Pyx_SetAttrString(__pyx_m, "__name__", __pyx_kp___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;}
+  __pyx_skip_dispatch = 0;
+  /*--- Global init code ---*/
+  /*--- Function export code ---*/
+  /*--- Type init code ---*/
+  /*--- Type import code ---*/
+  __pyx_ptype_5numpy_dtype = __Pyx_ImportType("numpy", "dtype", sizeof(PyArray_Descr)); if (unlikely(!__pyx_ptype_5numpy_dtype)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 43; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_ptype_5numpy_ndarray = __Pyx_ImportType("numpy", "ndarray", sizeof(PyArrayObject)); if (unlikely(!__pyx_ptype_5numpy_ndarray)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 51; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  /*--- Function import code ---*/
+  /*--- Execution code ---*/
+
+  /* "/Users/jwise/codes/yt/yt/lagos/Interpolators.pyx":26
+ * """
+ * 
+ * import numpy as np             # <<<<<<<<<<<<<<
+ * cimport numpy as np
+ * cimport cython
+ */
+  __pyx_1 = __Pyx_Import(__pyx_kp_numpy, 0); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 26; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __Pyx_GOTREF(__pyx_1);
+  if (PyObject_SetAttr(__pyx_m, __pyx_kp_np, __pyx_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 26; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
+
+  /* "/usr/local/python/lib/python2.6/site-packages/Cython/Includes/stdlib.pxd":2
+ * 
+ * cdef extern from "stdlib.h" nogil:             # <<<<<<<<<<<<<<
+ *     void free(void *ptr)
+ *     void *malloc(size_t size)
+ */
+  goto __pyx_L0;
+  __pyx_L1_error:;
+  __Pyx_XDECREF(__pyx_1);
+  __Pyx_AddTraceback("yt.lagos.Interpolators");
+  Py_DECREF(__pyx_m); __pyx_m = 0;
+  __pyx_L0:;
+  __Pyx_FinishRefcountContext();
+  #if PY_MAJOR_VERSION < 3
+  return;
+  #else
+  return __pyx_m;
+  #endif
+}
+
+static const char *__pyx_filenames[] = {
+  "Interpolators.pyx",
+  "numpy.pxd",
+};
+
+/* Runtime support code */
+
+static void __pyx_init_filenames(void) {
+  __pyx_f = __pyx_filenames;
+}
+
+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 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;
   }
-  buf->buf = NULL;
-  if (__Pyx_GetBuffer(obj, buf, flags) == -1) goto fail;
-  if (buf->ndim != nd) {
-    __Pyx_BufferNdimError(buf, nd);
-    goto fail;
+}
+
+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;
+    }    
   }
-  ts = buf->format;
-  ts = __Pyx_ConsumeWhitespace(ts);
-  ts = __Pyx_BufferTypestringCheckEndian(ts);
-  if (!ts) goto fail;
-  ts = __Pyx_ConsumeWhitespace(ts);
-  ts = __Pyx_BufferTypestringCheck_item_nn___pyx_t_5numpy_float64_t(ts);
-  if (!ts) goto fail;
-  ts = __Pyx_ConsumeWhitespace(ts);
-  if (*ts != 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,
-      "Expected non-struct buffer data type (expected end, got '%s')", ts);
-    goto fail;
+                 "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;
+          }
+        }
+      
+    }
   }
-  if (buf->suboffsets == NULL) buf->suboffsets = __Pyx_minusones;
-  return 0;
-fail:;
-  __Pyx_ZeroBuffer(buf);
-  return -1;
 }
-static const char* __Pyx_BufferTypestringCheck_item_nn___pyx_t_5numpy_int32_t(const char* ts) {
-  int ok;
-  if (*ts == '1') ++ts;
-  switch (*ts) {
-    case 'b': ok = (sizeof(__pyx_t_5numpy_int32_t) == sizeof(char) && (__pyx_t_5numpy_int32_t)-1 < 0); break;
-    case 'h': ok = (sizeof(__pyx_t_5numpy_int32_t) == sizeof(short) && (__pyx_t_5numpy_int32_t)-1 < 0); break;
-    case 'i': ok = (sizeof(__pyx_t_5numpy_int32_t) == sizeof(int) && (__pyx_t_5numpy_int32_t)-1 < 0); break;
-    case 'l': ok = (sizeof(__pyx_t_5numpy_int32_t) == sizeof(long) && (__pyx_t_5numpy_int32_t)-1 < 0); break;
-    case 'q': ok = (sizeof(__pyx_t_5numpy_int32_t) == sizeof(long long) && (__pyx_t_5numpy_int32_t)-1 < 0); break;  default: ok = 0;
-  }
-  if (!ok) {
-      PyErr_Format(PyExc_ValueError, "Buffer datatype mismatch (rejecting on '%s')", ts);
-      return NULL;
-  } else return ts + 1;
-  
+
+static 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 int __Pyx_GetBuffer_nn___pyx_t_5numpy_int32_t(PyObject* obj, Py_buffer* buf, int flags, int nd) {
-  const char* ts;
+static 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;
@@ -2027,20 +4498,22 @@
   buf->buf = NULL;
   if (__Pyx_GetBuffer(obj, buf, flags) == -1) goto fail;
   if (buf->ndim != nd) {
-    __Pyx_BufferNdimError(buf, nd);
+    PyErr_Format(PyExc_ValueError,
+                 "Buffer has wrong number of dimensions (expected %d, got %d)",
+                 nd, buf->ndim);
     goto fail;
   }
-  ts = buf->format;
-  ts = __Pyx_ConsumeWhitespace(ts);
-  ts = __Pyx_BufferTypestringCheckEndian(ts);
-  if (!ts) goto fail;
-  ts = __Pyx_ConsumeWhitespace(ts);
-  ts = __Pyx_BufferTypestringCheck_item_nn___pyx_t_5numpy_int32_t(ts);
-  if (!ts) goto fail;
-  ts = __Pyx_ConsumeWhitespace(ts);
-  if (*ts != 0) {
+  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,
-      "Expected non-struct buffer data type (expected end, got '%s')", ts);
+      "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;
@@ -2049,55 +4522,73 @@
   __Pyx_ZeroBuffer(buf);
   return -1;
 }
-static const char* __Pyx_BufferTypestringCheck_item_nn___pyx_t_5numpy_int_t(const char* ts) {
-  int ok;
-  if (*ts == '1') ++ts;
-  switch (*ts) {
-    case 'b': ok = (sizeof(__pyx_t_5numpy_int_t) == sizeof(char) && (__pyx_t_5numpy_int_t)-1 < 0); break;
-    case 'h': ok = (sizeof(__pyx_t_5numpy_int_t) == sizeof(short) && (__pyx_t_5numpy_int_t)-1 < 0); break;
-    case 'i': ok = (sizeof(__pyx_t_5numpy_int_t) == sizeof(int) && (__pyx_t_5numpy_int_t)-1 < 0); break;
-    case 'l': ok = (sizeof(__pyx_t_5numpy_int_t) == sizeof(long) && (__pyx_t_5numpy_int_t)-1 < 0); break;
-    case 'q': ok = (sizeof(__pyx_t_5numpy_int_t) == sizeof(long long) && (__pyx_t_5numpy_int_t)-1 < 0); break;  default: ok = 0;
-  }
-  if (!ok) {
-      PyErr_Format(PyExc_ValueError, "Buffer datatype mismatch (rejecting on '%s')", ts);
-      return NULL;
-  } else return ts + 1;
-  
+
+static INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
+  if (info->buf == NULL) return;
+  if (info->suboffsets == __Pyx_minusones) info->suboffsets = NULL;
+  __Pyx_ReleaseBuffer(info);
 }
 
-static int __Pyx_GetBuffer_nn___pyx_t_5numpy_int_t(PyObject* obj, Py_buffer* buf, int flags, int nd) {
-  const char* ts;
-  if (obj == Py_None) {
-    __Pyx_ZeroBuffer(buf);
+static INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb) {
+    PyObject *tmp_type, *tmp_value, *tmp_tb;
+    PyThreadState *tstate = PyThreadState_GET();
+
+#if PY_MAJOR_VERSION >= 3
+    /* Note: this is a temporary work-around to prevent crashes in Python 3.0 */
+    if ((tstate->exc_type != NULL) & (tstate->exc_type != Py_None)) {
+        tmp_type = tstate->exc_type;
+        tmp_value = tstate->exc_value;
+        tmp_tb = tstate->exc_traceback;
+        PyErr_NormalizeException(&type, &value, &tb);
+        PyErr_NormalizeException(&tmp_type, &tmp_value, &tmp_tb);
+        tstate->exc_type = 0;
+        tstate->exc_value = 0;
+        tstate->exc_traceback = 0;
+        PyException_SetContext(value, tmp_value);
+        Py_DECREF(tmp_type);
+        Py_XDECREF(tmp_tb);
+    }
+#endif
+
+    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 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 int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
+    if (!type) {
+        PyErr_Format(PyExc_SystemError, "Missing type object");
+        return 0;
+    }
+    if (obj == Py_None || PyObject_TypeCheck(obj, type))
+        return 1;
+    PyErr_Format(PyExc_TypeError, "Cannot convert %s to %s",
+        Py_TYPE(obj)->tp_name, type->tp_name);
     return 0;
-  }
-  buf->buf = NULL;
-  if (__Pyx_GetBuffer(obj, buf, flags) == -1) goto fail;
-  if (buf->ndim != nd) {
-    __Pyx_BufferNdimError(buf, nd);
-    goto fail;
-  }
-  ts = buf->format;
-  ts = __Pyx_ConsumeWhitespace(ts);
-  ts = __Pyx_BufferTypestringCheckEndian(ts);
-  if (!ts) goto fail;
-  ts = __Pyx_ConsumeWhitespace(ts);
-  ts = __Pyx_BufferTypestringCheck_item_nn___pyx_t_5numpy_int_t(ts);
-  if (!ts) goto fail;
-  ts = __Pyx_ConsumeWhitespace(ts);
-  if (*ts != 0) {
-    PyErr_Format(PyExc_ValueError,
-      "Expected non-struct buffer data type (expected end, got '%s')", ts);
-    goto fail;
-  }
-  if (buf->suboffsets == NULL) buf->suboffsets = __Pyx_minusones;
-  return 0;
-fail:;
-  __Pyx_ZeroBuffer(buf);
-  return -1;
 }
-static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed, char *name, int exact) {
+
+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;
@@ -2115,21 +4606,12 @@
     return 0;
 }
 
-static INLINE void __Pyx_RaiseArgtupleTooLong(
-    Py_ssize_t num_expected,
-    Py_ssize_t num_found)
-{
-    const char* error_message =
-    #if PY_VERSION_HEX < 0x02050000
-        "function takes at most %d positional arguments (%d given)";
-    #else
-        "function takes at most %zd positional arguments (%zd given)";
-    #endif
-    PyErr_Format(PyExc_TypeError, error_message, num_expected, num_found);
-}
-
-#if (PY_MAJOR_VERSION < 3) && !(Py_TPFLAGS_DEFAULT & Py_TPFLAGS_HAVE_NEWBUFFER)
+#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___getbuffer__(obj, view, flags);
   else {
   PyErr_Format(PyExc_TypeError, "'%100s' does not have the buffer interface", Py_TYPE(obj)->tp_name);
@@ -2137,138 +4619,435 @@
     }
 }
 
-static void __Pyx_ReleaseBuffer(PyObject *obj, Py_buffer *view) {
+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___releasebuffer__(obj, view);
+    Py_DECREF(obj);
+    view->obj = NULL;
+  }
+}
+
+#endif
+
+static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list) {
+    PyObject *__import__ = 0;
+    PyObject *empty_list = 0;
+    PyObject *module = 0;
+    PyObject *global_dict = 0;
+    PyObject *empty_dict = 0;
+    PyObject *list;
+    __import__ = __Pyx_GetAttrString(__pyx_b, "__import__");
+    if (!__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(__import__,
+        name, global_dict, empty_dict, list, NULL);
+bad:
+    Py_XDECREF(empty_list);
+    Py_XDECREF(__import__);
+    Py_XDECREF(empty_dict);
+    return module;
+}
+
+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_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;
+}
+
+static INLINE int __Pyx_StrEq(const char *s1, const char *s2) {
+     while (*s1 != '\0' && *s1 == *s2) { s1++; s2++; }
+     return *s1 == *s2;
+}
+
+static INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject* x) {
+    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()))
+                return (unsigned char)-1;
+            if (unlikely(val < 0)) {
+                PyErr_SetString(PyExc_OverflowError,
+                                "can't convert negative value to unsigned char");
+                return (unsigned char)-1;
+            }
+            PyErr_SetString(PyExc_OverflowError,
+                           "value too large to convert to unsigned char");
+            return (unsigned char)-1;
+        }
+        return (unsigned char)val;
+    }
+    return (unsigned char)__Pyx_PyInt_AsUnsignedLong(x);
+}
+
+static INLINE unsigned short __Pyx_PyInt_AsUnsignedShort(PyObject* x) {
+    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()))
+                return (unsigned short)-1;
+            if (unlikely(val < 0)) {
+                PyErr_SetString(PyExc_OverflowError,
+                                "can't convert negative value to unsigned short");
+                return (unsigned short)-1;
+            }
+            PyErr_SetString(PyExc_OverflowError,
+                           "value too large to convert to unsigned short");
+            return (unsigned short)-1;
+        }
+        return (unsigned short)val;
+    }
+    return (unsigned short)__Pyx_PyInt_AsUnsignedLong(x);
+}
+
+static INLINE unsigned int __Pyx_PyInt_AsUnsignedInt(PyObject* x) {
+    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()))
+                return (unsigned int)-1;
+            if (unlikely(val < 0)) {
+                PyErr_SetString(PyExc_OverflowError,
+                                "can't convert negative value to unsigned int");
+                return (unsigned int)-1;
+            }
+            PyErr_SetString(PyExc_OverflowError,
+                           "value too large to convert to unsigned int");
+            return (unsigned int)-1;
+        }
+        return (unsigned int)val;
+    }
+    return (unsigned int)__Pyx_PyInt_AsUnsignedLong(x);
+}
+
+static INLINE char __Pyx_PyInt_AsChar(PyObject* x) {
+    if (sizeof(char) < sizeof(long)) {
+        long val = __Pyx_PyInt_AsLong(x);
+        if (unlikely(val != (long)(char)val)) {
+            if (unlikely(val == -1 && PyErr_Occurred()))
+                return (char)-1;
+            PyErr_SetString(PyExc_OverflowError,
+                           "value too large to convert to char");
+            return (char)-1;
+        }
+        return (char)val;
+    }
+    return (char)__Pyx_PyInt_AsLong(x);
+}
+
+static INLINE short __Pyx_PyInt_AsShort(PyObject* x) {
+    if (sizeof(short) < sizeof(long)) {
+        long val = __Pyx_PyInt_AsLong(x);
+        if (unlikely(val != (long)(short)val)) {
+            if (unlikely(val == -1 && PyErr_Occurred()))
+                return (short)-1;
+            PyErr_SetString(PyExc_OverflowError,
+                           "value too large to convert to short");
+            return (short)-1;
+        }
+        return (short)val;
+    }
+    return (short)__Pyx_PyInt_AsLong(x);
+}
+
+static INLINE int __Pyx_PyInt_AsInt(PyObject* x) {
+    if (sizeof(int) < sizeof(long)) {
+        long val = __Pyx_PyInt_AsLong(x);
+        if (unlikely(val != (long)(int)val)) {
+            if (unlikely(val == -1 && PyErr_Occurred()))
+                return (int)-1;
+            PyErr_SetString(PyExc_OverflowError,
+                           "value too large to convert to int");
+            return (int)-1;
+        }
+        return (int)val;
+    }
+    return (int)__Pyx_PyInt_AsLong(x);
+}
+
+static INLINE signed char __Pyx_PyInt_AsSignedChar(PyObject* x) {
+    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()))
+                return (signed char)-1;
+            PyErr_SetString(PyExc_OverflowError,
+                           "value too large to convert to signed char");
+            return (signed char)-1;
+        }
+        return (signed char)val;
+    }
+    return (signed char)__Pyx_PyInt_AsSignedLong(x);
+}
+
+static INLINE signed short __Pyx_PyInt_AsSignedShort(PyObject* x) {
+    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()))
+                return (signed short)-1;
+            PyErr_SetString(PyExc_OverflowError,
+                           "value too large to convert to signed short");
+            return (signed short)-1;
+        }
+        return (signed short)val;
+    }
+    return (signed short)__Pyx_PyInt_AsSignedLong(x);
+}
+
+static INLINE signed int __Pyx_PyInt_AsSignedInt(PyObject* x) {
+    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()))
+                return (signed int)-1;
+            PyErr_SetString(PyExc_OverflowError,
+                           "value too large to convert to signed int");
+            return (signed int)-1;
+        }
+        return (signed int)val;
+    }
+    return (signed int)__Pyx_PyInt_AsSignedLong(x);
+}
+
+static INLINE unsigned long __Pyx_PyInt_AsUnsignedLong(PyObject* x) {
+#if PY_VERSION_HEX < 0x03000000
+    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+        long val = PyInt_AS_LONG(x);
+        if (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_CheckExact(x) || PyLong_Check(x))) {
+        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 {
+        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 INLINE unsigned PY_LONG_LONG __Pyx_PyInt_AsUnsignedLongLong(PyObject* x) {
+#if PY_VERSION_HEX < 0x03000000
+    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+        long val = PyInt_AS_LONG(x);
+        if (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_CheckExact(x) || PyLong_Check(x))) {
+        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 {
+        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 INLINE long __Pyx_PyInt_AsLong(PyObject* x) {
+#if PY_VERSION_HEX < 0x03000000
+    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+        long val = PyInt_AS_LONG(x);
+        return (long)val;
+    } else
+#endif
+    if (likely(PyLong_CheckExact(x) || PyLong_Check(x))) {
+        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 INLINE PY_LONG_LONG __Pyx_PyInt_AsLongLong(PyObject* x) {
+#if PY_VERSION_HEX < 0x03000000
+    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+        long val = PyInt_AS_LONG(x);
+        return (PY_LONG_LONG)val;
+    } else
 #endif
-
-static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list) {
-    PyObject *__import__ = 0;
-    PyObject *empty_list = 0;
-    PyObject *module = 0;
-    PyObject *global_dict = 0;
-    PyObject *empty_dict = 0;
-    PyObject *list;
-    __import__ = PyObject_GetAttrString(__pyx_b, "__import__");
-    if (!__import__)
-        goto bad;
-    if (from_list)
-        list = from_list;
-    else {
-        empty_list = PyList_New(0);
-        if (!empty_list)
-            goto bad;
-        list = empty_list;
+    if (likely(PyLong_CheckExact(x) || PyLong_Check(x))) {
+        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;
     }
-    global_dict = PyModule_GetDict(__pyx_m);
-    if (!global_dict)
-        goto bad;
-    empty_dict = PyDict_New();
-    if (!empty_dict)
-        goto bad;
-    module = PyObject_CallFunction(__import__, "OOOO",
-        name, global_dict, empty_dict, list);
-bad:
-    Py_XDECREF(empty_list);
-    Py_XDECREF(__import__);
-    Py_XDECREF(empty_dict);
-    return module;
 }
 
-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 INLINE signed long __Pyx_PyInt_AsSignedLong(PyObject* x) {
+#if PY_VERSION_HEX < 0x03000000
+    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+        long val = PyInt_AS_LONG(x);
+        return (signed long)val;
+    } else
+#endif
+    if (likely(PyLong_CheckExact(x) || PyLong_Check(x))) {
+        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 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
+static INLINE signed PY_LONG_LONG __Pyx_PyInt_AsSignedLongLong(PyObject* x) {
+#if PY_VERSION_HEX < 0x03000000
+    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+        long val = PyInt_AS_LONG(x);
+        return (signed PY_LONG_LONG)val;
+    } else
+#endif
+    if (likely(PyLong_CheckExact(x) || PyLong_Check(x))) {
+        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;
     }
-    PyErr_Restore(type, value, tb);
-    return;
-raise_error:
-    Py_XDECREF(value);
-    Py_XDECREF(type);
-    Py_XDECREF(tb);
-    return;
 }
 
 #ifndef __PYX_HAVE_RT_ImportType
 #define __PYX_HAVE_RT_ImportType
-static PyTypeObject *__Pyx_ImportType(char *module_name, char *class_name,
+static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name,
     long size)
 {
     PyObject *py_module = 0;
     PyObject *result = 0;
     PyObject *py_name = 0;
 
+    py_module = __Pyx_ImportModule(module_name);
+    if (!py_module)
+        goto bad;
     #if PY_MAJOR_VERSION < 3
-    py_name = PyString_FromString(module_name);
+    py_name = PyString_FromString(class_name);
     #else
-    py_name = PyUnicode_FromString(module_name);
+    py_name = PyUnicode_FromString(class_name);
     #endif
     if (!py_name)
         goto bad;
-
-    py_module = __Pyx_ImportModule(module_name);
-    if (!py_module)
-        goto bad;
-    result = PyObject_GetAttrString(py_module, class_name);
+    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)) {
@@ -2285,7 +5064,7 @@
     }
     return (PyTypeObject *)result;
 bad:
-    Py_XDECREF(py_name);
+    Py_XDECREF(py_module);
     Py_XDECREF(result);
     return 0;
 }
@@ -2293,7 +5072,7 @@
 
 #ifndef __PYX_HAVE_RT_ImportModule
 #define __PYX_HAVE_RT_ImportModule
-static PyObject *__Pyx_ImportModule(char *name) {
+static PyObject *__Pyx_ImportModule(const char *name) {
     PyObject *py_name = 0;
     PyObject *py_module = 0;
 
@@ -2375,7 +5154,7 @@
     );
     if (!py_code) goto bad;
     py_frame = PyFrame_New(
-        PyThreadState_Get(), /*PyThreadState *tstate,*/
+        PyThreadState_GET(), /*PyThreadState *tstate,*/
         py_code,             /*PyCodeObject *code,*/
         py_globals,          /*PyObject *globals,*/
         0                    /*PyObject *locals*/
@@ -2419,221 +5198,91 @@
 
 /* Type Conversion Functions */
 
-static 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 INLINE int __Pyx_PyObject_IsTrue(PyObject* x) {
    if (x == Py_True) return 1;
-   else if (x == Py_False) return 0;
+   else if ((x == Py_False) | (x == Py_None)) return 0;
    else return PyObject_IsTrue(x);
 }
 
-static INLINE PY_LONG_LONG __pyx_PyInt_AsLongLong(PyObject* x) {
-    if (PyInt_CheckExact(x)) {
-        return PyInt_AS_LONG(x);
-    }
-    else if (PyLong_CheckExact(x)) {
-        return PyLong_AsLongLong(x);
-    }
-    else {
-        PY_LONG_LONG val;
-        PyObject* tmp = PyNumber_Int(x); if (!tmp) return (PY_LONG_LONG)-1;
-        val = __pyx_PyInt_AsLongLong(tmp);
-        Py_DECREF(tmp);
-        return val;
-    }
-}
-
-static INLINE unsigned PY_LONG_LONG __pyx_PyInt_AsUnsignedLongLong(PyObject* x) {
-    if (PyInt_CheckExact(x)) {
-        long val = PyInt_AS_LONG(x);
-        if (unlikely(val < 0)) {
-            PyErr_SetString(PyExc_TypeError, "Negative assignment to unsigned type.");
-            return (unsigned PY_LONG_LONG)-1;
-        }
-        return val;
-    }
-    else if (PyLong_CheckExact(x)) {
-        return PyLong_AsUnsignedLongLong(x);
-    }
-    else {
-        PY_LONG_LONG val;
-        PyObject* tmp = PyNumber_Int(x); if (!tmp) return (PY_LONG_LONG)-1;
-        val = __pyx_PyInt_AsUnsignedLongLong(tmp);
-        Py_DECREF(tmp);
-        return val;
-    }
-}
-
-
-static INLINE unsigned char __pyx_PyInt_unsigned_char(PyObject* x) {
-    if (sizeof(unsigned char) < sizeof(long)) {
-        long long_val = __pyx_PyInt_AsLong(x);
-        unsigned char val = (unsigned char)long_val;
-        if (unlikely((val != long_val)  || (long_val < 0))) {
-            PyErr_SetString(PyExc_OverflowError, "value too large to convert to unsigned char");
-            return (unsigned char)-1;
-        }
-        return val;
-    }
-    else {
-        return __pyx_PyInt_AsLong(x);
-    }
-}
-
-static INLINE unsigned short __pyx_PyInt_unsigned_short(PyObject* x) {
-    if (sizeof(unsigned short) < sizeof(long)) {
-        long long_val = __pyx_PyInt_AsLong(x);
-        unsigned short val = (unsigned short)long_val;
-        if (unlikely((val != long_val)  || (long_val < 0))) {
-            PyErr_SetString(PyExc_OverflowError, "value too large to convert to unsigned short");
-            return (unsigned short)-1;
-        }
-        return val;
-    }
-    else {
-        return __pyx_PyInt_AsLong(x);
-    }
-}
-
-static INLINE char __pyx_PyInt_char(PyObject* x) {
-    if (sizeof(char) < sizeof(long)) {
-        long long_val = __pyx_PyInt_AsLong(x);
-        char val = (char)long_val;
-        if (unlikely((val != long_val) )) {
-            PyErr_SetString(PyExc_OverflowError, "value too large to convert to char");
-            return (char)-1;
-        }
-        return val;
-    }
-    else {
-        return __pyx_PyInt_AsLong(x);
-    }
-}
-
-static INLINE short __pyx_PyInt_short(PyObject* x) {
-    if (sizeof(short) < sizeof(long)) {
-        long long_val = __pyx_PyInt_AsLong(x);
-        short val = (short)long_val;
-        if (unlikely((val != long_val) )) {
-            PyErr_SetString(PyExc_OverflowError, "value too large to convert to short");
-            return (short)-1;
-        }
-        return val;
-    }
-    else {
-        return __pyx_PyInt_AsLong(x);
-    }
-}
-
-static INLINE int __pyx_PyInt_int(PyObject* x) {
-    if (sizeof(int) < sizeof(long)) {
-        long long_val = __pyx_PyInt_AsLong(x);
-        int val = (int)long_val;
-        if (unlikely((val != long_val) )) {
-            PyErr_SetString(PyExc_OverflowError, "value too large to convert to int");
-            return (int)-1;
-        }
-        return val;
-    }
-    else {
-        return __pyx_PyInt_AsLong(x);
-    }
-}
-
-static INLINE long __pyx_PyInt_long(PyObject* x) {
-    if (sizeof(long) < sizeof(long)) {
-        long long_val = __pyx_PyInt_AsLong(x);
-        long val = (long)long_val;
-        if (unlikely((val != long_val) )) {
-            PyErr_SetString(PyExc_OverflowError, "value too large to convert to long");
-            return (long)-1;
-        }
-        return val;
-    }
-    else {
-        return __pyx_PyInt_AsLong(x);
-    }
-}
-
-static INLINE signed char __pyx_PyInt_signed_char(PyObject* x) {
-    if (sizeof(signed char) < sizeof(long)) {
-        long long_val = __pyx_PyInt_AsLong(x);
-        signed char val = (signed char)long_val;
-        if (unlikely((val != long_val) )) {
-            PyErr_SetString(PyExc_OverflowError, "value too large to convert to signed char");
-            return (signed char)-1;
-        }
-        return val;
-    }
-    else {
-        return __pyx_PyInt_AsLong(x);
+static 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 INLINE signed short __pyx_PyInt_signed_short(PyObject* x) {
-    if (sizeof(signed short) < sizeof(long)) {
-        long long_val = __pyx_PyInt_AsLong(x);
-        signed short val = (signed short)long_val;
-        if (unlikely((val != long_val) )) {
-            PyErr_SetString(PyExc_OverflowError, "value too large to convert to signed short");
-            return (signed short)-1;
-        }
-        return val;
-    }
-    else {
-        return __pyx_PyInt_AsLong(x);
-    }
+static 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 INLINE signed int __pyx_PyInt_signed_int(PyObject* x) {
-    if (sizeof(signed int) < sizeof(long)) {
-        long long_val = __pyx_PyInt_AsLong(x);
-        signed int val = (signed int)long_val;
-        if (unlikely((val != long_val) )) {
-            PyErr_SetString(PyExc_OverflowError, "value too large to convert to signed int");
-            return (signed int)-1;
-        }
-        return val;
-    }
-    else {
-        return __pyx_PyInt_AsLong(x);
-    }
+static 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 INLINE signed long __pyx_PyInt_signed_long(PyObject* x) {
-    if (sizeof(signed long) < sizeof(long)) {
-        long long_val = __pyx_PyInt_AsLong(x);
-        signed long val = (signed long)long_val;
-        if (unlikely((val != long_val) )) {
-            PyErr_SetString(PyExc_OverflowError, "value too large to convert to signed long");
-            return (signed long)-1;
-        }
-        return val;
-    }
-    else {
-        return __pyx_PyInt_AsLong(x);
-    }
+static 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;
 }
 
-static INLINE long double __pyx_PyInt_long_double(PyObject* x) {
-    if (sizeof(long double) < sizeof(long)) {
-        long long_val = __pyx_PyInt_AsLong(x);
-        long double val = (long double)long_val;
-        if (unlikely((val != long_val) )) {
-            PyErr_SetString(PyExc_OverflowError, "value too large to convert to long double");
-            return (long double)-1;
-        }
-        return val;
-    }
-    else {
-        return __pyx_PyInt_AsLong(x);
-    }
-}
 

Modified: trunk/yt/lagos/Interpolators.pyx
==============================================================================
--- trunk/yt/lagos/Interpolators.pyx	(original)
+++ trunk/yt/lagos/Interpolators.pyx	Mon Aug 24 18:01:19 2009
@@ -38,8 +38,9 @@
     for i in range(x_vals.shape[0]):
         x_i = x_is[i]
         x = x_vals[i]
-        xp = (x - x_bins[x_i]) / (x_bins[x_i+1] - x_bins[x_i])
-        xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])
+        dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])
+        xp = (x - x_bins[x_i]) * dx_inv
+        xm = (x_bins[x_i+1] - x) * dx_inv
         output[i]  = table[x_i  ] * (xm) \
                    + table[x_i+1] * (xp)
 
@@ -54,16 +55,19 @@
                           np.ndarray[np.float64_t, ndim=1] output):
     cdef double x, xp, xm
     cdef double y, yp, ym
+    cdef double dx_inv, dy_inv
     cdef int i, x_i, y_i
     for i in range(x_vals.shape[0]):
         x_i = x_is[i]
         y_i = y_is[i]
         x = x_vals[i]
         y = y_vals[i]
-        xp = (x - x_bins[x_i]) / (x_bins[x_i+1] - x_bins[x_i])
-        yp = (y - y_bins[y_i]) / (y_bins[y_i+1] - y_bins[y_i])
-        xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])
-        ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])
+        dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])
+        dy_inv = 1.0 / (y_bins[y_i+1] - y_bins[y_i])
+        xp = (x - x_bins[x_i]) * dx_inv
+        yp = (y - y_bins[y_i]) * dy_inv
+        xm = (x_bins[x_i+1] - x) * dx_inv
+        ym = (y_bins[y_i+1] - y) * dy_inv
         output[i]  = table[x_i  , y_i  ] * (xm*ym) \
                    + table[x_i+1, y_i  ] * (xp*ym) \
                    + table[x_i  , y_i+1] * (xm*yp) \
@@ -84,6 +88,7 @@
     cdef double x, xp, xm
     cdef double y, yp, ym
     cdef double z, zp, zm
+    cdef double dx_inv, dy_inv, dz_inv
     cdef int i, x_i, y_i, z_i
     for i in range(x_vals.shape[0]):
         x_i = x_is[i]
@@ -92,12 +97,15 @@
         x = x_vals[i]
         y = y_vals[i]
         z = z_vals[i]
-        xp = (x - x_bins[x_i]) / (x_bins[x_i+1] - x_bins[x_i])
-        yp = (y - y_bins[y_i]) / (y_bins[y_i+1] - y_bins[y_i])
-        zp = (z - z_bins[z_i]) / (z_bins[z_i+1] - z_bins[z_i])
-        xm = (x_bins[x_i+1] - x) / (x_bins[x_i+1] - x_bins[x_i])
-        ym = (y_bins[y_i+1] - y) / (y_bins[y_i+1] - y_bins[y_i])
-        zm = (z_bins[z_i+1] - z) / (z_bins[z_i+1] - z_bins[z_i])
+        dx_inv = 1.0 / (x_bins[x_i+1] - x_bins[x_i])
+        dy_inv = 1.0 / (y_bins[y_i+1] - y_bins[y_i])
+        dz_inv = 1.0 / (z_bins[z_i+1] - z_bins[z_i])
+        xp = (x - x_bins[x_i]) * dx_inv
+        yp = (y - y_bins[y_i]) * dy_inv
+        zp = (z - z_bins[z_i]) * dz_inv
+        xm = (x_bins[x_i+1] - x) * dx_inv
+        ym = (y_bins[y_i+1] - y) * dy_inv
+        zm = (z_bins[z_i+1] - z) * dz_inv
         output[i]  = table[x_i  ,y_i  ,z_i  ] * (xm*ym*zm) \
                    + table[x_i+1,y_i  ,z_i  ] * (xp*ym*zm) \
                    + table[x_i  ,y_i+1,z_i  ] * (xm*yp*zm) \



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