From 5e217e7ebc6c39ef1da8cf461c40abbd33f32813 Mon Sep 17 00:00:00 2001
From: Yoann Berenguer <38462796+yoyoberenguer@users.noreply.github.com>
Date: Tue, 9 Apr 2024 18:32:28 +0100
Subject: [PATCH] Add files via upload

---
 Cielab/Assets/adobe_surface.png               |   Bin 0 -> 467097 bytes
 Cielab/Assets/background2.png                 |   Bin 0 -> 848298 bytes
 Cielab/Assets/background32.png                |   Bin 0 -> 1324196 bytes
 Cielab/Assets/cielab_surface.png              |   Bin 0 -> 397229 bytes
 Cielab/Assets/demo.png                        |   Bin 0 -> 1763150 bytes
 Cielab/Assets/white_surf.png                  |   Bin 0 -> 905755 bytes
 Cielab/Cielab.cp312-win_amd64.pyd             |   Bin 0 -> 441856 bytes
 Cielab/Cielab.cpp                             | 52740 ++++++++++++++++
 Cielab/Cielab.pxd                             |   212 +
 Cielab/Cielab.pyx                             |  3070 +
 Cielab/Demo/__init__.py                       |     0
 Cielab/Demo/demo.py                           |    93 +
 Cielab/Include/Cielab_c.c                     |    54 +
 Cielab/__init__.pxd                           |     3 +
 Cielab/__init__.py                            |     7 +
 Cielab/config.py                              |    61 +
 Cielab/tests/__init__.py                      |     0
 .../__pycache__/__init__.cpython-312.pyc      |   Bin 0 -> 159 bytes
 .../__pycache__/profiler.cpython-312.pyc      |   Bin 0 -> 6131 bytes
 .../__pycache__/test_cielab.cpython-312.pyc   |   Bin 0 -> 45626 bytes
 Cielab/tests/profiler.py                      |   141 +
 Cielab/tests/test_cielab.py                   |  1072 +
 LICENSE                                       |  1348 +-
 MANIFEST.in                                   |    15 +
 README.md                                     |   406 +-
 config.py                                     |    59 +
 pyproject.toml                                |     3 +
 requirements.txt                              |     6 +
 setup.py                                      |   272 +
 versions.bat                                  |    66 +
 versionslinux                                 |    56 +
 31 files changed, 59007 insertions(+), 677 deletions(-)
 create mode 100644 Cielab/Assets/adobe_surface.png
 create mode 100644 Cielab/Assets/background2.png
 create mode 100644 Cielab/Assets/background32.png
 create mode 100644 Cielab/Assets/cielab_surface.png
 create mode 100644 Cielab/Assets/demo.png
 create mode 100644 Cielab/Assets/white_surf.png
 create mode 100644 Cielab/Cielab.cp312-win_amd64.pyd
 create mode 100644 Cielab/Cielab.cpp
 create mode 100644 Cielab/Cielab.pxd
 create mode 100644 Cielab/Cielab.pyx
 create mode 100644 Cielab/Demo/__init__.py
 create mode 100644 Cielab/Demo/demo.py
 create mode 100644 Cielab/Include/Cielab_c.c
 create mode 100644 Cielab/__init__.pxd
 create mode 100644 Cielab/__init__.py
 create mode 100644 Cielab/config.py
 create mode 100644 Cielab/tests/__init__.py
 create mode 100644 Cielab/tests/__pycache__/__init__.cpython-312.pyc
 create mode 100644 Cielab/tests/__pycache__/profiler.cpython-312.pyc
 create mode 100644 Cielab/tests/__pycache__/test_cielab.cpython-312.pyc
 create mode 100644 Cielab/tests/profiler.py
 create mode 100644 Cielab/tests/test_cielab.py
 create mode 100644 MANIFEST.in
 create mode 100644 config.py
 create mode 100644 pyproject.toml
 create mode 100644 requirements.txt
 create mode 100644 setup.py
 create mode 100644 versions.bat
 create mode 100644 versionslinux

diff --git a/Cielab/Assets/adobe_surface.png b/Cielab/Assets/adobe_surface.png
new file mode 100644
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diff --git a/Cielab/Cielab.cpp b/Cielab/Cielab.cpp
new file mode 100644
index 0000000..3e80d50
--- /dev/null
+++ b/Cielab/Cielab.cpp
@@ -0,0 +1,52740 @@
+/* Generated by Cython 3.0.8 */
+
+/* BEGIN: Cython Metadata
+{
+    "distutils": {
+        "depends": [
+            "Cielab\\Include\\Cielab_c.c"
+        ],
+        "extra_compile_args": [
+            "/openmp",
+            "/Qpar",
+            "/fp:fast",
+            "/O2",
+            "/Oy",
+            "/Ot"
+        ],
+        "include_dirs": [
+            "Cielab"
+        ],
+        "language": "c++",
+        "name": "Cielab.Cielab",
+        "sources": [
+            "Cielab/Cielab.pyx"
+        ]
+    },
+    "module_name": "Cielab.Cielab"
+}
+END: Cython Metadata */
+
+#ifndef PY_SSIZE_T_CLEAN
+#define PY_SSIZE_T_CLEAN
+#endif /* PY_SSIZE_T_CLEAN */
+#if defined(CYTHON_LIMITED_API) && 0
+  #ifndef Py_LIMITED_API
+    #if CYTHON_LIMITED_API+0 > 0x03030000
+      #define Py_LIMITED_API CYTHON_LIMITED_API
+    #else
+      #define Py_LIMITED_API 0x03030000
+    #endif
+  #endif
+#endif
+
+#include "Python.h"
+
+    #if PY_MAJOR_VERSION >= 3
+      #define __Pyx_PyFloat_FromString(obj)  PyFloat_FromString(obj)
+    #else
+      #define __Pyx_PyFloat_FromString(obj)  PyFloat_FromString(obj, NULL)
+    #endif
+    
+
+    #if PY_MAJOR_VERSION <= 2
+    #define PyDict_GetItemWithError _PyDict_GetItemWithError
+    #endif
+    
+
+    #if (PY_VERSION_HEX < 0x030700b1 || (CYTHON_COMPILING_IN_PYPY && PYPY_VERSION_NUM < 0x07030600)) && !defined(PyContextVar_Get)
+    #define PyContextVar_Get(var, d, v)         ((d) ?             ((void)(var), Py_INCREF(d), (v)[0] = (d), 0) :             ((v)[0] = NULL, 0)         )
+    #endif
+    
+#ifndef Py_PYTHON_H
+    #error Python headers needed to compile C extensions, please install development version of Python.
+#elif PY_VERSION_HEX < 0x02070000 || (0x03000000 <= PY_VERSION_HEX && PY_VERSION_HEX < 0x03030000)
+    #error Cython requires Python 2.7+ or Python 3.3+.
+#else
+#if defined(CYTHON_LIMITED_API) && CYTHON_LIMITED_API
+#define __PYX_EXTRA_ABI_MODULE_NAME "limited"
+#else
+#define __PYX_EXTRA_ABI_MODULE_NAME ""
+#endif
+#define CYTHON_ABI "3_0_8" __PYX_EXTRA_ABI_MODULE_NAME
+#define __PYX_ABI_MODULE_NAME "_cython_" CYTHON_ABI
+#define __PYX_TYPE_MODULE_PREFIX __PYX_ABI_MODULE_NAME "."
+#define CYTHON_HEX_VERSION 0x030008F0
+#define CYTHON_FUTURE_DIVISION 1
+#include <stddef.h>
+#ifndef offsetof
+  #define offsetof(type, member) ( (size_t) & ((type*)0) -> member )
+#endif
+#if !defined(_WIN32) && !defined(WIN32) && !defined(MS_WINDOWS)
+  #ifndef __stdcall
+    #define __stdcall
+  #endif
+  #ifndef __cdecl
+    #define __cdecl
+  #endif
+  #ifndef __fastcall
+    #define __fastcall
+  #endif
+#endif
+#ifndef DL_IMPORT
+  #define DL_IMPORT(t) t
+#endif
+#ifndef DL_EXPORT
+  #define DL_EXPORT(t) t
+#endif
+#define __PYX_COMMA ,
+#ifndef HAVE_LONG_LONG
+  #define HAVE_LONG_LONG
+#endif
+#ifndef PY_LONG_LONG
+  #define PY_LONG_LONG LONG_LONG
+#endif
+#ifndef Py_HUGE_VAL
+  #define Py_HUGE_VAL HUGE_VAL
+#endif
+#define __PYX_LIMITED_VERSION_HEX PY_VERSION_HEX
+#if defined(GRAALVM_PYTHON)
+  /* For very preliminary testing purposes. Most variables are set the same as PyPy.
+     The existence of this section does not imply that anything works or is even tested */
+  #define CYTHON_COMPILING_IN_PYPY 0
+  #define CYTHON_COMPILING_IN_CPYTHON 0
+  #define CYTHON_COMPILING_IN_LIMITED_API 0
+  #define CYTHON_COMPILING_IN_GRAAL 1
+  #define CYTHON_COMPILING_IN_NOGIL 0
+  #undef CYTHON_USE_TYPE_SLOTS
+  #define CYTHON_USE_TYPE_SLOTS 0
+  #undef CYTHON_USE_TYPE_SPECS
+  #define CYTHON_USE_TYPE_SPECS 0
+  #undef CYTHON_USE_PYTYPE_LOOKUP
+  #define CYTHON_USE_PYTYPE_LOOKUP 0
+  #if PY_VERSION_HEX < 0x03050000
+    #undef CYTHON_USE_ASYNC_SLOTS
+    #define CYTHON_USE_ASYNC_SLOTS 0
+  #elif !defined(CYTHON_USE_ASYNC_SLOTS)
+    #define CYTHON_USE_ASYNC_SLOTS 1
+  #endif
+  #undef CYTHON_USE_PYLIST_INTERNALS
+  #define CYTHON_USE_PYLIST_INTERNALS 0
+  #undef CYTHON_USE_UNICODE_INTERNALS
+  #define CYTHON_USE_UNICODE_INTERNALS 0
+  #undef CYTHON_USE_UNICODE_WRITER
+  #define CYTHON_USE_UNICODE_WRITER 0
+  #undef CYTHON_USE_PYLONG_INTERNALS
+  #define CYTHON_USE_PYLONG_INTERNALS 0
+  #undef CYTHON_AVOID_BORROWED_REFS
+  #define CYTHON_AVOID_BORROWED_REFS 1
+  #undef CYTHON_ASSUME_SAFE_MACROS
+  #define CYTHON_ASSUME_SAFE_MACROS 0
+  #undef CYTHON_UNPACK_METHODS
+  #define CYTHON_UNPACK_METHODS 0
+  #undef CYTHON_FAST_THREAD_STATE
+  #define CYTHON_FAST_THREAD_STATE 0
+  #undef CYTHON_FAST_GIL
+  #define CYTHON_FAST_GIL 0
+  #undef CYTHON_METH_FASTCALL
+  #define CYTHON_METH_FASTCALL 0
+  #undef CYTHON_FAST_PYCALL
+  #define CYTHON_FAST_PYCALL 0
+  #ifndef CYTHON_PEP487_INIT_SUBCLASS
+    #define CYTHON_PEP487_INIT_SUBCLASS (PY_MAJOR_VERSION >= 3)
+  #endif
+  #undef CYTHON_PEP489_MULTI_PHASE_INIT
+  #define CYTHON_PEP489_MULTI_PHASE_INIT 1
+  #undef CYTHON_USE_MODULE_STATE
+  #define CYTHON_USE_MODULE_STATE 0
+  #undef CYTHON_USE_TP_FINALIZE
+  #define CYTHON_USE_TP_FINALIZE 0
+  #undef CYTHON_USE_DICT_VERSIONS
+  #define CYTHON_USE_DICT_VERSIONS 0
+  #undef CYTHON_USE_EXC_INFO_STACK
+  #define CYTHON_USE_EXC_INFO_STACK 0
+  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
+    #define CYTHON_UPDATE_DESCRIPTOR_DOC 0
+  #endif
+#elif defined(PYPY_VERSION)
+  #define CYTHON_COMPILING_IN_PYPY 1
+  #define CYTHON_COMPILING_IN_CPYTHON 0
+  #define CYTHON_COMPILING_IN_LIMITED_API 0
+  #define CYTHON_COMPILING_IN_GRAAL 0
+  #define CYTHON_COMPILING_IN_NOGIL 0
+  #undef CYTHON_USE_TYPE_SLOTS
+  #define CYTHON_USE_TYPE_SLOTS 0
+  #ifndef CYTHON_USE_TYPE_SPECS
+    #define CYTHON_USE_TYPE_SPECS 0
+  #endif
+  #undef CYTHON_USE_PYTYPE_LOOKUP
+  #define CYTHON_USE_PYTYPE_LOOKUP 0
+  #if PY_VERSION_HEX < 0x03050000
+    #undef CYTHON_USE_ASYNC_SLOTS
+    #define CYTHON_USE_ASYNC_SLOTS 0
+  #elif !defined(CYTHON_USE_ASYNC_SLOTS)
+    #define CYTHON_USE_ASYNC_SLOTS 1
+  #endif
+  #undef CYTHON_USE_PYLIST_INTERNALS
+  #define CYTHON_USE_PYLIST_INTERNALS 0
+  #undef CYTHON_USE_UNICODE_INTERNALS
+  #define CYTHON_USE_UNICODE_INTERNALS 0
+  #undef CYTHON_USE_UNICODE_WRITER
+  #define CYTHON_USE_UNICODE_WRITER 0
+  #undef CYTHON_USE_PYLONG_INTERNALS
+  #define CYTHON_USE_PYLONG_INTERNALS 0
+  #undef CYTHON_AVOID_BORROWED_REFS
+  #define CYTHON_AVOID_BORROWED_REFS 1
+  #undef CYTHON_ASSUME_SAFE_MACROS
+  #define CYTHON_ASSUME_SAFE_MACROS 0
+  #undef CYTHON_UNPACK_METHODS
+  #define CYTHON_UNPACK_METHODS 0
+  #undef CYTHON_FAST_THREAD_STATE
+  #define CYTHON_FAST_THREAD_STATE 0
+  #undef CYTHON_FAST_GIL
+  #define CYTHON_FAST_GIL 0
+  #undef CYTHON_METH_FASTCALL
+  #define CYTHON_METH_FASTCALL 0
+  #undef CYTHON_FAST_PYCALL
+  #define CYTHON_FAST_PYCALL 0
+  #ifndef CYTHON_PEP487_INIT_SUBCLASS
+    #define CYTHON_PEP487_INIT_SUBCLASS (PY_MAJOR_VERSION >= 3)
+  #endif
+  #if PY_VERSION_HEX < 0x03090000
+    #undef CYTHON_PEP489_MULTI_PHASE_INIT
+    #define CYTHON_PEP489_MULTI_PHASE_INIT 0
+  #elif !defined(CYTHON_PEP489_MULTI_PHASE_INIT)
+    #define CYTHON_PEP489_MULTI_PHASE_INIT 1
+  #endif
+  #undef CYTHON_USE_MODULE_STATE
+  #define CYTHON_USE_MODULE_STATE 0
+  #undef CYTHON_USE_TP_FINALIZE
+  #define CYTHON_USE_TP_FINALIZE (PY_VERSION_HEX >= 0x030400a1 && PYPY_VERSION_NUM >= 0x07030C00)
+  #undef CYTHON_USE_DICT_VERSIONS
+  #define CYTHON_USE_DICT_VERSIONS 0
+  #undef CYTHON_USE_EXC_INFO_STACK
+  #define CYTHON_USE_EXC_INFO_STACK 0
+  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
+    #define CYTHON_UPDATE_DESCRIPTOR_DOC 0
+  #endif
+#elif defined(CYTHON_LIMITED_API)
+  #ifdef Py_LIMITED_API
+    #undef __PYX_LIMITED_VERSION_HEX
+    #define __PYX_LIMITED_VERSION_HEX Py_LIMITED_API
+  #endif
+  #define CYTHON_COMPILING_IN_PYPY 0
+  #define CYTHON_COMPILING_IN_CPYTHON 0
+  #define CYTHON_COMPILING_IN_LIMITED_API 1
+  #define CYTHON_COMPILING_IN_GRAAL 0
+  #define CYTHON_COMPILING_IN_NOGIL 0
+  #undef CYTHON_CLINE_IN_TRACEBACK
+  #define CYTHON_CLINE_IN_TRACEBACK 0
+  #undef CYTHON_USE_TYPE_SLOTS
+  #define CYTHON_USE_TYPE_SLOTS 0
+  #undef CYTHON_USE_TYPE_SPECS
+  #define CYTHON_USE_TYPE_SPECS 1
+  #undef CYTHON_USE_PYTYPE_LOOKUP
+  #define CYTHON_USE_PYTYPE_LOOKUP 0
+  #undef CYTHON_USE_ASYNC_SLOTS
+  #define CYTHON_USE_ASYNC_SLOTS 0
+  #undef CYTHON_USE_PYLIST_INTERNALS
+  #define CYTHON_USE_PYLIST_INTERNALS 0
+  #undef CYTHON_USE_UNICODE_INTERNALS
+  #define CYTHON_USE_UNICODE_INTERNALS 0
+  #ifndef CYTHON_USE_UNICODE_WRITER
+    #define CYTHON_USE_UNICODE_WRITER 0
+  #endif
+  #undef CYTHON_USE_PYLONG_INTERNALS
+  #define CYTHON_USE_PYLONG_INTERNALS 0
+  #ifndef CYTHON_AVOID_BORROWED_REFS
+    #define CYTHON_AVOID_BORROWED_REFS 0
+  #endif
+  #undef CYTHON_ASSUME_SAFE_MACROS
+  #define CYTHON_ASSUME_SAFE_MACROS 0
+  #undef CYTHON_UNPACK_METHODS
+  #define CYTHON_UNPACK_METHODS 0
+  #undef CYTHON_FAST_THREAD_STATE
+  #define CYTHON_FAST_THREAD_STATE 0
+  #undef CYTHON_FAST_GIL
+  #define CYTHON_FAST_GIL 0
+  #undef CYTHON_METH_FASTCALL
+  #define CYTHON_METH_FASTCALL 0
+  #undef CYTHON_FAST_PYCALL
+  #define CYTHON_FAST_PYCALL 0
+  #ifndef CYTHON_PEP487_INIT_SUBCLASS
+    #define CYTHON_PEP487_INIT_SUBCLASS 1
+  #endif
+  #undef CYTHON_PEP489_MULTI_PHASE_INIT
+  #define CYTHON_PEP489_MULTI_PHASE_INIT 0
+  #undef CYTHON_USE_MODULE_STATE
+  #define CYTHON_USE_MODULE_STATE 1
+  #ifndef CYTHON_USE_TP_FINALIZE
+    #define CYTHON_USE_TP_FINALIZE 0
+  #endif
+  #undef CYTHON_USE_DICT_VERSIONS
+  #define CYTHON_USE_DICT_VERSIONS 0
+  #undef CYTHON_USE_EXC_INFO_STACK
+  #define CYTHON_USE_EXC_INFO_STACK 0
+  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
+    #define CYTHON_UPDATE_DESCRIPTOR_DOC 0
+  #endif
+#elif defined(Py_GIL_DISABLED) || defined(Py_NOGIL)
+  #define CYTHON_COMPILING_IN_PYPY 0
+  #define CYTHON_COMPILING_IN_CPYTHON 0
+  #define CYTHON_COMPILING_IN_LIMITED_API 0
+  #define CYTHON_COMPILING_IN_GRAAL 0
+  #define CYTHON_COMPILING_IN_NOGIL 1
+  #ifndef CYTHON_USE_TYPE_SLOTS
+    #define CYTHON_USE_TYPE_SLOTS 1
+  #endif
+  #undef CYTHON_USE_PYTYPE_LOOKUP
+  #define CYTHON_USE_PYTYPE_LOOKUP 0
+  #ifndef CYTHON_USE_ASYNC_SLOTS
+    #define CYTHON_USE_ASYNC_SLOTS 1
+  #endif
+  #undef CYTHON_USE_PYLIST_INTERNALS
+  #define CYTHON_USE_PYLIST_INTERNALS 0
+  #ifndef CYTHON_USE_UNICODE_INTERNALS
+    #define CYTHON_USE_UNICODE_INTERNALS 1
+  #endif
+  #undef CYTHON_USE_UNICODE_WRITER
+  #define CYTHON_USE_UNICODE_WRITER 0
+  #undef CYTHON_USE_PYLONG_INTERNALS
+  #define CYTHON_USE_PYLONG_INTERNALS 0
+  #ifndef CYTHON_AVOID_BORROWED_REFS
+    #define CYTHON_AVOID_BORROWED_REFS 0
+  #endif
+  #ifndef CYTHON_ASSUME_SAFE_MACROS
+    #define CYTHON_ASSUME_SAFE_MACROS 1
+  #endif
+  #ifndef CYTHON_UNPACK_METHODS
+    #define CYTHON_UNPACK_METHODS 1
+  #endif
+  #undef CYTHON_FAST_THREAD_STATE
+  #define CYTHON_FAST_THREAD_STATE 0
+  #undef CYTHON_FAST_PYCALL
+  #define CYTHON_FAST_PYCALL 0
+  #ifndef CYTHON_PEP489_MULTI_PHASE_INIT
+    #define CYTHON_PEP489_MULTI_PHASE_INIT 1
+  #endif
+  #ifndef CYTHON_USE_TP_FINALIZE
+    #define CYTHON_USE_TP_FINALIZE 1
+  #endif
+  #undef CYTHON_USE_DICT_VERSIONS
+  #define CYTHON_USE_DICT_VERSIONS 0
+  #undef CYTHON_USE_EXC_INFO_STACK
+  #define CYTHON_USE_EXC_INFO_STACK 0
+#else
+  #define CYTHON_COMPILING_IN_PYPY 0
+  #define CYTHON_COMPILING_IN_CPYTHON 1
+  #define CYTHON_COMPILING_IN_LIMITED_API 0
+  #define CYTHON_COMPILING_IN_GRAAL 0
+  #define CYTHON_COMPILING_IN_NOGIL 0
+  #ifndef CYTHON_USE_TYPE_SLOTS
+    #define CYTHON_USE_TYPE_SLOTS 1
+  #endif
+  #ifndef CYTHON_USE_TYPE_SPECS
+    #define CYTHON_USE_TYPE_SPECS 0
+  #endif
+  #ifndef CYTHON_USE_PYTYPE_LOOKUP
+    #define CYTHON_USE_PYTYPE_LOOKUP 1
+  #endif
+  #if PY_MAJOR_VERSION < 3
+    #undef CYTHON_USE_ASYNC_SLOTS
+    #define CYTHON_USE_ASYNC_SLOTS 0
+  #elif !defined(CYTHON_USE_ASYNC_SLOTS)
+    #define CYTHON_USE_ASYNC_SLOTS 1
+  #endif
+  #ifndef CYTHON_USE_PYLONG_INTERNALS
+    #define CYTHON_USE_PYLONG_INTERNALS 1
+  #endif
+  #ifndef CYTHON_USE_PYLIST_INTERNALS
+    #define CYTHON_USE_PYLIST_INTERNALS 1
+  #endif
+  #ifndef CYTHON_USE_UNICODE_INTERNALS
+    #define CYTHON_USE_UNICODE_INTERNALS 1
+  #endif
+  #if PY_VERSION_HEX < 0x030300F0 || PY_VERSION_HEX >= 0x030B00A2
+    #undef CYTHON_USE_UNICODE_WRITER
+    #define CYTHON_USE_UNICODE_WRITER 0
+  #elif !defined(CYTHON_USE_UNICODE_WRITER)
+    #define CYTHON_USE_UNICODE_WRITER 1
+  #endif
+  #ifndef CYTHON_AVOID_BORROWED_REFS
+    #define CYTHON_AVOID_BORROWED_REFS 0
+  #endif
+  #ifndef CYTHON_ASSUME_SAFE_MACROS
+    #define CYTHON_ASSUME_SAFE_MACROS 1
+  #endif
+  #ifndef CYTHON_UNPACK_METHODS
+    #define CYTHON_UNPACK_METHODS 1
+  #endif
+  #ifndef CYTHON_FAST_THREAD_STATE
+    #define CYTHON_FAST_THREAD_STATE 1
+  #endif
+  #ifndef CYTHON_FAST_GIL
+    #define CYTHON_FAST_GIL (PY_MAJOR_VERSION < 3 || PY_VERSION_HEX >= 0x03060000 && PY_VERSION_HEX < 0x030C00A6)
+  #endif
+  #ifndef CYTHON_METH_FASTCALL
+    #define CYTHON_METH_FASTCALL (PY_VERSION_HEX >= 0x030700A1)
+  #endif
+  #ifndef CYTHON_FAST_PYCALL
+    #define CYTHON_FAST_PYCALL 1
+  #endif
+  #ifndef CYTHON_PEP487_INIT_SUBCLASS
+    #define CYTHON_PEP487_INIT_SUBCLASS 1
+  #endif
+  #if PY_VERSION_HEX < 0x03050000
+    #undef CYTHON_PEP489_MULTI_PHASE_INIT
+    #define CYTHON_PEP489_MULTI_PHASE_INIT 0
+  #elif !defined(CYTHON_PEP489_MULTI_PHASE_INIT)
+    #define CYTHON_PEP489_MULTI_PHASE_INIT 1
+  #endif
+  #ifndef CYTHON_USE_MODULE_STATE
+    #define CYTHON_USE_MODULE_STATE 0
+  #endif
+  #if PY_VERSION_HEX < 0x030400a1
+    #undef CYTHON_USE_TP_FINALIZE
+    #define CYTHON_USE_TP_FINALIZE 0
+  #elif !defined(CYTHON_USE_TP_FINALIZE)
+    #define CYTHON_USE_TP_FINALIZE 1
+  #endif
+  #if PY_VERSION_HEX < 0x030600B1
+    #undef CYTHON_USE_DICT_VERSIONS
+    #define CYTHON_USE_DICT_VERSIONS 0
+  #elif !defined(CYTHON_USE_DICT_VERSIONS)
+    #define CYTHON_USE_DICT_VERSIONS  (PY_VERSION_HEX < 0x030C00A5)
+  #endif
+  #if PY_VERSION_HEX < 0x030700A3
+    #undef CYTHON_USE_EXC_INFO_STACK
+    #define CYTHON_USE_EXC_INFO_STACK 0
+  #elif !defined(CYTHON_USE_EXC_INFO_STACK)
+    #define CYTHON_USE_EXC_INFO_STACK 1
+  #endif
+  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
+    #define CYTHON_UPDATE_DESCRIPTOR_DOC 1
+  #endif
+#endif
+#if !defined(CYTHON_FAST_PYCCALL)
+#define CYTHON_FAST_PYCCALL  (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1)
+#endif
+#if !defined(CYTHON_VECTORCALL)
+#define CYTHON_VECTORCALL  (CYTHON_FAST_PYCCALL && PY_VERSION_HEX >= 0x030800B1)
+#endif
+#define CYTHON_BACKPORT_VECTORCALL (CYTHON_METH_FASTCALL && PY_VERSION_HEX < 0x030800B1)
+#if CYTHON_USE_PYLONG_INTERNALS
+  #if PY_MAJOR_VERSION < 3
+    #include "longintrepr.h"
+  #endif
+  #undef SHIFT
+  #undef BASE
+  #undef MASK
+  #ifdef SIZEOF_VOID_P
+    enum { __pyx_check_sizeof_voidp = 1 / (int)(SIZEOF_VOID_P == sizeof(void*)) };
+  #endif
+#endif
+#ifndef __has_attribute
+  #define __has_attribute(x) 0
+#endif
+#ifndef __has_cpp_attribute
+  #define __has_cpp_attribute(x) 0
+#endif
+#ifndef CYTHON_RESTRICT
+  #if defined(__GNUC__)
+    #define CYTHON_RESTRICT __restrict__
+  #elif defined(_MSC_VER) && _MSC_VER >= 1400
+    #define CYTHON_RESTRICT __restrict
+  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
+    #define CYTHON_RESTRICT restrict
+  #else
+    #define CYTHON_RESTRICT
+  #endif
+#endif
+#ifndef CYTHON_UNUSED
+  #if defined(__cplusplus)
+    /* for clang __has_cpp_attribute(maybe_unused) is true even before C++17
+     * but leads to warnings with -pedantic, since it is a C++17 feature */
+    #if ((defined(_MSVC_LANG) && _MSVC_LANG >= 201703L) || __cplusplus >= 201703L)
+      #if __has_cpp_attribute(maybe_unused)
+        #define CYTHON_UNUSED [[maybe_unused]]
+      #endif
+    #endif
+  #endif
+#endif
+#ifndef CYTHON_UNUSED
+# if defined(__GNUC__)
+#   if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4))
+#     define CYTHON_UNUSED __attribute__ ((__unused__))
+#   else
+#     define CYTHON_UNUSED
+#   endif
+# elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER))
+#   define CYTHON_UNUSED __attribute__ ((__unused__))
+# else
+#   define CYTHON_UNUSED
+# endif
+#endif
+#ifndef CYTHON_UNUSED_VAR
+#  if defined(__cplusplus)
+     template<class T> void CYTHON_UNUSED_VAR( const T& ) { }
+#  else
+#    define CYTHON_UNUSED_VAR(x) (void)(x)
+#  endif
+#endif
+#ifndef CYTHON_MAYBE_UNUSED_VAR
+  #define CYTHON_MAYBE_UNUSED_VAR(x) CYTHON_UNUSED_VAR(x)
+#endif
+#ifndef CYTHON_NCP_UNUSED
+# if CYTHON_COMPILING_IN_CPYTHON
+#  define CYTHON_NCP_UNUSED
+# else
+#  define CYTHON_NCP_UNUSED CYTHON_UNUSED
+# endif
+#endif
+#ifndef CYTHON_USE_CPP_STD_MOVE
+  #if defined(__cplusplus) && (\
+    __cplusplus >= 201103L || (defined(_MSC_VER) && _MSC_VER >= 1600))
+    #define CYTHON_USE_CPP_STD_MOVE 1
+  #else
+    #define CYTHON_USE_CPP_STD_MOVE 0
+  #endif
+#endif
+#define __Pyx_void_to_None(void_result) ((void)(void_result), Py_INCREF(Py_None), Py_None)
+#ifdef _MSC_VER
+    #ifndef _MSC_STDINT_H_
+        #if _MSC_VER < 1300
+            typedef unsigned char     uint8_t;
+            typedef unsigned short    uint16_t;
+            typedef unsigned int      uint32_t;
+        #else
+            typedef unsigned __int8   uint8_t;
+            typedef unsigned __int16  uint16_t;
+            typedef unsigned __int32  uint32_t;
+        #endif
+    #endif
+    #if _MSC_VER < 1300
+        #ifdef _WIN64
+            typedef unsigned long long  __pyx_uintptr_t;
+        #else
+            typedef unsigned int        __pyx_uintptr_t;
+        #endif
+    #else
+        #ifdef _WIN64
+            typedef unsigned __int64    __pyx_uintptr_t;
+        #else
+            typedef unsigned __int32    __pyx_uintptr_t;
+        #endif
+    #endif
+#else
+    #include <stdint.h>
+    typedef uintptr_t  __pyx_uintptr_t;
+#endif
+#ifndef CYTHON_FALLTHROUGH
+  #if defined(__cplusplus)
+    /* for clang __has_cpp_attribute(fallthrough) is true even before C++17
+     * but leads to warnings with -pedantic, since it is a C++17 feature */
+    #if ((defined(_MSVC_LANG) && _MSVC_LANG >= 201703L) || __cplusplus >= 201703L)
+      #if __has_cpp_attribute(fallthrough)
+        #define CYTHON_FALLTHROUGH [[fallthrough]]
+      #endif
+    #endif
+    #ifndef CYTHON_FALLTHROUGH
+      #if __has_cpp_attribute(clang::fallthrough)
+        #define CYTHON_FALLTHROUGH [[clang::fallthrough]]
+      #elif __has_cpp_attribute(gnu::fallthrough)
+        #define CYTHON_FALLTHROUGH [[gnu::fallthrough]]
+      #endif
+    #endif
+  #endif
+  #ifndef CYTHON_FALLTHROUGH
+    #if __has_attribute(fallthrough)
+      #define CYTHON_FALLTHROUGH __attribute__((fallthrough))
+    #else
+      #define CYTHON_FALLTHROUGH
+    #endif
+  #endif
+  #if defined(__clang__) && defined(__apple_build_version__)
+    #if __apple_build_version__ < 7000000
+      #undef  CYTHON_FALLTHROUGH
+      #define CYTHON_FALLTHROUGH
+    #endif
+  #endif
+#endif
+#ifdef __cplusplus
+  template <typename T>
+  struct __PYX_IS_UNSIGNED_IMPL {static const bool value = T(0) < T(-1);};
+  #define __PYX_IS_UNSIGNED(type) (__PYX_IS_UNSIGNED_IMPL<type>::value)
+#else
+  #define __PYX_IS_UNSIGNED(type) (((type)-1) > 0)
+#endif
+#if CYTHON_COMPILING_IN_PYPY == 1
+  #define __PYX_NEED_TP_PRINT_SLOT  (PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x030A0000)
+#else
+  #define __PYX_NEED_TP_PRINT_SLOT  (PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000)
+#endif
+#define __PYX_REINTERPRET_FUNCION(func_pointer, other_pointer) ((func_pointer)(void(*)(void))(other_pointer))
+
+#ifndef __cplusplus
+  #error "Cython files generated with the C++ option must be compiled with a C++ compiler."
+#endif
+#ifndef CYTHON_INLINE
+  #if defined(__clang__)
+    #define CYTHON_INLINE __inline__ __attribute__ ((__unused__))
+  #else
+    #define CYTHON_INLINE inline
+  #endif
+#endif
+template<typename T>
+void __Pyx_call_destructor(T& x) {
+    x.~T();
+}
+template<typename T>
+class __Pyx_FakeReference {
+  public:
+    __Pyx_FakeReference() : ptr(NULL) { }
+    __Pyx_FakeReference(const T& ref) : ptr(const_cast<T*>(&ref)) { }
+    T *operator->() { return ptr; }
+    T *operator&() { return ptr; }
+    operator T&() { return *ptr; }
+    template<typename U> bool operator ==(const U& other) const { return *ptr == other; }
+    template<typename U> bool operator !=(const U& other) const { return *ptr != other; }
+    template<typename U> bool operator==(const __Pyx_FakeReference<U>& other) const { return *ptr == *other.ptr; }
+    template<typename U> bool operator!=(const __Pyx_FakeReference<U>& other) const { return *ptr != *other.ptr; }
+  private:
+    T *ptr;
+};
+
+#define __PYX_BUILD_PY_SSIZE_T "n"
+#define CYTHON_FORMAT_SSIZE_T "z"
+#if PY_MAJOR_VERSION < 3
+  #define __Pyx_BUILTIN_MODULE_NAME "__builtin__"
+  #define __Pyx_DefaultClassType PyClass_Type
+  #define __Pyx_PyCode_New(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
+          PyCode_New(a+k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
+#else
+  #define __Pyx_BUILTIN_MODULE_NAME "builtins"
+  #define __Pyx_DefaultClassType PyType_Type
+#if CYTHON_COMPILING_IN_LIMITED_API
+    static CYTHON_INLINE PyObject* __Pyx_PyCode_New(int a, int p, int k, int l, int s, int f,
+                                                    PyObject *code, PyObject *c, PyObject* n, PyObject *v,
+                                                    PyObject *fv, PyObject *cell, PyObject* fn,
+                                                    PyObject *name, int fline, PyObject *lnos) {
+        PyObject *exception_table = NULL;
+        PyObject *types_module=NULL, *code_type=NULL, *result=NULL;
+        #if __PYX_LIMITED_VERSION_HEX < 0x030B0000
+        PyObject *version_info;
+        PyObject *py_minor_version = NULL;
+        #endif
+        long minor_version = 0;
+        PyObject *type, *value, *traceback;
+        PyErr_Fetch(&type, &value, &traceback);
+        #if __PYX_LIMITED_VERSION_HEX >= 0x030B0000
+        minor_version = 11;
+        #else
+        if (!(version_info = PySys_GetObject("version_info"))) goto end;
+        if (!(py_minor_version = PySequence_GetItem(version_info, 1))) goto end;
+        minor_version = PyLong_AsLong(py_minor_version);
+        Py_DECREF(py_minor_version);
+        if (minor_version == -1 && PyErr_Occurred()) goto end;
+        #endif
+        if (!(types_module = PyImport_ImportModule("types"))) goto end;
+        if (!(code_type = PyObject_GetAttrString(types_module, "CodeType"))) goto end;
+        if (minor_version <= 7) {
+            (void)p;
+            result = PyObject_CallFunction(code_type, "iiiiiOOOOOOiOO", a, k, l, s, f, code,
+                          c, n, v, fn, name, fline, lnos, fv, cell);
+        } else if (minor_version <= 10) {
+            result = PyObject_CallFunction(code_type, "iiiiiiOOOOOOiOO", a,p, k, l, s, f, code,
+                          c, n, v, fn, name, fline, lnos, fv, cell);
+        } else {
+            if (!(exception_table = PyBytes_FromStringAndSize(NULL, 0))) goto end;
+            result = PyObject_CallFunction(code_type, "iiiiiiOOOOOOOiOO", a,p, k, l, s, f, code,
+                          c, n, v, fn, name, name, fline, lnos, exception_table, fv, cell);
+        }
+    end:
+        Py_XDECREF(code_type);
+        Py_XDECREF(exception_table);
+        Py_XDECREF(types_module);
+        if (type) {
+            PyErr_Restore(type, value, traceback);
+        }
+        return result;
+    }
+    #ifndef CO_OPTIMIZED
+    #define CO_OPTIMIZED 0x0001
+    #endif
+    #ifndef CO_NEWLOCALS
+    #define CO_NEWLOCALS 0x0002
+    #endif
+    #ifndef CO_VARARGS
+    #define CO_VARARGS 0x0004
+    #endif
+    #ifndef CO_VARKEYWORDS
+    #define CO_VARKEYWORDS 0x0008
+    #endif
+    #ifndef CO_ASYNC_GENERATOR
+    #define CO_ASYNC_GENERATOR 0x0200
+    #endif
+    #ifndef CO_GENERATOR
+    #define CO_GENERATOR 0x0020
+    #endif
+    #ifndef CO_COROUTINE
+    #define CO_COROUTINE 0x0080
+    #endif
+#elif PY_VERSION_HEX >= 0x030B0000
+  static CYTHON_INLINE PyCodeObject* __Pyx_PyCode_New(int a, int p, int k, int l, int s, int f,
+                                                    PyObject *code, PyObject *c, PyObject* n, PyObject *v,
+                                                    PyObject *fv, PyObject *cell, PyObject* fn,
+                                                    PyObject *name, int fline, PyObject *lnos) {
+    PyCodeObject *result;
+    PyObject *empty_bytes = PyBytes_FromStringAndSize("", 0);
+    if (!empty_bytes) return NULL;
+    result =
+      #if PY_VERSION_HEX >= 0x030C0000
+        PyUnstable_Code_NewWithPosOnlyArgs
+      #else
+        PyCode_NewWithPosOnlyArgs
+      #endif
+        (a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, name, fline, lnos, empty_bytes);
+    Py_DECREF(empty_bytes);
+    return result;
+  }
+#elif PY_VERSION_HEX >= 0x030800B2 && !CYTHON_COMPILING_IN_PYPY
+  #define __Pyx_PyCode_New(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
+          PyCode_NewWithPosOnlyArgs(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
+#else
+  #define __Pyx_PyCode_New(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
+          PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
+#endif
+#endif
+#if PY_VERSION_HEX >= 0x030900A4 || defined(Py_IS_TYPE)
+  #define __Pyx_IS_TYPE(ob, type) Py_IS_TYPE(ob, type)
+#else
+  #define __Pyx_IS_TYPE(ob, type) (((const PyObject*)ob)->ob_type == (type))
+#endif
+#if PY_VERSION_HEX >= 0x030A00B1 || defined(Py_Is)
+  #define __Pyx_Py_Is(x, y)  Py_Is(x, y)
+#else
+  #define __Pyx_Py_Is(x, y) ((x) == (y))
+#endif
+#if PY_VERSION_HEX >= 0x030A00B1 || defined(Py_IsNone)
+  #define __Pyx_Py_IsNone(ob) Py_IsNone(ob)
+#else
+  #define __Pyx_Py_IsNone(ob) __Pyx_Py_Is((ob), Py_None)
+#endif
+#if PY_VERSION_HEX >= 0x030A00B1 || defined(Py_IsTrue)
+  #define __Pyx_Py_IsTrue(ob) Py_IsTrue(ob)
+#else
+  #define __Pyx_Py_IsTrue(ob) __Pyx_Py_Is((ob), Py_True)
+#endif
+#if PY_VERSION_HEX >= 0x030A00B1 || defined(Py_IsFalse)
+  #define __Pyx_Py_IsFalse(ob) Py_IsFalse(ob)
+#else
+  #define __Pyx_Py_IsFalse(ob) __Pyx_Py_Is((ob), Py_False)
+#endif
+#define __Pyx_NoneAsNull(obj)  (__Pyx_Py_IsNone(obj) ? NULL : (obj))
+#if PY_VERSION_HEX >= 0x030900F0 && !CYTHON_COMPILING_IN_PYPY
+  #define __Pyx_PyObject_GC_IsFinalized(o) PyObject_GC_IsFinalized(o)
+#else
+  #define __Pyx_PyObject_GC_IsFinalized(o) _PyGC_FINALIZED(o)
+#endif
+#ifndef CO_COROUTINE
+  #define CO_COROUTINE 0x80
+#endif
+#ifndef CO_ASYNC_GENERATOR
+  #define CO_ASYNC_GENERATOR 0x200
+#endif
+#ifndef Py_TPFLAGS_CHECKTYPES
+  #define Py_TPFLAGS_CHECKTYPES 0
+#endif
+#ifndef Py_TPFLAGS_HAVE_INDEX
+  #define Py_TPFLAGS_HAVE_INDEX 0
+#endif
+#ifndef Py_TPFLAGS_HAVE_NEWBUFFER
+  #define Py_TPFLAGS_HAVE_NEWBUFFER 0
+#endif
+#ifndef Py_TPFLAGS_HAVE_FINALIZE
+  #define Py_TPFLAGS_HAVE_FINALIZE 0
+#endif
+#ifndef Py_TPFLAGS_SEQUENCE
+  #define Py_TPFLAGS_SEQUENCE 0
+#endif
+#ifndef Py_TPFLAGS_MAPPING
+  #define Py_TPFLAGS_MAPPING 0
+#endif
+#ifndef METH_STACKLESS
+  #define METH_STACKLESS 0
+#endif
+#if PY_VERSION_HEX <= 0x030700A3 || !defined(METH_FASTCALL)
+  #ifndef METH_FASTCALL
+     #define METH_FASTCALL 0x80
+  #endif
+  typedef PyObject *(*__Pyx_PyCFunctionFast) (PyObject *self, PyObject *const *args, Py_ssize_t nargs);
+  typedef PyObject *(*__Pyx_PyCFunctionFastWithKeywords) (PyObject *self, PyObject *const *args,
+                                                          Py_ssize_t nargs, PyObject *kwnames);
+#else
+  #define __Pyx_PyCFunctionFast _PyCFunctionFast
+  #define __Pyx_PyCFunctionFastWithKeywords _PyCFunctionFastWithKeywords
+#endif
+#if CYTHON_METH_FASTCALL
+  #define __Pyx_METH_FASTCALL METH_FASTCALL
+  #define __Pyx_PyCFunction_FastCall __Pyx_PyCFunctionFast
+  #define __Pyx_PyCFunction_FastCallWithKeywords __Pyx_PyCFunctionFastWithKeywords
+#else
+  #define __Pyx_METH_FASTCALL METH_VARARGS
+  #define __Pyx_PyCFunction_FastCall PyCFunction
+  #define __Pyx_PyCFunction_FastCallWithKeywords PyCFunctionWithKeywords
+#endif
+#if CYTHON_VECTORCALL
+  #define __pyx_vectorcallfunc vectorcallfunc
+  #define __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET  PY_VECTORCALL_ARGUMENTS_OFFSET
+  #define __Pyx_PyVectorcall_NARGS(n)  PyVectorcall_NARGS((size_t)(n))
+#elif CYTHON_BACKPORT_VECTORCALL
+  typedef PyObject *(*__pyx_vectorcallfunc)(PyObject *callable, PyObject *const *args,
+                                            size_t nargsf, PyObject *kwnames);
+  #define __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET  ((size_t)1 << (8 * sizeof(size_t) - 1))
+  #define __Pyx_PyVectorcall_NARGS(n)  ((Py_ssize_t)(((size_t)(n)) & ~__Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET))
+#else
+  #define __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET  0
+  #define __Pyx_PyVectorcall_NARGS(n)  ((Py_ssize_t)(n))
+#endif
+#if PY_MAJOR_VERSION >= 0x030900B1
+#define __Pyx_PyCFunction_CheckExact(func)  PyCFunction_CheckExact(func)
+#else
+#define __Pyx_PyCFunction_CheckExact(func)  PyCFunction_Check(func)
+#endif
+#define __Pyx_CyOrPyCFunction_Check(func)  PyCFunction_Check(func)
+#if CYTHON_COMPILING_IN_CPYTHON
+#define __Pyx_CyOrPyCFunction_GET_FUNCTION(func)  (((PyCFunctionObject*)(func))->m_ml->ml_meth)
+#elif !CYTHON_COMPILING_IN_LIMITED_API
+#define __Pyx_CyOrPyCFunction_GET_FUNCTION(func)  PyCFunction_GET_FUNCTION(func)
+#endif
+#if CYTHON_COMPILING_IN_CPYTHON
+#define __Pyx_CyOrPyCFunction_GET_FLAGS(func)  (((PyCFunctionObject*)(func))->m_ml->ml_flags)
+static CYTHON_INLINE PyObject* __Pyx_CyOrPyCFunction_GET_SELF(PyObject *func) {
+    return (__Pyx_CyOrPyCFunction_GET_FLAGS(func) & METH_STATIC) ? NULL : ((PyCFunctionObject*)func)->m_self;
+}
+#endif
+static CYTHON_INLINE int __Pyx__IsSameCFunction(PyObject *func, void *cfunc) {
+#if CYTHON_COMPILING_IN_LIMITED_API
+    return PyCFunction_Check(func) && PyCFunction_GetFunction(func) == (PyCFunction) cfunc;
+#else
+    return PyCFunction_Check(func) && PyCFunction_GET_FUNCTION(func) == (PyCFunction) cfunc;
+#endif
+}
+#define __Pyx_IsSameCFunction(func, cfunc)   __Pyx__IsSameCFunction(func, cfunc)
+#if __PYX_LIMITED_VERSION_HEX < 0x030900B1
+  #define __Pyx_PyType_FromModuleAndSpec(m, s, b)  ((void)m, PyType_FromSpecWithBases(s, b))
+  typedef PyObject *(*__Pyx_PyCMethod)(PyObject *, PyTypeObject *, PyObject *const *, size_t, PyObject *);
+#else
+  #define __Pyx_PyType_FromModuleAndSpec(m, s, b)  PyType_FromModuleAndSpec(m, s, b)
+  #define __Pyx_PyCMethod  PyCMethod
+#endif
+#ifndef METH_METHOD
+  #define METH_METHOD 0x200
+#endif
+#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Malloc)
+  #define PyObject_Malloc(s)   PyMem_Malloc(s)
+  #define PyObject_Free(p)     PyMem_Free(p)
+  #define PyObject_Realloc(p)  PyMem_Realloc(p)
+#endif
+#if CYTHON_COMPILING_IN_LIMITED_API
+  #define __Pyx_PyCode_HasFreeVars(co)  (PyCode_GetNumFree(co) > 0)
+  #define __Pyx_PyFrame_SetLineNumber(frame, lineno)
+#else
+  #define __Pyx_PyCode_HasFreeVars(co)  (PyCode_GetNumFree(co) > 0)
+  #define __Pyx_PyFrame_SetLineNumber(frame, lineno)  (frame)->f_lineno = (lineno)
+#endif
+#if CYTHON_COMPILING_IN_LIMITED_API
+  #define __Pyx_PyThreadState_Current PyThreadState_Get()
+#elif !CYTHON_FAST_THREAD_STATE
+  #define __Pyx_PyThreadState_Current PyThreadState_GET()
+#elif PY_VERSION_HEX >= 0x030d00A1
+  #define __Pyx_PyThreadState_Current PyThreadState_GetUnchecked()
+#elif PY_VERSION_HEX >= 0x03060000
+  #define __Pyx_PyThreadState_Current _PyThreadState_UncheckedGet()
+#elif PY_VERSION_HEX >= 0x03000000
+  #define __Pyx_PyThreadState_Current PyThreadState_GET()
+#else
+  #define __Pyx_PyThreadState_Current _PyThreadState_Current
+#endif
+#if CYTHON_COMPILING_IN_LIMITED_API
+static CYTHON_INLINE void *__Pyx_PyModule_GetState(PyObject *op)
+{
+    void *result;
+    result = PyModule_GetState(op);
+    if (!result)
+        Py_FatalError("Couldn't find the module state");
+    return result;
+}
+#endif
+#define __Pyx_PyObject_GetSlot(obj, name, func_ctype)  __Pyx_PyType_GetSlot(Py_TYPE(obj), name, func_ctype)
+#if CYTHON_COMPILING_IN_LIMITED_API
+  #define __Pyx_PyType_GetSlot(type, name, func_ctype)  ((func_ctype) PyType_GetSlot((type), Py_##name))
+#else
+  #define __Pyx_PyType_GetSlot(type, name, func_ctype)  ((type)->name)
+#endif
+#if PY_VERSION_HEX < 0x030700A2 && !defined(PyThread_tss_create) && !defined(Py_tss_NEEDS_INIT)
+#include "pythread.h"
+#define Py_tss_NEEDS_INIT 0
+typedef int Py_tss_t;
+static CYTHON_INLINE int PyThread_tss_create(Py_tss_t *key) {
+  *key = PyThread_create_key();
+  return 0;
+}
+static CYTHON_INLINE Py_tss_t * PyThread_tss_alloc(void) {
+  Py_tss_t *key = (Py_tss_t *)PyObject_Malloc(sizeof(Py_tss_t));
+  *key = Py_tss_NEEDS_INIT;
+  return key;
+}
+static CYTHON_INLINE void PyThread_tss_free(Py_tss_t *key) {
+  PyObject_Free(key);
+}
+static CYTHON_INLINE int PyThread_tss_is_created(Py_tss_t *key) {
+  return *key != Py_tss_NEEDS_INIT;
+}
+static CYTHON_INLINE void PyThread_tss_delete(Py_tss_t *key) {
+  PyThread_delete_key(*key);
+  *key = Py_tss_NEEDS_INIT;
+}
+static CYTHON_INLINE int PyThread_tss_set(Py_tss_t *key, void *value) {
+  return PyThread_set_key_value(*key, value);
+}
+static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) {
+  return PyThread_get_key_value(*key);
+}
+#endif
+#if PY_MAJOR_VERSION < 3
+    #if CYTHON_COMPILING_IN_PYPY
+        #if PYPY_VERSION_NUM < 0x07030600
+            #if defined(__cplusplus) && __cplusplus >= 201402L
+                [[deprecated("`with nogil:` inside a nogil function will not release the GIL in PyPy2 < 7.3.6")]]
+            #elif defined(__GNUC__) || defined(__clang__)
+                __attribute__ ((__deprecated__("`with nogil:` inside a nogil function will not release the GIL in PyPy2 < 7.3.6")))
+            #elif defined(_MSC_VER)
+                __declspec(deprecated("`with nogil:` inside a nogil function will not release the GIL in PyPy2 < 7.3.6"))
+            #endif
+            static CYTHON_INLINE int PyGILState_Check(void) {
+                return 0;
+            }
+        #else  // PYPY_VERSION_NUM < 0x07030600
+        #endif  // PYPY_VERSION_NUM < 0x07030600
+    #else
+        static CYTHON_INLINE int PyGILState_Check(void) {
+            PyThreadState * tstate = _PyThreadState_Current;
+            return tstate && (tstate == PyGILState_GetThisThreadState());
+        }
+    #endif
+#endif
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030d0000 || defined(_PyDict_NewPresized)
+#define __Pyx_PyDict_NewPresized(n)  ((n <= 8) ? PyDict_New() : _PyDict_NewPresized(n))
+#else
+#define __Pyx_PyDict_NewPresized(n)  PyDict_New()
+#endif
+#if PY_MAJOR_VERSION >= 3 || CYTHON_FUTURE_DIVISION
+  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_TrueDivide(x,y)
+  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceTrueDivide(x,y)
+#else
+  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_Divide(x,y)
+  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceDivide(x,y)
+#endif
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX > 0x030600B4 && PY_VERSION_HEX < 0x030d0000 && CYTHON_USE_UNICODE_INTERNALS
+#define __Pyx_PyDict_GetItemStrWithError(dict, name)  _PyDict_GetItem_KnownHash(dict, name, ((PyASCIIObject *) name)->hash)
+static CYTHON_INLINE PyObject * __Pyx_PyDict_GetItemStr(PyObject *dict, PyObject *name) {
+    PyObject *res = __Pyx_PyDict_GetItemStrWithError(dict, name);
+    if (res == NULL) PyErr_Clear();
+    return res;
+}
+#elif PY_MAJOR_VERSION >= 3 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07020000)
+#define __Pyx_PyDict_GetItemStrWithError  PyDict_GetItemWithError
+#define __Pyx_PyDict_GetItemStr           PyDict_GetItem
+#else
+static CYTHON_INLINE PyObject * __Pyx_PyDict_GetItemStrWithError(PyObject *dict, PyObject *name) {
+#if CYTHON_COMPILING_IN_PYPY
+    return PyDict_GetItem(dict, name);
+#else
+    PyDictEntry *ep;
+    PyDictObject *mp = (PyDictObject*) dict;
+    long hash = ((PyStringObject *) name)->ob_shash;
+    assert(hash != -1);
+    ep = (mp->ma_lookup)(mp, name, hash);
+    if (ep == NULL) {
+        return NULL;
+    }
+    return ep->me_value;
+#endif
+}
+#define __Pyx_PyDict_GetItemStr           PyDict_GetItem
+#endif
+#if CYTHON_USE_TYPE_SLOTS
+  #define __Pyx_PyType_GetFlags(tp)   (((PyTypeObject *)tp)->tp_flags)
+  #define __Pyx_PyType_HasFeature(type, feature)  ((__Pyx_PyType_GetFlags(type) & (feature)) != 0)
+  #define __Pyx_PyObject_GetIterNextFunc(obj)  (Py_TYPE(obj)->tp_iternext)
+#else
+  #define __Pyx_PyType_GetFlags(tp)   (PyType_GetFlags((PyTypeObject *)tp))
+  #define __Pyx_PyType_HasFeature(type, feature)  PyType_HasFeature(type, feature)
+  #define __Pyx_PyObject_GetIterNextFunc(obj)  PyIter_Next
+#endif
+#if CYTHON_COMPILING_IN_LIMITED_API
+  #define __Pyx_SetItemOnTypeDict(tp, k, v) PyObject_GenericSetAttr((PyObject*)tp, k, v)
+#else
+  #define __Pyx_SetItemOnTypeDict(tp, k, v) PyDict_SetItem(tp->tp_dict, k, v)
+#endif
+#if CYTHON_USE_TYPE_SPECS && PY_VERSION_HEX >= 0x03080000
+#define __Pyx_PyHeapTypeObject_GC_Del(obj)  {\
+    PyTypeObject *type = Py_TYPE((PyObject*)obj);\
+    assert(__Pyx_PyType_HasFeature(type, Py_TPFLAGS_HEAPTYPE));\
+    PyObject_GC_Del(obj);\
+    Py_DECREF(type);\
+}
+#else
+#define __Pyx_PyHeapTypeObject_GC_Del(obj)  PyObject_GC_Del(obj)
+#endif
+#if CYTHON_COMPILING_IN_LIMITED_API
+  #define CYTHON_PEP393_ENABLED 1
+  #define __Pyx_PyUnicode_READY(op)       (0)
+  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GetLength(u)
+  #define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_ReadChar(u, i)
+  #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u)   ((void)u, 1114111U)
+  #define __Pyx_PyUnicode_KIND(u)         ((void)u, (0))
+  #define __Pyx_PyUnicode_DATA(u)         ((void*)u)
+  #define __Pyx_PyUnicode_READ(k, d, i)   ((void)k, PyUnicode_ReadChar((PyObject*)(d), i))
+  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != PyUnicode_GetLength(u))
+#elif PY_VERSION_HEX > 0x03030000 && defined(PyUnicode_KIND)
+  #define CYTHON_PEP393_ENABLED 1
+  #if PY_VERSION_HEX >= 0x030C0000
+    #define __Pyx_PyUnicode_READY(op)       (0)
+  #else
+    #define __Pyx_PyUnicode_READY(op)       (likely(PyUnicode_IS_READY(op)) ?\
+                                                0 : _PyUnicode_Ready((PyObject *)(op)))
+  #endif
+  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GET_LENGTH(u)
+  #define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_READ_CHAR(u, i)
+  #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u)   PyUnicode_MAX_CHAR_VALUE(u)
+  #define __Pyx_PyUnicode_KIND(u)         ((int)PyUnicode_KIND(u))
+  #define __Pyx_PyUnicode_DATA(u)         PyUnicode_DATA(u)
+  #define __Pyx_PyUnicode_READ(k, d, i)   PyUnicode_READ(k, d, i)
+  #define __Pyx_PyUnicode_WRITE(k, d, i, ch)  PyUnicode_WRITE(k, d, i, (Py_UCS4) ch)
+  #if PY_VERSION_HEX >= 0x030C0000
+    #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != PyUnicode_GET_LENGTH(u))
+  #else
+    #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x03090000
+    #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : ((PyCompactUnicodeObject *)(u))->wstr_length))
+    #else
+    #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u)))
+    #endif
+  #endif
+#else
+  #define CYTHON_PEP393_ENABLED 0
+  #define PyUnicode_1BYTE_KIND  1
+  #define PyUnicode_2BYTE_KIND  2
+  #define PyUnicode_4BYTE_KIND  4
+  #define __Pyx_PyUnicode_READY(op)       (0)
+  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GET_SIZE(u)
+  #define __Pyx_PyUnicode_READ_CHAR(u, i) ((Py_UCS4)(PyUnicode_AS_UNICODE(u)[i]))
+  #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u)   ((sizeof(Py_UNICODE) == 2) ? 65535U : 1114111U)
+  #define __Pyx_PyUnicode_KIND(u)         ((int)sizeof(Py_UNICODE))
+  #define __Pyx_PyUnicode_DATA(u)         ((void*)PyUnicode_AS_UNICODE(u))
+  #define __Pyx_PyUnicode_READ(k, d, i)   ((void)(k), (Py_UCS4)(((Py_UNICODE*)d)[i]))
+  #define __Pyx_PyUnicode_WRITE(k, d, i, ch)  (((void)(k)), ((Py_UNICODE*)d)[i] = (Py_UNICODE) ch)
+  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != PyUnicode_GET_SIZE(u))
+#endif
+#if CYTHON_COMPILING_IN_PYPY
+  #define __Pyx_PyUnicode_Concat(a, b)      PyNumber_Add(a, b)
+  #define __Pyx_PyUnicode_ConcatSafe(a, b)  PyNumber_Add(a, b)
+#else
+  #define __Pyx_PyUnicode_Concat(a, b)      PyUnicode_Concat(a, b)
+  #define __Pyx_PyUnicode_ConcatSafe(a, b)  ((unlikely((a) == Py_None) || unlikely((b) == Py_None)) ?\
+      PyNumber_Add(a, b) : __Pyx_PyUnicode_Concat(a, b))
+#endif
+#if CYTHON_COMPILING_IN_PYPY
+  #if !defined(PyUnicode_DecodeUnicodeEscape)
+    #define PyUnicode_DecodeUnicodeEscape(s, size, errors)  PyUnicode_Decode(s, size, "unicode_escape", errors)
+  #endif
+  #if !defined(PyUnicode_Contains) || (PY_MAJOR_VERSION == 2 && PYPY_VERSION_NUM < 0x07030500)
+    #undef PyUnicode_Contains
+    #define PyUnicode_Contains(u, s)  PySequence_Contains(u, s)
+  #endif
+  #if !defined(PyByteArray_Check)
+    #define PyByteArray_Check(obj)  PyObject_TypeCheck(obj, &PyByteArray_Type)
+  #endif
+  #if !defined(PyObject_Format)
+    #define PyObject_Format(obj, fmt)  PyObject_CallMethod(obj, "__format__", "O", fmt)
+  #endif
+#endif
+#define __Pyx_PyString_FormatSafe(a, b)   ((unlikely((a) == Py_None || (PyString_Check(b) && !PyString_CheckExact(b)))) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
+#define __Pyx_PyUnicode_FormatSafe(a, b)  ((unlikely((a) == Py_None || (PyUnicode_Check(b) && !PyUnicode_CheckExact(b)))) ? PyNumber_Remainder(a, b) : PyUnicode_Format(a, b))
+#if PY_MAJOR_VERSION >= 3
+  #define __Pyx_PyString_Format(a, b)  PyUnicode_Format(a, b)
+#else
+  #define __Pyx_PyString_Format(a, b)  PyString_Format(a, b)
+#endif
+#if PY_MAJOR_VERSION < 3 && !defined(PyObject_ASCII)
+  #define PyObject_ASCII(o)            PyObject_Repr(o)
+#endif
+#if PY_MAJOR_VERSION >= 3
+  #define PyBaseString_Type            PyUnicode_Type
+  #define PyStringObject               PyUnicodeObject
+  #define PyString_Type                PyUnicode_Type
+  #define PyString_Check               PyUnicode_Check
+  #define PyString_CheckExact          PyUnicode_CheckExact
+#ifndef PyObject_Unicode
+  #define PyObject_Unicode             PyObject_Str
+#endif
+#endif
+#if PY_MAJOR_VERSION >= 3
+  #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj)
+  #define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj)
+#else
+  #define __Pyx_PyBaseString_Check(obj) (PyString_Check(obj) || PyUnicode_Check(obj))
+  #define __Pyx_PyBaseString_CheckExact(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj))
+#endif
+#if CYTHON_COMPILING_IN_CPYTHON
+  #define __Pyx_PySequence_ListKeepNew(obj)\
+    (likely(PyList_CheckExact(obj) && Py_REFCNT(obj) == 1) ? __Pyx_NewRef(obj) : PySequence_List(obj))
+#else
+  #define __Pyx_PySequence_ListKeepNew(obj)  PySequence_List(obj)
+#endif
+#ifndef PySet_CheckExact
+  #define PySet_CheckExact(obj)        __Pyx_IS_TYPE(obj, &PySet_Type)
+#endif
+#if PY_VERSION_HEX >= 0x030900A4
+  #define __Pyx_SET_REFCNT(obj, refcnt) Py_SET_REFCNT(obj, refcnt)
+  #define __Pyx_SET_SIZE(obj, size) Py_SET_SIZE(obj, size)
+#else
+  #define __Pyx_SET_REFCNT(obj, refcnt) Py_REFCNT(obj) = (refcnt)
+  #define __Pyx_SET_SIZE(obj, size) Py_SIZE(obj) = (size)
+#endif
+#if CYTHON_ASSUME_SAFE_MACROS
+  #define __Pyx_PySequence_ITEM(o, i) PySequence_ITEM(o, i)
+  #define __Pyx_PySequence_SIZE(seq)  Py_SIZE(seq)
+  #define __Pyx_PyTuple_SET_ITEM(o, i, v) (PyTuple_SET_ITEM(o, i, v), (0))
+  #define __Pyx_PyList_SET_ITEM(o, i, v) (PyList_SET_ITEM(o, i, v), (0))
+  #define __Pyx_PyTuple_GET_SIZE(o) PyTuple_GET_SIZE(o)
+  #define __Pyx_PyList_GET_SIZE(o) PyList_GET_SIZE(o)
+  #define __Pyx_PySet_GET_SIZE(o) PySet_GET_SIZE(o)
+  #define __Pyx_PyBytes_GET_SIZE(o) PyBytes_GET_SIZE(o)
+  #define __Pyx_PyByteArray_GET_SIZE(o) PyByteArray_GET_SIZE(o)
+#else
+  #define __Pyx_PySequence_ITEM(o, i) PySequence_GetItem(o, i)
+  #define __Pyx_PySequence_SIZE(seq)  PySequence_Size(seq)
+  #define __Pyx_PyTuple_SET_ITEM(o, i, v) PyTuple_SetItem(o, i, v)
+  #define __Pyx_PyList_SET_ITEM(o, i, v) PyList_SetItem(o, i, v)
+  #define __Pyx_PyTuple_GET_SIZE(o) PyTuple_Size(o)
+  #define __Pyx_PyList_GET_SIZE(o) PyList_Size(o)
+  #define __Pyx_PySet_GET_SIZE(o) PySet_Size(o)
+  #define __Pyx_PyBytes_GET_SIZE(o) PyBytes_Size(o)
+  #define __Pyx_PyByteArray_GET_SIZE(o) PyByteArray_Size(o)
+#endif
+#if PY_VERSION_HEX >= 0x030d00A1
+  #define __Pyx_PyImport_AddModuleRef(name) PyImport_AddModuleRef(name)
+#else
+  static CYTHON_INLINE PyObject *__Pyx_PyImport_AddModuleRef(const char *name) {
+      PyObject *module = PyImport_AddModule(name);
+      Py_XINCREF(module);
+      return module;
+  }
+#endif
+#if PY_MAJOR_VERSION >= 3
+  #define PyIntObject                  PyLongObject
+  #define PyInt_Type                   PyLong_Type
+  #define PyInt_Check(op)              PyLong_Check(op)
+  #define PyInt_CheckExact(op)         PyLong_CheckExact(op)
+  #define __Pyx_Py3Int_Check(op)       PyLong_Check(op)
+  #define __Pyx_Py3Int_CheckExact(op)  PyLong_CheckExact(op)
+  #define PyInt_FromString             PyLong_FromString
+  #define PyInt_FromUnicode            PyLong_FromUnicode
+  #define PyInt_FromLong               PyLong_FromLong
+  #define PyInt_FromSize_t             PyLong_FromSize_t
+  #define PyInt_FromSsize_t            PyLong_FromSsize_t
+  #define PyInt_AsLong                 PyLong_AsLong
+  #define PyInt_AS_LONG                PyLong_AS_LONG
+  #define PyInt_AsSsize_t              PyLong_AsSsize_t
+  #define PyInt_AsUnsignedLongMask     PyLong_AsUnsignedLongMask
+  #define PyInt_AsUnsignedLongLongMask PyLong_AsUnsignedLongLongMask
+  #define PyNumber_Int                 PyNumber_Long
+#else
+  #define __Pyx_Py3Int_Check(op)       (PyLong_Check(op) || PyInt_Check(op))
+  #define __Pyx_Py3Int_CheckExact(op)  (PyLong_CheckExact(op) || PyInt_CheckExact(op))
+#endif
+#if PY_MAJOR_VERSION >= 3
+  #define PyBoolObject                 PyLongObject
+#endif
+#if PY_MAJOR_VERSION >= 3 && CYTHON_COMPILING_IN_PYPY
+  #ifndef PyUnicode_InternFromString
+    #define PyUnicode_InternFromString(s) PyUnicode_FromString(s)
+  #endif
+#endif
+#if PY_VERSION_HEX < 0x030200A4
+  typedef long Py_hash_t;
+  #define __Pyx_PyInt_FromHash_t PyInt_FromLong
+  #define __Pyx_PyInt_AsHash_t   __Pyx_PyIndex_AsHash_t
+#else
+  #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
+  #define __Pyx_PyInt_AsHash_t   __Pyx_PyIndex_AsSsize_t
+#endif
+#if CYTHON_USE_ASYNC_SLOTS
+  #if PY_VERSION_HEX >= 0x030500B1
+    #define __Pyx_PyAsyncMethodsStruct PyAsyncMethods
+    #define __Pyx_PyType_AsAsync(obj) (Py_TYPE(obj)->tp_as_async)
+  #else
+    #define __Pyx_PyType_AsAsync(obj) ((__Pyx_PyAsyncMethodsStruct*) (Py_TYPE(obj)->tp_reserved))
+  #endif
+#else
+  #define __Pyx_PyType_AsAsync(obj) NULL
+#endif
+#ifndef __Pyx_PyAsyncMethodsStruct
+    typedef struct {
+        unaryfunc am_await;
+        unaryfunc am_aiter;
+        unaryfunc am_anext;
+    } __Pyx_PyAsyncMethodsStruct;
+#endif
+
+#if defined(_WIN32) || defined(WIN32) || defined(MS_WINDOWS)
+  #if !defined(_USE_MATH_DEFINES)
+    #define _USE_MATH_DEFINES
+  #endif
+#endif
+#include <math.h>
+#ifdef NAN
+#define __PYX_NAN() ((float) NAN)
+#else
+static CYTHON_INLINE float __PYX_NAN() {
+  float value;
+  memset(&value, 0xFF, sizeof(value));
+  return value;
+}
+#endif
+#if defined(__CYGWIN__) && defined(_LDBL_EQ_DBL)
+#define __Pyx_truncl trunc
+#else
+#define __Pyx_truncl truncl
+#endif
+
+#define __PYX_MARK_ERR_POS(f_index, lineno) \
+    { __pyx_filename = __pyx_f[f_index]; (void)__pyx_filename; __pyx_lineno = lineno; (void)__pyx_lineno; __pyx_clineno = __LINE__; (void)__pyx_clineno; }
+#define __PYX_ERR(f_index, lineno, Ln_error) \
+    { __PYX_MARK_ERR_POS(f_index, lineno) goto Ln_error; }
+
+#ifdef CYTHON_EXTERN_C
+    #undef __PYX_EXTERN_C
+    #define __PYX_EXTERN_C CYTHON_EXTERN_C
+#elif defined(__PYX_EXTERN_C)
+    #ifdef _MSC_VER
+    #pragma message ("Please do not define the '__PYX_EXTERN_C' macro externally. Use 'CYTHON_EXTERN_C' instead.")
+    #else
+    #warning Please do not define the '__PYX_EXTERN_C' macro externally. Use 'CYTHON_EXTERN_C' instead.
+    #endif
+#else
+    #define __PYX_EXTERN_C extern "C++"
+#endif
+
+#define __PYX_HAVE__Cielab__Cielab
+#define __PYX_HAVE_API__Cielab__Cielab
+/* Early includes */
+#include <string.h>
+#include <stdio.h>
+
+    /* Using NumPy API declarations from "numpy/__init__.cython-30.pxd" */
+    
+#include "numpy/arrayobject.h"
+#include "numpy/ndarrayobject.h"
+#include "numpy/ndarraytypes.h"
+#include "numpy/arrayscalars.h"
+#include "numpy/ufuncobject.h"
+#include "Include/Cielab_c.c"
+#include <stddef.h>
+#include "pythread.h"
+#include <math.h>
+#include <stdlib.h>
+#ifdef _OPENMP
+#include <omp.h>
+#endif /* _OPENMP */
+
+#if defined(PYREX_WITHOUT_ASSERTIONS) && !defined(CYTHON_WITHOUT_ASSERTIONS)
+#define CYTHON_WITHOUT_ASSERTIONS
+#endif
+
+typedef struct {PyObject **p; const char *s; const Py_ssize_t n; const char* encoding;
+                const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry;
+
+#define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0
+#define __PYX_DEFAULT_STRING_ENCODING_IS_UTF8 0
+#define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT (PY_MAJOR_VERSION >= 3 && __PYX_DEFAULT_STRING_ENCODING_IS_UTF8)
+#define __PYX_DEFAULT_STRING_ENCODING ""
+#define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString
+#define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
+#define __Pyx_uchar_cast(c) ((unsigned char)c)
+#define __Pyx_long_cast(x) ((long)x)
+#define __Pyx_fits_Py_ssize_t(v, type, is_signed)  (\
+    (sizeof(type) < sizeof(Py_ssize_t))  ||\
+    (sizeof(type) > sizeof(Py_ssize_t) &&\
+          likely(v < (type)PY_SSIZE_T_MAX ||\
+                 v == (type)PY_SSIZE_T_MAX)  &&\
+          (!is_signed || likely(v > (type)PY_SSIZE_T_MIN ||\
+                                v == (type)PY_SSIZE_T_MIN)))  ||\
+    (sizeof(type) == sizeof(Py_ssize_t) &&\
+          (is_signed || likely(v < (type)PY_SSIZE_T_MAX ||\
+                               v == (type)PY_SSIZE_T_MAX)))  )
+static CYTHON_INLINE int __Pyx_is_valid_index(Py_ssize_t i, Py_ssize_t limit) {
+    return (size_t) i < (size_t) limit;
+}
+#if defined (__cplusplus) && __cplusplus >= 201103L
+    #include <cstdlib>
+    #define __Pyx_sst_abs(value) std::abs(value)
+#elif SIZEOF_INT >= SIZEOF_SIZE_T
+    #define __Pyx_sst_abs(value) abs(value)
+#elif SIZEOF_LONG >= SIZEOF_SIZE_T
+    #define __Pyx_sst_abs(value) labs(value)
+#elif defined (_MSC_VER)
+    #define __Pyx_sst_abs(value) ((Py_ssize_t)_abs64(value))
+#elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
+    #define __Pyx_sst_abs(value) llabs(value)
+#elif defined (__GNUC__)
+    #define __Pyx_sst_abs(value) __builtin_llabs(value)
+#else
+    #define __Pyx_sst_abs(value) ((value<0) ? -value : value)
+#endif
+static CYTHON_INLINE Py_ssize_t __Pyx_ssize_strlen(const char *s);
+static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject*);
+static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject*, Py_ssize_t* length);
+static CYTHON_INLINE PyObject* __Pyx_PyByteArray_FromString(const char*);
+#define __Pyx_PyByteArray_FromStringAndSize(s, l) PyByteArray_FromStringAndSize((const char*)s, l)
+#define __Pyx_PyBytes_FromString        PyBytes_FromString
+#define __Pyx_PyBytes_FromStringAndSize PyBytes_FromStringAndSize
+static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char*);
+#if PY_MAJOR_VERSION < 3
+    #define __Pyx_PyStr_FromString        __Pyx_PyBytes_FromString
+    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
+#else
+    #define __Pyx_PyStr_FromString        __Pyx_PyUnicode_FromString
+    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyUnicode_FromStringAndSize
+#endif
+#define __Pyx_PyBytes_AsWritableString(s)     ((char*) PyBytes_AS_STRING(s))
+#define __Pyx_PyBytes_AsWritableSString(s)    ((signed char*) PyBytes_AS_STRING(s))
+#define __Pyx_PyBytes_AsWritableUString(s)    ((unsigned char*) PyBytes_AS_STRING(s))
+#define __Pyx_PyBytes_AsString(s)     ((const char*) PyBytes_AS_STRING(s))
+#define __Pyx_PyBytes_AsSString(s)    ((const signed char*) PyBytes_AS_STRING(s))
+#define __Pyx_PyBytes_AsUString(s)    ((const unsigned char*) PyBytes_AS_STRING(s))
+#define __Pyx_PyObject_AsWritableString(s)    ((char*)(__pyx_uintptr_t) __Pyx_PyObject_AsString(s))
+#define __Pyx_PyObject_AsWritableSString(s)    ((signed char*)(__pyx_uintptr_t) __Pyx_PyObject_AsString(s))
+#define __Pyx_PyObject_AsWritableUString(s)    ((unsigned char*)(__pyx_uintptr_t) __Pyx_PyObject_AsString(s))
+#define __Pyx_PyObject_AsSString(s)    ((const signed char*) __Pyx_PyObject_AsString(s))
+#define __Pyx_PyObject_AsUString(s)    ((const unsigned char*) __Pyx_PyObject_AsString(s))
+#define __Pyx_PyObject_FromCString(s)  __Pyx_PyObject_FromString((const char*)s)
+#define __Pyx_PyBytes_FromCString(s)   __Pyx_PyBytes_FromString((const char*)s)
+#define __Pyx_PyByteArray_FromCString(s)   __Pyx_PyByteArray_FromString((const char*)s)
+#define __Pyx_PyStr_FromCString(s)     __Pyx_PyStr_FromString((const char*)s)
+#define __Pyx_PyUnicode_FromCString(s) __Pyx_PyUnicode_FromString((const char*)s)
+#if CYTHON_COMPILING_IN_LIMITED_API
+static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const wchar_t *u)
+{
+    const wchar_t *u_end = u;
+    while (*u_end++) ;
+    return (size_t)(u_end - u - 1);
+}
+#else
+static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u)
+{
+    const Py_UNICODE *u_end = u;
+    while (*u_end++) ;
+    return (size_t)(u_end - u - 1);
+}
+#endif
+#define __Pyx_PyUnicode_FromOrdinal(o)       PyUnicode_FromOrdinal((int)o)
+#define __Pyx_PyUnicode_FromUnicode(u)       PyUnicode_FromUnicode(u, __Pyx_Py_UNICODE_strlen(u))
+#define __Pyx_PyUnicode_FromUnicodeAndLength PyUnicode_FromUnicode
+#define __Pyx_PyUnicode_AsUnicode            PyUnicode_AsUnicode
+#define __Pyx_NewRef(obj) (Py_INCREF(obj), obj)
+#define __Pyx_Owned_Py_None(b) __Pyx_NewRef(Py_None)
+static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b);
+static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
+static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject*);
+static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x);
+#define __Pyx_PySequence_Tuple(obj)\
+    (likely(PyTuple_CheckExact(obj)) ? __Pyx_NewRef(obj) : PySequence_Tuple(obj))
+static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
+static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t);
+static CYTHON_INLINE Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject*);
+#if CYTHON_ASSUME_SAFE_MACROS
+#define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))
+#else
+#define __pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x)
+#endif
+#define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x))
+#if PY_MAJOR_VERSION >= 3
+#define __Pyx_PyNumber_Int(x) (PyLong_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Long(x))
+#else
+#define __Pyx_PyNumber_Int(x) (PyInt_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Int(x))
+#endif
+#if CYTHON_USE_PYLONG_INTERNALS
+  #if PY_VERSION_HEX >= 0x030C00A7
+  #ifndef _PyLong_SIGN_MASK
+    #define _PyLong_SIGN_MASK 3
+  #endif
+  #ifndef _PyLong_NON_SIZE_BITS
+    #define _PyLong_NON_SIZE_BITS 3
+  #endif
+  #define __Pyx_PyLong_Sign(x)  (((PyLongObject*)x)->long_value.lv_tag & _PyLong_SIGN_MASK)
+  #define __Pyx_PyLong_IsNeg(x)  ((__Pyx_PyLong_Sign(x) & 2) != 0)
+  #define __Pyx_PyLong_IsNonNeg(x)  (!__Pyx_PyLong_IsNeg(x))
+  #define __Pyx_PyLong_IsZero(x)  (__Pyx_PyLong_Sign(x) & 1)
+  #define __Pyx_PyLong_IsPos(x)  (__Pyx_PyLong_Sign(x) == 0)
+  #define __Pyx_PyLong_CompactValueUnsigned(x)  (__Pyx_PyLong_Digits(x)[0])
+  #define __Pyx_PyLong_DigitCount(x)  ((Py_ssize_t) (((PyLongObject*)x)->long_value.lv_tag >> _PyLong_NON_SIZE_BITS))
+  #define __Pyx_PyLong_SignedDigitCount(x)\
+        ((1 - (Py_ssize_t) __Pyx_PyLong_Sign(x)) * __Pyx_PyLong_DigitCount(x))
+  #if defined(PyUnstable_Long_IsCompact) && defined(PyUnstable_Long_CompactValue)
+    #define __Pyx_PyLong_IsCompact(x)     PyUnstable_Long_IsCompact((PyLongObject*) x)
+    #define __Pyx_PyLong_CompactValue(x)  PyUnstable_Long_CompactValue((PyLongObject*) x)
+  #else
+    #define __Pyx_PyLong_IsCompact(x)     (((PyLongObject*)x)->long_value.lv_tag < (2 << _PyLong_NON_SIZE_BITS))
+    #define __Pyx_PyLong_CompactValue(x)  ((1 - (Py_ssize_t) __Pyx_PyLong_Sign(x)) * (Py_ssize_t) __Pyx_PyLong_Digits(x)[0])
+  #endif
+  typedef Py_ssize_t  __Pyx_compact_pylong;
+  typedef size_t  __Pyx_compact_upylong;
+  #else
+  #define __Pyx_PyLong_IsNeg(x)  (Py_SIZE(x) < 0)
+  #define __Pyx_PyLong_IsNonNeg(x)  (Py_SIZE(x) >= 0)
+  #define __Pyx_PyLong_IsZero(x)  (Py_SIZE(x) == 0)
+  #define __Pyx_PyLong_IsPos(x)  (Py_SIZE(x) > 0)
+  #define __Pyx_PyLong_CompactValueUnsigned(x)  ((Py_SIZE(x) == 0) ? 0 : __Pyx_PyLong_Digits(x)[0])
+  #define __Pyx_PyLong_DigitCount(x)  __Pyx_sst_abs(Py_SIZE(x))
+  #define __Pyx_PyLong_SignedDigitCount(x)  Py_SIZE(x)
+  #define __Pyx_PyLong_IsCompact(x)  (Py_SIZE(x) == 0 || Py_SIZE(x) == 1 || Py_SIZE(x) == -1)
+  #define __Pyx_PyLong_CompactValue(x)\
+        ((Py_SIZE(x) == 0) ? (sdigit) 0 : ((Py_SIZE(x) < 0) ? -(sdigit)__Pyx_PyLong_Digits(x)[0] : (sdigit)__Pyx_PyLong_Digits(x)[0]))
+  typedef sdigit  __Pyx_compact_pylong;
+  typedef digit  __Pyx_compact_upylong;
+  #endif
+  #if PY_VERSION_HEX >= 0x030C00A5
+  #define __Pyx_PyLong_Digits(x)  (((PyLongObject*)x)->long_value.ob_digit)
+  #else
+  #define __Pyx_PyLong_Digits(x)  (((PyLongObject*)x)->ob_digit)
+  #endif
+#endif
+#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+#include <string.h>
+static int __Pyx_sys_getdefaultencoding_not_ascii;
+static int __Pyx_init_sys_getdefaultencoding_params(void) {
+    PyObject* sys;
+    PyObject* default_encoding = NULL;
+    PyObject* ascii_chars_u = NULL;
+    PyObject* ascii_chars_b = NULL;
+    const char* default_encoding_c;
+    sys = PyImport_ImportModule("sys");
+    if (!sys) goto bad;
+    default_encoding = PyObject_CallMethod(sys, (char*) "getdefaultencoding", NULL);
+    Py_DECREF(sys);
+    if (!default_encoding) goto bad;
+    default_encoding_c = PyBytes_AsString(default_encoding);
+    if (!default_encoding_c) goto bad;
+    if (strcmp(default_encoding_c, "ascii") == 0) {
+        __Pyx_sys_getdefaultencoding_not_ascii = 0;
+    } else {
+        char ascii_chars[128];
+        int c;
+        for (c = 0; c < 128; c++) {
+            ascii_chars[c] = (char) c;
+        }
+        __Pyx_sys_getdefaultencoding_not_ascii = 1;
+        ascii_chars_u = PyUnicode_DecodeASCII(ascii_chars, 128, NULL);
+        if (!ascii_chars_u) goto bad;
+        ascii_chars_b = PyUnicode_AsEncodedString(ascii_chars_u, default_encoding_c, NULL);
+        if (!ascii_chars_b || !PyBytes_Check(ascii_chars_b) || memcmp(ascii_chars, PyBytes_AS_STRING(ascii_chars_b), 128) != 0) {
+            PyErr_Format(
+                PyExc_ValueError,
+                "This module compiled with c_string_encoding=ascii, but default encoding '%.200s' is not a superset of ascii.",
+                default_encoding_c);
+            goto bad;
+        }
+        Py_DECREF(ascii_chars_u);
+        Py_DECREF(ascii_chars_b);
+    }
+    Py_DECREF(default_encoding);
+    return 0;
+bad:
+    Py_XDECREF(default_encoding);
+    Py_XDECREF(ascii_chars_u);
+    Py_XDECREF(ascii_chars_b);
+    return -1;
+}
+#endif
+#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT && PY_MAJOR_VERSION >= 3
+#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_DecodeUTF8(c_str, size, NULL)
+#else
+#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_Decode(c_str, size, __PYX_DEFAULT_STRING_ENCODING, NULL)
+#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
+#include <string.h>
+static char* __PYX_DEFAULT_STRING_ENCODING;
+static int __Pyx_init_sys_getdefaultencoding_params(void) {
+    PyObject* sys;
+    PyObject* default_encoding = NULL;
+    char* default_encoding_c;
+    sys = PyImport_ImportModule("sys");
+    if (!sys) goto bad;
+    default_encoding = PyObject_CallMethod(sys, (char*) (const char*) "getdefaultencoding", NULL);
+    Py_DECREF(sys);
+    if (!default_encoding) goto bad;
+    default_encoding_c = PyBytes_AsString(default_encoding);
+    if (!default_encoding_c) goto bad;
+    __PYX_DEFAULT_STRING_ENCODING = (char*) malloc(strlen(default_encoding_c) + 1);
+    if (!__PYX_DEFAULT_STRING_ENCODING) goto bad;
+    strcpy(__PYX_DEFAULT_STRING_ENCODING, default_encoding_c);
+    Py_DECREF(default_encoding);
+    return 0;
+bad:
+    Py_XDECREF(default_encoding);
+    return -1;
+}
+#endif
+#endif
+
+
+/* Test for GCC > 2.95 */
+#if defined(__GNUC__)     && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))
+  #define likely(x)   __builtin_expect(!!(x), 1)
+  #define unlikely(x) __builtin_expect(!!(x), 0)
+#else /* !__GNUC__ or GCC < 2.95 */
+  #define likely(x)   (x)
+  #define unlikely(x) (x)
+#endif /* __GNUC__ */
+static CYTHON_INLINE void __Pyx_pretend_to_initialize(void* ptr) { (void)ptr; }
+
+#if !CYTHON_USE_MODULE_STATE
+static PyObject *__pyx_m = NULL;
+#endif
+static int __pyx_lineno;
+static int __pyx_clineno = 0;
+static const char * __pyx_cfilenm = __FILE__;
+static const char *__pyx_filename;
+
+/* Header.proto */
+#if !defined(CYTHON_CCOMPLEX)
+  #if defined(__cplusplus)
+    #define CYTHON_CCOMPLEX 1
+  #elif (defined(_Complex_I) && !defined(_MSC_VER)) || ((defined (__STDC_VERSION__) && __STDC_VERSION__ >= 201112L) && !defined(__STDC_NO_COMPLEX__) && !defined(_MSC_VER))
+    #define CYTHON_CCOMPLEX 1
+  #else
+    #define CYTHON_CCOMPLEX 0
+  #endif
+#endif
+#if CYTHON_CCOMPLEX
+  #ifdef __cplusplus
+    #include <complex>
+  #else
+    #include <complex.h>
+  #endif
+#endif
+#if CYTHON_CCOMPLEX && !defined(__cplusplus) && defined(__sun__) && defined(__GNUC__)
+  #undef _Complex_I
+  #define _Complex_I 1.0fj
+#endif
+
+/* #### Code section: filename_table ### */
+
+static const char *__pyx_f[] = {
+  "Cielab\\\\Cielab.pxd",
+  "Cielab\\\\Cielab.pyx",
+  "<stringsource>",
+  "__init__.cython-30.pxd",
+  "contextvars.pxd",
+  "type.pxd",
+  "bool.pxd",
+  "complex.pxd",
+};
+/* #### Code section: utility_code_proto_before_types ### */
+/* ForceInitThreads.proto */
+#ifndef __PYX_FORCE_INIT_THREADS
+  #define __PYX_FORCE_INIT_THREADS 0
+#endif
+
+/* NoFastGil.proto */
+#define __Pyx_PyGILState_Ensure PyGILState_Ensure
+#define __Pyx_PyGILState_Release PyGILState_Release
+#define __Pyx_FastGIL_Remember()
+#define __Pyx_FastGIL_Forget()
+#define __Pyx_FastGilFuncInit()
+
+/* BufferFormatStructs.proto */
+struct __Pyx_StructField_;
+#define __PYX_BUF_FLAGS_PACKED_STRUCT (1 << 0)
+typedef struct {
+  const char* name;
+  struct __Pyx_StructField_* fields;
+  size_t size;
+  size_t arraysize[8];
+  int ndim;
+  char typegroup;
+  char is_unsigned;
+  int flags;
+} __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;
+typedef struct {
+  __Pyx_StructField root;
+  __Pyx_BufFmt_StackElem* head;
+  size_t fmt_offset;
+  size_t new_count, enc_count;
+  size_t struct_alignment;
+  int is_complex;
+  char enc_type;
+  char new_packmode;
+  char enc_packmode;
+  char is_valid_array;
+} __Pyx_BufFmt_Context;
+
+/* Atomics.proto */
+#include <pythread.h>
+#ifndef CYTHON_ATOMICS
+    #define CYTHON_ATOMICS 1
+#endif
+#define __PYX_CYTHON_ATOMICS_ENABLED() CYTHON_ATOMICS
+#define __pyx_atomic_int_type int
+#define __pyx_nonatomic_int_type int
+#if CYTHON_ATOMICS && (defined(__STDC_VERSION__) &&\
+                        (__STDC_VERSION__ >= 201112L) &&\
+                        !defined(__STDC_NO_ATOMICS__))
+    #include <stdatomic.h>
+#elif CYTHON_ATOMICS && (defined(__cplusplus) && (\
+                    (__cplusplus >= 201103L) ||\
+                    (defined(_MSC_VER) && _MSC_VER >= 1700)))
+    #include <atomic>
+#endif
+#if CYTHON_ATOMICS && (defined(__STDC_VERSION__) &&\
+                        (__STDC_VERSION__ >= 201112L) &&\
+                        !defined(__STDC_NO_ATOMICS__) &&\
+                       ATOMIC_INT_LOCK_FREE == 2)
+    #undef __pyx_atomic_int_type
+    #define __pyx_atomic_int_type atomic_int
+    #define __pyx_atomic_incr_aligned(value) atomic_fetch_add_explicit(value, 1, memory_order_relaxed)
+    #define __pyx_atomic_decr_aligned(value) atomic_fetch_sub_explicit(value, 1, memory_order_acq_rel)
+    #if defined(__PYX_DEBUG_ATOMICS) && defined(_MSC_VER)
+        #pragma message ("Using standard C atomics")
+    #elif defined(__PYX_DEBUG_ATOMICS)
+        #warning "Using standard C atomics"
+    #endif
+#elif CYTHON_ATOMICS && (defined(__cplusplus) && (\
+                    (__cplusplus >= 201103L) ||\
+\
+                    (defined(_MSC_VER) && _MSC_VER >= 1700)) &&\
+                    ATOMIC_INT_LOCK_FREE == 2)
+    #undef __pyx_atomic_int_type
+    #define __pyx_atomic_int_type std::atomic_int
+    #define __pyx_atomic_incr_aligned(value) std::atomic_fetch_add_explicit(value, 1, std::memory_order_relaxed)
+    #define __pyx_atomic_decr_aligned(value) std::atomic_fetch_sub_explicit(value, 1, std::memory_order_acq_rel)
+    #if defined(__PYX_DEBUG_ATOMICS) && defined(_MSC_VER)
+        #pragma message ("Using standard C++ atomics")
+    #elif defined(__PYX_DEBUG_ATOMICS)
+        #warning "Using standard C++ atomics"
+    #endif
+#elif CYTHON_ATOMICS && (__GNUC__ >= 5 || (__GNUC__ == 4 &&\
+                    (__GNUC_MINOR__ > 1 ||\
+                    (__GNUC_MINOR__ == 1 && __GNUC_PATCHLEVEL__ >= 2))))
+    #define __pyx_atomic_incr_aligned(value) __sync_fetch_and_add(value, 1)
+    #define __pyx_atomic_decr_aligned(value) __sync_fetch_and_sub(value, 1)
+    #ifdef __PYX_DEBUG_ATOMICS
+        #warning "Using GNU atomics"
+    #endif
+#elif CYTHON_ATOMICS && defined(_MSC_VER)
+    #include <intrin.h>
+    #undef __pyx_atomic_int_type
+    #define __pyx_atomic_int_type long
+    #undef __pyx_nonatomic_int_type
+    #define __pyx_nonatomic_int_type long
+    #pragma intrinsic (_InterlockedExchangeAdd)
+    #define __pyx_atomic_incr_aligned(value) _InterlockedExchangeAdd(value, 1)
+    #define __pyx_atomic_decr_aligned(value) _InterlockedExchangeAdd(value, -1)
+    #ifdef __PYX_DEBUG_ATOMICS
+        #pragma message ("Using MSVC atomics")
+    #endif
+#else
+    #undef CYTHON_ATOMICS
+    #define CYTHON_ATOMICS 0
+    #ifdef __PYX_DEBUG_ATOMICS
+        #warning "Not using atomics"
+    #endif
+#endif
+#if CYTHON_ATOMICS
+    #define __pyx_add_acquisition_count(memview)\
+             __pyx_atomic_incr_aligned(__pyx_get_slice_count_pointer(memview))
+    #define __pyx_sub_acquisition_count(memview)\
+            __pyx_atomic_decr_aligned(__pyx_get_slice_count_pointer(memview))
+#else
+    #define __pyx_add_acquisition_count(memview)\
+            __pyx_add_acquisition_count_locked(__pyx_get_slice_count_pointer(memview), memview->lock)
+    #define __pyx_sub_acquisition_count(memview)\
+            __pyx_sub_acquisition_count_locked(__pyx_get_slice_count_pointer(memview), memview->lock)
+#endif
+
+/* MemviewSliceStruct.proto */
+struct __pyx_memoryview_obj;
+typedef struct {
+  struct __pyx_memoryview_obj *memview;
+  char *data;
+  Py_ssize_t shape[8];
+  Py_ssize_t strides[8];
+  Py_ssize_t suboffsets[8];
+} __Pyx_memviewslice;
+#define __Pyx_MemoryView_Len(m)  (m.shape[0])
+
+/* #### Code section: numeric_typedefs ### */
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":730
+ * # in Cython to enable them only on the right systems.
+ * 
+ * ctypedef npy_int8       int8_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_int16      int16_t
+ * ctypedef npy_int32      int32_t
+ */
+typedef npy_int8 __pyx_t_5numpy_int8_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":731
+ * 
+ * ctypedef npy_int8       int8_t
+ * ctypedef npy_int16      int16_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_int32      int32_t
+ * ctypedef npy_int64      int64_t
+ */
+typedef npy_int16 __pyx_t_5numpy_int16_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":732
+ * ctypedef npy_int8       int8_t
+ * ctypedef npy_int16      int16_t
+ * ctypedef npy_int32      int32_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_int64      int64_t
+ * #ctypedef npy_int96      int96_t
+ */
+typedef npy_int32 __pyx_t_5numpy_int32_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":733
+ * ctypedef npy_int16      int16_t
+ * ctypedef npy_int32      int32_t
+ * ctypedef npy_int64      int64_t             # <<<<<<<<<<<<<<
+ * #ctypedef npy_int96      int96_t
+ * #ctypedef npy_int128     int128_t
+ */
+typedef npy_int64 __pyx_t_5numpy_int64_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":737
+ * #ctypedef npy_int128     int128_t
+ * 
+ * ctypedef npy_uint8      uint8_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_uint16     uint16_t
+ * ctypedef npy_uint32     uint32_t
+ */
+typedef npy_uint8 __pyx_t_5numpy_uint8_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":738
+ * 
+ * ctypedef npy_uint8      uint8_t
+ * ctypedef npy_uint16     uint16_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_uint32     uint32_t
+ * ctypedef npy_uint64     uint64_t
+ */
+typedef npy_uint16 __pyx_t_5numpy_uint16_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":739
+ * ctypedef npy_uint8      uint8_t
+ * ctypedef npy_uint16     uint16_t
+ * ctypedef npy_uint32     uint32_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_uint64     uint64_t
+ * #ctypedef npy_uint96     uint96_t
+ */
+typedef npy_uint32 __pyx_t_5numpy_uint32_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":740
+ * ctypedef npy_uint16     uint16_t
+ * ctypedef npy_uint32     uint32_t
+ * ctypedef npy_uint64     uint64_t             # <<<<<<<<<<<<<<
+ * #ctypedef npy_uint96     uint96_t
+ * #ctypedef npy_uint128    uint128_t
+ */
+typedef npy_uint64 __pyx_t_5numpy_uint64_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":744
+ * #ctypedef npy_uint128    uint128_t
+ * 
+ * ctypedef npy_float32    float32_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_float64    float64_t
+ * #ctypedef npy_float80    float80_t
+ */
+typedef npy_float32 __pyx_t_5numpy_float32_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":745
+ * 
+ * ctypedef npy_float32    float32_t
+ * ctypedef npy_float64    float64_t             # <<<<<<<<<<<<<<
+ * #ctypedef npy_float80    float80_t
+ * #ctypedef npy_float128   float128_t
+ */
+typedef npy_float64 __pyx_t_5numpy_float64_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":754
+ * # The int types are mapped a bit surprising --
+ * # numpy.int corresponds to 'l' and numpy.long to 'q'
+ * ctypedef npy_long       int_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_longlong   longlong_t
+ * 
+ */
+typedef npy_long __pyx_t_5numpy_int_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":755
+ * # numpy.int corresponds to 'l' and numpy.long to 'q'
+ * ctypedef npy_long       int_t
+ * ctypedef npy_longlong   longlong_t             # <<<<<<<<<<<<<<
+ * 
+ * ctypedef npy_ulong      uint_t
+ */
+typedef npy_longlong __pyx_t_5numpy_longlong_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":757
+ * ctypedef npy_longlong   longlong_t
+ * 
+ * ctypedef npy_ulong      uint_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_ulonglong  ulonglong_t
+ * 
+ */
+typedef npy_ulong __pyx_t_5numpy_uint_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":758
+ * 
+ * ctypedef npy_ulong      uint_t
+ * ctypedef npy_ulonglong  ulonglong_t             # <<<<<<<<<<<<<<
+ * 
+ * ctypedef npy_intp       intp_t
+ */
+typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":760
+ * ctypedef npy_ulonglong  ulonglong_t
+ * 
+ * ctypedef npy_intp       intp_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_uintp      uintp_t
+ * 
+ */
+typedef npy_intp __pyx_t_5numpy_intp_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":761
+ * 
+ * ctypedef npy_intp       intp_t
+ * ctypedef npy_uintp      uintp_t             # <<<<<<<<<<<<<<
+ * 
+ * ctypedef npy_double     float_t
+ */
+typedef npy_uintp __pyx_t_5numpy_uintp_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":763
+ * ctypedef npy_uintp      uintp_t
+ * 
+ * ctypedef npy_double     float_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_double     double_t
+ * ctypedef npy_longdouble longdouble_t
+ */
+typedef npy_double __pyx_t_5numpy_float_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":764
+ * 
+ * ctypedef npy_double     float_t
+ * ctypedef npy_double     double_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_longdouble longdouble_t
+ * 
+ */
+typedef npy_double __pyx_t_5numpy_double_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":765
+ * ctypedef npy_double     float_t
+ * ctypedef npy_double     double_t
+ * ctypedef npy_longdouble longdouble_t             # <<<<<<<<<<<<<<
+ * 
+ * ctypedef npy_cfloat      cfloat_t
+ */
+typedef npy_longdouble __pyx_t_5numpy_longdouble_t;
+/* #### Code section: complex_type_declarations ### */
+/* Declarations.proto */
+#if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
+  #ifdef __cplusplus
+    typedef ::std::complex< double > __pyx_t_double_complex;
+  #else
+    typedef double _Complex __pyx_t_double_complex;
+  #endif
+#else
+    typedef struct { double real, imag; } __pyx_t_double_complex;
+#endif
+static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);
+
+/* Declarations.proto */
+#if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
+  #ifdef __cplusplus
+    typedef ::std::complex< float > __pyx_t_float_complex;
+  #else
+    typedef float _Complex __pyx_t_float_complex;
+  #endif
+#else
+    typedef struct { float real, imag; } __pyx_t_float_complex;
+#endif
+static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float, float);
+
+/* #### Code section: type_declarations ### */
+
+/*--- Type declarations ---*/
+struct __pyx_array_obj;
+struct __pyx_MemviewEnum_obj;
+struct __pyx_memoryview_obj;
+struct __pyx_memoryviewslice_obj;
+struct __pyx_opt_args_7cpython_11contextvars_get_value;
+struct __pyx_opt_args_7cpython_11contextvars_get_value_no_default;
+
+/* "cpython/contextvars.pxd":112
+ * 
+ * 
+ * cdef inline object get_value(var, default_value=None):             # <<<<<<<<<<<<<<
+ *     """Return a new reference to the value of the context variable,
+ *     or the default value of the context variable,
+ */
+struct __pyx_opt_args_7cpython_11contextvars_get_value {
+  int __pyx_n;
+  PyObject *default_value;
+};
+
+/* "cpython/contextvars.pxd":129
+ * 
+ * 
+ * cdef inline object get_value_no_default(var, default_value=None):             # <<<<<<<<<<<<<<
+ *     """Return a new reference to the value of the context variable,
+ *     or the provided default value if no such value was found.
+ */
+struct __pyx_opt_args_7cpython_11contextvars_get_value_no_default {
+  int __pyx_n;
+  PyObject *default_value;
+};
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":767
+ * ctypedef npy_longdouble longdouble_t
+ * 
+ * ctypedef npy_cfloat      cfloat_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_cdouble     cdouble_t
+ * ctypedef npy_clongdouble clongdouble_t
+ */
+typedef npy_cfloat __pyx_t_5numpy_cfloat_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":768
+ * 
+ * ctypedef npy_cfloat      cfloat_t
+ * ctypedef npy_cdouble     cdouble_t             # <<<<<<<<<<<<<<
+ * ctypedef npy_clongdouble clongdouble_t
+ * 
+ */
+typedef npy_cdouble __pyx_t_5numpy_cdouble_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":769
+ * ctypedef npy_cfloat      cfloat_t
+ * ctypedef npy_cdouble     cdouble_t
+ * ctypedef npy_clongdouble clongdouble_t             # <<<<<<<<<<<<<<
+ * 
+ * ctypedef npy_cdouble     complex_t
+ */
+typedef npy_clongdouble __pyx_t_5numpy_clongdouble_t;
+
+/* "../../AppData/Roaming/Python/Python312/site-packages/numpy/__init__.cython-30.pxd":771
+ * ctypedef npy_clongdouble clongdouble_t
+ * 
+ * ctypedef npy_cdouble     complex_t             # <<<<<<<<<<<<<<
+ * 
+ * cdef inline object PyArray_MultiIterNew1(a):
+ */
+typedef npy_cdouble __pyx_t_5numpy_complex_t;
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_adobe98;
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_adobe98_c;
+struct __pyx_opt_args_6Cielab_6Cielab_adobe98_xyz;
+struct __pyx_opt_args_6Cielab_6Cielab_adobe98_xyz_c;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_xyz;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_xyz_c;
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_rgb;
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_rgb_c;
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_cielab;
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_cielab_c;
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_xyz;
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_xyz_c;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_cielab;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_cielab_c;
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_rgb;
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_rgb_c;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_2_cielab;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_2_cielab_c;
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_2_rgb;
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_2_rgb_c;
+struct __pyx_opt_args_6Cielab_6Cielab_WhiteBalance;
+struct __pyx_opt_args_6Cielab_6Cielab_WhiteBalanceInplace;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe_c;
+struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb;
+struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb_c;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe_inplace;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe_inplace_c;
+struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb_inplace;
+struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb_inplace_c;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2xyz;
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2xyz_c;
+
+/* "Cielab/Cielab.pxd":71
+ * 
+ * # CONVERT XYZ to RGB (ADOBE 1998) D65/2 & D50
+ * cpdef rgb xyz_adobe98(float x, float y, float z, str ref=*)nogil             # <<<<<<<<<<<<<<
+ * cdef rgb xyz_adobe98_c(float x, float y, float z, str ref=*)nogil
+ * 
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_adobe98 {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":72
+ * # CONVERT XYZ to RGB (ADOBE 1998) D65/2 & D50
+ * cpdef rgb xyz_adobe98(float x, float y, float z, str ref=*)nogil
+ * cdef rgb xyz_adobe98_c(float x, float y, float z, str ref=*)nogil             # <<<<<<<<<<<<<<
+ * 
+ * # CONVERT RGB (ADOBE 1998) TO XYZ D65/2 & D50
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_adobe98_c {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":75
+ * 
+ * # CONVERT RGB (ADOBE 1998) TO XYZ D65/2 & D50
+ * cpdef xyz adobe98_xyz(float r, float g, float b, str ref=*)nogil             # <<<<<<<<<<<<<<
+ * cdef xyz adobe98_xyz_c(float r, float g, float b, str ref=*)nogil
+ * 
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_adobe98_xyz {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":76
+ * # CONVERT RGB (ADOBE 1998) TO XYZ D65/2 & D50
+ * cpdef xyz adobe98_xyz(float r, float g, float b, str ref=*)nogil
+ * cdef xyz adobe98_xyz_c(float r, float g, float b, str ref=*)nogil             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_adobe98_xyz_c {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":80
+ * 
+ * # CONVERT COLOR RGB -> XYZ D65 & D50
+ * cpdef xyz rgb_to_xyz(float r, float g, float b, str ref=*)nogil             # <<<<<<<<<<<<<<
+ * cdef xyz rgb_to_xyz_c(float r, float g, float b, str ref=*)nogil
+ * 
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_xyz {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":81
+ * # CONVERT COLOR RGB -> XYZ D65 & D50
+ * cpdef xyz rgb_to_xyz(float r, float g, float b, str ref=*)nogil
+ * cdef xyz rgb_to_xyz_c(float r, float g, float b, str ref=*)nogil             # <<<<<<<<<<<<<<
+ * 
+ * # CONVERT XYZ -> RGB COLOR D65 & D50
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_xyz_c {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":84
+ * 
+ * # CONVERT XYZ -> RGB COLOR D65 & D50
+ * cpdef rgb xyz_to_rgb(float x, float y, float z, str ref=*)nogil             # <<<<<<<<<<<<<<
+ * cdef rgb xyz_to_rgb_c(float x, float y, float z, str ref=*)nogil
+ * 
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_rgb {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":85
+ * # CONVERT XYZ -> RGB COLOR D65 & D50
+ * cpdef rgb xyz_to_rgb(float x, float y, float z, str ref=*)nogil
+ * cdef rgb xyz_to_rgb_c(float x, float y, float z, str ref=*)nogil             # <<<<<<<<<<<<<<
+ * 
+ * # CONVERT XYZ to CIELAB
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_rgb_c {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":88
+ * 
+ * # CONVERT XYZ to CIELAB
+ * cpdef lab xyz_to_cielab(             # <<<<<<<<<<<<<<
+ *         float x,
+ *         float y,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_cielab {
+  int __pyx_n;
+  __Pyx_memviewslice model;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":95
+ *         bint format_8b = *
+ * )nogil
+ * cdef lab xyz_to_cielab_c(             # <<<<<<<<<<<<<<
+ *         float x,
+ *         float y,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_cielab_c {
+  int __pyx_n;
+  __Pyx_memviewslice model;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":104
+ * 
+ * # CONVERT CIELAB TO XYZ
+ * cpdef xyz cielab_to_xyz(             # <<<<<<<<<<<<<<
+ *         float l ,
+ *         float a,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_xyz {
+  int __pyx_n;
+  __Pyx_memviewslice model;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":111
+ *         bint format_8b = *
+ * )nogil
+ * cdef xyz cielab_to_xyz_c(             # <<<<<<<<<<<<<<
+ *         float l ,
+ *         float a,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_xyz_c {
+  int __pyx_n;
+  __Pyx_memviewslice model;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":120
+ * 
+ * # CONVERT RGB TO CIELAB
+ * cpdef lab rgb_to_cielab(             # <<<<<<<<<<<<<<
+ *         float r,
+ *         float g,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_cielab {
+  int __pyx_n;
+  __Pyx_memviewslice model;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":127
+ *         bint format_8b=*
+ * )nogil
+ * cdef lab rgb_to_cielab_c(             # <<<<<<<<<<<<<<
+ *         float r,
+ *         float g,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_cielab_c {
+  int __pyx_n;
+  __Pyx_memviewslice model;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":137
+ * 
+ * # CONVERT CIELAB TO RGB
+ * cpdef rgb cielab_to_rgb(             # <<<<<<<<<<<<<<
+ *         float l,
+ *         float a,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_rgb {
+  int __pyx_n;
+  __Pyx_memviewslice model;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":144
+ *         bint format_8b=*
+ * )nogil
+ * cdef rgb cielab_to_rgb_c(             # <<<<<<<<<<<<<<
+ *         float l,
+ *         float a,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_rgb_c {
+  int __pyx_n;
+  __Pyx_memviewslice model;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":156
+ * # -------------------------------TRANSFORMATION AT THE IMAGE / ARRAY LEVEL -------------------------------------------
+ * # CONVERT IMAGE RGB TO IMAGE CIELAB
+ * cpdef rgb_2_cielab(             # <<<<<<<<<<<<<<
+ *         unsigned char[:, :, :] rgb_array,
+ *         str illuminant =*,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_2_cielab {
+  int __pyx_n;
+  PyObject *illuminant;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":161
+ *         bint format_8b=*
+ * )
+ * cdef rgb_2_cielab_c(             # <<<<<<<<<<<<<<
+ *         unsigned char[:, :, :] rgb_array,
+ *         float [:] illuminant_model = *,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb_2_cielab_c {
+  int __pyx_n;
+  __Pyx_memviewslice illuminant_model;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":167
+ * )
+ * 
+ * cpdef cielab_2_rgb(             # <<<<<<<<<<<<<<
+ *         float [:, :, :] lab_array,
+ *         str illuminant = *,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_2_rgb {
+  int __pyx_n;
+  PyObject *illuminant;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":172
+ *         bint format_8b = *
+ * )
+ * cdef cielab_2_rgb_c(             # <<<<<<<<<<<<<<
+ *         float [:, :, :] lab_array,
+ *         const float [:] illuminant_model = *,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_cielab_2_rgb_c {
+  int __pyx_n;
+  __Pyx_memviewslice illuminant_model;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":178
+ * )
+ * 
+ * cpdef WhiteBalance(             # <<<<<<<<<<<<<<
+ *         unsigned char[:, :, :] rgb_array,
+ *         float c1= *,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_WhiteBalance {
+  int __pyx_n;
+  float c1;
+  PyObject *illuminant;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":185
+ * )
+ * 
+ * cpdef void WhiteBalanceInplace(             # <<<<<<<<<<<<<<
+ *         unsigned char[:, :, :] rgb_array,
+ *         float c1= *,
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_WhiteBalanceInplace {
+  int __pyx_n;
+  float c1;
+  PyObject *illuminant;
+  int format_8b;
+};
+
+/* "Cielab/Cielab.pxd":198
+ * 
+ * 
+ * cpdef rgb2adobe(unsigned char[:, :, :] rgb_array, str ref=*)             # <<<<<<<<<<<<<<
+ * cdef rgb2adobe_c(unsigned char[:, :, :] rgb_array, str ref=*)
+ * 
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":199
+ * 
+ * cpdef rgb2adobe(unsigned char[:, :, :] rgb_array, str ref=*)
+ * cdef rgb2adobe_c(unsigned char[:, :, :] rgb_array, str ref=*)             # <<<<<<<<<<<<<<
+ * 
+ * cpdef adobe2rgb(float [:, :, :] adobe98_array, str ref=*)
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe_c {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":201
+ * cdef rgb2adobe_c(unsigned char[:, :, :] rgb_array, str ref=*)
+ * 
+ * cpdef adobe2rgb(float [:, :, :] adobe98_array, str ref=*)             # <<<<<<<<<<<<<<
+ * cdef adobe2rgb_c(float [:, :, :] adobe98_array, str ref=*)
+ * 
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":202
+ * 
+ * cpdef adobe2rgb(float [:, :, :] adobe98_array, str ref=*)
+ * cdef adobe2rgb_c(float [:, :, :] adobe98_array, str ref=*)             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb_c {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":205
+ * 
+ * 
+ * cpdef void rgb2adobe_inplace(unsigned char[:, :, :] rgb_array, str ref=*)             # <<<<<<<<<<<<<<
+ * cdef void rgb2adobe_inplace_c(unsigned char[:, :, :] rgb_array, str ref=*)
+ * 
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe_inplace {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":206
+ * 
+ * cpdef void rgb2adobe_inplace(unsigned char[:, :, :] rgb_array, str ref=*)
+ * cdef void rgb2adobe_inplace_c(unsigned char[:, :, :] rgb_array, str ref=*)             # <<<<<<<<<<<<<<
+ * 
+ * cpdef void adobe2rgb_inplace(unsigned char [:, :, :] adobe98_array, str ref=*)
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe_inplace_c {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":208
+ * cdef void rgb2adobe_inplace_c(unsigned char[:, :, :] rgb_array, str ref=*)
+ * 
+ * cpdef void adobe2rgb_inplace(unsigned char [:, :, :] adobe98_array, str ref=*)             # <<<<<<<<<<<<<<
+ * cdef void adobe2rgb_inplace_c(unsigned char [:, :, :] adobe98_array, str ref=*)
+ * 
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb_inplace {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":209
+ * 
+ * cpdef void adobe2rgb_inplace(unsigned char [:, :, :] adobe98_array, str ref=*)
+ * cdef void adobe2rgb_inplace_c(unsigned char [:, :, :] adobe98_array, str ref=*)             # <<<<<<<<<<<<<<
+ * 
+ * cpdef rgb2xyz(unsigned char[:, :, :] rgb_array, str ref=*)
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb_inplace_c {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":211
+ * cdef void adobe2rgb_inplace_c(unsigned char [:, :, :] adobe98_array, str ref=*)
+ * 
+ * cpdef rgb2xyz(unsigned char[:, :, :] rgb_array, str ref=*)             # <<<<<<<<<<<<<<
+ * cdef rgb2xyz_c(unsigned char[:, :, :] rgb_array, str ref=*)
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2xyz {
+  int __pyx_n;
+  PyObject *ref;
+};
+
+/* "Cielab/Cielab.pxd":212
+ * 
+ * cpdef rgb2xyz(unsigned char[:, :, :] rgb_array, str ref=*)
+ * cdef rgb2xyz_c(unsigned char[:, :, :] rgb_array, str ref=*)             # <<<<<<<<<<<<<<
+ */
+struct __pyx_opt_args_6Cielab_6Cielab_rgb2xyz_c {
+  int __pyx_n;
+  PyObject *ref;
+};
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+ * @cython.collection_type("sequence")
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+  struct __pyx_vtabstruct_array *__pyx_vtab;
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+#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
+#define __Pyx_ErrRestoreWithState(type, value, tb)  PyErr_Restore(type, value, tb)
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+#else
+    #define __Pyx_Arg_NewRef_VARARGS(arg) arg
+    #define __Pyx_Arg_XDECREF_VARARGS(arg)
+#endif
+#define __Pyx_NumKwargs_VARARGS(kwds) PyDict_Size(kwds)
+#define __Pyx_KwValues_VARARGS(args, nargs) NULL
+#define __Pyx_GetKwValue_VARARGS(kw, kwvalues, s) __Pyx_PyDict_GetItemStrWithError(kw, s)
+#define __Pyx_KwargsAsDict_VARARGS(kw, kwvalues) PyDict_Copy(kw)
+#if CYTHON_METH_FASTCALL
+    #define __Pyx_Arg_FASTCALL(args, i) args[i]
+    #define __Pyx_NumKwargs_FASTCALL(kwds) PyTuple_GET_SIZE(kwds)
+    #define __Pyx_KwValues_FASTCALL(args, nargs) ((args) + (nargs))
+    static CYTHON_INLINE PyObject * __Pyx_GetKwValue_FASTCALL(PyObject *kwnames, PyObject *const *kwvalues, PyObject *s);
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030d0000
+    CYTHON_UNUSED static PyObject *__Pyx_KwargsAsDict_FASTCALL(PyObject *kwnames, PyObject *const *kwvalues);
+  #else
+    #define __Pyx_KwargsAsDict_FASTCALL(kw, kwvalues) _PyStack_AsDict(kwvalues, kw)
+  #endif
+    #define __Pyx_Arg_NewRef_FASTCALL(arg) arg  /* no-op, __Pyx_Arg_FASTCALL is direct and this needs
+                                                   to have the same reference counting */
+    #define __Pyx_Arg_XDECREF_FASTCALL(arg)
+#else
+    #define __Pyx_Arg_FASTCALL __Pyx_Arg_VARARGS
+    #define __Pyx_NumKwargs_FASTCALL __Pyx_NumKwargs_VARARGS
+    #define __Pyx_KwValues_FASTCALL __Pyx_KwValues_VARARGS
+    #define __Pyx_GetKwValue_FASTCALL __Pyx_GetKwValue_VARARGS
+    #define __Pyx_KwargsAsDict_FASTCALL __Pyx_KwargsAsDict_VARARGS
+    #define __Pyx_Arg_NewRef_FASTCALL(arg) __Pyx_Arg_NewRef_VARARGS(arg)
+    #define __Pyx_Arg_XDECREF_FASTCALL(arg) __Pyx_Arg_XDECREF_VARARGS(arg)
+#endif
+#if CYTHON_COMPILING_IN_CPYTHON && CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
+#define __Pyx_ArgsSlice_VARARGS(args, start, stop) __Pyx_PyTuple_FromArray(&__Pyx_Arg_VARARGS(args, start), stop - start)
+#define __Pyx_ArgsSlice_FASTCALL(args, start, stop) __Pyx_PyTuple_FromArray(&__Pyx_Arg_FASTCALL(args, start), stop - start)
+#else
+#define __Pyx_ArgsSlice_VARARGS(args, start, stop) PyTuple_GetSlice(args, start, stop)
+#define __Pyx_ArgsSlice_FASTCALL(args, start, stop) PyTuple_GetSlice(args, start, stop)
+#endif
+
+/* RaiseArgTupleInvalid.proto */
+static void __Pyx_RaiseArgtupleInvalid(const char* func_name, int exact,
+    Py_ssize_t num_min, Py_ssize_t num_max, Py_ssize_t num_found);
+
+/* RaiseDoubleKeywords.proto */
+static void __Pyx_RaiseDoubleKeywordsError(const char* func_name, PyObject* kw_name);
+
+/* ParseKeywords.proto */
+static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject *const *kwvalues,
+    PyObject **argnames[],
+    PyObject *kwds2, PyObject *values[], Py_ssize_t num_pos_args,
+    const char* function_name);
+
+/* ArgTypeTest.proto */
+#define __Pyx_ArgTypeTest(obj, type, none_allowed, name, exact)\
+    ((likely(__Pyx_IS_TYPE(obj, type) | (none_allowed && (obj == Py_None)))) ? 1 :\
+        __Pyx__ArgTypeTest(obj, type, name, exact))
+static int __Pyx__ArgTypeTest(PyObject *obj, PyTypeObject *type, const char *name, int exact);
+
+/* RaiseException.proto */
+static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause);
+
+/* PyFunctionFastCall.proto */
+#if CYTHON_FAST_PYCALL
+#if !CYTHON_VECTORCALL
+#define __Pyx_PyFunction_FastCall(func, args, nargs)\
+    __Pyx_PyFunction_FastCallDict((func), (args), (nargs), NULL)
+static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, Py_ssize_t nargs, PyObject *kwargs);
+#endif
+#define __Pyx_BUILD_ASSERT_EXPR(cond)\
+    (sizeof(char [1 - 2*!(cond)]) - 1)
+#ifndef Py_MEMBER_SIZE
+#define Py_MEMBER_SIZE(type, member) sizeof(((type *)0)->member)
+#endif
+#if !CYTHON_VECTORCALL
+#if PY_VERSION_HEX >= 0x03080000
+  #include "frameobject.h"
+#if PY_VERSION_HEX >= 0x030b00a6 && !CYTHON_COMPILING_IN_LIMITED_API
+  #ifndef Py_BUILD_CORE
+    #define Py_BUILD_CORE 1
+  #endif
+  #include "internal/pycore_frame.h"
+#endif
+  #define __Pxy_PyFrame_Initialize_Offsets()
+  #define __Pyx_PyFrame_GetLocalsplus(frame)  ((frame)->f_localsplus)
+#else
+  static size_t __pyx_pyframe_localsplus_offset = 0;
+  #include "frameobject.h"
+  #define __Pxy_PyFrame_Initialize_Offsets()\
+    ((void)__Pyx_BUILD_ASSERT_EXPR(sizeof(PyFrameObject) == offsetof(PyFrameObject, f_localsplus) + Py_MEMBER_SIZE(PyFrameObject, f_localsplus)),\
+     (void)(__pyx_pyframe_localsplus_offset = ((size_t)PyFrame_Type.tp_basicsize) - Py_MEMBER_SIZE(PyFrameObject, f_localsplus)))
+  #define __Pyx_PyFrame_GetLocalsplus(frame)\
+    (assert(__pyx_pyframe_localsplus_offset), (PyObject **)(((char *)(frame)) + __pyx_pyframe_localsplus_offset))
+#endif
+#endif
+#endif
+
+/* PyObjectCall.proto */
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw);
+#else
+#define __Pyx_PyObject_Call(func, arg, kw) PyObject_Call(func, arg, kw)
+#endif
+
+/* PyObjectCallMethO.proto */
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg);
+#endif
+
+/* PyObjectFastCall.proto */
+#define __Pyx_PyObject_FastCall(func, args, nargs)  __Pyx_PyObject_FastCallDict(func, args, (size_t)(nargs), NULL)
+static CYTHON_INLINE PyObject* __Pyx_PyObject_FastCallDict(PyObject *func, PyObject **args, size_t nargs, PyObject *kwargs);
+
+/* RaiseUnexpectedTypeError.proto */
+static int __Pyx_RaiseUnexpectedTypeError(const char *expected, PyObject *obj);
+
+/* GCCDiagnostics.proto */
+#if !defined(__INTEL_COMPILER) && defined(__GNUC__) && (__GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 6))
+#define __Pyx_HAS_GCC_DIAGNOSTIC
+#endif
+
+/* BuildPyUnicode.proto */
+static PyObject* __Pyx_PyUnicode_BuildFromAscii(Py_ssize_t ulength, char* chars, int clength,
+                                                int prepend_sign, char padding_char);
+
+/* CIntToPyUnicode.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyUnicode_From_int(int value, Py_ssize_t width, char padding_char, char format_char);
+
+/* CIntToPyUnicode.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyUnicode_From_Py_ssize_t(Py_ssize_t value, Py_ssize_t width, char padding_char, char format_char);
+
+/* JoinPyUnicode.proto */
+static PyObject* __Pyx_PyUnicode_Join(PyObject* value_tuple, Py_ssize_t value_count, Py_ssize_t result_ulength,
+                                      Py_UCS4 max_char);
+
+/* StrEquals.proto */
+#if PY_MAJOR_VERSION >= 3
+#define __Pyx_PyString_Equals __Pyx_PyUnicode_Equals
+#else
+#define __Pyx_PyString_Equals __Pyx_PyBytes_Equals
+#endif
+
+/* PyObjectFormatSimple.proto */
+#if CYTHON_COMPILING_IN_PYPY
+    #define __Pyx_PyObject_FormatSimple(s, f) (\
+        likely(PyUnicode_CheckExact(s)) ? (Py_INCREF(s), s) :\
+        PyObject_Format(s, f))
+#elif PY_MAJOR_VERSION < 3
+    #define __Pyx_PyObject_FormatSimple(s, f) (\
+        likely(PyUnicode_CheckExact(s)) ? (Py_INCREF(s), s) :\
+        likely(PyString_CheckExact(s)) ? PyUnicode_FromEncodedObject(s, NULL, "strict") :\
+        PyObject_Format(s, f))
+#elif CYTHON_USE_TYPE_SLOTS
+    #define __Pyx_PyObject_FormatSimple(s, f) (\
+        likely(PyUnicode_CheckExact(s)) ? (Py_INCREF(s), s) :\
+        likely(PyLong_CheckExact(s)) ? PyLong_Type.tp_repr(s) :\
+        likely(PyFloat_CheckExact(s)) ? PyFloat_Type.tp_repr(s) :\
+        PyObject_Format(s, f))
+#else
+    #define __Pyx_PyObject_FormatSimple(s, f) (\
+        likely(PyUnicode_CheckExact(s)) ? (Py_INCREF(s), s) :\
+        PyObject_Format(s, f))
+#endif
+
+CYTHON_UNUSED static int __pyx_array_getbuffer(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
+static PyObject *__pyx_array_get_memview(struct __pyx_array_obj *); /*proto*/
+/* GetAttr.proto */
+static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *, PyObject *);
+
+/* GetItemInt.proto */
+#define __Pyx_GetItemInt(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
+    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
+    __Pyx_GetItemInt_Fast(o, (Py_ssize_t)i, is_list, wraparound, boundscheck) :\
+    (is_list ? (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL) :\
+               __Pyx_GetItemInt_Generic(o, to_py_func(i))))
+#define __Pyx_GetItemInt_List(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
+    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
+    __Pyx_GetItemInt_List_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) :\
+    (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL))
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
+                                                              int wraparound, int boundscheck);
+#define __Pyx_GetItemInt_Tuple(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
+    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
+    __Pyx_GetItemInt_Tuple_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) :\
+    (PyErr_SetString(PyExc_IndexError, "tuple index out of range"), (PyObject*)NULL))
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
+                                                              int wraparound, int boundscheck);
+static PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j);
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i,
+                                                     int is_list, int wraparound, int boundscheck);
+
+/* PyObjectCallOneArg.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg);
+
+/* ObjectGetItem.proto */
+#if CYTHON_USE_TYPE_SLOTS
+static CYTHON_INLINE PyObject *__Pyx_PyObject_GetItem(PyObject *obj, PyObject *key);
+#else
+#define __Pyx_PyObject_GetItem(obj, key)  PyObject_GetItem(obj, key)
+#endif
+
+/* KeywordStringCheck.proto */
+static int __Pyx_CheckKeywordStrings(PyObject *kw, const char* function_name, int kw_allowed);
+
+/* DivInt[Py_ssize_t].proto */
+static CYTHON_INLINE Py_ssize_t __Pyx_div_Py_ssize_t(Py_ssize_t, Py_ssize_t);
+
+/* UnaryNegOverflows.proto */
+#define __Pyx_UNARY_NEG_WOULD_OVERFLOW(x)\
+        (((x) < 0) & ((unsigned long)(x) == 0-(unsigned long)(x)))
+
+/* GetAttr3.proto */
+static CYTHON_INLINE PyObject *__Pyx_GetAttr3(PyObject *, PyObject *, PyObject *);
+
+/* PyDictVersioning.proto */
+#if CYTHON_USE_DICT_VERSIONS && CYTHON_USE_TYPE_SLOTS
+#define __PYX_DICT_VERSION_INIT  ((PY_UINT64_T) -1)
+#define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
+#define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)\
+    (version_var) = __PYX_GET_DICT_VERSION(dict);\
+    (cache_var) = (value);
+#define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP) {\
+    static PY_UINT64_T __pyx_dict_version = 0;\
+    static PyObject *__pyx_dict_cached_value = NULL;\
+    if (likely(__PYX_GET_DICT_VERSION(DICT) == __pyx_dict_version)) {\
+        (VAR) = __pyx_dict_cached_value;\
+    } else {\
+        (VAR) = __pyx_dict_cached_value = (LOOKUP);\
+        __pyx_dict_version = __PYX_GET_DICT_VERSION(DICT);\
+    }\
+}
+static CYTHON_INLINE PY_UINT64_T __Pyx_get_tp_dict_version(PyObject *obj);
+static CYTHON_INLINE PY_UINT64_T __Pyx_get_object_dict_version(PyObject *obj);
+static CYTHON_INLINE int __Pyx_object_dict_version_matches(PyObject* obj, PY_UINT64_T tp_dict_version, PY_UINT64_T obj_dict_version);
+#else
+#define __PYX_GET_DICT_VERSION(dict)  (0)
+#define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)
+#define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP)  (VAR) = (LOOKUP);
+#endif
+
+/* GetModuleGlobalName.proto */
+#if CYTHON_USE_DICT_VERSIONS
+#define __Pyx_GetModuleGlobalName(var, name)  do {\
+    static PY_UINT64_T __pyx_dict_version = 0;\
+    static PyObject *__pyx_dict_cached_value = NULL;\
+    (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
+        (likely(__pyx_dict_cached_value) ? __Pyx_NewRef(__pyx_dict_cached_value) : __Pyx_GetBuiltinName(name)) :\
+        __Pyx__GetModuleGlobalName(name, &__pyx_dict_version, &__pyx_dict_cached_value);\
+} while(0)
+#define __Pyx_GetModuleGlobalNameUncached(var, name)  do {\
+    PY_UINT64_T __pyx_dict_version;\
+    PyObject *__pyx_dict_cached_value;\
+    (var) = __Pyx__GetModuleGlobalName(name, &__pyx_dict_version, &__pyx_dict_cached_value);\
+} while(0)
+static PyObject *__Pyx__GetModuleGlobalName(PyObject *name, PY_UINT64_T *dict_version, PyObject **dict_cached_value);
+#else
+#define __Pyx_GetModuleGlobalName(var, name)  (var) = __Pyx__GetModuleGlobalName(name)
+#define __Pyx_GetModuleGlobalNameUncached(var, name)  (var) = __Pyx__GetModuleGlobalName(name)
+static CYTHON_INLINE PyObject *__Pyx__GetModuleGlobalName(PyObject *name);
+#endif
+
+/* AssertionsEnabled.proto */
+#if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX < 0x02070600 && !defined(Py_OptimizeFlag)
+  #define __Pyx_init_assertions_enabled()  (0)
+  #define __pyx_assertions_enabled()  (1)
+#elif CYTHON_COMPILING_IN_LIMITED_API  ||  (CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030C0000)
+  static int __pyx_assertions_enabled_flag;
+  #define __pyx_assertions_enabled() (__pyx_assertions_enabled_flag)
+  static int __Pyx_init_assertions_enabled(void) {
+    PyObject *builtins, *debug, *debug_str;
+    int flag;
+    builtins = PyEval_GetBuiltins();
+    if (!builtins) goto bad;
+    debug_str = PyUnicode_FromStringAndSize("__debug__", 9);
+    if (!debug_str) goto bad;
+    debug = PyObject_GetItem(builtins, debug_str);
+    Py_DECREF(debug_str);
+    if (!debug) goto bad;
+    flag = PyObject_IsTrue(debug);
+    Py_DECREF(debug);
+    if (flag == -1) goto bad;
+    __pyx_assertions_enabled_flag = flag;
+    return 0;
+  bad:
+    __pyx_assertions_enabled_flag = 1;
+    return -1;
+  }
+#else
+  #define __Pyx_init_assertions_enabled()  (0)
+  #define __pyx_assertions_enabled()  (!Py_OptimizeFlag)
+#endif
+
+/* RaiseTooManyValuesToUnpack.proto */
+static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);
+
+/* RaiseNeedMoreValuesToUnpack.proto */
+static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);
+
+/* RaiseNoneIterError.proto */
+static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);
+
+/* ExtTypeTest.proto */
+static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type);
+
+/* GetTopmostException.proto */
+#if CYTHON_USE_EXC_INFO_STACK && CYTHON_FAST_THREAD_STATE
+static _PyErr_StackItem * __Pyx_PyErr_GetTopmostException(PyThreadState *tstate);
+#endif
+
+/* SaveResetException.proto */
+#if CYTHON_FAST_THREAD_STATE
+#define __Pyx_ExceptionSave(type, value, tb)  __Pyx__ExceptionSave(__pyx_tstate, type, value, tb)
+static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
+#define __Pyx_ExceptionReset(type, value, tb)  __Pyx__ExceptionReset(__pyx_tstate, type, value, tb)
+static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
+#else
+#define __Pyx_ExceptionSave(type, value, tb)   PyErr_GetExcInfo(type, value, tb)
+#define __Pyx_ExceptionReset(type, value, tb)  PyErr_SetExcInfo(type, value, tb)
+#endif
+
+/* GetException.proto */
+#if CYTHON_FAST_THREAD_STATE
+#define __Pyx_GetException(type, value, tb)  __Pyx__GetException(__pyx_tstate, type, value, tb)
+static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
+#else
+static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb);
+#endif
+
+/* SwapException.proto */
+#if CYTHON_FAST_THREAD_STATE
+#define __Pyx_ExceptionSwap(type, value, tb)  __Pyx__ExceptionSwap(__pyx_tstate, type, value, tb)
+static CYTHON_INLINE void __Pyx__ExceptionSwap(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
+#else
+static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb);
+#endif
+
+/* Import.proto */
+static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);
+
+/* ImportDottedModule.proto */
+static PyObject *__Pyx_ImportDottedModule(PyObject *name, PyObject *parts_tuple);
+#if PY_MAJOR_VERSION >= 3
+static PyObject *__Pyx_ImportDottedModule_WalkParts(PyObject *module, PyObject *name, PyObject *parts_tuple);
+#endif
+
+/* FastTypeChecks.proto */
+#if CYTHON_COMPILING_IN_CPYTHON
+#define __Pyx_TypeCheck(obj, type) __Pyx_IsSubtype(Py_TYPE(obj), (PyTypeObject *)type)
+#define __Pyx_TypeCheck2(obj, type1, type2) __Pyx_IsAnySubtype2(Py_TYPE(obj), (PyTypeObject *)type1, (PyTypeObject *)type2)
+static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b);
+static CYTHON_INLINE int __Pyx_IsAnySubtype2(PyTypeObject *cls, PyTypeObject *a, PyTypeObject *b);
+static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject *type);
+static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2);
+#else
+#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
+#define __Pyx_TypeCheck2(obj, type1, type2) (PyObject_TypeCheck(obj, (PyTypeObject *)type1) || PyObject_TypeCheck(obj, (PyTypeObject *)type2))
+#define __Pyx_PyErr_GivenExceptionMatches(err, type) PyErr_GivenExceptionMatches(err, type)
+#define __Pyx_PyErr_GivenExceptionMatches2(err, type1, type2) (PyErr_GivenExceptionMatches(err, type1) || PyErr_GivenExceptionMatches(err, type2))
+#endif
+#define __Pyx_PyErr_ExceptionMatches2(err1, err2)  __Pyx_PyErr_GivenExceptionMatches2(__Pyx_PyErr_CurrentExceptionType(), err1, err2)
+#define __Pyx_PyException_Check(obj) __Pyx_TypeCheck(obj, PyExc_Exception)
+
+CYTHON_UNUSED static int __pyx_memoryview_getbuffer(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
+/* ListCompAppend.proto */
+#if CYTHON_USE_PYLIST_INTERNALS && CYTHON_ASSUME_SAFE_MACROS
+static CYTHON_INLINE int __Pyx_ListComp_Append(PyObject* list, PyObject* x) {
+    PyListObject* L = (PyListObject*) list;
+    Py_ssize_t len = Py_SIZE(list);
+    if (likely(L->allocated > len)) {
+        Py_INCREF(x);
+        #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030d0000
+        L->ob_item[len] = x;
+        #else
+        PyList_SET_ITEM(list, len, x);
+        #endif
+        __Pyx_SET_SIZE(list, len + 1);
+        return 0;
+    }
+    return PyList_Append(list, x);
+}
+#else
+#define __Pyx_ListComp_Append(L,x) PyList_Append(L,x)
+#endif
+
+/* PySequenceMultiply.proto */
+#define __Pyx_PySequence_Multiply_Left(mul, seq)  __Pyx_PySequence_Multiply(seq, mul)
+static CYTHON_INLINE PyObject* __Pyx_PySequence_Multiply(PyObject *seq, Py_ssize_t mul);
+
+/* SetItemInt.proto */
+#define __Pyx_SetItemInt(o, i, v, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
+    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
+    __Pyx_SetItemInt_Fast(o, (Py_ssize_t)i, v, is_list, wraparound, boundscheck) :\
+    (is_list ? (PyErr_SetString(PyExc_IndexError, "list assignment index out of range"), -1) :\
+               __Pyx_SetItemInt_Generic(o, to_py_func(i), v)))
+static int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v);
+static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v,
+                                               int is_list, int wraparound, int boundscheck);
+
+/* RaiseUnboundLocalError.proto */
+static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname);
+
+/* DivInt[long].proto */
+static CYTHON_INLINE long __Pyx_div_long(long, long);
+
+/* PySequenceContains.proto */
+static CYTHON_INLINE int __Pyx_PySequence_ContainsTF(PyObject* item, PyObject* seq, int eq) {
+    int result = PySequence_Contains(seq, item);
+    return unlikely(result < 0) ? result : (result == (eq == Py_EQ));
+}
+
+/* ImportFrom.proto */
+static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name);
+
+/* HasAttr.proto */
+#if __PYX_LIMITED_VERSION_HEX >= 0x030d00A1
+#define __Pyx_HasAttr(o, n)  PyObject_HasAttrWithError(o, n)
+#else
+static CYTHON_INLINE int __Pyx_HasAttr(PyObject *, PyObject *);
+#endif
+
+/* SliceObject.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_GetSlice(
+        PyObject* obj, Py_ssize_t cstart, Py_ssize_t cstop,
+        PyObject** py_start, PyObject** py_stop, PyObject** py_slice,
+        int has_cstart, int has_cstop, int wraparound);
+
+/* IterFinish.proto */
+static CYTHON_INLINE int __Pyx_IterFinish(void);
+
+/* UnpackItemEndCheck.proto */
+static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected);
+
+/* UnpackUnboundCMethod.proto */
+typedef struct {
+    PyObject *type;
+    PyObject **method_name;
+    PyCFunction func;
+    PyObject *method;
+    int flag;
+} __Pyx_CachedCFunction;
+
+/* CallUnboundCMethod0.proto */
+static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self);
+#if CYTHON_COMPILING_IN_CPYTHON
+#define __Pyx_CallUnboundCMethod0(cfunc, self)\
+    (likely((cfunc)->func) ?\
+        (likely((cfunc)->flag == METH_NOARGS) ?  (*((cfunc)->func))(self, NULL) :\
+         (PY_VERSION_HEX >= 0x030600B1 && likely((cfunc)->flag == METH_FASTCALL) ?\
+            (PY_VERSION_HEX >= 0x030700A0 ?\
+                (*(__Pyx_PyCFunctionFast)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0) :\
+                (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0, NULL)) :\
+          (PY_VERSION_HEX >= 0x030700A0 && (cfunc)->flag == (METH_FASTCALL | METH_KEYWORDS) ?\
+            (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0, NULL) :\
+            (likely((cfunc)->flag == (METH_VARARGS | METH_KEYWORDS)) ?  ((*(PyCFunctionWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, __pyx_empty_tuple, NULL)) :\
+               ((cfunc)->flag == METH_VARARGS ?  (*((cfunc)->func))(self, __pyx_empty_tuple) :\
+               __Pyx__CallUnboundCMethod0(cfunc, self)))))) :\
+        __Pyx__CallUnboundCMethod0(cfunc, self))
+#else
+#define __Pyx_CallUnboundCMethod0(cfunc, self)  __Pyx__CallUnboundCMethod0(cfunc, self)
+#endif
+
+/* ErrOccurredWithGIL.proto */
+static CYTHON_INLINE int __Pyx_ErrOccurredWithGIL(void);
+
+/* RealImag.proto */
+#if CYTHON_CCOMPLEX
+  #ifdef __cplusplus
+    #define __Pyx_CREAL(z) ((z).real())
+    #define __Pyx_CIMAG(z) ((z).imag())
+  #else
+    #define __Pyx_CREAL(z) (__real__(z))
+    #define __Pyx_CIMAG(z) (__imag__(z))
+  #endif
+#else
+    #define __Pyx_CREAL(z) ((z).real)
+    #define __Pyx_CIMAG(z) ((z).imag)
+#endif
+#if defined(__cplusplus) && CYTHON_CCOMPLEX\
+        && (defined(_WIN32) || defined(__clang__) || (defined(__GNUC__) && (__GNUC__ >= 5 || __GNUC__ == 4 && __GNUC_MINOR__ >= 4 )) || __cplusplus >= 201103)
+    #define __Pyx_SET_CREAL(z,x) ((z).real(x))
+    #define __Pyx_SET_CIMAG(z,y) ((z).imag(y))
+#else
+    #define __Pyx_SET_CREAL(z,x) __Pyx_CREAL(z) = (x)
+    #define __Pyx_SET_CIMAG(z,y) __Pyx_CIMAG(z) = (y)
+#endif
+
+/* SoftComplexToDouble.proto */
+static double __Pyx_SoftComplexToDouble(__pyx_t_double_complex value, int have_gil);
+
+/* PyObject_GenericGetAttrNoDict.proto */
+#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
+static CYTHON_INLINE PyObject* __Pyx_PyObject_GenericGetAttrNoDict(PyObject* obj, PyObject* attr_name);
+#else
+#define __Pyx_PyObject_GenericGetAttrNoDict PyObject_GenericGetAttr
+#endif
+
+/* PyObject_GenericGetAttr.proto */
+#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
+static PyObject* __Pyx_PyObject_GenericGetAttr(PyObject* obj, PyObject* attr_name);
+#else
+#define __Pyx_PyObject_GenericGetAttr PyObject_GenericGetAttr
+#endif
+
+/* IncludeStructmemberH.proto */
+#include <structmember.h>
+
+/* FixUpExtensionType.proto */
+#if CYTHON_USE_TYPE_SPECS
+static int __Pyx_fix_up_extension_type_from_spec(PyType_Spec *spec, PyTypeObject *type);
+#endif
+
+/* PyObjectCallNoArg.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func);
+
+/* PyObjectGetMethod.proto */
+static int __Pyx_PyObject_GetMethod(PyObject *obj, PyObject *name, PyObject **method);
+
+/* PyObjectCallMethod0.proto */
+static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name);
+
+/* ValidateBasesTuple.proto */
+#if CYTHON_COMPILING_IN_CPYTHON || CYTHON_COMPILING_IN_LIMITED_API || CYTHON_USE_TYPE_SPECS
+static int __Pyx_validate_bases_tuple(const char *type_name, Py_ssize_t dictoffset, PyObject *bases);
+#endif
+
+/* PyType_Ready.proto */
+CYTHON_UNUSED static int __Pyx_PyType_Ready(PyTypeObject *t);
+
+/* SetVTable.proto */
+static int __Pyx_SetVtable(PyTypeObject* typeptr , void* vtable);
+
+/* GetVTable.proto */
+static void* __Pyx_GetVtable(PyTypeObject *type);
+
+/* MergeVTables.proto */
+#if !CYTHON_COMPILING_IN_LIMITED_API
+static int __Pyx_MergeVtables(PyTypeObject *type);
+#endif
+
+/* SetupReduce.proto */
+#if !CYTHON_COMPILING_IN_LIMITED_API
+static int __Pyx_setup_reduce(PyObject* type_obj);
+#endif
+
+/* TypeImport.proto */
+#ifndef __PYX_HAVE_RT_ImportType_proto_3_0_8
+#define __PYX_HAVE_RT_ImportType_proto_3_0_8
+#if defined (__STDC_VERSION__) && __STDC_VERSION__ >= 201112L
+#include <stdalign.h>
+#endif
+#if (defined (__STDC_VERSION__) && __STDC_VERSION__ >= 201112L) || __cplusplus >= 201103L
+#define __PYX_GET_STRUCT_ALIGNMENT_3_0_8(s) alignof(s)
+#else
+#define __PYX_GET_STRUCT_ALIGNMENT_3_0_8(s) sizeof(void*)
+#endif
+enum __Pyx_ImportType_CheckSize_3_0_8 {
+   __Pyx_ImportType_CheckSize_Error_3_0_8 = 0,
+   __Pyx_ImportType_CheckSize_Warn_3_0_8 = 1,
+   __Pyx_ImportType_CheckSize_Ignore_3_0_8 = 2
+};
+static PyTypeObject *__Pyx_ImportType_3_0_8(PyObject* module, const char *module_name, const char *class_name, size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_3_0_8 check_size);
+#endif
+
+/* CLineInTraceback.proto */
+#ifdef CYTHON_CLINE_IN_TRACEBACK
+#define __Pyx_CLineForTraceback(tstate, c_line)  (((CYTHON_CLINE_IN_TRACEBACK)) ? c_line : 0)
+#else
+static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line);
+#endif
+
+/* CodeObjectCache.proto */
+#if !CYTHON_COMPILING_IN_LIMITED_API
+typedef struct {
+    PyCodeObject* code_object;
+    int code_line;
+} __Pyx_CodeObjectCacheEntry;
+struct __Pyx_CodeObjectCache {
+    int count;
+    int max_count;
+    __Pyx_CodeObjectCacheEntry* entries;
+};
+static struct __Pyx_CodeObjectCache __pyx_code_cache = {0,0,NULL};
+static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line);
+static PyCodeObject *__pyx_find_code_object(int code_line);
+static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object);
+#endif
+
+/* AddTraceback.proto */
+static void __Pyx_AddTraceback(const char *funcname, int c_line,
+                               int py_line, const char *filename);
+
+#if PY_MAJOR_VERSION < 3
+    static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags);
+    static void __Pyx_ReleaseBuffer(Py_buffer *view);
+#else
+    #define __Pyx_GetBuffer PyObject_GetBuffer
+    #define __Pyx_ReleaseBuffer PyBuffer_Release
+#endif
+
+
+/* BufferStructDeclare.proto */
+typedef struct {
+  Py_ssize_t shape, strides, suboffsets;
+} __Pyx_Buf_DimInfo;
+typedef struct {
+  size_t refcount;
+  Py_buffer pybuffer;
+} __Pyx_Buffer;
+typedef struct {
+  __Pyx_Buffer *rcbuffer;
+  char *data;
+  __Pyx_Buf_DimInfo diminfo[8];
+} __Pyx_LocalBuf_ND;
+
+/* MemviewSliceIsContig.proto */
+static int __pyx_memviewslice_is_contig(const __Pyx_memviewslice mvs, char order, int ndim);
+
+/* OverlappingSlices.proto */
+static int __pyx_slices_overlap(__Pyx_memviewslice *slice1,
+                                __Pyx_memviewslice *slice2,
+                                int ndim, size_t itemsize);
+
+/* IsLittleEndian.proto */
+static CYTHON_INLINE int __Pyx_Is_Little_Endian(void);
+
+/* BufferFormatCheck.proto */
+static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts);
+static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
+                              __Pyx_BufFmt_StackElem* stack,
+                              __Pyx_TypeInfo* type);
+
+/* TypeInfoCompare.proto */
+static int __pyx_typeinfo_cmp(__Pyx_TypeInfo *a, __Pyx_TypeInfo *b);
+
+/* MemviewSliceValidateAndInit.proto */
+static int __Pyx_ValidateAndInit_memviewslice(
+                int *axes_specs,
+                int c_or_f_flag,
+                int buf_flags,
+                int ndim,
+                __Pyx_TypeInfo *dtype,
+                __Pyx_BufFmt_StackElem stack[],
+                __Pyx_memviewslice *memviewslice,
+                PyObject *original_obj);
+
+/* ObjectToMemviewSlice.proto */
+static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_float(PyObject *, int writable_flag);
+
+/* Arithmetic.proto */
+#if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
+    #define __Pyx_c_eq_double(a, b)   ((a)==(b))
+    #define __Pyx_c_sum_double(a, b)  ((a)+(b))
+    #define __Pyx_c_diff_double(a, b) ((a)-(b))
+    #define __Pyx_c_prod_double(a, b) ((a)*(b))
+    #define __Pyx_c_quot_double(a, b) ((a)/(b))
+    #define __Pyx_c_neg_double(a)     (-(a))
+  #ifdef __cplusplus
+    #define __Pyx_c_is_zero_double(z) ((z)==(double)0)
+    #define __Pyx_c_conj_double(z)    (::std::conj(z))
+    #if 1
+        #define __Pyx_c_abs_double(z)     (::std::abs(z))
+        #define __Pyx_c_pow_double(a, b)  (::std::pow(a, b))
+    #endif
+  #else
+    #define __Pyx_c_is_zero_double(z) ((z)==0)
+    #define __Pyx_c_conj_double(z)    (conj(z))
+    #if 1
+        #define __Pyx_c_abs_double(z)     (cabs(z))
+        #define __Pyx_c_pow_double(a, b)  (cpow(a, b))
+    #endif
+ #endif
+#else
+    static CYTHON_INLINE int __Pyx_c_eq_double(__pyx_t_double_complex, __pyx_t_double_complex);
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum_double(__pyx_t_double_complex, __pyx_t_double_complex);
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff_double(__pyx_t_double_complex, __pyx_t_double_complex);
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod_double(__pyx_t_double_complex, __pyx_t_double_complex);
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex, __pyx_t_double_complex);
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg_double(__pyx_t_double_complex);
+    static CYTHON_INLINE int __Pyx_c_is_zero_double(__pyx_t_double_complex);
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj_double(__pyx_t_double_complex);
+    #if 1
+        static CYTHON_INLINE double __Pyx_c_abs_double(__pyx_t_double_complex);
+        static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow_double(__pyx_t_double_complex, __pyx_t_double_complex);
+    #endif
+#endif
+
+/* ObjectToMemviewSlice.proto */
+static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_float(PyObject *, int writable_flag);
+
+/* ObjectToMemviewSlice.proto */
+static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_float__const__(PyObject *, int writable_flag);
+
+/* ObjectToMemviewSlice.proto */
+static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsdsds_unsigned_char(PyObject *, int writable_flag);
+
+/* ObjectToMemviewSlice.proto */
+static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsdsds_float(PyObject *, int writable_flag);
+
+static PyObject* __pyx_convert__to_py_struct__im_stats(struct im_stats s);
+static PyObject* __pyx_convert__to_py_struct__rgb(struct rgb s);
+static PyObject* __pyx_convert__to_py_struct__xyz(struct xyz s);
+static PyObject* __pyx_convert__to_py_struct__lab(struct lab s);
+/* MemviewDtypeToObject.proto */
+static CYTHON_INLINE PyObject *__pyx_memview_get_float__const__(const char *itemp);
+
+/* ObjectToMemviewSlice.proto */
+static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_d_d_dc_float(PyObject *, int writable_flag);
+
+/* MemviewDtypeToObject.proto */
+static CYTHON_INLINE PyObject *__pyx_memview_get_float(const char *itemp);
+static CYTHON_INLINE int __pyx_memview_set_float(const char *itemp, PyObject *obj);
+
+/* ObjectToMemviewSlice.proto */
+static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_d_d_dc_unsigned_char(PyObject *, int writable_flag);
+
+/* MemviewDtypeToObject.proto */
+static CYTHON_INLINE PyObject *__pyx_memview_get_unsigned_char(const char *itemp);
+static CYTHON_INLINE int __pyx_memview_set_unsigned_char(const char *itemp, PyObject *obj);
+
+/* Arithmetic.proto */
+#if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
+    #define __Pyx_c_eq_float(a, b)   ((a)==(b))
+    #define __Pyx_c_sum_float(a, b)  ((a)+(b))
+    #define __Pyx_c_diff_float(a, b) ((a)-(b))
+    #define __Pyx_c_prod_float(a, b) ((a)*(b))
+    #define __Pyx_c_quot_float(a, b) ((a)/(b))
+    #define __Pyx_c_neg_float(a)     (-(a))
+  #ifdef __cplusplus
+    #define __Pyx_c_is_zero_float(z) ((z)==(float)0)
+    #define __Pyx_c_conj_float(z)    (::std::conj(z))
+    #if 1
+        #define __Pyx_c_abs_float(z)     (::std::abs(z))
+        #define __Pyx_c_pow_float(a, b)  (::std::pow(a, b))
+    #endif
+  #else
+    #define __Pyx_c_is_zero_float(z) ((z)==0)
+    #define __Pyx_c_conj_float(z)    (conjf(z))
+    #if 1
+        #define __Pyx_c_abs_float(z)     (cabsf(z))
+        #define __Pyx_c_pow_float(a, b)  (cpowf(a, b))
+    #endif
+ #endif
+#else
+    static CYTHON_INLINE int __Pyx_c_eq_float(__pyx_t_float_complex, __pyx_t_float_complex);
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sum_float(__pyx_t_float_complex, __pyx_t_float_complex);
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_diff_float(__pyx_t_float_complex, __pyx_t_float_complex);
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prod_float(__pyx_t_float_complex, __pyx_t_float_complex);
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex, __pyx_t_float_complex);
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_neg_float(__pyx_t_float_complex);
+    static CYTHON_INLINE int __Pyx_c_is_zero_float(__pyx_t_float_complex);
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conj_float(__pyx_t_float_complex);
+    #if 1
+        static CYTHON_INLINE float __Pyx_c_abs_float(__pyx_t_float_complex);
+        static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_pow_float(__pyx_t_float_complex, __pyx_t_float_complex);
+    #endif
+#endif
+
+/* None.proto */
+#include <new>
+
+/* MemviewSliceCopyTemplate.proto */
+static __Pyx_memviewslice
+__pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs,
+                                 const char *mode, int ndim,
+                                 size_t sizeof_dtype, int contig_flag,
+                                 int dtype_is_object);
+
+/* MemviewSliceInit.proto */
+#define __Pyx_BUF_MAX_NDIMS %(BUF_MAX_NDIMS)d
+#define __Pyx_MEMVIEW_DIRECT   1
+#define __Pyx_MEMVIEW_PTR      2
+#define __Pyx_MEMVIEW_FULL     4
+#define __Pyx_MEMVIEW_CONTIG   8
+#define __Pyx_MEMVIEW_STRIDED  16
+#define __Pyx_MEMVIEW_FOLLOW   32
+#define __Pyx_IS_C_CONTIG 1
+#define __Pyx_IS_F_CONTIG 2
+static int __Pyx_init_memviewslice(
+                struct __pyx_memoryview_obj *memview,
+                int ndim,
+                __Pyx_memviewslice *memviewslice,
+                int memview_is_new_reference);
+static CYTHON_INLINE int __pyx_add_acquisition_count_locked(
+    __pyx_atomic_int_type *acquisition_count, PyThread_type_lock lock);
+static CYTHON_INLINE int __pyx_sub_acquisition_count_locked(
+    __pyx_atomic_int_type *acquisition_count, PyThread_type_lock lock);
+#define __pyx_get_slice_count_pointer(memview) (&memview->acquisition_count)
+#define __PYX_INC_MEMVIEW(slice, have_gil) __Pyx_INC_MEMVIEW(slice, have_gil, __LINE__)
+#define __PYX_XCLEAR_MEMVIEW(slice, have_gil) __Pyx_XCLEAR_MEMVIEW(slice, have_gil, __LINE__)
+static CYTHON_INLINE void __Pyx_INC_MEMVIEW(__Pyx_memviewslice *, int, int);
+static CYTHON_INLINE void __Pyx_XCLEAR_MEMVIEW(__Pyx_memviewslice *, int, int);
+
+/* CIntFromPy.proto */
+static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);
+
+/* CIntToPy.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_int(unsigned int value);
+
+/* CIntToPy.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);
+
+/* CIntToPy.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_char(unsigned char value);
+
+/* CIntFromPy.proto */
+static CYTHON_INLINE unsigned char __Pyx_PyInt_As_unsigned_char(PyObject *);
+
+/* CIntFromPy.proto */
+static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);
+
+/* CIntToPy.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value);
+
+/* CIntFromPy.proto */
+static CYTHON_INLINE char __Pyx_PyInt_As_char(PyObject *);
+
+/* FormatTypeName.proto */
+#if CYTHON_COMPILING_IN_LIMITED_API
+typedef PyObject *__Pyx_TypeName;
+#define __Pyx_FMT_TYPENAME "%U"
+static __Pyx_TypeName __Pyx_PyType_GetName(PyTypeObject* tp);
+#define __Pyx_DECREF_TypeName(obj) Py_XDECREF(obj)
+#else
+typedef const char *__Pyx_TypeName;
+#define __Pyx_FMT_TYPENAME "%.200s"
+#define __Pyx_PyType_GetName(tp) ((tp)->tp_name)
+#define __Pyx_DECREF_TypeName(obj)
+#endif
+
+/* CheckBinaryVersion.proto */
+static unsigned long __Pyx_get_runtime_version(void);
+static int __Pyx_check_binary_version(unsigned long ct_version, unsigned long rt_version, int allow_newer);
+
+/* FunctionExport.proto */
+static int __Pyx_ExportFunction(const char *name, void (*f)(void), const char *sig);
+
+/* InitStrings.proto */
+static int __Pyx_InitStrings(__Pyx_StringTabEntry *t);
+
+/* #### Code section: module_declarations ### */
+static PyObject *__pyx_array_get_memview(struct __pyx_array_obj *__pyx_v_self); /* proto*/
+static char *__pyx_memoryview_get_item_pointer(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index); /* proto*/
+static PyObject *__pyx_memoryview_is_slice(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_obj); /* proto*/
+static PyObject *__pyx_memoryview_setitem_slice_assignment(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_dst, PyObject *__pyx_v_src); /* proto*/
+static PyObject *__pyx_memoryview_setitem_slice_assign_scalar(struct __pyx_memoryview_obj *__pyx_v_self, struct __pyx_memoryview_obj *__pyx_v_dst, PyObject *__pyx_v_value); /* proto*/
+static PyObject *__pyx_memoryview_setitem_indexed(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index, PyObject *__pyx_v_value); /* proto*/
+static PyObject *__pyx_memoryview_convert_item_to_object(struct __pyx_memoryview_obj *__pyx_v_self, char *__pyx_v_itemp); /* proto*/
+static PyObject *__pyx_memoryview_assign_item_from_object(struct __pyx_memoryview_obj *__pyx_v_self, char *__pyx_v_itemp, PyObject *__pyx_v_value); /* proto*/
+static PyObject *__pyx_memoryview__get_base(struct __pyx_memoryview_obj *__pyx_v_self); /* proto*/
+static PyObject *__pyx_memoryviewslice_convert_item_to_object(struct __pyx_memoryviewslice_obj *__pyx_v_self, char *__pyx_v_itemp); /* proto*/
+static PyObject *__pyx_memoryviewslice_assign_item_from_object(struct __pyx_memoryviewslice_obj *__pyx_v_self, char *__pyx_v_itemp, PyObject *__pyx_v_value); /* proto*/
+static PyObject *__pyx_memoryviewslice__get_base(struct __pyx_memoryviewslice_obj *__pyx_v_self); /* proto*/
+static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject *__pyx_v_self); /* proto*/
+static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArrayObject *__pyx_v_self); /* proto*/
+static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx_v_self); /* proto*/
+static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObject *__pyx_v_self); /* proto*/
+static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayObject *__pyx_v_self); /* proto*/
+static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *__pyx_v_self); /* proto*/
+static CYTHON_INLINE char *__pyx_f_5numpy_7ndarray_4data_data(PyArrayObject *__pyx_v_self); /* proto*/
+static CYTHON_INLINE double __pyx_f_7cpython_7complex_7complex_4real_real(PyComplexObject *__pyx_v_self); /* proto*/
+static CYTHON_INLINE double __pyx_f_7cpython_7complex_7complex_4imag_imag(PyComplexObject *__pyx_v_self); /* proto*/
+
+/* Module declarations from "libc.string" */
+
+/* Module declarations from "libc.stdio" */
+
+/* Module declarations from "__builtin__" */
+
+/* Module declarations from "cpython.type" */
+
+/* Module declarations from "cpython.version" */
+
+/* Module declarations from "cpython.exc" */
+
+/* Module declarations from "cpython.module" */
+
+/* Module declarations from "cpython.mem" */
+
+/* Module declarations from "cpython.tuple" */
+
+/* Module declarations from "cpython.list" */
+
+/* Module declarations from "cpython.sequence" */
+
+/* Module declarations from "cpython.mapping" */
+
+/* Module declarations from "cpython.iterator" */
+
+/* Module declarations from "cpython.number" */
+
+/* Module declarations from "cpython.int" */
+
+/* Module declarations from "__builtin__" */
+
+/* Module declarations from "cpython.bool" */
+
+/* Module declarations from "cpython.long" */
+
+/* Module declarations from "cpython.float" */
+
+/* Module declarations from "__builtin__" */
+
+/* Module declarations from "cpython.complex" */
+
+/* Module declarations from "cpython.string" */
+
+/* Module declarations from "libc.stddef" */
+
+/* Module declarations from "cpython.unicode" */
+
+/* Module declarations from "cpython.pyport" */
+
+/* Module declarations from "cpython.dict" */
+
+/* Module declarations from "cpython.instance" */
+
+/* Module declarations from "cpython.function" */
+
+/* Module declarations from "cpython.method" */
+
+/* Module declarations from "cpython.weakref" */
+
+/* Module declarations from "cpython.getargs" */
+
+/* Module declarations from "cpython.pythread" */
+
+/* Module declarations from "cpython.pystate" */
+
+/* Module declarations from "cpython.cobject" */
+
+/* Module declarations from "cpython.oldbuffer" */
+
+/* Module declarations from "cpython.set" */
+
+/* Module declarations from "cpython.buffer" */
+
+/* Module declarations from "cpython.bytes" */
+
+/* Module declarations from "cpython.pycapsule" */
+
+/* Module declarations from "cpython.contextvars" */
+
+/* Module declarations from "cpython" */
+
+/* Module declarations from "cpython.object" */
+
+/* Module declarations from "cpython.ref" */
+
+/* Module declarations from "numpy" */
+
+/* Module declarations from "numpy" */
+
+/* Module declarations from "cython.view" */
+
+/* Module declarations from "cython.dataclasses" */
+
+/* Module declarations from "cython" */
+
+/* Module declarations from "libc.math" */
+
+/* Module declarations from "Cielab.Cielab" */
+static int __pyx_v_6Cielab_6Cielab_THREADS;
+static float __pyx_v_6Cielab_6Cielab_c_1_255;
+static PyObject *__pyx_v_6Cielab_6Cielab_illuminant_list = 0;
+static __Pyx_memviewslice __pyx_v_6Cielab_6Cielab_cielab_model_a = { 0, 0, { 0 }, { 0 }, { 0 } };
+static __Pyx_memviewslice __pyx_v_6Cielab_6Cielab_cielab_model_c = { 0, 0, { 0 }, { 0 }, { 0 } };
+static __Pyx_memviewslice __pyx_v_6Cielab_6Cielab_cielab_model_e = { 0, 0, { 0 }, { 0 }, { 0 } };
+static __Pyx_memviewslice __pyx_v_6Cielab_6Cielab_cielab_model_d50 = { 0, 0, { 0 }, { 0 }, { 0 } };
+static __Pyx_memviewslice __pyx_v_6Cielab_6Cielab_cielab_model_d55 = { 0, 0, { 0 }, { 0 }, { 0 } };
+static __Pyx_memviewslice __pyx_v_6Cielab_6Cielab_cielab_model_d65 = { 0, 0, { 0 }, { 0 }, { 0 } };
+static __Pyx_memviewslice __pyx_v_6Cielab_6Cielab_cielab_model_icc = { 0, 0, { 0 }, { 0 }, { 0 } };
+static float __pyx_v_6Cielab_6Cielab_SIGMA;
+static float __pyx_v_6Cielab_6Cielab_SIGMA_SQR;
+static float __pyx_v_6Cielab_6Cielab_LAMBDA;
+static float __pyx_v_6Cielab_6Cielab__1_24;
+static float __pyx_v_6Cielab_6Cielab__1_3;
+static float __pyx_v_6Cielab_6Cielab__1_100;
+static float __pyx_v_6Cielab_6Cielab__1_116;
+static float __pyx_v_6Cielab_6Cielab__1_255;
+static float __pyx_v_6Cielab_6Cielab__1_200;
+static float __pyx_v_6Cielab_6Cielab__1_500;
+static float __pyx_v_6Cielab_6Cielab__255_100;
+static float __pyx_v_6Cielab_6Cielab__100_255;
+static __Pyx_memviewslice __pyx_v_6Cielab_6Cielab_Adobe1998_d65 = { 0, 0, { 0 }, { 0 }, { 0 } };
+static __Pyx_memviewslice __pyx_v_6Cielab_6Cielab_Adobe1998_d65_inv = { 0, 0, { 0 }, { 0 }, { 0 } };
+static __Pyx_memviewslice __pyx_v_6Cielab_6Cielab_srgb_d65 = { 0, 0, { 0 }, { 0 }, { 0 } };
+static __Pyx_memviewslice __pyx_v_6Cielab_6Cielab_srgb_d65_inv = { 0, 0, { 0 }, { 0 }, { 0 } };
+static float __pyx_v_6Cielab_6Cielab_xw;
+static float __pyx_v_6Cielab_6Cielab_yw;
+static float __pyx_v_6Cielab_6Cielab_zw;
+static float __pyx_v_6Cielab_6Cielab_xk;
+static float __pyx_v_6Cielab_6Cielab_yk;
+static float __pyx_v_6Cielab_6Cielab_zk;
+static float __pyx_v_6Cielab_6Cielab_ADOBE_GAMMA;
+static PyObject *__pyx_collections_abc_Sequence = 0;
+static PyObject *generic = 0;
+static PyObject *strided = 0;
+static PyObject *indirect = 0;
+static PyObject *contiguous = 0;
+static PyObject *indirect_contiguous = 0;
+static int __pyx_memoryview_thread_locks_used;
+static PyThread_type_lock __pyx_memoryview_thread_locks[8];
+static PyObject *__pyx_f_6Cielab_6Cielab_array3d_mean(PyObject *, int __pyx_skip_dispatch); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_array3d_mean_c(PyObject *); /*proto*/
+static CYTHON_INLINE struct im_stats __pyx_f_6Cielab_6Cielab_array3d_stats(PyObject *, int __pyx_skip_dispatch); /*proto*/
+static CYTHON_INLINE struct rgb __pyx_f_6Cielab_6Cielab_xyz_adobe98(float, float, float, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_xyz_adobe98 *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct rgb __pyx_f_6Cielab_6Cielab_xyz_adobe98_c(float, float, float, struct __pyx_opt_args_6Cielab_6Cielab_xyz_adobe98_c *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct xyz __pyx_f_6Cielab_6Cielab_adobe98_xyz(float, float, float, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_adobe98_xyz *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct xyz __pyx_f_6Cielab_6Cielab_adobe98_xyz_c(float, float, float, struct __pyx_opt_args_6Cielab_6Cielab_adobe98_xyz_c *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct xyz __pyx_f_6Cielab_6Cielab_rgb_to_xyz(float, float, float, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_xyz *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct xyz __pyx_f_6Cielab_6Cielab_rgb_to_xyz_c(float, float, float, struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_xyz_c *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct rgb __pyx_f_6Cielab_6Cielab_xyz_to_rgb(float, float, float, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_rgb *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct rgb __pyx_f_6Cielab_6Cielab_xyz_to_rgb_c(float, float, float, struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_rgb_c *__pyx_optional_args); /*proto*/
+static struct lab __pyx_f_6Cielab_6Cielab_xyz_to_cielab(float, float, float, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_cielab *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct lab __pyx_f_6Cielab_6Cielab_xyz_to_cielab_c(float, float, float, struct __pyx_opt_args_6Cielab_6Cielab_xyz_to_cielab_c *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct xyz __pyx_f_6Cielab_6Cielab_cielab_to_xyz(float, float, float, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_xyz *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct xyz __pyx_f_6Cielab_6Cielab_cielab_to_xyz_c(float, float, float, struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_xyz_c *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct lab __pyx_f_6Cielab_6Cielab_rgb_to_cielab(float, float, float, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_cielab *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct lab __pyx_f_6Cielab_6Cielab_rgb_to_cielab_c(float, float, float, struct __pyx_opt_args_6Cielab_6Cielab_rgb_to_cielab_c *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct rgb __pyx_f_6Cielab_6Cielab_cielab_to_rgb(float, float, float, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_rgb *__pyx_optional_args); /*proto*/
+static CYTHON_INLINE struct rgb __pyx_f_6Cielab_6Cielab_cielab_to_rgb_c(float, float, float, struct __pyx_opt_args_6Cielab_6Cielab_cielab_to_rgb_c *__pyx_optional_args); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_rgb_2_cielab(__Pyx_memviewslice, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_rgb_2_cielab *__pyx_optional_args); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_rgb_2_cielab_c(__Pyx_memviewslice, struct __pyx_opt_args_6Cielab_6Cielab_rgb_2_cielab_c *__pyx_optional_args); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_cielab_2_rgb(__Pyx_memviewslice, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_cielab_2_rgb *__pyx_optional_args); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_cielab_2_rgb_c(__Pyx_memviewslice, struct __pyx_opt_args_6Cielab_6Cielab_cielab_2_rgb_c *__pyx_optional_args); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_WhiteBalance(__Pyx_memviewslice, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_WhiteBalance *__pyx_optional_args); /*proto*/
+static void __pyx_f_6Cielab_6Cielab_WhiteBalanceInplace(__Pyx_memviewslice, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_WhiteBalanceInplace *__pyx_optional_args); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_white_balance_grayworld(PyObject *, int __pyx_skip_dispatch); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_white_balance_SDWGW(PyObject *, int __pyx_skip_dispatch); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_rgb2adobe(__Pyx_memviewslice, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe *__pyx_optional_args); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_rgb2adobe_c(__Pyx_memviewslice, struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe_c *__pyx_optional_args); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_adobe2rgb(__Pyx_memviewslice, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb *__pyx_optional_args); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_adobe2rgb_c(__Pyx_memviewslice, struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb_c *__pyx_optional_args); /*proto*/
+static void __pyx_f_6Cielab_6Cielab_rgb2adobe_inplace(__Pyx_memviewslice, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe_inplace *__pyx_optional_args); /*proto*/
+static void __pyx_f_6Cielab_6Cielab_rgb2adobe_inplace_c(__Pyx_memviewslice, struct __pyx_opt_args_6Cielab_6Cielab_rgb2adobe_inplace_c *__pyx_optional_args); /*proto*/
+static void __pyx_f_6Cielab_6Cielab_adobe2rgb_inplace(__Pyx_memviewslice, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb_inplace *__pyx_optional_args); /*proto*/
+static void __pyx_f_6Cielab_6Cielab_adobe2rgb_inplace_c(__Pyx_memviewslice, struct __pyx_opt_args_6Cielab_6Cielab_adobe2rgb_inplace_c *__pyx_optional_args); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_rgb2xyz(__Pyx_memviewslice, int __pyx_skip_dispatch, struct __pyx_opt_args_6Cielab_6Cielab_rgb2xyz *__pyx_optional_args); /*proto*/
+static PyObject *__pyx_f_6Cielab_6Cielab_rgb2xyz_c(__Pyx_memviewslice, struct __pyx_opt_args_6Cielab_6Cielab_rgb2xyz_c *__pyx_optional_args); /*proto*/
+static __Pyx_memviewslice __pyx_f_6Cielab_6Cielab_cielab_illuminant_c(PyObject *); /*proto*/
+static CYTHON_INLINE float __pyx_f_6Cielab_6Cielab_inv_f_t(float); /*proto*/
+static int __pyx_array_allocate_buffer(struct __pyx_array_obj *); /*proto*/
+static struct __pyx_array_obj *__pyx_array_new(PyObject *, Py_ssize_t, char *, char *, char *); /*proto*/
+static PyObject *__pyx_memoryview_new(PyObject *, int, int, __Pyx_TypeInfo *); /*proto*/
+static CYTHON_INLINE int __pyx_memoryview_check(PyObject *); /*proto*/
+static PyObject *_unellipsify(PyObject *, int); /*proto*/
+static int assert_direct_dimensions(Py_ssize_t *, int); /*proto*/
+static struct __pyx_memoryview_obj *__pyx_memview_slice(struct __pyx_memoryview_obj *, PyObject *); /*proto*/
+static int __pyx_memoryview_slice_memviewslice(__Pyx_memviewslice *, Py_ssize_t, Py_ssize_t, Py_ssize_t, int, int, int *, Py_ssize_t, Py_ssize_t, Py_ssize_t, int, int, int, int); /*proto*/
+static char *__pyx_pybuffer_index(Py_buffer *, char *, Py_ssize_t, Py_ssize_t); /*proto*/
+static int __pyx_memslice_transpose(__Pyx_memviewslice *); /*proto*/
+static PyObject *__pyx_memoryview_fromslice(__Pyx_memviewslice, int, PyObject *(*)(char *), int (*)(char *, PyObject *), int); /*proto*/
+static __Pyx_memviewslice *__pyx_memoryview_get_slice_from_memoryview(struct __pyx_memoryview_obj *, __Pyx_memviewslice *); /*proto*/
+static void __pyx_memoryview_slice_copy(struct __pyx_memoryview_obj *, __Pyx_memviewslice *); /*proto*/
+static PyObject *__pyx_memoryview_copy_object(struct __pyx_memoryview_obj *); /*proto*/
+static PyObject *__pyx_memoryview_copy_object_from_slice(struct __pyx_memoryview_obj *, __Pyx_memviewslice *); /*proto*/
+static Py_ssize_t abs_py_ssize_t(Py_ssize_t); /*proto*/
+static char __pyx_get_best_slice_order(__Pyx_memviewslice *, int); /*proto*/
+static void _copy_strided_to_strided(char *, Py_ssize_t *, char *, Py_ssize_t *, Py_ssize_t *, Py_ssize_t *, int, size_t); /*proto*/
+static void copy_strided_to_strided(__Pyx_memviewslice *, __Pyx_memviewslice *, int, size_t); /*proto*/
+static Py_ssize_t __pyx_memoryview_slice_get_size(__Pyx_memviewslice *, int); /*proto*/
+static Py_ssize_t __pyx_fill_contig_strides_array(Py_ssize_t *, Py_ssize_t *, Py_ssize_t, int, char); /*proto*/
+static void *__pyx_memoryview_copy_data_to_temp(__Pyx_memviewslice *, __Pyx_memviewslice *, char, int); /*proto*/
+static int __pyx_memoryview_err_extents(int, Py_ssize_t, Py_ssize_t); /*proto*/
+static int __pyx_memoryview_err_dim(PyObject *, PyObject *, int); /*proto*/
+static int __pyx_memoryview_err(PyObject *, PyObject *); /*proto*/
+static int __pyx_memoryview_err_no_memory(void); /*proto*/
+static int __pyx_memoryview_copy_contents(__Pyx_memviewslice, __Pyx_memviewslice, int, int, int); /*proto*/
+static void __pyx_memoryview_broadcast_leading(__Pyx_memviewslice *, int, int); /*proto*/
+static void __pyx_memoryview_refcount_copying(__Pyx_memviewslice *, int, int, int); /*proto*/
+static void __pyx_memoryview_refcount_objects_in_slice_with_gil(char *, Py_ssize_t *, Py_ssize_t *, int, int); /*proto*/
+static void __pyx_memoryview_refcount_objects_in_slice(char *, Py_ssize_t *, Py_ssize_t *, int, int); /*proto*/
+static void __pyx_memoryview_slice_assign_scalar(__Pyx_memviewslice *, int, size_t, void *, int); /*proto*/
+static void __pyx_memoryview__slice_assign_scalar(char *, Py_ssize_t *, Py_ssize_t *, int, size_t, void *); /*proto*/
+static PyObject *__pyx_unpickle_Enum__set_state(struct __pyx_MemviewEnum_obj *, PyObject *); /*proto*/
+/* #### Code section: typeinfo ### */
+static __Pyx_TypeInfo __Pyx_TypeInfo_float = { "float", NULL, sizeof(float), { 0 }, 0, 'R', 0, 0 };
+static __Pyx_TypeInfo __Pyx_TypeInfo_float__const__ = { "const float", NULL, sizeof(float const ), { 0 }, 0, 'R', 0, 0 };
+static __Pyx_TypeInfo __Pyx_TypeInfo_unsigned_char = { "unsigned char", NULL, sizeof(unsigned char), { 0 }, 0, __PYX_IS_UNSIGNED(unsigned char) ? 'U' : 'I', __PYX_IS_UNSIGNED(unsigned char), 0 };
+/* #### Code section: before_global_var ### */
+#define __Pyx_MODULE_NAME "Cielab.Cielab"
+extern int __pyx_module_is_main_Cielab__Cielab;
+int __pyx_module_is_main_Cielab__Cielab = 0;
+
+/* Implementation of "Cielab.Cielab" */
+/* #### Code section: global_var ### */
+static PyObject *__pyx_builtin_ImportError;
+static PyObject *__pyx_builtin_ValueError;
+static PyObject *__pyx_builtin_TypeError;
+static PyObject *__pyx_builtin_range;
+static PyObject *__pyx_builtin_NotImplemented;
+static PyObject *__pyx_builtin___import__;
+static PyObject *__pyx_builtin_MemoryError;
+static PyObject *__pyx_builtin_enumerate;
+static PyObject *__pyx_builtin_AssertionError;
+static PyObject *__pyx_builtin_Ellipsis;
+static PyObject *__pyx_builtin_id;
+static PyObject *__pyx_builtin_IndexError;
+/* #### Code section: string_decls ### */
+static const char __pyx_k_[] = ": ";
+static const char __pyx_k_A[] = "A";
+static const char __pyx_k_C[] = "C";
+static const char __pyx_k_E[] = "E";
+static const char __pyx_k_O[] = "O";
+static const char __pyx_k_a[] = "a";
+static const char __pyx_k_b[] = "b";
+static const char __pyx_k_c[] = "c";
+static const char __pyx_k_e[] = "e";
+static const char __pyx_k_g[] = "g";
+static const char __pyx_k_l[] = "l";
+static const char __pyx_k_r[] = "r";
+static const char __pyx_k_x[] = "x";
+static const char __pyx_k_y[] = "y";
+static const char __pyx_k_z[] = "z";
+static const char __pyx_k__2[] = ".";
+static const char __pyx_k__3[] = "*";
+static const char __pyx_k__6[] = "'";
+static const char __pyx_k__7[] = ")";
+static const char __pyx_k_c1[] = "c1";
+static const char __pyx_k_gc[] = "gc";
+static const char __pyx_k_id[] = "id";
+static const char __pyx_k_os[] = "os";
+static const char __pyx_k_D50[] = "D50";
+static const char __pyx_k_D55[] = "D55";
+static const char __pyx_k_D65[] = "D65";
+static const char __pyx_k_ICC[] = "ICC";
+static const char __pyx_k__12[] = ", ";
+static const char __pyx_k__26[] = ").\n";
+static const char __pyx_k__41[] = "?";
+static const char __pyx_k_abc[] = "abc";
+static const char __pyx_k_and[] = " and ";
+static const char __pyx_k_d50[] = "d50";
+static const char __pyx_k_d55[] = "d55";
+static const char __pyx_k_d65[] = "d65";
+static const char __pyx_k_got[] = " (got ";
+static const char __pyx_k_icc[] = "icc";
+static const char __pyx_k_new[] = "__new__";
+static const char __pyx_k_obj[] = "obj";
+static const char __pyx_k_ref[] = "ref";
+static const char __pyx_k_sys[] = "sys";
+static const char __pyx_k_base[] = "base";
+static const char __pyx_k_dict[] = "__dict__";
+static const char __pyx_k_full[] = "full";
+static const char __pyx_k_hide[] = "hide";
+static const char __pyx_k_main[] = "__main__";
+static const char __pyx_k_mode[] = "mode";
+static const char __pyx_k_name[] = "name";
+static const char __pyx_k_ndim[] = "ndim";
+static const char __pyx_k_ones[] = "ones";
+static const char __pyx_k_pack[] = "pack";
+static const char __pyx_k_size[] = "size";
+static const char __pyx_k_spec[] = "__spec__";
+static const char __pyx_k_step[] = "step";
+static const char __pyx_k_stop[] = "stop";
+static const char __pyx_k_test[] = "__test__";
+static const char __pyx_k_ASCII[] = "ASCII";
+static const char __pyx_k_array[] = "array";
+static const char __pyx_k_class[] = "__class__";
+static const char __pyx_k_count[] = "count";
+static const char __pyx_k_dtype[] = "dtype";
+static const char __pyx_k_empty[] = "empty";
+static const char __pyx_k_error[] = "error";
+static const char __pyx_k_flags[] = "flags";
+static const char __pyx_k_index[] = "index";
+static const char __pyx_k_int16[] = "int16";
+static const char __pyx_k_int32[] = "int32";
+static const char __pyx_k_model[] = "model";
+static const char __pyx_k_numpy[] = "numpy";
+static const char __pyx_k_range[] = "range";
+static const char __pyx_k_scale[] = "scale";
+static const char __pyx_k_shape[] = "shape";
+static const char __pyx_k_start[] = "start";
+static const char __pyx_k_uint8[] = "uint8";
+static const char __pyx_k_upper[] = "upper";
+static const char __pyx_k_zeros[] = "zeros";
+static const char __pyx_k_OPENMP[] = "OPENMP";
+static const char __pyx_k_arange[] = "arange";
+static const char __pyx_k_ctypes[] = "ctypes";
+static const char __pyx_k_dstack[] = "dstack";
+static const char __pyx_k_enable[] = "enable";
+static const char __pyx_k_encode[] = "encode";
+static const char __pyx_k_format[] = "format";
+static const char __pyx_k_import[] = "__import__";
+static const char __pyx_k_name_2[] = "__name__";
+static const char __pyx_k_pickle[] = "pickle";
+static const char __pyx_k_pygame[] = "pygame";
+static const char __pyx_k_reduce[] = "__reduce__";
+static const char __pyx_k_struct[] = "struct";
+static const char __pyx_k_unpack[] = "unpack";
+static const char __pyx_k_update[] = "update";
+static const char __pyx_k_Surface[] = "Surface";
+static const char __pyx_k_array3d[] = "array3d";
+static const char __pyx_k_asarray[] = "asarray";
+static const char __pyx_k_disable[] = "disable";
+static const char __pyx_k_environ[] = "environ";
+static const char __pyx_k_float32[] = "float32";
+static const char __pyx_k_float64[] = "float64";
+static const char __pyx_k_fortran[] = "fortran";
+static const char __pyx_k_memview[] = "memview";
+static const char __pyx_k_model_a[] = "model_a";
+static const char __pyx_k_model_c[] = "model_c";
+static const char __pyx_k_model_e[] = "model_e";
+static const char __pyx_k_ndarray[] = "ndarray";
+static const char __pyx_k_Ellipsis[] = "Ellipsis";
+static const char __pyx_k_RLEACCEL[] = "RLEACCEL";
+static const char __pyx_k_SRCALPHA[] = "SRCALPHA";
+static const char __pyx_k_Sequence[] = "Sequence";
+static const char __pyx_k_getstate[] = "__getstate__";
+static const char __pyx_k_itemsize[] = "itemsize";
+static const char __pyx_k_pixels3d[] = "pixels3d";
+static const char __pyx_k_pyx_type[] = "__pyx_type";
+static const char __pyx_k_red_mean[] = "red_mean";
+static const char __pyx_k_register[] = "register";
+static const char __pyx_k_setstate[] = "__setstate__";
+static const char __pyx_k_TypeError[] = "TypeError";
+static const char __pyx_k_blue_mean[] = "blue_mean";
+static const char __pyx_k_enumerate[] = "enumerate";
+static const char __pyx_k_format_8b[] = "format_8b";
+static const char __pyx_k_full_like[] = "full_like";
+static const char __pyx_k_isenabled[] = "isenabled";
+static const char __pyx_k_lab_array[] = "lab_array";
+static const char __pyx_k_model_d50[] = "model_d50";
+static const char __pyx_k_model_d55[] = "model_d55";
+static const char __pyx_k_model_d65[] = "model_d65";
+static const char __pyx_k_model_icc[] = "model_icc";
+static const char __pyx_k_pyx_state[] = "__pyx_state";
+static const char __pyx_k_reduce_ex[] = "__reduce_ex__";
+static const char __pyx_k_rgb_array[] = "rgb_array";
+static const char __pyx_k_IndexError[] = "IndexError";
+static const char __pyx_k_ValueError[] = "ValueError";
+static const char __pyx_k_frombuffer[] = "frombuffer";
+static const char __pyx_k_green_mean[] = "green_mean";
+static const char __pyx_k_illuminant[] = "illuminant";
+static const char __pyx_k_pyx_result[] = "__pyx_result";
+static const char __pyx_k_pyx_vtable[] = "__pyx_vtable__";
+static const char __pyx_k_ImportError[] = "ImportError";
+static const char __pyx_k_MemoryError[] = "MemoryError";
+static const char __pyx_k_PickleError[] = "PickleError";
+static const char __pyx_k_array_alpha[] = "array_alpha";
+static const char __pyx_k_collections[] = "collections";
+static const char __pyx_k_red_std_dev[] = "red_std_dev";
+static const char __pyx_k_smoothscale[] = "smoothscale";
+static const char __pyx_k_blue_std_dev[] = "blue_std_dev";
+static const char __pyx_k_initializing[] = "_initializing";
+static const char __pyx_k_make_surface[] = "make_surface";
+static const char __pyx_k_pixels_alpha[] = "pixels_alpha";
+static const char __pyx_k_pygame_image[] = "pygame.image";
+static const char __pyx_k_pyx_checksum[] = "__pyx_checksum";
+static const char __pyx_k_stringsource[] = "<stringsource>";
+static const char __pyx_k_version_info[] = "version_info";
+static const char __pyx_k_BLEND_RGB_ADD[] = "BLEND_RGB_ADD";
+static const char __pyx_k_Cielab_config[] = "Cielab.config";
+static const char __pyx_k_THREAD_NUMBER[] = "THREAD_NUMBER";
+static const char __pyx_k_adobe98_array[] = "adobe98_array";
+static const char __pyx_k_class_getitem[] = "__class_getitem__";
+static const char __pyx_k_green_std_dev[] = "green_std_dev";
+static const char __pyx_k_reduce_cython[] = "__reduce_cython__";
+static const char __pyx_k_AssertionError[] = "AssertionError";
+static const char __pyx_k_NotImplemented[] = "NotImplemented";
+static const char __pyx_k_View_MemoryView[] = "View.MemoryView";
+static const char __pyx_k_allocate_buffer[] = "allocate_buffer";
+static const char __pyx_k_collections_abc[] = "collections.abc";
+static const char __pyx_k_dtype_is_object[] = "dtype_is_object";
+static const char __pyx_k_pyx_PickleError[] = "__pyx_PickleError";
+static const char __pyx_k_setstate_cython[] = "__setstate_cython__";
+static const char __pyx_k_is_not_supported[] = ") is not supported.";
+static const char __pyx_k_pygame_surfarray[] = "pygame.surfarray";
+static const char __pyx_k_pygame_transform[] = "pygame.transform";
+static const char __pyx_k_ascontiguousarray[] = "ascontiguousarray";
+static const char __pyx_k_pyx_unpickle_Enum[] = "__pyx_unpickle_Enum";
+static const char __pyx_k_rgb2xyz_line_2963[] = "rgb2xyz (line 2963)";
+static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
+static const char __pyx_k_strided_and_direct[] = "<strided and direct>";
+static const char __pyx_k_adobe2rgb_line_2343[] = "adobe2rgb (line 2343)";
+static const char __pyx_k_rgb2adobe_line_2489[] = "rgb2adobe (line 2489)";
+static const char __pyx_k_rgb_to_xyz_line_647[] = "rgb_to_xyz (line 647)";
+static const char __pyx_k_xyz_to_rgb_line_779[] = "xyz_to_rgb (line 779)";
+static const char __pyx_k_adobe98_xyz_line_555[] = "adobe98_xyz (line 555)";
+static const char __pyx_k_strided_and_indirect[] = "<strided and indirect>";
+static const char __pyx_k_xyz_adobe98_line_421[] = "xyz_adobe98 (line 421)";
+static const char __pyx_k_Invalid_shape_in_axis[] = "Invalid shape in axis ";
+static const char __pyx_k_contiguous_and_direct[] = "<contiguous and direct>";
+static const char __pyx_k_Cannot_index_with_type[] = "Cannot index with type '";
+static const char __pyx_k_MemoryView_of_r_object[] = "<MemoryView of %r object>";
+static const char __pyx_k_WhiteBalance_line_1890[] = "WhiteBalance (line 1890)";
+static const char __pyx_k_cielab_2_rgb_line_1691[] = "cielab_2_rgb (line 1691)";
+static const char __pyx_k_rgb_2_cielab_line_1487[] = "rgb_2_cielab (line 1487)";
+static const char __pyx_k_xyz_to_cielab_line_933[] = "xyz_to_cielab (line 933)";
+static const char __pyx_k_MemoryView_of_r_at_0x_x[] = "<MemoryView of %r at 0x%x>";
+static const char __pyx_k_cielab_to_rgb_line_1357[] = "cielab_to_rgb (line 1357)";
+static const char __pyx_k_cielab_to_xyz_line_1095[] = "cielab_to_xyz (line 1095)";
+static const char __pyx_k_contiguous_and_indirect[] = "<contiguous and indirect>";
+static const char __pyx_k_rgb_to_cielab_line_1247[] = "rgb_to_cielab (line 1247)";
+static const char __pyx_k_Array_must_be_shape_w_h_3[] = "Array must be shape (w, h, 3); (";
+static const char __pyx_k_Dimension_d_is_not_direct[] = "Dimension %d is not direct";
+static const char __pyx_k_Array_sizes_cannot_be_null[] = "\nArray sizes cannot be null.";
+static const char __pyx_k_Index_out_of_bounds_axis_d[] = "Index out of bounds (axis %d)";
+static const char __pyx_k_PYGAME_HIDE_SUPPORT_PROMPT[] = "PYGAME_HIDE_SUPPORT_PROMPT";
+static const char __pyx_k_Step_may_not_be_zero_axis_d[] = "Step may not be zero (axis %d)";
+static const char __pyx_k_adobe2rgb_inplace_line_2817[] = "adobe2rgb_inplace (line 2817)";
+static const char __pyx_k_itemsize_0_for_cython_array[] = "itemsize <= 0 for cython.array";
+static const char __pyx_k_rgb2adobe_inplace_line_2657[] = "rgb2adobe_inplace (line 2657)";
+static const char __pyx_k_WhiteBalanceInplace_line_2055[] = "WhiteBalanceInplace (line 2055)";
+static const char __pyx_k_unable_to_allocate_array_data[] = "unable to allocate array data.";
+static const char __pyx_k_Argument_Illuminant_expect_a_c[] = "\nArgument Illuminant expect ('a','c','e','d50', 'd55', 'd65', 'icc'; got %s)";
+static const char __pyx_k_CIELAB_color_space_Convert_RGB[] = "\n    CIELAB color space \n    Convert RGB image to CIELAB with specific illuminant\n    \n    e.g:\n    \n    >>> arr = numpy.empty((640, 480, 3), dtype=numpy.uint8)\n    >>> cielab_array = rgb_2_cielab(arr)\n    >>> cielab_array = rgb_2_cielab(arr, illuminant='d50')\n\n    \n    Python hook method \n    \n    :param rgb_array : numpy.ndarray shape (w, h, 3) containing RGB pixel values (uint8) \n    :param illuminant: Illuminant white point; sting can be 'a','c','e','d50', 'd55', 'd65', 'icc' \n        see below for more details about the illuminant argument.\n    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces\n        otherwise set it to False for 24 - 32-bit images (float32) \n    :return : Image converted to CIELAB color space (conversion in simple precision).\n        \n    \"a\"\n    CIE standard illuminant A, [1.0985, 1.0000, 0.3558].\n    Simulates typical, domestic, tungsten-filament lighting with correlated\n     color temperature of 2856 K.\n    \"c\"\n    CIE standard illuminant C, [0.9807, 1.0000, 1.1822]. Simulates average or\n     north sky daylight with correlated color temperature of 6774 K.\n     Deprecated by CIE.\n    \"e\"\n    Equal-energy radiator, [1.000, 1.000, 1.000]. Useful as a theoretical reference.\n    \"d50\"\n    CIE standard illuminant D50, [0.9642, 1.0000, 0.8251]. Simulates warm daylight\n     at sunrise or sunset with correlated color temperature of 5003 K.\n     Also known as horizon light.\n    \"d55\"\n    CIE standard illuminant D55, [0.9568, 1.0000, 0.9214]. Simulates mid-morning\n    or mid-afternoon daylight with correlated color temperature of 5500 K.\n    \"d65\"\n    CIE standard illuminant D65, [0.9504, 1.0000, 1.0888].\n     Simulates noon daylight with correlated color temperature of 6504 K.\n    \"icc\"\n    Profile Connection Space (PCS) illuminant used in ICC profiles.\n     Approximation of [0.9642, 1.000, 0.8249] using fixed-point, signed,\n     32-bit ""numbers with 16 fractional bits. Actual value:\n     [31595,32768, 27030]/32768.\n    ";
+static const char __pyx_k_CONVERSION_FROM_XYZ_D65_D50_TO[] = "\n    CONVERSION FROM XYZ (D65 & D50) TO 24-BIT ADOBE RGB\n    \n    e.g:\n    >>>rgb = xyz_adobe98(41.246, 21.267, 1.933)\n    {'r': 218.9474334716797, 'g': 0.0, 'b': 0.0}\n    \n    >>>r, g, b = xyz_adobe98(41.246, 21.267, 1.933).values()\n    \n    RGB values are capped in range 0..255\n\n    :param x: X color components \n    :param y: Y color components \n    :param z: Z color components \n    :param ref: reference 'D50' or 'D65' default D65\n    :return : return RGB structure containing RGB values in range [0..255], this will be \n        identical to a dictionary in python e.g {'r': 218.9474334716797, 'g': 0.0, 'b': 0.0}\n\n    ";
+static const char __pyx_k_CONVERT_XYZ_VALUES_TO_CIELAB_e[] = "\n    CONVERT XYZ VALUES TO CIELAB  \n\n    e.g\n    \n    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']\n    \n    >>>lab = xyz_to_cielab(41.245, 21.267, 1.9333)  # default d65 \n    {'l': 53.240478515625, 'a': 80.10113525390625, 'b': 67.20298767089844}\n    \n    >>>lab = xyz_to_cielab(41.245, 21.267, 1.9333, model=model_d50)  # d50\n    {'l': 53.240478515625, 'a': 78.28646850585938, 'b': 62.14963912963867} \n    \n    >>>l, a, b = xyz_to_cielab(41.245, 21.267, 1.9333, model=model_e).values()  # model e\n    \n    Python hook method \n\n    X, Y, Z describe the color stimulus considered \n    \n    :param x: X color whose components are in the nominal range [0.0, 1.0]\n    :param y: Y color whose components are in the nominal range [0.0, 1.0]\n    :param z: Z color whose components are in the nominal range [0.0, 1.0]\n    :param model: illuminant color model\n    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces\n        otherwise set it to False for 24- 32-bit images (float32) \n    :return : return structure lab containing the l, a, b values of the xyz -> lab conversion. \n        This will be identical to a dictionary in python e.g \n        {'l': 53.240478515625, 'a': 78.28646850585938, 'b': 62.14963912963867} \n\n    ";
+static const char __pyx_k_strided_and_direct_or_indirect[] = "<strided and direct or indirect>";
+static const char __pyx_k_Attribute_ref_must_be_D50_or_D6[] = "\nAttribute ref must be D50 or D65";
+static const char __pyx_k_Attribute_ref_must_be_D65_or_D5[] = "\nAttribute ref must be D65 or D50.";
+static const char __pyx_k_CIELAB_color_space_Convert_CIEL[] = "\n    CIELAB color space\n    Convert CIELAB image to RGB with specific illuminant\n\n    e.g:\n    \n    >>> arr = numpy.empty((640, 480, 3), dtype=numpy.uint8)\n    >>> rgb_array = cielab_2_rgb(arr)\n    >>> rgb_array = cielab_2_rgb(arr, illuminant='d50')\n    \n    Python hook method\n\n    :param lab_array : numpy.ndarray shape (w, h, 3) containing cielab values (l, a, b float32)\n    :param illuminant: Illuminant white point; sting can be 'a','c','e','d50', 'd55', 'd65', 'icc'\n        see below for more details about the illuminant argument.\n    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces\n        otherwise set it to False for 24 - 32-bit images (float32)    \n    :return : Image converted to CIELAB color space (conversion in simple precision).\n    \n    \"a\"\n    CIE standard illuminant A, [1.0985, 1.0000, 0.3558].\n    Simulates typical, domestic, tungsten-filament lighting with correlated\n     color temperature of 2856 K.\n    \"c\"\n    CIE standard illuminant C, [0.9807, 1.0000, 1.1822]. Simulates average or\n     north sky daylight with correlated color temperature of 6774 K.\n     Deprecated by CIE.\n    \"e\"\n    Equal-energy radiator, [1.000, 1.000, 1.000]. Useful as a theoretical reference.\n    \"d50\"\n    CIE standard illuminant D50, [0.9642, 1.0000, 0.8251]. Simulates warm daylight\n     at sunrise or sunset with correlated color temperature of 5003 K.\n     Also known as horizon light.\n    \"d55\"\n    CIE standard illuminant D55, [0.9568, 1.0000, 0.9214]. Simulates mid-morning\n    or mid-afternoon daylight with correlated color temperature of 5500 K.\n    \"d65\"\n    CIE standard illuminant D65, [0.9504, 1.0000, 1.0888].\n     Simulates noon daylight with correlated color temperature of 6504 K.\n    \"icc\"\n    Profile Connection Space (PCS) illuminant used in ICC profiles.\n     Approximation of [0.9642, 1.000, 0.8249] using fixed-point, signed,\n     32-bit numbers with 1""6 fractional bits. Actual value:\n     [31595,32768, 27030]/32768.\n    ";
+static const char __pyx_k_CIE_XYZ_to_sRGB_simple_precisio[] = "\n    CIE XYZ to sRGB (simple precision) D65/2\302\260 & D50\n    \n    e.g \n    \n    >>>rgb = xyz_to_rgb(41.24, 21.267, 1.933)\n    {'r': 254.98020935058594, 'g': 0.16205523908138275, 'b': 0.0}\n    \n    >>>r, g, b = xyz_to_rgb(41.24, 21.267, 1.933).values()\n    \n    D65 - 2\302\260 standard colorimetric observer for CIE XYZ\n    Returned rgb values are capped from 0.0 - 255.0 \n    Python hook method \n    \n    :param x: X color whose components are in the nominal range [0.0, 1.0]\n    :param y: Y color whose components are in the nominal range [0.0, 1.0]\n    :param z: Z color whose components are in the nominal range [0.0, 1.0]\n    :param ref: reference 'D50' or 'D65' default D65\n    :return : return RGB structure containing RGB values in range [0..255], this will be \n        identical to a dictionary in python e.g\n        {'r': 254.98020935058594, 'g': 0.16205523908138275, 'b': 0.0}\n\n    ";
+static const char __pyx_k_CONVERT_CIELAB_to_XYZ_e_g_suppo[] = "\n    CONVERT CIELAB to XYZ \n    \n    e.g:\n    \n    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']\n    \n    >>>xyz = cielab_to_xyz(l, a, b, model=model_d65)\n    {'x': 39.19924545288086, 'y': 21.26700210571289, 'z': 2.1049764156341553}\n    \n    >>>xyz = cielab_to_xyz(l, a, b, model=model_d55)  # d55 \n    \n    >>>x, y, z = cielab_to_xyz(l, a, b, model=model_d65).values()\n    \n    Python hook method \n\n    The three coordinates of CIELAB represent the lightness of the color (L* = 0 yields \n    black and L* = 100 indicates diffuse white; specular white may be higher), its position\n    between magenta and green (a*, where negative values indicate green and positive values\n    indicate magenta) and its position between yellow and blue (b*, where negative values\n    indicate blue and positive values indicate yellow). \n    \n    :param l : float; l perceptual lightness\n    :param a : float; a*, where negative values indicate green and positive values indicate magenta \n        and its position between yellow and blue\n    :param b : float; b*, where negative values indicate blue and positive values indicate yellow\n    :param model : memoryview array shape (3,) containing the illuminant values \n    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces\n        otherwise set it to False for 24 - 32-bit images (float32)\n    :return : xyz; structure containing XYZ values. This will be identical to a dictionary in python e.g\n        {'x': 39.19924545288086, 'y': 21.26700210571289, 'z': 2.1049764156341553}\n\n    Below all the compatible illuminant models\n    \"a\"\n    CIE standard illuminant A, [1.0985, 1.0000, 0.3558].\n    Simulates typical, domestic, tungsten-filament lighting with correlated\n     color temperature of 2856 K.\n    \"c\"\n    CIE standard illuminant C, [0.9807, 1.0000, 1.1822]. Simulates average or\n     north sky daylight with correlated color temperature of 677""4 K.\n     Deprecated by CIE.\n    \"e\"\n    Equal-energy radiator, [1.000, 1.000, 1.000]. Useful as a theoretical reference.\n    \"d50\"\n    CIE standard illuminant D50, [0.9642, 1.0000, 0.8251]. Simulates warm daylight\n     at sunrise or sunset with correlated color temperature of 5003 K.\n     Also known as horizon light.\n    \"d55\"\n    CIE standard illuminant D55, [0.9568, 1.0000, 0.9214]. Simulates mid-morning\n    or mid-afternoon daylight with correlated color temperature of 5500 K.\n    \"d65\"\n    CIE standard illuminant D65, [0.9504, 1.0000, 1.0888].\n     Simulates noon daylight with correlated color temperature of 6504 K.\n    \"icc\"\n    Profile Connection Space (PCS) illuminant used in ICC profiles.\n     Approximation of [0.9642, 1.000, 0.8249] using fixed-point, signed,\n     32-bit numbers with 16 fractional bits. Actual value:\n     [31595,32768, 27030]/32768.\n\n    ";
+static const char __pyx_k_CONVERT_RGB_COLOR_VALUES_TO_CIE[] = "\n    CONVERT RGB COLOR VALUES TO CIELAB COLOR SPACE \n    \n    e.g: \n    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']\n    \n    >>>lab = rgb_to_cielab(255, 255, 255)\n    {'l': 100.0, 'a': 0.012278556823730469, 'b': -0.0018358230590820312}\n    \n    >>>l, a, b = rgb_to_cielab(255, 255, 255, model=model_c).values()\n\n    Python hook method\n    \n    :param r : float; Red component value 0..255 \n    :param g : float; green component value 0..255\n    :param b : float; blue component value 0..255\n    :param model : memoryview array shape (3,) containing the illuminant values\n    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces\n        otherwise set it to False for 24-32-bit images (float32)  \n    :return : lab; structure containing the cielab values (l, a, b) type float simple precision.\n        This will be identical to a dictionary in python e.g \n        {'l': 100.0, 'a': 0.012278556823730469, 'b': -0.0018358230590820312}\n    ";
+static const char __pyx_k_Conversion_from_24_bit_Adobe_RG[] = "\n    Conversion from 24-bit Adobe RGB to XYZ (D65)\n   \n    e.g\n    >>>xyz = adobe98_xyz(255, 0, 0)\n    {'x': 57.673091888427734, 'y': 29.737689971923828, 'z': 2.703429937362671}\n    \n    >>>x, y, z = adobe98_xyz(255, 0, 0).values()\n    \n    XYZ values are not normalized \n\n    :param r: Red color components in range 0..255 \n    :param g: Green color components in range 0..255 \n    :param b: Blue color components in range 0..255 \n    :param ref: reference 'D50' or 'D65' default D65\n    :return : return xyz structure containing x,y,z values, this will be \n        identical to a dictionary in python e.g \n        {'x': 57.673091888427734, 'y': 29.737689971923828, 'z': 2.703429937362671}\n\n    ";
+static const char __pyx_k_Convert_an_ADOBE_98_array_float[] = "\n    Convert an ADOBE 98 array (float) into an SRGB array(uint8) \n    Works with D50 & D65 illuminant only\n    \n    e.g: \n    \n    >>> arrf = numpy.empty((640, 480, 3), dtype=numpy.float32)\n    >>> adobe_rgb = adobe2rgb(arrf)\n\n    :param adobe98_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (float) \n    :param ref: str; Illuminant white point; sting can be 'd50', 'd65' \n    :return : New array containing RGB equivalent values after conversion. \n     Array shape (w, h, 3) of type uint8\n    ";
+static const char __pyx_k_Convert_an_RGB_array_into_an_AD[] = "\n    Convert an RGB array into an ADOBE 98 equivalent array\n    Works with D50 & D65 illuminant only\n    \n    e.g\n    >>> arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)\n    >>> adobe_arr = rgb2adobe(arr_u)\n    \n    :param rgb_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (uint8) \n    :param ref:str; Illuminant white point; sting can be 'd50', 'd65'\n        see below for more details about the illuminant argument.\n    :return : New array containing ADOBE 98 values, array shape (w, h, 3) of type float\n\n    ";
+static const char __pyx_k_Convert_an_RGB_array_into_an_XY[] = "\n    Convert an RGB array into an XYZ equivalent array/image\n    Works with D50 & D65 illuminant only\n    \n    e.g:\n    >>>arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)\n    >>>xyz_array = rgb2xyz(arr_u)\n\n    :param rgb_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (uint8) \n    :param ref:str; Illuminant white point; sting can be 'd50', 'd65'\n        see below for more details about the illuminant argument.\n    :return : New array containing ZYZ values, array shape (w, h, 3) of type float \n    ";
+static const char __pyx_k_GNU_GENERAL_PUBLIC_LICENSE_Vers[] = "\n                 GNU GENERAL PUBLIC LICENSE\n                       Version 3, 29 June 2007\n\n Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>\n Everyone is permitted to copy and distribute verbatim copies\n of this license document, but changing it is not allowed.\n\nCopyright Yoann Berenguer\n";
+static const char __pyx_k_Pygame_library_is_missing_on_yo[] = "\n<Pygame> library is missing on your system.\nTry: \n   C:\\pip install pygame on a window command prompt.";
+static const char __pyx_k_The_Gray_World_algorithm_for_il[] = "\n    The Gray World algorithm for illuminant estimation assumes that\n    the average color of the world is gray, or achromatic. Therefore,\n    it calculates the scene illuminant as the average RGB value in the image.\n    \n    e.g\n    >>>arr = numpy.empty((640, 480, 3), dtype=numpy.uint8)\n    >>>white_balance = WhiteBalance(arr)\n    >>>white_balance = WhiteBalance(arr, illuminant='d50')\n    \n    :param rgb_array: numpy.ndarray containing RGB pixels uint8 values in range 0..255\n    :param c1 :\n    :param illuminant: Illuminant white point; sting can be 'a','c','e','d50', 'd55', 'd65', 'icc'\n    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces\n        otherwise set it to False for 24 - 32-bit images (float32)\n    :return : Returns numpy.ndarray shape (w, h, 3) type uint8; white balanced\n    ";
+static const char __pyx_k_numpy_core_multiarray_failed_to[] = "numpy.core.multiarray failed to import";
+static const char __pyx_k_numpy_library_is_missing_on_you[] = "\n<numpy> library is missing on your system.\nTry: \n   C:\\pip install numpy on a window command prompt.";
+static const char __pyx_k_sRGB_to_CIE_XYZ_simple_precisio[] = "\n    sRGB to CIE XYZ (simple precision) D65/2 & D50\302\260\n\n    Python hook method \n    \n    e.g\n    \n    >>>xyz = rgb_to_xyz(255, 0, 0)\n    {'x': 41.24563980102539, 'y': 21.267290115356445, 'z': 1.9333901405334473}\n    \n    >>>x, y, z = rgb_to_xyz(255, 0, 0).values()\n    \n    \n    Color component rgb values are in the range of 0 to 255 \n    Like most of RGB to XYZ algorithm out here, this algorithm does \n    not control the capping of RGB values.\n\n    :param r: float; Red components in range 0.0 .. 255.0 \n    :param g: float; Green component in range 0.0 .. 255.0\n    :param b: float; Blue component in range 0.0..255.0\n    :param ref: reference 'D50' or 'D65' default D65\n    :return : tuple; XYZ tuple, float values 0.0 .. 1.0. \n        This will be identical to a dictionary in python e.g \n        {'x': 41.24563980102539, 'y': 21.267290115356445, 'z': 1.9333901405334473}\n    ";
+static const char __pyx_k_All_dimensions_preceding_dimensi[] = "All dimensions preceding dimension %d must be indexed and not sliced";
+static const char __pyx_k_Argument_model_has_an_invalid_le[] = "Argument model has an invalid length of %s; expecting 3";
+static const char __pyx_k_Array_must_be_type_uint8_or_floa[] = "Array must be type uint8 or float32; %s is not supported.";
+static const char __pyx_k_Buffer_view_does_not_expose_stri[] = "Buffer view does not expose strides";
+static const char __pyx_k_Can_only_create_a_buffer_that_is[] = "Can only create a buffer that is contiguous in memory.";
+static const char __pyx_k_Cannot_assign_to_read_only_memor[] = "Cannot assign to read-only memoryview";
+static const char __pyx_k_Cannot_create_writable_memory_vi[] = "Cannot create writable memory view from read-only memoryview";
+static const char __pyx_k_Cannot_transpose_memoryview_with[] = "Cannot transpose memoryview with indirect dimensions";
+static const char __pyx_k_Empty_shape_tuple_for_cython_arr[] = "Empty shape tuple for cython.array";
+static const char __pyx_k_Incompatible_checksums_0x_x_vs_0[] = "Incompatible checksums (0x%x vs (0x82a3537, 0x6ae9995, 0xb068931) = (name))";
+static const char __pyx_k_Indirect_dimensions_not_supporte[] = "Indirect dimensions not supported";
+static const char __pyx_k_Invalid_mode_expected_c_or_fortr[] = "Invalid mode, expected 'c' or 'fortran', got ";
+static const char __pyx_k_Out_of_bounds_on_buffer_access_a[] = "Out of bounds on buffer access (axis ";
+static const char __pyx_k_Unable_to_convert_item_to_object[] = "Unable to convert item to object";
+static const char __pyx_k_adobe98_array_argument_must_be_s[] = "adobe98_array argument must be shape (h, w, 3) type uint8.\n %s ";
+static const char __pyx_k_adobe98_array_invalid_dimensions[] = "adobe98_array invalid dimensions for RGB or RGBA array pixels; got (";
+static const char __pyx_k_got_differing_extents_in_dimensi[] = "got differing extents in dimension ";
+static const char __pyx_k_no_default___reduce___due_to_non[] = "no default __reduce__ due to non-trivial __cinit__";
+static const char __pyx_k_numpy_core_umath_failed_to_impor[] = "numpy.core.umath failed to import";
+static const char __pyx_k_rgb_array_invalid_dimensions_for[] = "rgb_array invalid dimensions for RGB or RGBA array pixels; got (";
+static const char __pyx_k_unable_to_allocate_shape_and_str[] = "unable to allocate shape and strides.";
+static const char __pyx_k_Attribute_ref_must_be_D50_or_D6_2[] = "\nAttribute ref must be D50 or D65 got %s";
+static const char __pyx_k_CONVERT_RGB_COLOR_VALUES_TO_CIE_2[] = "\n    CONVERT RGB COLOR VALUES TO CIELAB COLOR SPACE\n    \n    e.g: \n    \n    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']\n      \n    >>>r, g, b = cielab_to_rgb(l, a, b).values()\n    \n    >>>rgb = cielab_to_rgb(l, a, b)\n    {'r': 255.0, 'g': 252.87266540527344, 'b': 0.0}\n\n    Python hook method\n\n    The three coordinates of CIELAB represent the lightness of the color (L* = 0 yields \n    black and L* = 100 indicates diffuse white; specular white may be higher), its position\n    between magenta and green (a*, where negative values indicate green and positive values\n    indicate magenta) and its position between yellow and blue (b*, where negative values\n    indicate blue and positive values indicate yellow). \n    \n    :param l : float; l perceptual lightness\n    :param a : float; a*, where negative values indicate green and positive values indicate magenta \n        and its position between yellow and blue\n    :param b : float; b*, where negative values indicate blue and positive values indicate yellow\n    :param model : memoryview array shape (3,) containing the illuminant values \n    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces\n        otherwise set it to False for 24-32-bit images (float32)\n    :return : rgb; structure containing RGB values (r, g, b) type float simple precision.\n        This will be identical to a dictionary in python e.g:\n        {'r': 255.0, 'g': 252.87266540527344, 'b': 0.0}\n    ";
+static const char __pyx_k_Convert_an_ADOBE_98_array_float_2[] = "\n    Convert an ADOBE 98 array (float) into an SRGB array(uint8) \n    Works with D50 & D65 illuminant only\n    \n    >>> arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)\n    >>> adobe2rgb_inplace(arr_u)\n\n    :param adobe98_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (float) \n    :param ref: str; Illuminant white point; sting can be 'd50', 'd65' \n    :return : New array containing RGB equivalent values after conversion. \n     Array shape (w, h, 3) of type uint8\n    :return : void\n\n    ";
+static const char __pyx_k_Convert_an_RGB_array_into_an_AD_2[] = "\n    Convert an RGB array into an ADOBE 98 equivalent array (INPLACE)\n    Works with D50 & D65 illuminant only\n    \n     e.g\n    >>> arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)\n    >>> rgb2adobe_inplace(arr_u)\n    \n    :param rgb_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (uint8) \n    :param ref:str; Illuminant white point; sting can be 'd50', 'd65'\n        see below for more details about the illuminant argument.\n    :return : void\n\n    ";
+static const char __pyx_k_The_Gray_World_algorithm_for_il_2[] = "\n    The Gray World algorithm for illuminant estimation assumes that\n    the average color of the world is gray, or achromatic. Therefore,\n    it calculates the scene illuminant as the average RGB value in the image.\n    \n    e.g\n    >>>arr = numpy.empty((640, 480, 3), dtype=numpy.uint8)\n    >>>WhiteBalance(arr)\n    >>>WhiteBalance(arr, illuminant='d50')\n    \n    :param rgb_array: numpy.ndarray containing RGB pixels uint8 values in range 0..255\n    :param c1 :\n    :param illuminant: Illuminant white point; sting can be 'a','c','e','d50', 'd55', 'd65', 'icc'\n    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces\n        otherwise set it to False for 24 - 32-bit images (float32)\n    :return : void\n    ";
+static const char __pyx_k_adobe98_array_invalid_dimensions_2[] = "adobe98_array invalid dimensions for RGB or RGBA array pixels; got ({}, {}, {}).\n";
+/* #### Code section: decls ### */
+static int __pyx_array___pyx_pf_15View_dot_MemoryView_5array___cinit__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_shape, Py_ssize_t __pyx_v_itemsize, PyObject *__pyx_v_format, PyObject *__pyx_v_mode, int __pyx_v_allocate_buffer); /* proto */
+static int __pyx_array___pyx_pf_15View_dot_MemoryView_5array_2__getbuffer__(struct __pyx_array_obj *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
+static void __pyx_array___pyx_pf_15View_dot_MemoryView_5array_4__dealloc__(struct __pyx_array_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_15View_dot_MemoryView_5array_7memview___get__(struct __pyx_array_obj *__pyx_v_self); /* proto */
+static Py_ssize_t __pyx_array___pyx_pf_15View_dot_MemoryView_5array_6__len__(struct __pyx_array_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_array___pyx_pf_15View_dot_MemoryView_5array_8__getattr__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_attr); /* proto */
+static PyObject *__pyx_array___pyx_pf_15View_dot_MemoryView_5array_10__getitem__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_item); /* proto */
+static int __pyx_array___pyx_pf_15View_dot_MemoryView_5array_12__setitem__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_item, PyObject *__pyx_v_value); /* proto */
+static PyObject *__pyx_pf___pyx_array___reduce_cython__(CYTHON_UNUSED struct __pyx_array_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf___pyx_array_2__setstate_cython__(CYTHON_UNUSED struct __pyx_array_obj *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v___pyx_state); /* proto */
+static int __pyx_MemviewEnum___pyx_pf_15View_dot_MemoryView_4Enum___init__(struct __pyx_MemviewEnum_obj *__pyx_v_self, PyObject *__pyx_v_name); /* proto */
+static PyObject *__pyx_MemviewEnum___pyx_pf_15View_dot_MemoryView_4Enum_2__repr__(struct __pyx_MemviewEnum_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf___pyx_MemviewEnum___reduce_cython__(struct __pyx_MemviewEnum_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf___pyx_MemviewEnum_2__setstate_cython__(struct __pyx_MemviewEnum_obj *__pyx_v_self, PyObject *__pyx_v___pyx_state); /* proto */
+static int __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview___cinit__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_obj, int __pyx_v_flags, int __pyx_v_dtype_is_object); /* proto */
+static void __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_2__dealloc__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_4__getitem__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index); /* proto */
+static int __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_6__setitem__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index, PyObject *__pyx_v_value); /* proto */
+static int __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_8__getbuffer__(struct __pyx_memoryview_obj *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
+static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_1T___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_4base___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_5shape___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_7strides___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_10suboffsets___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_4ndim___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_8itemsize___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_6nbytes___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_4size___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static Py_ssize_t __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_10__len__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_12__repr__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_14__str__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_16is_c_contig(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_18is_f_contig(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_20copy(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_22copy_fortran(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf___pyx_memoryview___reduce_cython__(CYTHON_UNUSED struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf___pyx_memoryview_2__setstate_cython__(CYTHON_UNUSED struct __pyx_memoryview_obj *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v___pyx_state); /* proto */
+static void __pyx_memoryviewslice___pyx_pf_15View_dot_MemoryView_16_memoryviewslice___dealloc__(struct __pyx_memoryviewslice_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf___pyx_memoryviewslice___reduce_cython__(CYTHON_UNUSED struct __pyx_memoryviewslice_obj *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf___pyx_memoryviewslice_2__setstate_cython__(CYTHON_UNUSED struct __pyx_memoryviewslice_obj *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v___pyx_state); /* proto */
+static PyObject *__pyx_pf_15View_dot_MemoryView___pyx_unpickle_Enum(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v___pyx_type, long __pyx_v___pyx_checksum, PyObject *__pyx_v___pyx_state); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_array3d_mean(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_array); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_2array3d_stats(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_array); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_4xyz_adobe98(CYTHON_UNUSED PyObject *__pyx_self, float __pyx_v_x, float __pyx_v_y, float __pyx_v_z, PyObject *__pyx_v_ref); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_6adobe98_xyz(CYTHON_UNUSED PyObject *__pyx_self, float __pyx_v_r, float __pyx_v_g, float __pyx_v_b, PyObject *__pyx_v_ref); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_8rgb_to_xyz(CYTHON_UNUSED PyObject *__pyx_self, float __pyx_v_r, float __pyx_v_g, float __pyx_v_b, PyObject *__pyx_v_ref); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_10xyz_to_rgb(CYTHON_UNUSED PyObject *__pyx_self, float __pyx_v_x, float __pyx_v_y, float __pyx_v_z, PyObject *__pyx_v_ref); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_12xyz_to_cielab(CYTHON_UNUSED PyObject *__pyx_self, float __pyx_v_x, float __pyx_v_y, float __pyx_v_z, __Pyx_memviewslice __pyx_v_model, int __pyx_v_format_8b); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_14cielab_to_xyz(CYTHON_UNUSED PyObject *__pyx_self, float __pyx_v_l, float __pyx_v_a, float __pyx_v_b, __Pyx_memviewslice __pyx_v_model, int __pyx_v_format_8b); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_16rgb_to_cielab(CYTHON_UNUSED PyObject *__pyx_self, float __pyx_v_r, float __pyx_v_g, float __pyx_v_b, __Pyx_memviewslice __pyx_v_model, int __pyx_v_format_8b); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_18cielab_to_rgb(CYTHON_UNUSED PyObject *__pyx_self, float __pyx_v_l, float __pyx_v_a, float __pyx_v_b, __Pyx_memviewslice __pyx_v_model, int __pyx_v_format_8b); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_20rgb_2_cielab(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_rgb_array, PyObject *__pyx_v_illuminant, int __pyx_v_format_8b); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_22cielab_2_rgb(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_lab_array, PyObject *__pyx_v_illuminant, int __pyx_v_format_8b); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_24WhiteBalance(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_rgb_array, float __pyx_v_c1, PyObject *__pyx_v_illuminant, int __pyx_v_format_8b); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_26WhiteBalanceInplace(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_rgb_array, float __pyx_v_c1, PyObject *__pyx_v_illuminant, int __pyx_v_format_8b); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_28white_balance_grayworld(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_rgb_array); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_30white_balance_SDWGW(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_rgb_array); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_32adobe2rgb(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_adobe98_array, PyObject *__pyx_v_ref); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_34rgb2adobe(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_rgb_array, PyObject *__pyx_v_ref); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_36rgb2adobe_inplace(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_rgb_array, PyObject *__pyx_v_ref); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_38adobe2rgb_inplace(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_adobe98_array, PyObject *__pyx_v_ref); /* proto */
+static PyObject *__pyx_pf_6Cielab_6Cielab_40rgb2xyz(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_rgb_array, PyObject *__pyx_v_ref); /* proto */
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+  Py_CLEAR(clear_module_state->__pyx_ptype_5numpy_flexible);
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+  Py_CLEAR(clear_module_state->__pyx_type___pyx_array);
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+  Py_CLEAR(clear_module_state->__pyx_n_s_frombuffer);
+  Py_CLEAR(clear_module_state->__pyx_n_s_full);
+  Py_CLEAR(clear_module_state->__pyx_n_s_full_like);
+  Py_CLEAR(clear_module_state->__pyx_n_s_g);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_gc);
+  Py_CLEAR(clear_module_state->__pyx_n_s_getstate);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_got);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_got_differing_extents_in_dimensi);
+  Py_CLEAR(clear_module_state->__pyx_n_s_green_mean);
+  Py_CLEAR(clear_module_state->__pyx_n_s_green_std_dev);
+  Py_CLEAR(clear_module_state->__pyx_n_u_hide);
+  Py_CLEAR(clear_module_state->__pyx_n_u_icc);
+  Py_CLEAR(clear_module_state->__pyx_n_s_id);
+  Py_CLEAR(clear_module_state->__pyx_n_s_illuminant);
+  Py_CLEAR(clear_module_state->__pyx_n_s_import);
+  Py_CLEAR(clear_module_state->__pyx_n_s_index);
+  Py_CLEAR(clear_module_state->__pyx_n_s_initializing);
+  Py_CLEAR(clear_module_state->__pyx_n_s_int16);
+  Py_CLEAR(clear_module_state->__pyx_n_s_int32);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_is_not_supported);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_isenabled);
+  Py_CLEAR(clear_module_state->__pyx_n_s_itemsize);
+  Py_CLEAR(clear_module_state->__pyx_kp_s_itemsize_0_for_cython_array);
+  Py_CLEAR(clear_module_state->__pyx_n_s_l);
+  Py_CLEAR(clear_module_state->__pyx_n_s_lab_array);
+  Py_CLEAR(clear_module_state->__pyx_n_s_main);
+  Py_CLEAR(clear_module_state->__pyx_n_s_make_surface);
+  Py_CLEAR(clear_module_state->__pyx_n_s_memview);
+  Py_CLEAR(clear_module_state->__pyx_n_s_mode);
+  Py_CLEAR(clear_module_state->__pyx_n_s_model);
+  Py_CLEAR(clear_module_state->__pyx_n_s_model_a);
+  Py_CLEAR(clear_module_state->__pyx_n_s_model_c);
+  Py_CLEAR(clear_module_state->__pyx_n_s_model_d50);
+  Py_CLEAR(clear_module_state->__pyx_n_s_model_d55);
+  Py_CLEAR(clear_module_state->__pyx_n_s_model_d65);
+  Py_CLEAR(clear_module_state->__pyx_n_s_model_e);
+  Py_CLEAR(clear_module_state->__pyx_n_s_model_icc);
+  Py_CLEAR(clear_module_state->__pyx_n_s_name);
+  Py_CLEAR(clear_module_state->__pyx_n_s_name_2);
+  Py_CLEAR(clear_module_state->__pyx_n_s_ndarray);
+  Py_CLEAR(clear_module_state->__pyx_n_s_ndim);
+  Py_CLEAR(clear_module_state->__pyx_n_s_new);
+  Py_CLEAR(clear_module_state->__pyx_kp_s_no_default___reduce___due_to_non);
+  Py_CLEAR(clear_module_state->__pyx_n_s_numpy);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_numpy_core_multiarray_failed_to);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_numpy_core_umath_failed_to_impor);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_numpy_library_is_missing_on_you);
+  Py_CLEAR(clear_module_state->__pyx_n_s_obj);
+  Py_CLEAR(clear_module_state->__pyx_n_s_ones);
+  Py_CLEAR(clear_module_state->__pyx_n_s_os);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pack);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pickle);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pixels3d);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pixels_alpha);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pygame);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pygame_image);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pygame_surfarray);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pygame_transform);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pyx_PickleError);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pyx_checksum);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pyx_result);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pyx_state);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pyx_type);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pyx_unpickle_Enum);
+  Py_CLEAR(clear_module_state->__pyx_n_s_pyx_vtable);
+  Py_CLEAR(clear_module_state->__pyx_n_s_r);
+  Py_CLEAR(clear_module_state->__pyx_n_s_range);
+  Py_CLEAR(clear_module_state->__pyx_n_s_red_mean);
+  Py_CLEAR(clear_module_state->__pyx_n_s_red_std_dev);
+  Py_CLEAR(clear_module_state->__pyx_n_s_reduce);
+  Py_CLEAR(clear_module_state->__pyx_n_s_reduce_cython);
+  Py_CLEAR(clear_module_state->__pyx_n_s_reduce_ex);
+  Py_CLEAR(clear_module_state->__pyx_n_s_ref);
+  Py_CLEAR(clear_module_state->__pyx_n_s_register);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_rgb2adobe_inplace_line_2657);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_rgb2adobe_line_2489);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_rgb2xyz_line_2963);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_rgb_2_cielab_line_1487);
+  Py_CLEAR(clear_module_state->__pyx_n_s_rgb_array);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_rgb_array_invalid_dimensions_for);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_rgb_to_cielab_line_1247);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_rgb_to_xyz_line_647);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_sRGB_to_CIE_XYZ_simple_precisio);
+  Py_CLEAR(clear_module_state->__pyx_n_s_scale);
+  Py_CLEAR(clear_module_state->__pyx_n_s_setstate);
+  Py_CLEAR(clear_module_state->__pyx_n_s_setstate_cython);
+  Py_CLEAR(clear_module_state->__pyx_n_s_shape);
+  Py_CLEAR(clear_module_state->__pyx_n_s_size);
+  Py_CLEAR(clear_module_state->__pyx_n_s_smoothscale);
+  Py_CLEAR(clear_module_state->__pyx_n_s_spec);
+  Py_CLEAR(clear_module_state->__pyx_n_s_start);
+  Py_CLEAR(clear_module_state->__pyx_n_s_step);
+  Py_CLEAR(clear_module_state->__pyx_n_s_stop);
+  Py_CLEAR(clear_module_state->__pyx_kp_s_strided_and_direct);
+  Py_CLEAR(clear_module_state->__pyx_kp_s_strided_and_direct_or_indirect);
+  Py_CLEAR(clear_module_state->__pyx_kp_s_strided_and_indirect);
+  Py_CLEAR(clear_module_state->__pyx_kp_s_stringsource);
+  Py_CLEAR(clear_module_state->__pyx_n_s_struct);
+  Py_CLEAR(clear_module_state->__pyx_n_s_sys);
+  Py_CLEAR(clear_module_state->__pyx_n_s_test);
+  Py_CLEAR(clear_module_state->__pyx_n_s_uint8);
+  Py_CLEAR(clear_module_state->__pyx_n_u_uint8);
+  Py_CLEAR(clear_module_state->__pyx_kp_s_unable_to_allocate_array_data);
+  Py_CLEAR(clear_module_state->__pyx_kp_s_unable_to_allocate_shape_and_str);
+  Py_CLEAR(clear_module_state->__pyx_n_s_unpack);
+  Py_CLEAR(clear_module_state->__pyx_n_s_update);
+  Py_CLEAR(clear_module_state->__pyx_n_s_upper);
+  Py_CLEAR(clear_module_state->__pyx_n_s_version_info);
+  Py_CLEAR(clear_module_state->__pyx_n_s_x);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_xyz_adobe98_line_421);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_xyz_to_cielab_line_933);
+  Py_CLEAR(clear_module_state->__pyx_kp_u_xyz_to_rgb_line_779);
+  Py_CLEAR(clear_module_state->__pyx_n_s_y);
+  Py_CLEAR(clear_module_state->__pyx_n_s_z);
+  Py_CLEAR(clear_module_state->__pyx_n_s_zeros);
+  Py_CLEAR(clear_module_state->__pyx_float_0_3558);
+  Py_CLEAR(clear_module_state->__pyx_float_0_8249);
+  Py_CLEAR(clear_module_state->__pyx_float_0_8251);
+  Py_CLEAR(clear_module_state->__pyx_float_0_9214);
+  Py_CLEAR(clear_module_state->__pyx_float_0_9504);
+  Py_CLEAR(clear_module_state->__pyx_float_0_9568);
+  Py_CLEAR(clear_module_state->__pyx_float_0_9642);
+  Py_CLEAR(clear_module_state->__pyx_float_0_9807);
+  Py_CLEAR(clear_module_state->__pyx_float_1_0000);
+  Py_CLEAR(clear_module_state->__pyx_float_1_0888);
+  Py_CLEAR(clear_module_state->__pyx_float_1_0985);
+  Py_CLEAR(clear_module_state->__pyx_float_1_1822);
+  Py_CLEAR(clear_module_state->__pyx_float_0_0134474);
+  Py_CLEAR(clear_module_state->__pyx_float_0_0193339);
+  Py_CLEAR(clear_module_state->__pyx_float_0_0270343);
+  Py_CLEAR(clear_module_state->__pyx_float_0_0415560);
+  Py_CLEAR(clear_module_state->__pyx_float_0_0556434);
+  Py_CLEAR(clear_module_state->__pyx_float_0_0706872);
+  Py_CLEAR(clear_module_state->__pyx_float_0_0721750);
+  Py_CLEAR(clear_module_state->__pyx_float_0_0752741);
+  Py_CLEAR(clear_module_state->__pyx_float_0_1191920);
+  Py_CLEAR(clear_module_state->__pyx_float_0_1804375);
+  Py_CLEAR(clear_module_state->__pyx_float_0_1855540);
+  Py_CLEAR(clear_module_state->__pyx_float_0_1881852);
+  Py_CLEAR(clear_module_state->__pyx_float_0_2126729);
+  Py_CLEAR(clear_module_state->__pyx_float_0_2973769);
+  Py_CLEAR(clear_module_state->__pyx_float_0_3575761);
+  Py_CLEAR(clear_module_state->__pyx_float_0_4124564);
+  Py_CLEAR(clear_module_state->__pyx_float_0_5767309);
+  Py_CLEAR(clear_module_state->__pyx_float_0_6273491);
+  Py_CLEAR(clear_module_state->__pyx_float_0_7151522);
+  Py_CLEAR(clear_module_state->__pyx_float_0_9503041);
+  Py_CLEAR(clear_module_state->__pyx_float_0_9911085);
+  Py_CLEAR(clear_module_state->__pyx_float_1_0154096);
+  Py_CLEAR(clear_module_state->__pyx_float_1_0572252);
+  Py_CLEAR(clear_module_state->__pyx_float_1_8760108);
+  Py_CLEAR(clear_module_state->__pyx_float_2_0413690);
+  Py_CLEAR(clear_module_state->__pyx_float_3_2404542);
+  Py_CLEAR(clear_module_state->__pyx_float_neg_0_1183897);
+  Py_CLEAR(clear_module_state->__pyx_float_neg_0_2040259);
+  Py_CLEAR(clear_module_state->__pyx_float_neg_0_3446944);
+  Py_CLEAR(clear_module_state->__pyx_float_neg_0_4985314);
+  Py_CLEAR(clear_module_state->__pyx_float_neg_0_5649464);
+  Py_CLEAR(clear_module_state->__pyx_float_neg_0_9692660);
+  Py_CLEAR(clear_module_state->__pyx_float_neg_1_5371385);
+  Py_CLEAR(clear_module_state->__pyx_int_0);
+  Py_CLEAR(clear_module_state->__pyx_int_1);
+  Py_CLEAR(clear_module_state->__pyx_int_2);
+  Py_CLEAR(clear_module_state->__pyx_int_3);
+  Py_CLEAR(clear_module_state->__pyx_int_112105877);
+  Py_CLEAR(clear_module_state->__pyx_int_136983863);
+  Py_CLEAR(clear_module_state->__pyx_int_184977713);
+  Py_CLEAR(clear_module_state->__pyx_int_neg_1);
+  Py_CLEAR(clear_module_state->__pyx_k__17);
+  Py_CLEAR(clear_module_state->__pyx_k__18);
+  Py_CLEAR(clear_module_state->__pyx_k__19);
+  Py_CLEAR(clear_module_state->__pyx_k__20);
+  Py_CLEAR(clear_module_state->__pyx_k__21);
+  Py_CLEAR(clear_module_state->__pyx_k__22);
+  Py_CLEAR(clear_module_state->__pyx_k__23);
+  Py_CLEAR(clear_module_state->__pyx_k__24);
+  Py_CLEAR(clear_module_state->__pyx_k__25);
+  Py_CLEAR(clear_module_state->__pyx_k__27);
+  Py_CLEAR(clear_module_state->__pyx_slice__5);
+  Py_CLEAR(clear_module_state->__pyx_tuple__4);
+  Py_CLEAR(clear_module_state->__pyx_tuple__8);
+  Py_CLEAR(clear_module_state->__pyx_tuple__9);
+  Py_CLEAR(clear_module_state->__pyx_slice__11);
+  Py_CLEAR(clear_module_state->__pyx_slice__13);
+  Py_CLEAR(clear_module_state->__pyx_tuple__10);
+  Py_CLEAR(clear_module_state->__pyx_tuple__14);
+  Py_CLEAR(clear_module_state->__pyx_tuple__15);
+  Py_CLEAR(clear_module_state->__pyx_tuple__16);
+  Py_CLEAR(clear_module_state->__pyx_tuple__28);
+  Py_CLEAR(clear_module_state->__pyx_tuple__29);
+  Py_CLEAR(clear_module_state->__pyx_tuple__30);
+  Py_CLEAR(clear_module_state->__pyx_tuple__31);
+  Py_CLEAR(clear_module_state->__pyx_tuple__32);
+  Py_CLEAR(clear_module_state->__pyx_tuple__33);
+  Py_CLEAR(clear_module_state->__pyx_tuple__34);
+  Py_CLEAR(clear_module_state->__pyx_tuple__35);
+  Py_CLEAR(clear_module_state->__pyx_tuple__36);
+  Py_CLEAR(clear_module_state->__pyx_tuple__37);
+  Py_CLEAR(clear_module_state->__pyx_tuple__39);
+  Py_CLEAR(clear_module_state->__pyx_tuple__40);
+  Py_CLEAR(clear_module_state->__pyx_codeobj__38);
+  return 0;
+}
+#endif
+/* #### Code section: module_state_traverse ### */
+#if CYTHON_USE_MODULE_STATE
+static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
+  __pyx_mstate *traverse_module_state = __pyx_mstate(m);
+  if (!traverse_module_state) return 0;
+  Py_VISIT(traverse_module_state->__pyx_d);
+  Py_VISIT(traverse_module_state->__pyx_b);
+  Py_VISIT(traverse_module_state->__pyx_cython_runtime);
+  Py_VISIT(traverse_module_state->__pyx_empty_tuple);
+  Py_VISIT(traverse_module_state->__pyx_empty_bytes);
+  Py_VISIT(traverse_module_state->__pyx_empty_unicode);
+  #ifdef __Pyx_CyFunction_USED
+  Py_VISIT(traverse_module_state->__pyx_CyFunctionType);
+  #endif
+  #ifdef __Pyx_FusedFunction_USED
+  Py_VISIT(traverse_module_state->__pyx_FusedFunctionType);
+  #endif
+  Py_VISIT(traverse_module_state->__pyx_ptype_7cpython_4type_type);
+  Py_VISIT(traverse_module_state->__pyx_ptype_7cpython_4bool_bool);
+  Py_VISIT(traverse_module_state->__pyx_ptype_7cpython_7complex_complex);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_dtype);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_flatiter);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_broadcast);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_ndarray);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_generic);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_number);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_integer);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_signedinteger);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_unsignedinteger);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_inexact);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_floating);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_complexfloating);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_flexible);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_character);
+  Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_ufunc);
+  Py_VISIT(traverse_module_state->__pyx_array_type);
+  Py_VISIT(traverse_module_state->__pyx_type___pyx_array);
+  Py_VISIT(traverse_module_state->__pyx_MemviewEnum_type);
+  Py_VISIT(traverse_module_state->__pyx_type___pyx_MemviewEnum);
+  Py_VISIT(traverse_module_state->__pyx_memoryview_type);
+  Py_VISIT(traverse_module_state->__pyx_type___pyx_memoryview);
+  Py_VISIT(traverse_module_state->__pyx_memoryviewslice_type);
+  Py_VISIT(traverse_module_state->__pyx_type___pyx_memoryviewslice);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_);
+  Py_VISIT(traverse_module_state->__pyx_n_u_A);
+  Py_VISIT(traverse_module_state->__pyx_n_s_ASCII);
+  Py_VISIT(traverse_module_state->__pyx_kp_s_All_dimensions_preceding_dimensi);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Argument_Illuminant_expect_a_c);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Argument_model_has_an_invalid_le);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Array_must_be_shape_w_h_3);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Array_must_be_type_uint8_or_floa);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Array_sizes_cannot_be_null);
+  Py_VISIT(traverse_module_state->__pyx_n_s_AssertionError);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Attribute_ref_must_be_D50_or_D6);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Attribute_ref_must_be_D50_or_D6_2);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Attribute_ref_must_be_D65_or_D5);
+  Py_VISIT(traverse_module_state->__pyx_n_s_BLEND_RGB_ADD);
+  Py_VISIT(traverse_module_state->__pyx_kp_s_Buffer_view_does_not_expose_stri);
+  Py_VISIT(traverse_module_state->__pyx_n_u_C);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_CIELAB_color_space_Convert_CIEL);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_CIELAB_color_space_Convert_RGB);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_CIE_XYZ_to_sRGB_simple_precisio);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_CONVERSION_FROM_XYZ_D65_D50_TO);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_CONVERT_CIELAB_to_XYZ_e_g_suppo);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_CONVERT_RGB_COLOR_VALUES_TO_CIE);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_CONVERT_RGB_COLOR_VALUES_TO_CIE_2);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_CONVERT_XYZ_VALUES_TO_CIELAB_e);
+  Py_VISIT(traverse_module_state->__pyx_kp_s_Can_only_create_a_buffer_that_is);
+  Py_VISIT(traverse_module_state->__pyx_kp_s_Cannot_assign_to_read_only_memor);
+  Py_VISIT(traverse_module_state->__pyx_kp_s_Cannot_create_writable_memory_vi);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Cannot_index_with_type);
+  Py_VISIT(traverse_module_state->__pyx_kp_s_Cannot_transpose_memoryview_with);
+  Py_VISIT(traverse_module_state->__pyx_n_s_Cielab_config);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Conversion_from_24_bit_Adobe_RG);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Convert_an_ADOBE_98_array_float);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Convert_an_ADOBE_98_array_float_2);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Convert_an_RGB_array_into_an_AD);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Convert_an_RGB_array_into_an_AD_2);
+  Py_VISIT(traverse_module_state->__pyx_kp_u_Convert_an_RGB_array_into_an_XY);
+  Py_VISIT(traverse_module_state->__pyx_n_u_D50);
+  Py_VISIT(traverse_module_state->__pyx_n_u_D55);
+  Py_VISIT(traverse_module_state->__pyx_n_u_D65);
+  Py_VISIT(traverse_module_state->__pyx_kp_s_Dimension_d_is_not_direct);
+  Py_VISIT(traverse_module_state->__pyx_n_u_E);
+  Py_VISIT(traverse_module_state->__pyx_n_s_Ellipsis);
+  Py_VISIT(traverse_module_state->__pyx_kp_s_Empty_shape_tuple_for_cython_arr);
+  Py_VISIT(traverse_module_state->__pyx_n_u_ICC);
+  Py_VISIT(traverse_module_state->__pyx_n_s_ImportError);
+  Py_VISIT(traverse_module_state->__pyx_kp_s_Incompatible_checksums_0x_x_vs_0);
+  Py_VISIT(traverse_module_state->__pyx_n_s_IndexError);
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+  Py_VISIT(traverse_module_state->__pyx_tuple__32);
+  Py_VISIT(traverse_module_state->__pyx_tuple__33);
+  Py_VISIT(traverse_module_state->__pyx_tuple__34);
+  Py_VISIT(traverse_module_state->__pyx_tuple__35);
+  Py_VISIT(traverse_module_state->__pyx_tuple__36);
+  Py_VISIT(traverse_module_state->__pyx_tuple__37);
+  Py_VISIT(traverse_module_state->__pyx_tuple__39);
+  Py_VISIT(traverse_module_state->__pyx_tuple__40);
+  Py_VISIT(traverse_module_state->__pyx_codeobj__38);
+  return 0;
+}
+#endif
+/* #### Code section: module_state_defines ### */
+#define __pyx_d __pyx_mstate_global->__pyx_d
+#define __pyx_b __pyx_mstate_global->__pyx_b
+#define __pyx_cython_runtime __pyx_mstate_global->__pyx_cython_runtime
+#define __pyx_empty_tuple __pyx_mstate_global->__pyx_empty_tuple
+#define __pyx_empty_bytes __pyx_mstate_global->__pyx_empty_bytes
+#define __pyx_empty_unicode __pyx_mstate_global->__pyx_empty_unicode
+#ifdef __Pyx_CyFunction_USED
+#define __pyx_CyFunctionType __pyx_mstate_global->__pyx_CyFunctionType
+#endif
+#ifdef __Pyx_FusedFunction_USED
+#define __pyx_FusedFunctionType __pyx_mstate_global->__pyx_FusedFunctionType
+#endif
+#ifdef __Pyx_Generator_USED
+#define __pyx_GeneratorType __pyx_mstate_global->__pyx_GeneratorType
+#endif
+#ifdef __Pyx_IterableCoroutine_USED
+#define __pyx_IterableCoroutineType __pyx_mstate_global->__pyx_IterableCoroutineType
+#endif
+#ifdef __Pyx_Coroutine_USED
+#define __pyx_CoroutineAwaitType __pyx_mstate_global->__pyx_CoroutineAwaitType
+#endif
+#ifdef __Pyx_Coroutine_USED
+#define __pyx_CoroutineType __pyx_mstate_global->__pyx_CoroutineType
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#define __pyx_ptype_7cpython_4type_type __pyx_mstate_global->__pyx_ptype_7cpython_4type_type
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#define __pyx_ptype_7cpython_4bool_bool __pyx_mstate_global->__pyx_ptype_7cpython_4bool_bool
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#define __pyx_ptype_7cpython_7complex_complex __pyx_mstate_global->__pyx_ptype_7cpython_7complex_complex
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#define __pyx_ptype_5numpy_dtype __pyx_mstate_global->__pyx_ptype_5numpy_dtype
+#define __pyx_ptype_5numpy_flatiter __pyx_mstate_global->__pyx_ptype_5numpy_flatiter
+#define __pyx_ptype_5numpy_broadcast __pyx_mstate_global->__pyx_ptype_5numpy_broadcast
+#define __pyx_ptype_5numpy_ndarray __pyx_mstate_global->__pyx_ptype_5numpy_ndarray
+#define __pyx_ptype_5numpy_generic __pyx_mstate_global->__pyx_ptype_5numpy_generic
+#define __pyx_ptype_5numpy_number __pyx_mstate_global->__pyx_ptype_5numpy_number
+#define __pyx_ptype_5numpy_integer __pyx_mstate_global->__pyx_ptype_5numpy_integer
+#define __pyx_ptype_5numpy_signedinteger __pyx_mstate_global->__pyx_ptype_5numpy_signedinteger
+#define __pyx_ptype_5numpy_unsignedinteger __pyx_mstate_global->__pyx_ptype_5numpy_unsignedinteger
+#define __pyx_ptype_5numpy_inexact __pyx_mstate_global->__pyx_ptype_5numpy_inexact
+#define __pyx_ptype_5numpy_floating __pyx_mstate_global->__pyx_ptype_5numpy_floating
+#define __pyx_ptype_5numpy_complexfloating __pyx_mstate_global->__pyx_ptype_5numpy_complexfloating
+#define __pyx_ptype_5numpy_flexible __pyx_mstate_global->__pyx_ptype_5numpy_flexible
+#define __pyx_ptype_5numpy_character __pyx_mstate_global->__pyx_ptype_5numpy_character
+#define __pyx_ptype_5numpy_ufunc __pyx_mstate_global->__pyx_ptype_5numpy_ufunc
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#endif
+#if CYTHON_USE_MODULE_STATE
+#define __pyx_type___pyx_array __pyx_mstate_global->__pyx_type___pyx_array
+#define __pyx_type___pyx_MemviewEnum __pyx_mstate_global->__pyx_type___pyx_MemviewEnum
+#define __pyx_type___pyx_memoryview __pyx_mstate_global->__pyx_type___pyx_memoryview
+#define __pyx_type___pyx_memoryviewslice __pyx_mstate_global->__pyx_type___pyx_memoryviewslice
+#endif
+#define __pyx_array_type __pyx_mstate_global->__pyx_array_type
+#define __pyx_MemviewEnum_type __pyx_mstate_global->__pyx_MemviewEnum_type
+#define __pyx_memoryview_type __pyx_mstate_global->__pyx_memoryview_type
+#define __pyx_memoryviewslice_type __pyx_mstate_global->__pyx_memoryviewslice_type
+#define __pyx_kp_u_ __pyx_mstate_global->__pyx_kp_u_
+#define __pyx_n_u_A __pyx_mstate_global->__pyx_n_u_A
+#define __pyx_n_s_ASCII __pyx_mstate_global->__pyx_n_s_ASCII
+#define __pyx_kp_s_All_dimensions_preceding_dimensi __pyx_mstate_global->__pyx_kp_s_All_dimensions_preceding_dimensi
+#define __pyx_kp_u_Argument_Illuminant_expect_a_c __pyx_mstate_global->__pyx_kp_u_Argument_Illuminant_expect_a_c
+#define __pyx_kp_u_Argument_model_has_an_invalid_le __pyx_mstate_global->__pyx_kp_u_Argument_model_has_an_invalid_le
+#define __pyx_kp_u_Array_must_be_shape_w_h_3 __pyx_mstate_global->__pyx_kp_u_Array_must_be_shape_w_h_3
+#define __pyx_kp_u_Array_must_be_type_uint8_or_floa __pyx_mstate_global->__pyx_kp_u_Array_must_be_type_uint8_or_floa
+#define __pyx_kp_u_Array_sizes_cannot_be_null __pyx_mstate_global->__pyx_kp_u_Array_sizes_cannot_be_null
+#define __pyx_n_s_AssertionError __pyx_mstate_global->__pyx_n_s_AssertionError
+#define __pyx_kp_u_Attribute_ref_must_be_D50_or_D6 __pyx_mstate_global->__pyx_kp_u_Attribute_ref_must_be_D50_or_D6
+#define __pyx_kp_u_Attribute_ref_must_be_D50_or_D6_2 __pyx_mstate_global->__pyx_kp_u_Attribute_ref_must_be_D50_or_D6_2
+#define __pyx_kp_u_Attribute_ref_must_be_D65_or_D5 __pyx_mstate_global->__pyx_kp_u_Attribute_ref_must_be_D65_or_D5
+#define __pyx_n_s_BLEND_RGB_ADD __pyx_mstate_global->__pyx_n_s_BLEND_RGB_ADD
+#define __pyx_kp_s_Buffer_view_does_not_expose_stri __pyx_mstate_global->__pyx_kp_s_Buffer_view_does_not_expose_stri
+#define __pyx_n_u_C __pyx_mstate_global->__pyx_n_u_C
+#define __pyx_kp_u_CIELAB_color_space_Convert_CIEL __pyx_mstate_global->__pyx_kp_u_CIELAB_color_space_Convert_CIEL
+#define __pyx_kp_u_CIELAB_color_space_Convert_RGB __pyx_mstate_global->__pyx_kp_u_CIELAB_color_space_Convert_RGB
+#define __pyx_kp_u_CIE_XYZ_to_sRGB_simple_precisio __pyx_mstate_global->__pyx_kp_u_CIE_XYZ_to_sRGB_simple_precisio
+#define __pyx_kp_u_CONVERSION_FROM_XYZ_D65_D50_TO __pyx_mstate_global->__pyx_kp_u_CONVERSION_FROM_XYZ_D65_D50_TO
+#define __pyx_kp_u_CONVERT_CIELAB_to_XYZ_e_g_suppo __pyx_mstate_global->__pyx_kp_u_CONVERT_CIELAB_to_XYZ_e_g_suppo
+#define __pyx_kp_u_CONVERT_RGB_COLOR_VALUES_TO_CIE __pyx_mstate_global->__pyx_kp_u_CONVERT_RGB_COLOR_VALUES_TO_CIE
+#define __pyx_kp_u_CONVERT_RGB_COLOR_VALUES_TO_CIE_2 __pyx_mstate_global->__pyx_kp_u_CONVERT_RGB_COLOR_VALUES_TO_CIE_2
+#define __pyx_kp_u_CONVERT_XYZ_VALUES_TO_CIELAB_e __pyx_mstate_global->__pyx_kp_u_CONVERT_XYZ_VALUES_TO_CIELAB_e
+#define __pyx_kp_s_Can_only_create_a_buffer_that_is __pyx_mstate_global->__pyx_kp_s_Can_only_create_a_buffer_that_is
+#define __pyx_kp_s_Cannot_assign_to_read_only_memor __pyx_mstate_global->__pyx_kp_s_Cannot_assign_to_read_only_memor
+#define __pyx_kp_s_Cannot_create_writable_memory_vi __pyx_mstate_global->__pyx_kp_s_Cannot_create_writable_memory_vi
+#define __pyx_kp_u_Cannot_index_with_type __pyx_mstate_global->__pyx_kp_u_Cannot_index_with_type
+#define __pyx_kp_s_Cannot_transpose_memoryview_with __pyx_mstate_global->__pyx_kp_s_Cannot_transpose_memoryview_with
+#define __pyx_n_s_Cielab_config __pyx_mstate_global->__pyx_n_s_Cielab_config
+#define __pyx_kp_u_Conversion_from_24_bit_Adobe_RG __pyx_mstate_global->__pyx_kp_u_Conversion_from_24_bit_Adobe_RG
+#define __pyx_kp_u_Convert_an_ADOBE_98_array_float __pyx_mstate_global->__pyx_kp_u_Convert_an_ADOBE_98_array_float
+#define __pyx_kp_u_Convert_an_ADOBE_98_array_float_2 __pyx_mstate_global->__pyx_kp_u_Convert_an_ADOBE_98_array_float_2
+#define __pyx_kp_u_Convert_an_RGB_array_into_an_AD __pyx_mstate_global->__pyx_kp_u_Convert_an_RGB_array_into_an_AD
+#define __pyx_kp_u_Convert_an_RGB_array_into_an_AD_2 __pyx_mstate_global->__pyx_kp_u_Convert_an_RGB_array_into_an_AD_2
+#define __pyx_kp_u_Convert_an_RGB_array_into_an_XY __pyx_mstate_global->__pyx_kp_u_Convert_an_RGB_array_into_an_XY
+#define __pyx_n_u_D50 __pyx_mstate_global->__pyx_n_u_D50
+#define __pyx_n_u_D55 __pyx_mstate_global->__pyx_n_u_D55
+#define __pyx_n_u_D65 __pyx_mstate_global->__pyx_n_u_D65
+#define __pyx_kp_s_Dimension_d_is_not_direct __pyx_mstate_global->__pyx_kp_s_Dimension_d_is_not_direct
+#define __pyx_n_u_E __pyx_mstate_global->__pyx_n_u_E
+#define __pyx_n_s_Ellipsis __pyx_mstate_global->__pyx_n_s_Ellipsis
+#define __pyx_kp_s_Empty_shape_tuple_for_cython_arr __pyx_mstate_global->__pyx_kp_s_Empty_shape_tuple_for_cython_arr
+#define __pyx_n_u_ICC __pyx_mstate_global->__pyx_n_u_ICC
+#define __pyx_n_s_ImportError __pyx_mstate_global->__pyx_n_s_ImportError
+#define __pyx_kp_s_Incompatible_checksums_0x_x_vs_0 __pyx_mstate_global->__pyx_kp_s_Incompatible_checksums_0x_x_vs_0
+#define __pyx_n_s_IndexError __pyx_mstate_global->__pyx_n_s_IndexError
+#define __pyx_kp_s_Index_out_of_bounds_axis_d __pyx_mstate_global->__pyx_kp_s_Index_out_of_bounds_axis_d
+#define __pyx_kp_s_Indirect_dimensions_not_supporte __pyx_mstate_global->__pyx_kp_s_Indirect_dimensions_not_supporte
+#define __pyx_kp_u_Invalid_mode_expected_c_or_fortr __pyx_mstate_global->__pyx_kp_u_Invalid_mode_expected_c_or_fortr
+#define __pyx_kp_u_Invalid_shape_in_axis __pyx_mstate_global->__pyx_kp_u_Invalid_shape_in_axis
+#define __pyx_n_s_MemoryError __pyx_mstate_global->__pyx_n_s_MemoryError
+#define __pyx_kp_s_MemoryView_of_r_at_0x_x __pyx_mstate_global->__pyx_kp_s_MemoryView_of_r_at_0x_x
+#define __pyx_kp_s_MemoryView_of_r_object __pyx_mstate_global->__pyx_kp_s_MemoryView_of_r_object
+#define __pyx_n_s_NotImplemented __pyx_mstate_global->__pyx_n_s_NotImplemented
+#define __pyx_n_b_O __pyx_mstate_global->__pyx_n_b_O
+#define __pyx_n_s_OPENMP __pyx_mstate_global->__pyx_n_s_OPENMP
+#define __pyx_kp_u_Out_of_bounds_on_buffer_access_a __pyx_mstate_global->__pyx_kp_u_Out_of_bounds_on_buffer_access_a
+#define __pyx_n_u_PYGAME_HIDE_SUPPORT_PROMPT __pyx_mstate_global->__pyx_n_u_PYGAME_HIDE_SUPPORT_PROMPT
+#define __pyx_n_s_PickleError __pyx_mstate_global->__pyx_n_s_PickleError
+#define __pyx_kp_u_Pygame_library_is_missing_on_yo __pyx_mstate_global->__pyx_kp_u_Pygame_library_is_missing_on_yo
+#define __pyx_n_s_RLEACCEL __pyx_mstate_global->__pyx_n_s_RLEACCEL
+#define __pyx_n_s_SRCALPHA __pyx_mstate_global->__pyx_n_s_SRCALPHA
+#define __pyx_n_s_Sequence __pyx_mstate_global->__pyx_n_s_Sequence
+#define __pyx_kp_s_Step_may_not_be_zero_axis_d __pyx_mstate_global->__pyx_kp_s_Step_may_not_be_zero_axis_d
+#define __pyx_n_s_Surface __pyx_mstate_global->__pyx_n_s_Surface
+#define __pyx_n_s_THREAD_NUMBER __pyx_mstate_global->__pyx_n_s_THREAD_NUMBER
+#define __pyx_kp_u_The_Gray_World_algorithm_for_il __pyx_mstate_global->__pyx_kp_u_The_Gray_World_algorithm_for_il
+#define __pyx_kp_u_The_Gray_World_algorithm_for_il_2 __pyx_mstate_global->__pyx_kp_u_The_Gray_World_algorithm_for_il_2
+#define __pyx_n_s_TypeError __pyx_mstate_global->__pyx_n_s_TypeError
+#define __pyx_kp_s_Unable_to_convert_item_to_object __pyx_mstate_global->__pyx_kp_s_Unable_to_convert_item_to_object
+#define __pyx_n_s_ValueError __pyx_mstate_global->__pyx_n_s_ValueError
+#define __pyx_n_s_View_MemoryView __pyx_mstate_global->__pyx_n_s_View_MemoryView
+#define __pyx_kp_u_WhiteBalanceInplace_line_2055 __pyx_mstate_global->__pyx_kp_u_WhiteBalanceInplace_line_2055
+#define __pyx_kp_u_WhiteBalance_line_1890 __pyx_mstate_global->__pyx_kp_u_WhiteBalance_line_1890
+#define __pyx_kp_u__12 __pyx_mstate_global->__pyx_kp_u__12
+#define __pyx_kp_u__2 __pyx_mstate_global->__pyx_kp_u__2
+#define __pyx_kp_u__26 __pyx_mstate_global->__pyx_kp_u__26
+#define __pyx_n_s__3 __pyx_mstate_global->__pyx_n_s__3
+#define __pyx_n_s__41 __pyx_mstate_global->__pyx_n_s__41
+#define __pyx_kp_u__6 __pyx_mstate_global->__pyx_kp_u__6
+#define __pyx_kp_u__7 __pyx_mstate_global->__pyx_kp_u__7
+#define __pyx_n_s_a __pyx_mstate_global->__pyx_n_s_a
+#define __pyx_n_u_a __pyx_mstate_global->__pyx_n_u_a
+#define __pyx_n_s_abc __pyx_mstate_global->__pyx_n_s_abc
+#define __pyx_kp_u_adobe2rgb_inplace_line_2817 __pyx_mstate_global->__pyx_kp_u_adobe2rgb_inplace_line_2817
+#define __pyx_kp_u_adobe2rgb_line_2343 __pyx_mstate_global->__pyx_kp_u_adobe2rgb_line_2343
+#define __pyx_n_s_adobe98_array __pyx_mstate_global->__pyx_n_s_adobe98_array
+#define __pyx_kp_u_adobe98_array_argument_must_be_s __pyx_mstate_global->__pyx_kp_u_adobe98_array_argument_must_be_s
+#define __pyx_kp_u_adobe98_array_invalid_dimensions __pyx_mstate_global->__pyx_kp_u_adobe98_array_invalid_dimensions
+#define __pyx_kp_u_adobe98_array_invalid_dimensions_2 __pyx_mstate_global->__pyx_kp_u_adobe98_array_invalid_dimensions_2
+#define __pyx_kp_u_adobe98_xyz_line_555 __pyx_mstate_global->__pyx_kp_u_adobe98_xyz_line_555
+#define __pyx_n_s_allocate_buffer __pyx_mstate_global->__pyx_n_s_allocate_buffer
+#define __pyx_kp_u_and __pyx_mstate_global->__pyx_kp_u_and
+#define __pyx_n_s_arange __pyx_mstate_global->__pyx_n_s_arange
+#define __pyx_n_s_array __pyx_mstate_global->__pyx_n_s_array
+#define __pyx_n_s_array3d __pyx_mstate_global->__pyx_n_s_array3d
+#define __pyx_n_s_array_alpha __pyx_mstate_global->__pyx_n_s_array_alpha
+#define __pyx_n_s_asarray __pyx_mstate_global->__pyx_n_s_asarray
+#define __pyx_n_s_ascontiguousarray __pyx_mstate_global->__pyx_n_s_ascontiguousarray
+#define __pyx_n_s_b __pyx_mstate_global->__pyx_n_s_b
+#define __pyx_n_s_base __pyx_mstate_global->__pyx_n_s_base
+#define __pyx_n_s_blue_mean __pyx_mstate_global->__pyx_n_s_blue_mean
+#define __pyx_n_s_blue_std_dev __pyx_mstate_global->__pyx_n_s_blue_std_dev
+#define __pyx_n_s_c __pyx_mstate_global->__pyx_n_s_c
+#define __pyx_n_u_c __pyx_mstate_global->__pyx_n_u_c
+#define __pyx_n_s_c1 __pyx_mstate_global->__pyx_n_s_c1
+#define __pyx_kp_u_cielab_2_rgb_line_1691 __pyx_mstate_global->__pyx_kp_u_cielab_2_rgb_line_1691
+#define __pyx_kp_u_cielab_to_rgb_line_1357 __pyx_mstate_global->__pyx_kp_u_cielab_to_rgb_line_1357
+#define __pyx_kp_u_cielab_to_xyz_line_1095 __pyx_mstate_global->__pyx_kp_u_cielab_to_xyz_line_1095
+#define __pyx_n_s_class __pyx_mstate_global->__pyx_n_s_class
+#define __pyx_n_s_class_getitem __pyx_mstate_global->__pyx_n_s_class_getitem
+#define __pyx_n_s_cline_in_traceback __pyx_mstate_global->__pyx_n_s_cline_in_traceback
+#define __pyx_n_s_collections __pyx_mstate_global->__pyx_n_s_collections
+#define __pyx_kp_s_collections_abc __pyx_mstate_global->__pyx_kp_s_collections_abc
+#define __pyx_kp_s_contiguous_and_direct __pyx_mstate_global->__pyx_kp_s_contiguous_and_direct
+#define __pyx_kp_s_contiguous_and_indirect __pyx_mstate_global->__pyx_kp_s_contiguous_and_indirect
+#define __pyx_n_s_count __pyx_mstate_global->__pyx_n_s_count
+#define __pyx_n_s_ctypes __pyx_mstate_global->__pyx_n_s_ctypes
+#define __pyx_n_u_d50 __pyx_mstate_global->__pyx_n_u_d50
+#define __pyx_n_u_d55 __pyx_mstate_global->__pyx_n_u_d55
+#define __pyx_n_u_d65 __pyx_mstate_global->__pyx_n_u_d65
+#define __pyx_n_s_dict __pyx_mstate_global->__pyx_n_s_dict
+#define __pyx_kp_u_disable __pyx_mstate_global->__pyx_kp_u_disable
+#define __pyx_n_s_dstack __pyx_mstate_global->__pyx_n_s_dstack
+#define __pyx_n_s_dtype __pyx_mstate_global->__pyx_n_s_dtype
+#define __pyx_n_s_dtype_is_object __pyx_mstate_global->__pyx_n_s_dtype_is_object
+#define __pyx_n_u_e __pyx_mstate_global->__pyx_n_u_e
+#define __pyx_n_s_empty __pyx_mstate_global->__pyx_n_s_empty
+#define __pyx_kp_u_enable __pyx_mstate_global->__pyx_kp_u_enable
+#define __pyx_n_s_encode __pyx_mstate_global->__pyx_n_s_encode
+#define __pyx_n_s_enumerate __pyx_mstate_global->__pyx_n_s_enumerate
+#define __pyx_n_s_environ __pyx_mstate_global->__pyx_n_s_environ
+#define __pyx_n_s_error __pyx_mstate_global->__pyx_n_s_error
+#define __pyx_n_s_flags __pyx_mstate_global->__pyx_n_s_flags
+#define __pyx_n_s_float32 __pyx_mstate_global->__pyx_n_s_float32
+#define __pyx_n_u_float32 __pyx_mstate_global->__pyx_n_u_float32
+#define __pyx_n_s_float64 __pyx_mstate_global->__pyx_n_s_float64
+#define __pyx_n_s_format __pyx_mstate_global->__pyx_n_s_format
+#define __pyx_n_s_format_8b __pyx_mstate_global->__pyx_n_s_format_8b
+#define __pyx_n_s_fortran __pyx_mstate_global->__pyx_n_s_fortran
+#define __pyx_n_u_fortran __pyx_mstate_global->__pyx_n_u_fortran
+#define __pyx_n_s_frombuffer __pyx_mstate_global->__pyx_n_s_frombuffer
+#define __pyx_n_s_full __pyx_mstate_global->__pyx_n_s_full
+#define __pyx_n_s_full_like __pyx_mstate_global->__pyx_n_s_full_like
+#define __pyx_n_s_g __pyx_mstate_global->__pyx_n_s_g
+#define __pyx_kp_u_gc __pyx_mstate_global->__pyx_kp_u_gc
+#define __pyx_n_s_getstate __pyx_mstate_global->__pyx_n_s_getstate
+#define __pyx_kp_u_got __pyx_mstate_global->__pyx_kp_u_got
+#define __pyx_kp_u_got_differing_extents_in_dimensi __pyx_mstate_global->__pyx_kp_u_got_differing_extents_in_dimensi
+#define __pyx_n_s_green_mean __pyx_mstate_global->__pyx_n_s_green_mean
+#define __pyx_n_s_green_std_dev __pyx_mstate_global->__pyx_n_s_green_std_dev
+#define __pyx_n_u_hide __pyx_mstate_global->__pyx_n_u_hide
+#define __pyx_n_u_icc __pyx_mstate_global->__pyx_n_u_icc
+#define __pyx_n_s_id __pyx_mstate_global->__pyx_n_s_id
+#define __pyx_n_s_illuminant __pyx_mstate_global->__pyx_n_s_illuminant
+#define __pyx_n_s_import __pyx_mstate_global->__pyx_n_s_import
+#define __pyx_n_s_index __pyx_mstate_global->__pyx_n_s_index
+#define __pyx_n_s_initializing __pyx_mstate_global->__pyx_n_s_initializing
+#define __pyx_n_s_int16 __pyx_mstate_global->__pyx_n_s_int16
+#define __pyx_n_s_int32 __pyx_mstate_global->__pyx_n_s_int32
+#define __pyx_kp_u_is_not_supported __pyx_mstate_global->__pyx_kp_u_is_not_supported
+#define __pyx_kp_u_isenabled __pyx_mstate_global->__pyx_kp_u_isenabled
+#define __pyx_n_s_itemsize __pyx_mstate_global->__pyx_n_s_itemsize
+#define __pyx_kp_s_itemsize_0_for_cython_array __pyx_mstate_global->__pyx_kp_s_itemsize_0_for_cython_array
+#define __pyx_n_s_l __pyx_mstate_global->__pyx_n_s_l
+#define __pyx_n_s_lab_array __pyx_mstate_global->__pyx_n_s_lab_array
+#define __pyx_n_s_main __pyx_mstate_global->__pyx_n_s_main
+#define __pyx_n_s_make_surface __pyx_mstate_global->__pyx_n_s_make_surface
+#define __pyx_n_s_memview __pyx_mstate_global->__pyx_n_s_memview
+#define __pyx_n_s_mode __pyx_mstate_global->__pyx_n_s_mode
+#define __pyx_n_s_model __pyx_mstate_global->__pyx_n_s_model
+#define __pyx_n_s_model_a __pyx_mstate_global->__pyx_n_s_model_a
+#define __pyx_n_s_model_c __pyx_mstate_global->__pyx_n_s_model_c
+#define __pyx_n_s_model_d50 __pyx_mstate_global->__pyx_n_s_model_d50
+#define __pyx_n_s_model_d55 __pyx_mstate_global->__pyx_n_s_model_d55
+#define __pyx_n_s_model_d65 __pyx_mstate_global->__pyx_n_s_model_d65
+#define __pyx_n_s_model_e __pyx_mstate_global->__pyx_n_s_model_e
+#define __pyx_n_s_model_icc __pyx_mstate_global->__pyx_n_s_model_icc
+#define __pyx_n_s_name __pyx_mstate_global->__pyx_n_s_name
+#define __pyx_n_s_name_2 __pyx_mstate_global->__pyx_n_s_name_2
+#define __pyx_n_s_ndarray __pyx_mstate_global->__pyx_n_s_ndarray
+#define __pyx_n_s_ndim __pyx_mstate_global->__pyx_n_s_ndim
+#define __pyx_n_s_new __pyx_mstate_global->__pyx_n_s_new
+#define __pyx_kp_s_no_default___reduce___due_to_non __pyx_mstate_global->__pyx_kp_s_no_default___reduce___due_to_non
+#define __pyx_n_s_numpy __pyx_mstate_global->__pyx_n_s_numpy
+#define __pyx_kp_u_numpy_core_multiarray_failed_to __pyx_mstate_global->__pyx_kp_u_numpy_core_multiarray_failed_to
+#define __pyx_kp_u_numpy_core_umath_failed_to_impor __pyx_mstate_global->__pyx_kp_u_numpy_core_umath_failed_to_impor
+#define __pyx_kp_u_numpy_library_is_missing_on_you __pyx_mstate_global->__pyx_kp_u_numpy_library_is_missing_on_you
+#define __pyx_n_s_obj __pyx_mstate_global->__pyx_n_s_obj
+#define __pyx_n_s_ones __pyx_mstate_global->__pyx_n_s_ones
+#define __pyx_n_s_os __pyx_mstate_global->__pyx_n_s_os
+#define __pyx_n_s_pack __pyx_mstate_global->__pyx_n_s_pack
+#define __pyx_n_s_pickle __pyx_mstate_global->__pyx_n_s_pickle
+#define __pyx_n_s_pixels3d __pyx_mstate_global->__pyx_n_s_pixels3d
+#define __pyx_n_s_pixels_alpha __pyx_mstate_global->__pyx_n_s_pixels_alpha
+#define __pyx_n_s_pygame __pyx_mstate_global->__pyx_n_s_pygame
+#define __pyx_n_s_pygame_image __pyx_mstate_global->__pyx_n_s_pygame_image
+#define __pyx_n_s_pygame_surfarray __pyx_mstate_global->__pyx_n_s_pygame_surfarray
+#define __pyx_n_s_pygame_transform __pyx_mstate_global->__pyx_n_s_pygame_transform
+#define __pyx_n_s_pyx_PickleError __pyx_mstate_global->__pyx_n_s_pyx_PickleError
+#define __pyx_n_s_pyx_checksum __pyx_mstate_global->__pyx_n_s_pyx_checksum
+#define __pyx_n_s_pyx_result __pyx_mstate_global->__pyx_n_s_pyx_result
+#define __pyx_n_s_pyx_state __pyx_mstate_global->__pyx_n_s_pyx_state
+#define __pyx_n_s_pyx_type __pyx_mstate_global->__pyx_n_s_pyx_type
+#define __pyx_n_s_pyx_unpickle_Enum __pyx_mstate_global->__pyx_n_s_pyx_unpickle_Enum
+#define __pyx_n_s_pyx_vtable __pyx_mstate_global->__pyx_n_s_pyx_vtable
+#define __pyx_n_s_r __pyx_mstate_global->__pyx_n_s_r
+#define __pyx_n_s_range __pyx_mstate_global->__pyx_n_s_range
+#define __pyx_n_s_red_mean __pyx_mstate_global->__pyx_n_s_red_mean
+#define __pyx_n_s_red_std_dev __pyx_mstate_global->__pyx_n_s_red_std_dev
+#define __pyx_n_s_reduce __pyx_mstate_global->__pyx_n_s_reduce
+#define __pyx_n_s_reduce_cython __pyx_mstate_global->__pyx_n_s_reduce_cython
+#define __pyx_n_s_reduce_ex __pyx_mstate_global->__pyx_n_s_reduce_ex
+#define __pyx_n_s_ref __pyx_mstate_global->__pyx_n_s_ref
+#define __pyx_n_s_register __pyx_mstate_global->__pyx_n_s_register
+#define __pyx_kp_u_rgb2adobe_inplace_line_2657 __pyx_mstate_global->__pyx_kp_u_rgb2adobe_inplace_line_2657
+#define __pyx_kp_u_rgb2adobe_line_2489 __pyx_mstate_global->__pyx_kp_u_rgb2adobe_line_2489
+#define __pyx_kp_u_rgb2xyz_line_2963 __pyx_mstate_global->__pyx_kp_u_rgb2xyz_line_2963
+#define __pyx_kp_u_rgb_2_cielab_line_1487 __pyx_mstate_global->__pyx_kp_u_rgb_2_cielab_line_1487
+#define __pyx_n_s_rgb_array __pyx_mstate_global->__pyx_n_s_rgb_array
+#define __pyx_kp_u_rgb_array_invalid_dimensions_for __pyx_mstate_global->__pyx_kp_u_rgb_array_invalid_dimensions_for
+#define __pyx_kp_u_rgb_to_cielab_line_1247 __pyx_mstate_global->__pyx_kp_u_rgb_to_cielab_line_1247
+#define __pyx_kp_u_rgb_to_xyz_line_647 __pyx_mstate_global->__pyx_kp_u_rgb_to_xyz_line_647
+#define __pyx_kp_u_sRGB_to_CIE_XYZ_simple_precisio __pyx_mstate_global->__pyx_kp_u_sRGB_to_CIE_XYZ_simple_precisio
+#define __pyx_n_s_scale __pyx_mstate_global->__pyx_n_s_scale
+#define __pyx_n_s_setstate __pyx_mstate_global->__pyx_n_s_setstate
+#define __pyx_n_s_setstate_cython __pyx_mstate_global->__pyx_n_s_setstate_cython
+#define __pyx_n_s_shape __pyx_mstate_global->__pyx_n_s_shape
+#define __pyx_n_s_size __pyx_mstate_global->__pyx_n_s_size
+#define __pyx_n_s_smoothscale __pyx_mstate_global->__pyx_n_s_smoothscale
+#define __pyx_n_s_spec __pyx_mstate_global->__pyx_n_s_spec
+#define __pyx_n_s_start __pyx_mstate_global->__pyx_n_s_start
+#define __pyx_n_s_step __pyx_mstate_global->__pyx_n_s_step
+#define __pyx_n_s_stop __pyx_mstate_global->__pyx_n_s_stop
+#define __pyx_kp_s_strided_and_direct __pyx_mstate_global->__pyx_kp_s_strided_and_direct
+#define __pyx_kp_s_strided_and_direct_or_indirect __pyx_mstate_global->__pyx_kp_s_strided_and_direct_or_indirect
+#define __pyx_kp_s_strided_and_indirect __pyx_mstate_global->__pyx_kp_s_strided_and_indirect
+#define __pyx_kp_s_stringsource __pyx_mstate_global->__pyx_kp_s_stringsource
+#define __pyx_n_s_struct __pyx_mstate_global->__pyx_n_s_struct
+#define __pyx_n_s_sys __pyx_mstate_global->__pyx_n_s_sys
+#define __pyx_n_s_test __pyx_mstate_global->__pyx_n_s_test
+#define __pyx_n_s_uint8 __pyx_mstate_global->__pyx_n_s_uint8
+#define __pyx_n_u_uint8 __pyx_mstate_global->__pyx_n_u_uint8
+#define __pyx_kp_s_unable_to_allocate_array_data __pyx_mstate_global->__pyx_kp_s_unable_to_allocate_array_data
+#define __pyx_kp_s_unable_to_allocate_shape_and_str __pyx_mstate_global->__pyx_kp_s_unable_to_allocate_shape_and_str
+#define __pyx_n_s_unpack __pyx_mstate_global->__pyx_n_s_unpack
+#define __pyx_n_s_update __pyx_mstate_global->__pyx_n_s_update
+#define __pyx_n_s_upper __pyx_mstate_global->__pyx_n_s_upper
+#define __pyx_n_s_version_info __pyx_mstate_global->__pyx_n_s_version_info
+#define __pyx_n_s_x __pyx_mstate_global->__pyx_n_s_x
+#define __pyx_kp_u_xyz_adobe98_line_421 __pyx_mstate_global->__pyx_kp_u_xyz_adobe98_line_421
+#define __pyx_kp_u_xyz_to_cielab_line_933 __pyx_mstate_global->__pyx_kp_u_xyz_to_cielab_line_933
+#define __pyx_kp_u_xyz_to_rgb_line_779 __pyx_mstate_global->__pyx_kp_u_xyz_to_rgb_line_779
+#define __pyx_n_s_y __pyx_mstate_global->__pyx_n_s_y
+#define __pyx_n_s_z __pyx_mstate_global->__pyx_n_s_z
+#define __pyx_n_s_zeros __pyx_mstate_global->__pyx_n_s_zeros
+#define __pyx_float_0_3558 __pyx_mstate_global->__pyx_float_0_3558
+#define __pyx_float_0_8249 __pyx_mstate_global->__pyx_float_0_8249
+#define __pyx_float_0_8251 __pyx_mstate_global->__pyx_float_0_8251
+#define __pyx_float_0_9214 __pyx_mstate_global->__pyx_float_0_9214
+#define __pyx_float_0_9504 __pyx_mstate_global->__pyx_float_0_9504
+#define __pyx_float_0_9568 __pyx_mstate_global->__pyx_float_0_9568
+#define __pyx_float_0_9642 __pyx_mstate_global->__pyx_float_0_9642
+#define __pyx_float_0_9807 __pyx_mstate_global->__pyx_float_0_9807
+#define __pyx_float_1_0000 __pyx_mstate_global->__pyx_float_1_0000
+#define __pyx_float_1_0888 __pyx_mstate_global->__pyx_float_1_0888
+#define __pyx_float_1_0985 __pyx_mstate_global->__pyx_float_1_0985
+#define __pyx_float_1_1822 __pyx_mstate_global->__pyx_float_1_1822
+#define __pyx_float_0_0134474 __pyx_mstate_global->__pyx_float_0_0134474
+#define __pyx_float_0_0193339 __pyx_mstate_global->__pyx_float_0_0193339
+#define __pyx_float_0_0270343 __pyx_mstate_global->__pyx_float_0_0270343
+#define __pyx_float_0_0415560 __pyx_mstate_global->__pyx_float_0_0415560
+#define __pyx_float_0_0556434 __pyx_mstate_global->__pyx_float_0_0556434
+#define __pyx_float_0_0706872 __pyx_mstate_global->__pyx_float_0_0706872
+#define __pyx_float_0_0721750 __pyx_mstate_global->__pyx_float_0_0721750
+#define __pyx_float_0_0752741 __pyx_mstate_global->__pyx_float_0_0752741
+#define __pyx_float_0_1191920 __pyx_mstate_global->__pyx_float_0_1191920
+#define __pyx_float_0_1804375 __pyx_mstate_global->__pyx_float_0_1804375
+#define __pyx_float_0_1855540 __pyx_mstate_global->__pyx_float_0_1855540
+#define __pyx_float_0_1881852 __pyx_mstate_global->__pyx_float_0_1881852
+#define __pyx_float_0_2126729 __pyx_mstate_global->__pyx_float_0_2126729
+#define __pyx_float_0_2973769 __pyx_mstate_global->__pyx_float_0_2973769
+#define __pyx_float_0_3575761 __pyx_mstate_global->__pyx_float_0_3575761
+#define __pyx_float_0_4124564 __pyx_mstate_global->__pyx_float_0_4124564
+#define __pyx_float_0_5767309 __pyx_mstate_global->__pyx_float_0_5767309
+#define __pyx_float_0_6273491 __pyx_mstate_global->__pyx_float_0_6273491
+#define __pyx_float_0_7151522 __pyx_mstate_global->__pyx_float_0_7151522
+#define __pyx_float_0_9503041 __pyx_mstate_global->__pyx_float_0_9503041
+#define __pyx_float_0_9911085 __pyx_mstate_global->__pyx_float_0_9911085
+#define __pyx_float_1_0154096 __pyx_mstate_global->__pyx_float_1_0154096
+#define __pyx_float_1_0572252 __pyx_mstate_global->__pyx_float_1_0572252
+#define __pyx_float_1_8760108 __pyx_mstate_global->__pyx_float_1_8760108
+#define __pyx_float_2_0413690 __pyx_mstate_global->__pyx_float_2_0413690
+#define __pyx_float_3_2404542 __pyx_mstate_global->__pyx_float_3_2404542
+#define __pyx_float_neg_0_1183897 __pyx_mstate_global->__pyx_float_neg_0_1183897
+#define __pyx_float_neg_0_2040259 __pyx_mstate_global->__pyx_float_neg_0_2040259
+#define __pyx_float_neg_0_3446944 __pyx_mstate_global->__pyx_float_neg_0_3446944
+#define __pyx_float_neg_0_4985314 __pyx_mstate_global->__pyx_float_neg_0_4985314
+#define __pyx_float_neg_0_5649464 __pyx_mstate_global->__pyx_float_neg_0_5649464
+#define __pyx_float_neg_0_9692660 __pyx_mstate_global->__pyx_float_neg_0_9692660
+#define __pyx_float_neg_1_5371385 __pyx_mstate_global->__pyx_float_neg_1_5371385
+#define __pyx_int_0 __pyx_mstate_global->__pyx_int_0
+#define __pyx_int_1 __pyx_mstate_global->__pyx_int_1
+#define __pyx_int_2 __pyx_mstate_global->__pyx_int_2
+#define __pyx_int_3 __pyx_mstate_global->__pyx_int_3
+#define __pyx_int_112105877 __pyx_mstate_global->__pyx_int_112105877
+#define __pyx_int_136983863 __pyx_mstate_global->__pyx_int_136983863
+#define __pyx_int_184977713 __pyx_mstate_global->__pyx_int_184977713
+#define __pyx_int_neg_1 __pyx_mstate_global->__pyx_int_neg_1
+#define __pyx_k__17 __pyx_mstate_global->__pyx_k__17
+#define __pyx_k__18 __pyx_mstate_global->__pyx_k__18
+#define __pyx_k__19 __pyx_mstate_global->__pyx_k__19
+#define __pyx_k__20 __pyx_mstate_global->__pyx_k__20
+#define __pyx_k__21 __pyx_mstate_global->__pyx_k__21
+#define __pyx_k__22 __pyx_mstate_global->__pyx_k__22
+#define __pyx_k__23 __pyx_mstate_global->__pyx_k__23
+#define __pyx_k__24 __pyx_mstate_global->__pyx_k__24
+#define __pyx_k__25 __pyx_mstate_global->__pyx_k__25
+#define __pyx_k__27 __pyx_mstate_global->__pyx_k__27
+#define __pyx_slice__5 __pyx_mstate_global->__pyx_slice__5
+#define __pyx_tuple__4 __pyx_mstate_global->__pyx_tuple__4
+#define __pyx_tuple__8 __pyx_mstate_global->__pyx_tuple__8
+#define __pyx_tuple__9 __pyx_mstate_global->__pyx_tuple__9
+#define __pyx_slice__11 __pyx_mstate_global->__pyx_slice__11
+#define __pyx_slice__13 __pyx_mstate_global->__pyx_slice__13
+#define __pyx_tuple__10 __pyx_mstate_global->__pyx_tuple__10
+#define __pyx_tuple__14 __pyx_mstate_global->__pyx_tuple__14
+#define __pyx_tuple__15 __pyx_mstate_global->__pyx_tuple__15
+#define __pyx_tuple__16 __pyx_mstate_global->__pyx_tuple__16
+#define __pyx_tuple__28 __pyx_mstate_global->__pyx_tuple__28
+#define __pyx_tuple__29 __pyx_mstate_global->__pyx_tuple__29
+#define __pyx_tuple__30 __pyx_mstate_global->__pyx_tuple__30
+#define __pyx_tuple__31 __pyx_mstate_global->__pyx_tuple__31
+#define __pyx_tuple__32 __pyx_mstate_global->__pyx_tuple__32
+#define __pyx_tuple__33 __pyx_mstate_global->__pyx_tuple__33
+#define __pyx_tuple__34 __pyx_mstate_global->__pyx_tuple__34
+#define __pyx_tuple__35 __pyx_mstate_global->__pyx_tuple__35
+#define __pyx_tuple__36 __pyx_mstate_global->__pyx_tuple__36
+#define __pyx_tuple__37 __pyx_mstate_global->__pyx_tuple__37
+#define __pyx_tuple__39 __pyx_mstate_global->__pyx_tuple__39
+#define __pyx_tuple__40 __pyx_mstate_global->__pyx_tuple__40
+#define __pyx_codeobj__38 __pyx_mstate_global->__pyx_codeobj__38
+/* #### Code section: module_code ### */
+
+/* "View.MemoryView":131
+ *         cdef bint dtype_is_object
+ * 
+ *     def __cinit__(array self, tuple shape, Py_ssize_t itemsize, format not None,             # <<<<<<<<<<<<<<
+ *                   mode="c", bint allocate_buffer=True):
+ * 
+ */
+
+/* Python wrapper */
+static int __pyx_array___cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
+static int __pyx_array___cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
+  PyObject *__pyx_v_shape = 0;
+  Py_ssize_t __pyx_v_itemsize;
+  PyObject *__pyx_v_format = 0;
+  PyObject *__pyx_v_mode = 0;
+  int __pyx_v_allocate_buffer;
+  CYTHON_UNUSED Py_ssize_t __pyx_nargs;
+  CYTHON_UNUSED PyObject *const *__pyx_kwvalues;
+  PyObject* values[5] = {0,0,0,0,0};
+  int __pyx_lineno = 0;
+  const char *__pyx_filename = NULL;
+  int __pyx_clineno = 0;
+  int __pyx_r;
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+ *             __Pyx_GetBuffer(obj, &self.view, flags)             # <<<<<<<<<<<<<<
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+ */
+    __pyx_t_3 = __Pyx_GetBuffer(__pyx_v_obj, (&__pyx_v_self->view), __pyx_v_flags); if (unlikely(__pyx_t_3 == ((int)-1))) __PYX_ERR(2, 353, __pyx_L1_error)
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+    /* "View.MemoryView":354
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+ *             __Pyx_GetBuffer(obj, &self.view, flags)
+ *             if <PyObject *> self.view.obj == NULL:             # <<<<<<<<<<<<<<
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+ *                 Py_INCREF(Py_None)
+ */
+    __pyx_t_1 = (((PyObject *)__pyx_v_self->view.obj) == NULL);
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+      /* "View.MemoryView":355
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+ * 
+ */
+      ((Py_buffer *)(&__pyx_v_self->view))->obj = Py_None;
+
+      /* "View.MemoryView":356
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+ *                 (<__pyx_buffer *> &self.view).obj = Py_None
+ *                 Py_INCREF(Py_None)             # <<<<<<<<<<<<<<
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+ *         if not __PYX_CYTHON_ATOMICS_ENABLED():
+ */
+      Py_INCREF(Py_None);
+
+      /* "View.MemoryView":354
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+ *             __Pyx_GetBuffer(obj, &self.view, flags)
+ *             if <PyObject *> self.view.obj == NULL:             # <<<<<<<<<<<<<<
+ *                 (<__pyx_buffer *> &self.view).obj = Py_None
+ *                 Py_INCREF(Py_None)
+ */
+    }
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+    /* "View.MemoryView":352
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+ *         if type(self) is memoryview or obj is not None:             # <<<<<<<<<<<<<<
+ *             __Pyx_GetBuffer(obj, &self.view, flags)
+ *             if <PyObject *> self.view.obj == NULL:
+ */
+  }
+
+  /* "View.MemoryView":358
+ *                 Py_INCREF(Py_None)
+ * 
+ *         if not __PYX_CYTHON_ATOMICS_ENABLED():             # <<<<<<<<<<<<<<
+ *             global __pyx_memoryview_thread_locks_used
+ *             if __pyx_memoryview_thread_locks_used < 8:
+ */
+  __pyx_t_1 = (!__PYX_CYTHON_ATOMICS_ENABLED());
+  if (__pyx_t_1) {
+
+    /* "View.MemoryView":360
+ *         if not __PYX_CYTHON_ATOMICS_ENABLED():
+ *             global __pyx_memoryview_thread_locks_used
+ *             if __pyx_memoryview_thread_locks_used < 8:             # <<<<<<<<<<<<<<
+ *                 self.lock = __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]
+ *                 __pyx_memoryview_thread_locks_used += 1
+ */
+    __pyx_t_1 = (__pyx_memoryview_thread_locks_used < 8);
+    if (__pyx_t_1) {
+
+      /* "View.MemoryView":361
+ *             global __pyx_memoryview_thread_locks_used
+ *             if __pyx_memoryview_thread_locks_used < 8:
+ *                 self.lock = __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]             # <<<<<<<<<<<<<<
+ *                 __pyx_memoryview_thread_locks_used += 1
+ *             if self.lock is NULL:
+ */
+      __pyx_v_self->lock = (__pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]);
+
+      /* "View.MemoryView":362
+ *             if __pyx_memoryview_thread_locks_used < 8:
+ *                 self.lock = __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]
+ *                 __pyx_memoryview_thread_locks_used += 1             # <<<<<<<<<<<<<<
+ *             if self.lock is NULL:
+ *                 self.lock = PyThread_allocate_lock()
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+      __pyx_memoryview_thread_locks_used = (__pyx_memoryview_thread_locks_used + 1);
+
+      /* "View.MemoryView":360
+ *         if not __PYX_CYTHON_ATOMICS_ENABLED():
+ *             global __pyx_memoryview_thread_locks_used
+ *             if __pyx_memoryview_thread_locks_used < 8:             # <<<<<<<<<<<<<<
+ *                 self.lock = __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]
+ *                 __pyx_memoryview_thread_locks_used += 1
+ */
+    }
+
+    /* "View.MemoryView":363
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+ *                 __pyx_memoryview_thread_locks_used += 1
+ *             if self.lock is NULL:             # <<<<<<<<<<<<<<
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+ *                 if self.lock is NULL:
+ */
+    __pyx_t_1 = (__pyx_v_self->lock == NULL);
+    if (__pyx_t_1) {
+
+      /* "View.MemoryView":364
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+ *             if self.lock is NULL:
+ *                 self.lock = PyThread_allocate_lock()             # <<<<<<<<<<<<<<
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+ *                     raise MemoryError
+ */
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+      /* "View.MemoryView":365
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+ *                 if self.lock is NULL:             # <<<<<<<<<<<<<<
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+ * 
+ */
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+      if (unlikely(__pyx_t_1)) {
+
+        /* "View.MemoryView":366
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+ *                 if self.lock is NULL:
+ *                     raise MemoryError             # <<<<<<<<<<<<<<
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+ */
+        PyErr_NoMemory(); __PYX_ERR(2, 366, __pyx_L1_error)
+
+        /* "View.MemoryView":365
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+ *                 self.lock = PyThread_allocate_lock()
+ *                 if self.lock is NULL:             # <<<<<<<<<<<<<<
+ *                     raise MemoryError
+ * 
+ */
+      }
+
+      /* "View.MemoryView":363
+ *                 self.lock = __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]
+ *                 __pyx_memoryview_thread_locks_used += 1
+ *             if self.lock is NULL:             # <<<<<<<<<<<<<<
+ *                 self.lock = PyThread_allocate_lock()
+ *                 if self.lock is NULL:
+ */
+    }
+
+    /* "View.MemoryView":358
+ *                 Py_INCREF(Py_None)
+ * 
+ *         if not __PYX_CYTHON_ATOMICS_ENABLED():             # <<<<<<<<<<<<<<
+ *             global __pyx_memoryview_thread_locks_used
+ *             if __pyx_memoryview_thread_locks_used < 8:
+ */
+  }
+
+  /* "View.MemoryView":368
+ *                     raise MemoryError
+ * 
+ *         if flags & PyBUF_FORMAT:             # <<<<<<<<<<<<<<
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+ *         else:
+ */
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+  if (__pyx_t_1) {
+
+    /* "View.MemoryView":369
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+ *             self.dtype_is_object = (self.view.format[0] == b'O' and self.view.format[1] == b'\0')             # <<<<<<<<<<<<<<
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+ */
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+    if (__pyx_t_2) {
+    } else {
+      __pyx_t_1 = __pyx_t_2;
+      goto __pyx_L12_bool_binop_done;
+    }
+    __pyx_t_2 = ((__pyx_v_self->view.format[1]) == '\x00');
+    __pyx_t_1 = __pyx_t_2;
+    __pyx_L12_bool_binop_done:;
+    __pyx_v_self->dtype_is_object = __pyx_t_1;
+
+    /* "View.MemoryView":368
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+ * 
+ *         if flags & PyBUF_FORMAT:             # <<<<<<<<<<<<<<
+ *             self.dtype_is_object = (self.view.format[0] == b'O' and self.view.format[1] == b'\0')
+ *         else:
+ */
+    goto __pyx_L11;
+  }
+
+  /* "View.MemoryView":371
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+ *         else:
+ *             self.dtype_is_object = dtype_is_object             # <<<<<<<<<<<<<<
+ * 
+ *         assert <Py_intptr_t><void*>(&self.acquisition_count) % sizeof(__pyx_atomic_int_type) == 0
+ */
+  /*else*/ {
+    __pyx_v_self->dtype_is_object = __pyx_v_dtype_is_object;
+  }
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+  /* "View.MemoryView":373
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+ *         assert <Py_intptr_t><void*>(&self.acquisition_count) % sizeof(__pyx_atomic_int_type) == 0             # <<<<<<<<<<<<<<
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+ * 
+ */
+  #ifndef CYTHON_WITHOUT_ASSERTIONS
+  if (unlikely(__pyx_assertions_enabled())) {
+    __pyx_t_4 = ((Py_intptr_t)((void *)(&__pyx_v_self->acquisition_count)));
+    __pyx_t_5 = (sizeof(__pyx_atomic_int_type));
+    if (unlikely(__pyx_t_5 == 0)) {
+      PyErr_SetString(PyExc_ZeroDivisionError, "integer division or modulo by zero");
+      __PYX_ERR(2, 373, __pyx_L1_error)
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+    if (unlikely(!__pyx_t_1)) {
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+ */
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+
+  /* "View.MemoryView":349
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+ */
+
+  /* function exit code */
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+  goto __pyx_L0;
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+ */
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+/* Python wrapper */
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+  int __pyx_t_2;
+  int __pyx_t_3;
+  int __pyx_t_4;
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+  PyThread_type_lock __pyx_t_6;
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+ *         if self.obj is not None:             # <<<<<<<<<<<<<<
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+ *             __Pyx_ReleaseBuffer(&self.view)             # <<<<<<<<<<<<<<
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+ *         if self.obj is not None:             # <<<<<<<<<<<<<<
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+ *                 if __pyx_memoryview_thread_locks[i] is self.lock:             # <<<<<<<<<<<<<<
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+        /* "View.MemoryView":389
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+  PyObject *(*__pyx_t_4)(PyObject *);
+  PyObject *__pyx_t_5 = NULL;
+  Py_ssize_t __pyx_t_6;
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+}
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+ */
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+  int __pyx_t_5;
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+      __pyx_t_10 = __pyx_memoryview_slice_memviewslice(__pyx_v_p_dst, (__pyx_v_p_src->shape[__pyx_v_dim]), (__pyx_v_p_src->strides[__pyx_v_dim]), (__pyx_v_p_src->suboffsets[__pyx_v_dim]), __pyx_v_dim, __pyx_v_new_ndim, __pyx_v_p_suboffset_dim, __pyx_v_start, __pyx_v_stop, __pyx_v_step, __pyx_v_have_start, __pyx_v_have_stop, __pyx_v_have_step, 1); if (unlikely(__pyx_t_10 == ((int)-1))) __PYX_ERR(2, 770, __pyx_L1_error)
+
+      /* "View.MemoryView":776
+ *                 have_start, have_stop, have_step,
+ *                 True)
+ *             new_ndim += 1             # <<<<<<<<<<<<<<
+ * 
+ *     if isinstance(memview, _memoryviewslice):
+ */
+      __pyx_v_new_ndim = (__pyx_v_new_ndim + 1);
+    }
+    __pyx_L6:;
+
+    /* "View.MemoryView":747
+ *     cdef bint have_start, have_stop, have_step
+ * 
+ *     for dim, index in enumerate(indices):             # <<<<<<<<<<<<<<
+ *         if PyIndex_Check(index):
+ *             cindex = index
+ */
+  }
+  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
+
+  /* "View.MemoryView":778
+ *             new_ndim += 1
+ * 
+ *     if isinstance(memview, _memoryviewslice):             # <<<<<<<<<<<<<<
+ *         return memoryview_fromslice(dst, new_ndim,
+ *                                     memviewsliceobj.to_object_func,
+ */
+  __pyx_t_1 = __Pyx_TypeCheck(((PyObject *)__pyx_v_memview), __pyx_memoryviewslice_type); 
+  if (__pyx_t_1) {
+
+    /* "View.MemoryView":779
+ * 
+ *     if isinstance(memview, _memoryviewslice):
+ *         return memoryview_fromslice(dst, new_ndim,             # <<<<<<<<<<<<<<
+ *                                     memviewsliceobj.to_object_func,
+ *                                     memviewsliceobj.to_dtype_func,
+ */
+    __Pyx_XDECREF((PyObject *)__pyx_r);
+
+    /* "View.MemoryView":780
+ *     if isinstance(memview, _memoryviewslice):
+ *         return memoryview_fromslice(dst, new_ndim,
+ *                                     memviewsliceobj.to_object_func,             # <<<<<<<<<<<<<<
+ *                                     memviewsliceobj.to_dtype_func,
+ *                                     memview.dtype_is_object)
+ */
+    if (unlikely(!__pyx_v_memviewsliceobj)) { __Pyx_RaiseUnboundLocalError("memviewsliceobj"); __PYX_ERR(2, 780, __pyx_L1_error) }
+
+    /* "View.MemoryView":781
+ *         return memoryview_fromslice(dst, new_ndim,
+ *                                     memviewsliceobj.to_object_func,
+ *                                     memviewsliceobj.to_dtype_func,             # <<<<<<<<<<<<<<
+ *                                     memview.dtype_is_object)
+ *     else:
+ */
+    if (unlikely(!__pyx_v_memviewsliceobj)) { __Pyx_RaiseUnboundLocalError("memviewsliceobj"); __PYX_ERR(2, 781, __pyx_L1_error) }
+
+    /* "View.MemoryView":779
+ * 
+ *     if isinstance(memview, _memoryviewslice):
+ *         return memoryview_fromslice(dst, new_ndim,             # <<<<<<<<<<<<<<
+ *                                     memviewsliceobj.to_object_func,
+ *                                     memviewsliceobj.to_dtype_func,
+ */
+    __pyx_t_2 = __pyx_memoryview_fromslice(__pyx_v_dst, __pyx_v_new_ndim, __pyx_v_memviewsliceobj->to_object_func, __pyx_v_memviewsliceobj->to_dtype_func, __pyx_v_memview->dtype_is_object); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 779, __pyx_L1_error)
+    __Pyx_GOTREF(__pyx_t_2);
+    if (!(likely(((__pyx_t_2) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_2, __pyx_memoryview_type))))) __PYX_ERR(2, 779, __pyx_L1_error)
+    __pyx_r = ((struct __pyx_memoryview_obj *)__pyx_t_2);
+    __pyx_t_2 = 0;
+    goto __pyx_L0;
+
+    /* "View.MemoryView":778
+ *             new_ndim += 1
+ * 
+ *     if isinstance(memview, _memoryviewslice):             # <<<<<<<<<<<<<<
+ *         return memoryview_fromslice(dst, new_ndim,
+ *                                     memviewsliceobj.to_object_func,
+ */
+  }
+
+  /* "View.MemoryView":784
+ *                                     memview.dtype_is_object)
+ *     else:
+ *         return memoryview_fromslice(dst, new_ndim, NULL, NULL,             # <<<<<<<<<<<<<<
+ *                                     memview.dtype_is_object)
+ * 
+ */
+  /*else*/ {
+    __Pyx_XDECREF((PyObject *)__pyx_r);
+
+    /* "View.MemoryView":785
+ *     else:
+ *         return memoryview_fromslice(dst, new_ndim, NULL, NULL,
+ *                                     memview.dtype_is_object)             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+    __pyx_t_2 = __pyx_memoryview_fromslice(__pyx_v_dst, __pyx_v_new_ndim, NULL, NULL, __pyx_v_memview->dtype_is_object); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 784, __pyx_L1_error)
+    __Pyx_GOTREF(__pyx_t_2);
+
+    /* "View.MemoryView":784
+ *                                     memview.dtype_is_object)
+ *     else:
+ *         return memoryview_fromslice(dst, new_ndim, NULL, NULL,             # <<<<<<<<<<<<<<
+ *                                     memview.dtype_is_object)
+ * 
+ */
+    if (!(likely(((__pyx_t_2) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_2, __pyx_memoryview_type))))) __PYX_ERR(2, 784, __pyx_L1_error)
+    __pyx_r = ((struct __pyx_memoryview_obj *)__pyx_t_2);
+    __pyx_t_2 = 0;
+    goto __pyx_L0;
+  }
+
+  /* "View.MemoryView":711
+ * 
+ * @cname('__pyx_memview_slice')
+ * cdef memoryview memview_slice(memoryview memview, object indices):             # <<<<<<<<<<<<<<
+ *     cdef int new_ndim = 0, suboffset_dim = -1, dim
+ *     cdef bint negative_step
+ */
+
+  /* function exit code */
+  __pyx_L1_error:;
+  __Pyx_XDECREF(__pyx_t_2);
+  __Pyx_XDECREF(__pyx_t_8);
+  __Pyx_AddTraceback("View.MemoryView.memview_slice", __pyx_clineno, __pyx_lineno, __pyx_filename);
+  __pyx_r = 0;
+  __pyx_L0:;
+  __Pyx_XDECREF((PyObject *)__pyx_v_memviewsliceobj);
+  __Pyx_XDECREF(__pyx_v_index);
+  __Pyx_XGIVEREF((PyObject *)__pyx_r);
+  __Pyx_RefNannyFinishContext();
+  return __pyx_r;
+}
+
+/* "View.MemoryView":793
+ * 
+ * @cname('__pyx_memoryview_slice_memviewslice')
+ * cdef int slice_memviewslice(             # <<<<<<<<<<<<<<
+ *         __Pyx_memviewslice *dst,
+ *         Py_ssize_t shape, Py_ssize_t stride, Py_ssize_t suboffset,
+ */
+
+static int __pyx_memoryview_slice_memviewslice(__Pyx_memviewslice *__pyx_v_dst, Py_ssize_t __pyx_v_shape, Py_ssize_t __pyx_v_stride, Py_ssize_t __pyx_v_suboffset, int __pyx_v_dim, int __pyx_v_new_ndim, int *__pyx_v_suboffset_dim, Py_ssize_t __pyx_v_start, Py_ssize_t __pyx_v_stop, Py_ssize_t __pyx_v_step, int __pyx_v_have_start, int __pyx_v_have_stop, int __pyx_v_have_step, int __pyx_v_is_slice) {
+  Py_ssize_t __pyx_v_new_shape;
+  int __pyx_v_negative_step;
+  int __pyx_r;
+  int __pyx_t_1;
+  int __pyx_t_2;
+  int __pyx_t_3;
+  int __pyx_lineno = 0;
+  const char *__pyx_filename = NULL;
+  int __pyx_clineno = 0;
+  #ifdef WITH_THREAD
+  PyGILState_STATE __pyx_gilstate_save;
+  #endif
+
+  /* "View.MemoryView":813
+ *     cdef bint negative_step
+ * 
+ *     if not is_slice:             # <<<<<<<<<<<<<<
+ * 
+ *         if start < 0:
+ */
+  __pyx_t_1 = (!__pyx_v_is_slice);
+  if (__pyx_t_1) {
+
+    /* "View.MemoryView":815
+ *     if not is_slice:
+ * 
+ *         if start < 0:             # <<<<<<<<<<<<<<
+ *             start += shape
+ *         if not 0 <= start < shape:
+ */
+    __pyx_t_1 = (__pyx_v_start < 0);
+    if (__pyx_t_1) {
+
+      /* "View.MemoryView":816
+ * 
+ *         if start < 0:
+ *             start += shape             # <<<<<<<<<<<<<<
+ *         if not 0 <= start < shape:
+ *             _err_dim(PyExc_IndexError, "Index out of bounds (axis %d)", dim)
+ */
+      __pyx_v_start = (__pyx_v_start + __pyx_v_shape);
+
+      /* "View.MemoryView":815
+ *     if not is_slice:
+ * 
+ *         if start < 0:             # <<<<<<<<<<<<<<
+ *             start += shape
+ *         if not 0 <= start < shape:
+ */
+    }
+
+    /* "View.MemoryView":817
+ *         if start < 0:
+ *             start += shape
+ *         if not 0 <= start < shape:             # <<<<<<<<<<<<<<
+ *             _err_dim(PyExc_IndexError, "Index out of bounds (axis %d)", dim)
+ *     else:
+ */
+    __pyx_t_1 = (0 <= __pyx_v_start);
+    if (__pyx_t_1) {
+      __pyx_t_1 = (__pyx_v_start < __pyx_v_shape);
+    }
+    __pyx_t_2 = (!__pyx_t_1);
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":818
+ *             start += shape
+ *         if not 0 <= start < shape:
+ *             _err_dim(PyExc_IndexError, "Index out of bounds (axis %d)", dim)             # <<<<<<<<<<<<<<
+ *     else:
+ * 
+ */
+      __pyx_t_3 = __pyx_memoryview_err_dim(PyExc_IndexError, __pyx_kp_s_Index_out_of_bounds_axis_d, __pyx_v_dim); if (unlikely(__pyx_t_3 == ((int)-1))) __PYX_ERR(2, 818, __pyx_L1_error)
+
+      /* "View.MemoryView":817
+ *         if start < 0:
+ *             start += shape
+ *         if not 0 <= start < shape:             # <<<<<<<<<<<<<<
+ *             _err_dim(PyExc_IndexError, "Index out of bounds (axis %d)", dim)
+ *     else:
+ */
+    }
+
+    /* "View.MemoryView":813
+ *     cdef bint negative_step
+ * 
+ *     if not is_slice:             # <<<<<<<<<<<<<<
+ * 
+ *         if start < 0:
+ */
+    goto __pyx_L3;
+  }
+
+  /* "View.MemoryView":821
+ *     else:
+ * 
+ *         if have_step:             # <<<<<<<<<<<<<<
+ *             negative_step = step < 0
+ *             if step == 0:
+ */
+  /*else*/ {
+    __pyx_t_2 = (__pyx_v_have_step != 0);
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":822
+ * 
+ *         if have_step:
+ *             negative_step = step < 0             # <<<<<<<<<<<<<<
+ *             if step == 0:
+ *                 _err_dim(PyExc_ValueError, "Step may not be zero (axis %d)", dim)
+ */
+      __pyx_v_negative_step = (__pyx_v_step < 0);
+
+      /* "View.MemoryView":823
+ *         if have_step:
+ *             negative_step = step < 0
+ *             if step == 0:             # <<<<<<<<<<<<<<
+ *                 _err_dim(PyExc_ValueError, "Step may not be zero (axis %d)", dim)
+ *         else:
+ */
+      __pyx_t_2 = (__pyx_v_step == 0);
+      if (__pyx_t_2) {
+
+        /* "View.MemoryView":824
+ *             negative_step = step < 0
+ *             if step == 0:
+ *                 _err_dim(PyExc_ValueError, "Step may not be zero (axis %d)", dim)             # <<<<<<<<<<<<<<
+ *         else:
+ *             negative_step = False
+ */
+        __pyx_t_3 = __pyx_memoryview_err_dim(PyExc_ValueError, __pyx_kp_s_Step_may_not_be_zero_axis_d, __pyx_v_dim); if (unlikely(__pyx_t_3 == ((int)-1))) __PYX_ERR(2, 824, __pyx_L1_error)
+
+        /* "View.MemoryView":823
+ *         if have_step:
+ *             negative_step = step < 0
+ *             if step == 0:             # <<<<<<<<<<<<<<
+ *                 _err_dim(PyExc_ValueError, "Step may not be zero (axis %d)", dim)
+ *         else:
+ */
+      }
+
+      /* "View.MemoryView":821
+ *     else:
+ * 
+ *         if have_step:             # <<<<<<<<<<<<<<
+ *             negative_step = step < 0
+ *             if step == 0:
+ */
+      goto __pyx_L6;
+    }
+
+    /* "View.MemoryView":826
+ *                 _err_dim(PyExc_ValueError, "Step may not be zero (axis %d)", dim)
+ *         else:
+ *             negative_step = False             # <<<<<<<<<<<<<<
+ *             step = 1
+ * 
+ */
+    /*else*/ {
+      __pyx_v_negative_step = 0;
+
+      /* "View.MemoryView":827
+ *         else:
+ *             negative_step = False
+ *             step = 1             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+      __pyx_v_step = 1;
+    }
+    __pyx_L6:;
+
+    /* "View.MemoryView":830
+ * 
+ * 
+ *         if have_start:             # <<<<<<<<<<<<<<
+ *             if start < 0:
+ *                 start += shape
+ */
+    __pyx_t_2 = (__pyx_v_have_start != 0);
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":831
+ * 
+ *         if have_start:
+ *             if start < 0:             # <<<<<<<<<<<<<<
+ *                 start += shape
+ *                 if start < 0:
+ */
+      __pyx_t_2 = (__pyx_v_start < 0);
+      if (__pyx_t_2) {
+
+        /* "View.MemoryView":832
+ *         if have_start:
+ *             if start < 0:
+ *                 start += shape             # <<<<<<<<<<<<<<
+ *                 if start < 0:
+ *                     start = 0
+ */
+        __pyx_v_start = (__pyx_v_start + __pyx_v_shape);
+
+        /* "View.MemoryView":833
+ *             if start < 0:
+ *                 start += shape
+ *                 if start < 0:             # <<<<<<<<<<<<<<
+ *                     start = 0
+ *             elif start >= shape:
+ */
+        __pyx_t_2 = (__pyx_v_start < 0);
+        if (__pyx_t_2) {
+
+          /* "View.MemoryView":834
+ *                 start += shape
+ *                 if start < 0:
+ *                     start = 0             # <<<<<<<<<<<<<<
+ *             elif start >= shape:
+ *                 if negative_step:
+ */
+          __pyx_v_start = 0;
+
+          /* "View.MemoryView":833
+ *             if start < 0:
+ *                 start += shape
+ *                 if start < 0:             # <<<<<<<<<<<<<<
+ *                     start = 0
+ *             elif start >= shape:
+ */
+        }
+
+        /* "View.MemoryView":831
+ * 
+ *         if have_start:
+ *             if start < 0:             # <<<<<<<<<<<<<<
+ *                 start += shape
+ *                 if start < 0:
+ */
+        goto __pyx_L9;
+      }
+
+      /* "View.MemoryView":835
+ *                 if start < 0:
+ *                     start = 0
+ *             elif start >= shape:             # <<<<<<<<<<<<<<
+ *                 if negative_step:
+ *                     start = shape - 1
+ */
+      __pyx_t_2 = (__pyx_v_start >= __pyx_v_shape);
+      if (__pyx_t_2) {
+
+        /* "View.MemoryView":836
+ *                     start = 0
+ *             elif start >= shape:
+ *                 if negative_step:             # <<<<<<<<<<<<<<
+ *                     start = shape - 1
+ *                 else:
+ */
+        if (__pyx_v_negative_step) {
+
+          /* "View.MemoryView":837
+ *             elif start >= shape:
+ *                 if negative_step:
+ *                     start = shape - 1             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     start = shape
+ */
+          __pyx_v_start = (__pyx_v_shape - 1);
+
+          /* "View.MemoryView":836
+ *                     start = 0
+ *             elif start >= shape:
+ *                 if negative_step:             # <<<<<<<<<<<<<<
+ *                     start = shape - 1
+ *                 else:
+ */
+          goto __pyx_L11;
+        }
+
+        /* "View.MemoryView":839
+ *                     start = shape - 1
+ *                 else:
+ *                     start = shape             # <<<<<<<<<<<<<<
+ *         else:
+ *             if negative_step:
+ */
+        /*else*/ {
+          __pyx_v_start = __pyx_v_shape;
+        }
+        __pyx_L11:;
+
+        /* "View.MemoryView":835
+ *                 if start < 0:
+ *                     start = 0
+ *             elif start >= shape:             # <<<<<<<<<<<<<<
+ *                 if negative_step:
+ *                     start = shape - 1
+ */
+      }
+      __pyx_L9:;
+
+      /* "View.MemoryView":830
+ * 
+ * 
+ *         if have_start:             # <<<<<<<<<<<<<<
+ *             if start < 0:
+ *                 start += shape
+ */
+      goto __pyx_L8;
+    }
+
+    /* "View.MemoryView":841
+ *                     start = shape
+ *         else:
+ *             if negative_step:             # <<<<<<<<<<<<<<
+ *                 start = shape - 1
+ *             else:
+ */
+    /*else*/ {
+      if (__pyx_v_negative_step) {
+
+        /* "View.MemoryView":842
+ *         else:
+ *             if negative_step:
+ *                 start = shape - 1             # <<<<<<<<<<<<<<
+ *             else:
+ *                 start = 0
+ */
+        __pyx_v_start = (__pyx_v_shape - 1);
+
+        /* "View.MemoryView":841
+ *                     start = shape
+ *         else:
+ *             if negative_step:             # <<<<<<<<<<<<<<
+ *                 start = shape - 1
+ *             else:
+ */
+        goto __pyx_L12;
+      }
+
+      /* "View.MemoryView":844
+ *                 start = shape - 1
+ *             else:
+ *                 start = 0             # <<<<<<<<<<<<<<
+ * 
+ *         if have_stop:
+ */
+      /*else*/ {
+        __pyx_v_start = 0;
+      }
+      __pyx_L12:;
+    }
+    __pyx_L8:;
+
+    /* "View.MemoryView":846
+ *                 start = 0
+ * 
+ *         if have_stop:             # <<<<<<<<<<<<<<
+ *             if stop < 0:
+ *                 stop += shape
+ */
+    __pyx_t_2 = (__pyx_v_have_stop != 0);
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":847
+ * 
+ *         if have_stop:
+ *             if stop < 0:             # <<<<<<<<<<<<<<
+ *                 stop += shape
+ *                 if stop < 0:
+ */
+      __pyx_t_2 = (__pyx_v_stop < 0);
+      if (__pyx_t_2) {
+
+        /* "View.MemoryView":848
+ *         if have_stop:
+ *             if stop < 0:
+ *                 stop += shape             # <<<<<<<<<<<<<<
+ *                 if stop < 0:
+ *                     stop = 0
+ */
+        __pyx_v_stop = (__pyx_v_stop + __pyx_v_shape);
+
+        /* "View.MemoryView":849
+ *             if stop < 0:
+ *                 stop += shape
+ *                 if stop < 0:             # <<<<<<<<<<<<<<
+ *                     stop = 0
+ *             elif stop > shape:
+ */
+        __pyx_t_2 = (__pyx_v_stop < 0);
+        if (__pyx_t_2) {
+
+          /* "View.MemoryView":850
+ *                 stop += shape
+ *                 if stop < 0:
+ *                     stop = 0             # <<<<<<<<<<<<<<
+ *             elif stop > shape:
+ *                 stop = shape
+ */
+          __pyx_v_stop = 0;
+
+          /* "View.MemoryView":849
+ *             if stop < 0:
+ *                 stop += shape
+ *                 if stop < 0:             # <<<<<<<<<<<<<<
+ *                     stop = 0
+ *             elif stop > shape:
+ */
+        }
+
+        /* "View.MemoryView":847
+ * 
+ *         if have_stop:
+ *             if stop < 0:             # <<<<<<<<<<<<<<
+ *                 stop += shape
+ *                 if stop < 0:
+ */
+        goto __pyx_L14;
+      }
+
+      /* "View.MemoryView":851
+ *                 if stop < 0:
+ *                     stop = 0
+ *             elif stop > shape:             # <<<<<<<<<<<<<<
+ *                 stop = shape
+ *         else:
+ */
+      __pyx_t_2 = (__pyx_v_stop > __pyx_v_shape);
+      if (__pyx_t_2) {
+
+        /* "View.MemoryView":852
+ *                     stop = 0
+ *             elif stop > shape:
+ *                 stop = shape             # <<<<<<<<<<<<<<
+ *         else:
+ *             if negative_step:
+ */
+        __pyx_v_stop = __pyx_v_shape;
+
+        /* "View.MemoryView":851
+ *                 if stop < 0:
+ *                     stop = 0
+ *             elif stop > shape:             # <<<<<<<<<<<<<<
+ *                 stop = shape
+ *         else:
+ */
+      }
+      __pyx_L14:;
+
+      /* "View.MemoryView":846
+ *                 start = 0
+ * 
+ *         if have_stop:             # <<<<<<<<<<<<<<
+ *             if stop < 0:
+ *                 stop += shape
+ */
+      goto __pyx_L13;
+    }
+
+    /* "View.MemoryView":854
+ *                 stop = shape
+ *         else:
+ *             if negative_step:             # <<<<<<<<<<<<<<
+ *                 stop = -1
+ *             else:
+ */
+    /*else*/ {
+      if (__pyx_v_negative_step) {
+
+        /* "View.MemoryView":855
+ *         else:
+ *             if negative_step:
+ *                 stop = -1             # <<<<<<<<<<<<<<
+ *             else:
+ *                 stop = shape
+ */
+        __pyx_v_stop = -1L;
+
+        /* "View.MemoryView":854
+ *                 stop = shape
+ *         else:
+ *             if negative_step:             # <<<<<<<<<<<<<<
+ *                 stop = -1
+ *             else:
+ */
+        goto __pyx_L16;
+      }
+
+      /* "View.MemoryView":857
+ *                 stop = -1
+ *             else:
+ *                 stop = shape             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+      /*else*/ {
+        __pyx_v_stop = __pyx_v_shape;
+      }
+      __pyx_L16:;
+    }
+    __pyx_L13:;
+
+    /* "View.MemoryView":861
+ * 
+ *         with cython.cdivision(True):
+ *             new_shape = (stop - start) // step             # <<<<<<<<<<<<<<
+ * 
+ *             if (stop - start) - step * new_shape:
+ */
+    __pyx_v_new_shape = ((__pyx_v_stop - __pyx_v_start) / __pyx_v_step);
+
+    /* "View.MemoryView":863
+ *             new_shape = (stop - start) // step
+ * 
+ *             if (stop - start) - step * new_shape:             # <<<<<<<<<<<<<<
+ *                 new_shape += 1
+ * 
+ */
+    __pyx_t_2 = (((__pyx_v_stop - __pyx_v_start) - (__pyx_v_step * __pyx_v_new_shape)) != 0);
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":864
+ * 
+ *             if (stop - start) - step * new_shape:
+ *                 new_shape += 1             # <<<<<<<<<<<<<<
+ * 
+ *         if new_shape < 0:
+ */
+      __pyx_v_new_shape = (__pyx_v_new_shape + 1);
+
+      /* "View.MemoryView":863
+ *             new_shape = (stop - start) // step
+ * 
+ *             if (stop - start) - step * new_shape:             # <<<<<<<<<<<<<<
+ *                 new_shape += 1
+ * 
+ */
+    }
+
+    /* "View.MemoryView":866
+ *                 new_shape += 1
+ * 
+ *         if new_shape < 0:             # <<<<<<<<<<<<<<
+ *             new_shape = 0
+ * 
+ */
+    __pyx_t_2 = (__pyx_v_new_shape < 0);
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":867
+ * 
+ *         if new_shape < 0:
+ *             new_shape = 0             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+      __pyx_v_new_shape = 0;
+
+      /* "View.MemoryView":866
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+ *         if new_shape < 0:             # <<<<<<<<<<<<<<
+ *             new_shape = 0
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+ */
+    }
+
+    /* "View.MemoryView":870
+ * 
+ * 
+ *         dst.strides[new_ndim] = stride * step             # <<<<<<<<<<<<<<
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+ */
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+
+    /* "View.MemoryView":871
+ * 
+ *         dst.strides[new_ndim] = stride * step
+ *         dst.shape[new_ndim] = new_shape             # <<<<<<<<<<<<<<
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+ * 
+ */
+    (__pyx_v_dst->shape[__pyx_v_new_ndim]) = __pyx_v_new_shape;
+
+    /* "View.MemoryView":872
+ *         dst.strides[new_ndim] = stride * step
+ *         dst.shape[new_ndim] = new_shape
+ *         dst.suboffsets[new_ndim] = suboffset             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
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+  }
+  __pyx_L3:;
+
+  /* "View.MemoryView":875
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+ * 
+ *     if suboffset_dim[0] < 0:             # <<<<<<<<<<<<<<
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+ *     else:
+ */
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+  if (__pyx_t_2) {
+
+    /* "View.MemoryView":876
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+ *     if suboffset_dim[0] < 0:
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+ *     else:
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+
+    /* "View.MemoryView":875
+ * 
+ * 
+ *     if suboffset_dim[0] < 0:             # <<<<<<<<<<<<<<
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+ *     else:
+ */
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+
+  /* "View.MemoryView":878
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+ *         dst.suboffsets[suboffset_dim[0]] += start * stride             # <<<<<<<<<<<<<<
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+ */
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+    (__pyx_v_dst->suboffsets[__pyx_t_3]) = ((__pyx_v_dst->suboffsets[__pyx_t_3]) + (__pyx_v_start * __pyx_v_stride));
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+      /* "View.MemoryView":882
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+        /* "View.MemoryView":882
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+ *     cdef Py_ssize_t itemsize = view.itemsize             # <<<<<<<<<<<<<<
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+ */
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+    /* "View.MemoryView":902
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+ */
+  __pyx_v_f_stride = 0;
+
+  /* "View.MemoryView":1121
+ *     cdef Py_ssize_t f_stride = 0
+ * 
+ *     for i in range(ndim - 1, -1, -1):             # <<<<<<<<<<<<<<
+ *         if mslice.shape[i] > 1:
+ *             c_stride = mslice.strides[i]
+ */
+  for (__pyx_t_1 = (__pyx_v_ndim - 1); __pyx_t_1 > -1; __pyx_t_1-=1) {
+    __pyx_v_i = __pyx_t_1;
+
+    /* "View.MemoryView":1122
+ * 
+ *     for i in range(ndim - 1, -1, -1):
+ *         if mslice.shape[i] > 1:             # <<<<<<<<<<<<<<
+ *             c_stride = mslice.strides[i]
+ *             break
+ */
+    __pyx_t_2 = ((__pyx_v_mslice->shape[__pyx_v_i]) > 1);
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":1123
+ *     for i in range(ndim - 1, -1, -1):
+ *         if mslice.shape[i] > 1:
+ *             c_stride = mslice.strides[i]             # <<<<<<<<<<<<<<
+ *             break
+ * 
+ */
+      __pyx_v_c_stride = (__pyx_v_mslice->strides[__pyx_v_i]);
+
+      /* "View.MemoryView":1124
+ *         if mslice.shape[i] > 1:
+ *             c_stride = mslice.strides[i]
+ *             break             # <<<<<<<<<<<<<<
+ * 
+ *     for i in range(ndim):
+ */
+      goto __pyx_L4_break;
+
+      /* "View.MemoryView":1122
+ * 
+ *     for i in range(ndim - 1, -1, -1):
+ *         if mslice.shape[i] > 1:             # <<<<<<<<<<<<<<
+ *             c_stride = mslice.strides[i]
+ *             break
+ */
+    }
+  }
+  __pyx_L4_break:;
+
+  /* "View.MemoryView":1126
+ *             break
+ * 
+ *     for i in range(ndim):             # <<<<<<<<<<<<<<
+ *         if mslice.shape[i] > 1:
+ *             f_stride = mslice.strides[i]
+ */
+  __pyx_t_1 = __pyx_v_ndim;
+  __pyx_t_3 = __pyx_t_1;
+  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
+    __pyx_v_i = __pyx_t_4;
+
+    /* "View.MemoryView":1127
+ * 
+ *     for i in range(ndim):
+ *         if mslice.shape[i] > 1:             # <<<<<<<<<<<<<<
+ *             f_stride = mslice.strides[i]
+ *             break
+ */
+    __pyx_t_2 = ((__pyx_v_mslice->shape[__pyx_v_i]) > 1);
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":1128
+ *     for i in range(ndim):
+ *         if mslice.shape[i] > 1:
+ *             f_stride = mslice.strides[i]             # <<<<<<<<<<<<<<
+ *             break
+ * 
+ */
+      __pyx_v_f_stride = (__pyx_v_mslice->strides[__pyx_v_i]);
+
+      /* "View.MemoryView":1129
+ *         if mslice.shape[i] > 1:
+ *             f_stride = mslice.strides[i]
+ *             break             # <<<<<<<<<<<<<<
+ * 
+ *     if abs_py_ssize_t(c_stride) <= abs_py_ssize_t(f_stride):
+ */
+      goto __pyx_L7_break;
+
+      /* "View.MemoryView":1127
+ * 
+ *     for i in range(ndim):
+ *         if mslice.shape[i] > 1:             # <<<<<<<<<<<<<<
+ *             f_stride = mslice.strides[i]
+ *             break
+ */
+    }
+  }
+  __pyx_L7_break:;
+
+  /* "View.MemoryView":1131
+ *             break
+ * 
+ *     if abs_py_ssize_t(c_stride) <= abs_py_ssize_t(f_stride):             # <<<<<<<<<<<<<<
+ *         return 'C'
+ *     else:
+ */
+  __pyx_t_2 = (abs_py_ssize_t(__pyx_v_c_stride) <= abs_py_ssize_t(__pyx_v_f_stride));
+  if (__pyx_t_2) {
+
+    /* "View.MemoryView":1132
+ * 
+ *     if abs_py_ssize_t(c_stride) <= abs_py_ssize_t(f_stride):
+ *         return 'C'             # <<<<<<<<<<<<<<
+ *     else:
+ *         return 'F'
+ */
+    __pyx_r = 'C';
+    goto __pyx_L0;
+
+    /* "View.MemoryView":1131
+ *             break
+ * 
+ *     if abs_py_ssize_t(c_stride) <= abs_py_ssize_t(f_stride):             # <<<<<<<<<<<<<<
+ *         return 'C'
+ *     else:
+ */
+  }
+
+  /* "View.MemoryView":1134
+ *         return 'C'
+ *     else:
+ *         return 'F'             # <<<<<<<<<<<<<<
+ * 
+ * @cython.cdivision(True)
+ */
+  /*else*/ {
+    __pyx_r = 'F';
+    goto __pyx_L0;
+  }
+
+  /* "View.MemoryView":1113
+ * 
+ * @cname('__pyx_get_best_slice_order')
+ * cdef char get_best_order(__Pyx_memviewslice *mslice, int ndim) noexcept nogil:             # <<<<<<<<<<<<<<
+ *     """
+ *     Figure out the best memory access order for a given slice.
+ */
+
+  /* function exit code */
+  __pyx_L0:;
+  return __pyx_r;
+}
+
+/* "View.MemoryView":1137
+ * 
+ * @cython.cdivision(True)
+ * cdef void _copy_strided_to_strided(char *src_data, Py_ssize_t *src_strides,             # <<<<<<<<<<<<<<
+ *                                    char *dst_data, Py_ssize_t *dst_strides,
+ *                                    Py_ssize_t *src_shape, Py_ssize_t *dst_shape,
+ */
+
+static void _copy_strided_to_strided(char *__pyx_v_src_data, Py_ssize_t *__pyx_v_src_strides, char *__pyx_v_dst_data, Py_ssize_t *__pyx_v_dst_strides, Py_ssize_t *__pyx_v_src_shape, Py_ssize_t *__pyx_v_dst_shape, int __pyx_v_ndim, size_t __pyx_v_itemsize) {
+  CYTHON_UNUSED Py_ssize_t __pyx_v_i;
+  CYTHON_UNUSED Py_ssize_t __pyx_v_src_extent;
+  Py_ssize_t __pyx_v_dst_extent;
+  Py_ssize_t __pyx_v_src_stride;
+  Py_ssize_t __pyx_v_dst_stride;
+  int __pyx_t_1;
+  int __pyx_t_2;
+  Py_ssize_t __pyx_t_3;
+  Py_ssize_t __pyx_t_4;
+  Py_ssize_t __pyx_t_5;
+
+  /* "View.MemoryView":1144
+ * 
+ *     cdef Py_ssize_t i
+ *     cdef Py_ssize_t src_extent = src_shape[0]             # <<<<<<<<<<<<<<
+ *     cdef Py_ssize_t dst_extent = dst_shape[0]
+ *     cdef Py_ssize_t src_stride = src_strides[0]
+ */
+  __pyx_v_src_extent = (__pyx_v_src_shape[0]);
+
+  /* "View.MemoryView":1145
+ *     cdef Py_ssize_t i
+ *     cdef Py_ssize_t src_extent = src_shape[0]
+ *     cdef Py_ssize_t dst_extent = dst_shape[0]             # <<<<<<<<<<<<<<
+ *     cdef Py_ssize_t src_stride = src_strides[0]
+ *     cdef Py_ssize_t dst_stride = dst_strides[0]
+ */
+  __pyx_v_dst_extent = (__pyx_v_dst_shape[0]);
+
+  /* "View.MemoryView":1146
+ *     cdef Py_ssize_t src_extent = src_shape[0]
+ *     cdef Py_ssize_t dst_extent = dst_shape[0]
+ *     cdef Py_ssize_t src_stride = src_strides[0]             # <<<<<<<<<<<<<<
+ *     cdef Py_ssize_t dst_stride = dst_strides[0]
+ * 
+ */
+  __pyx_v_src_stride = (__pyx_v_src_strides[0]);
+
+  /* "View.MemoryView":1147
+ *     cdef Py_ssize_t dst_extent = dst_shape[0]
+ *     cdef Py_ssize_t src_stride = src_strides[0]
+ *     cdef Py_ssize_t dst_stride = dst_strides[0]             # <<<<<<<<<<<<<<
+ * 
+ *     if ndim == 1:
+ */
+  __pyx_v_dst_stride = (__pyx_v_dst_strides[0]);
+
+  /* "View.MemoryView":1149
+ *     cdef Py_ssize_t dst_stride = dst_strides[0]
+ * 
+ *     if ndim == 1:             # <<<<<<<<<<<<<<
+ *         if (src_stride > 0 and dst_stride > 0 and
+ *             <size_t> src_stride == itemsize == <size_t> dst_stride):
+ */
+  __pyx_t_1 = (__pyx_v_ndim == 1);
+  if (__pyx_t_1) {
+
+    /* "View.MemoryView":1150
+ * 
+ *     if ndim == 1:
+ *         if (src_stride > 0 and dst_stride > 0 and             # <<<<<<<<<<<<<<
+ *             <size_t> src_stride == itemsize == <size_t> dst_stride):
+ *             memcpy(dst_data, src_data, itemsize * dst_extent)
+ */
+    __pyx_t_2 = (__pyx_v_src_stride > 0);
+    if (__pyx_t_2) {
+    } else {
+      __pyx_t_1 = __pyx_t_2;
+      goto __pyx_L5_bool_binop_done;
+    }
+    __pyx_t_2 = (__pyx_v_dst_stride > 0);
+    if (__pyx_t_2) {
+    } else {
+      __pyx_t_1 = __pyx_t_2;
+      goto __pyx_L5_bool_binop_done;
+    }
+
+    /* "View.MemoryView":1151
+ *     if ndim == 1:
+ *         if (src_stride > 0 and dst_stride > 0 and
+ *             <size_t> src_stride == itemsize == <size_t> dst_stride):             # <<<<<<<<<<<<<<
+ *             memcpy(dst_data, src_data, itemsize * dst_extent)
+ *         else:
+ */
+    __pyx_t_2 = (((size_t)__pyx_v_src_stride) == __pyx_v_itemsize);
+    if (__pyx_t_2) {
+      __pyx_t_2 = (__pyx_v_itemsize == ((size_t)__pyx_v_dst_stride));
+    }
+    __pyx_t_1 = __pyx_t_2;
+    __pyx_L5_bool_binop_done:;
+
+    /* "View.MemoryView":1150
+ * 
+ *     if ndim == 1:
+ *         if (src_stride > 0 and dst_stride > 0 and             # <<<<<<<<<<<<<<
+ *             <size_t> src_stride == itemsize == <size_t> dst_stride):
+ *             memcpy(dst_data, src_data, itemsize * dst_extent)
+ */
+    if (__pyx_t_1) {
+
+      /* "View.MemoryView":1152
+ *         if (src_stride > 0 and dst_stride > 0 and
+ *             <size_t> src_stride == itemsize == <size_t> dst_stride):
+ *             memcpy(dst_data, src_data, itemsize * dst_extent)             # <<<<<<<<<<<<<<
+ *         else:
+ *             for i in range(dst_extent):
+ */
+      (void)(memcpy(__pyx_v_dst_data, __pyx_v_src_data, (__pyx_v_itemsize * __pyx_v_dst_extent)));
+
+      /* "View.MemoryView":1150
+ * 
+ *     if ndim == 1:
+ *         if (src_stride > 0 and dst_stride > 0 and             # <<<<<<<<<<<<<<
+ *             <size_t> src_stride == itemsize == <size_t> dst_stride):
+ *             memcpy(dst_data, src_data, itemsize * dst_extent)
+ */
+      goto __pyx_L4;
+    }
+
+    /* "View.MemoryView":1154
+ *             memcpy(dst_data, src_data, itemsize * dst_extent)
+ *         else:
+ *             for i in range(dst_extent):             # <<<<<<<<<<<<<<
+ *                 memcpy(dst_data, src_data, itemsize)
+ *                 src_data += src_stride
+ */
+    /*else*/ {
+      __pyx_t_3 = __pyx_v_dst_extent;
+      __pyx_t_4 = __pyx_t_3;
+      for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
+        __pyx_v_i = __pyx_t_5;
+
+        /* "View.MemoryView":1155
+ *         else:
+ *             for i in range(dst_extent):
+ *                 memcpy(dst_data, src_data, itemsize)             # <<<<<<<<<<<<<<
+ *                 src_data += src_stride
+ *                 dst_data += dst_stride
+ */
+        (void)(memcpy(__pyx_v_dst_data, __pyx_v_src_data, __pyx_v_itemsize));
+
+        /* "View.MemoryView":1156
+ *             for i in range(dst_extent):
+ *                 memcpy(dst_data, src_data, itemsize)
+ *                 src_data += src_stride             # <<<<<<<<<<<<<<
+ *                 dst_data += dst_stride
+ *     else:
+ */
+        __pyx_v_src_data = (__pyx_v_src_data + __pyx_v_src_stride);
+
+        /* "View.MemoryView":1157
+ *                 memcpy(dst_data, src_data, itemsize)
+ *                 src_data += src_stride
+ *                 dst_data += dst_stride             # <<<<<<<<<<<<<<
+ *     else:
+ *         for i in range(dst_extent):
+ */
+        __pyx_v_dst_data = (__pyx_v_dst_data + __pyx_v_dst_stride);
+      }
+    }
+    __pyx_L4:;
+
+    /* "View.MemoryView":1149
+ *     cdef Py_ssize_t dst_stride = dst_strides[0]
+ * 
+ *     if ndim == 1:             # <<<<<<<<<<<<<<
+ *         if (src_stride > 0 and dst_stride > 0 and
+ *             <size_t> src_stride == itemsize == <size_t> dst_stride):
+ */
+    goto __pyx_L3;
+  }
+
+  /* "View.MemoryView":1159
+ *                 dst_data += dst_stride
+ *     else:
+ *         for i in range(dst_extent):             # <<<<<<<<<<<<<<
+ *             _copy_strided_to_strided(src_data, src_strides + 1,
+ *                                      dst_data, dst_strides + 1,
+ */
+  /*else*/ {
+    __pyx_t_3 = __pyx_v_dst_extent;
+    __pyx_t_4 = __pyx_t_3;
+    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
+      __pyx_v_i = __pyx_t_5;
+
+      /* "View.MemoryView":1160
+ *     else:
+ *         for i in range(dst_extent):
+ *             _copy_strided_to_strided(src_data, src_strides + 1,             # <<<<<<<<<<<<<<
+ *                                      dst_data, dst_strides + 1,
+ *                                      src_shape + 1, dst_shape + 1,
+ */
+      _copy_strided_to_strided(__pyx_v_src_data, (__pyx_v_src_strides + 1), __pyx_v_dst_data, (__pyx_v_dst_strides + 1), (__pyx_v_src_shape + 1), (__pyx_v_dst_shape + 1), (__pyx_v_ndim - 1), __pyx_v_itemsize);
+
+      /* "View.MemoryView":1164
+ *                                      src_shape + 1, dst_shape + 1,
+ *                                      ndim - 1, itemsize)
+ *             src_data += src_stride             # <<<<<<<<<<<<<<
+ *             dst_data += dst_stride
+ * 
+ */
+      __pyx_v_src_data = (__pyx_v_src_data + __pyx_v_src_stride);
+
+      /* "View.MemoryView":1165
+ *                                      ndim - 1, itemsize)
+ *             src_data += src_stride
+ *             dst_data += dst_stride             # <<<<<<<<<<<<<<
+ * 
+ * cdef void copy_strided_to_strided(__Pyx_memviewslice *src,
+ */
+      __pyx_v_dst_data = (__pyx_v_dst_data + __pyx_v_dst_stride);
+    }
+  }
+  __pyx_L3:;
+
+  /* "View.MemoryView":1137
+ * 
+ * @cython.cdivision(True)
+ * cdef void _copy_strided_to_strided(char *src_data, Py_ssize_t *src_strides,             # <<<<<<<<<<<<<<
+ *                                    char *dst_data, Py_ssize_t *dst_strides,
+ *                                    Py_ssize_t *src_shape, Py_ssize_t *dst_shape,
+ */
+
+  /* function exit code */
+}
+
+/* "View.MemoryView":1167
+ *             dst_data += dst_stride
+ * 
+ * cdef void copy_strided_to_strided(__Pyx_memviewslice *src,             # <<<<<<<<<<<<<<
+ *                                   __Pyx_memviewslice *dst,
+ *                                   int ndim, size_t itemsize) noexcept nogil:
+ */
+
+static void copy_strided_to_strided(__Pyx_memviewslice *__pyx_v_src, __Pyx_memviewslice *__pyx_v_dst, int __pyx_v_ndim, size_t __pyx_v_itemsize) {
+
+  /* "View.MemoryView":1170
+ *                                   __Pyx_memviewslice *dst,
+ *                                   int ndim, size_t itemsize) noexcept nogil:
+ *     _copy_strided_to_strided(src.data, src.strides, dst.data, dst.strides,             # <<<<<<<<<<<<<<
+ *                              src.shape, dst.shape, ndim, itemsize)
+ * 
+ */
+  _copy_strided_to_strided(__pyx_v_src->data, __pyx_v_src->strides, __pyx_v_dst->data, __pyx_v_dst->strides, __pyx_v_src->shape, __pyx_v_dst->shape, __pyx_v_ndim, __pyx_v_itemsize);
+
+  /* "View.MemoryView":1167
+ *             dst_data += dst_stride
+ * 
+ * cdef void copy_strided_to_strided(__Pyx_memviewslice *src,             # <<<<<<<<<<<<<<
+ *                                   __Pyx_memviewslice *dst,
+ *                                   int ndim, size_t itemsize) noexcept nogil:
+ */
+
+  /* function exit code */
+}
+
+/* "View.MemoryView":1174
+ * 
+ * @cname('__pyx_memoryview_slice_get_size')
+ * cdef Py_ssize_t slice_get_size(__Pyx_memviewslice *src, int ndim) noexcept nogil:             # <<<<<<<<<<<<<<
+ *     "Return the size of the memory occupied by the slice in number of bytes"
+ *     cdef Py_ssize_t shape, size = src.memview.view.itemsize
+ */
+
+static Py_ssize_t __pyx_memoryview_slice_get_size(__Pyx_memviewslice *__pyx_v_src, int __pyx_v_ndim) {
+  Py_ssize_t __pyx_v_shape;
+  Py_ssize_t __pyx_v_size;
+  Py_ssize_t __pyx_r;
+  Py_ssize_t __pyx_t_1;
+  Py_ssize_t *__pyx_t_2;
+  Py_ssize_t *__pyx_t_3;
+  Py_ssize_t *__pyx_t_4;
+
+  /* "View.MemoryView":1176
+ * cdef Py_ssize_t slice_get_size(__Pyx_memviewslice *src, int ndim) noexcept nogil:
+ *     "Return the size of the memory occupied by the slice in number of bytes"
+ *     cdef Py_ssize_t shape, size = src.memview.view.itemsize             # <<<<<<<<<<<<<<
+ * 
+ *     for shape in src.shape[:ndim]:
+ */
+  __pyx_t_1 = __pyx_v_src->memview->view.itemsize;
+  __pyx_v_size = __pyx_t_1;
+
+  /* "View.MemoryView":1178
+ *     cdef Py_ssize_t shape, size = src.memview.view.itemsize
+ * 
+ *     for shape in src.shape[:ndim]:             # <<<<<<<<<<<<<<
+ *         size *= shape
+ * 
+ */
+  __pyx_t_3 = (__pyx_v_src->shape + __pyx_v_ndim);
+  for (__pyx_t_4 = __pyx_v_src->shape; __pyx_t_4 < __pyx_t_3; __pyx_t_4++) {
+    __pyx_t_2 = __pyx_t_4;
+    __pyx_v_shape = (__pyx_t_2[0]);
+
+    /* "View.MemoryView":1179
+ * 
+ *     for shape in src.shape[:ndim]:
+ *         size *= shape             # <<<<<<<<<<<<<<
+ * 
+ *     return size
+ */
+    __pyx_v_size = (__pyx_v_size * __pyx_v_shape);
+  }
+
+  /* "View.MemoryView":1181
+ *         size *= shape
+ * 
+ *     return size             # <<<<<<<<<<<<<<
+ * 
+ * @cname('__pyx_fill_contig_strides_array')
+ */
+  __pyx_r = __pyx_v_size;
+  goto __pyx_L0;
+
+  /* "View.MemoryView":1174
+ * 
+ * @cname('__pyx_memoryview_slice_get_size')
+ * cdef Py_ssize_t slice_get_size(__Pyx_memviewslice *src, int ndim) noexcept nogil:             # <<<<<<<<<<<<<<
+ *     "Return the size of the memory occupied by the slice in number of bytes"
+ *     cdef Py_ssize_t shape, size = src.memview.view.itemsize
+ */
+
+  /* function exit code */
+  __pyx_L0:;
+  return __pyx_r;
+}
+
+/* "View.MemoryView":1184
+ * 
+ * @cname('__pyx_fill_contig_strides_array')
+ * cdef Py_ssize_t fill_contig_strides_array(             # <<<<<<<<<<<<<<
+ *                 Py_ssize_t *shape, Py_ssize_t *strides, Py_ssize_t stride,
+ *                 int ndim, char order) noexcept nogil:
+ */
+
+static Py_ssize_t __pyx_fill_contig_strides_array(Py_ssize_t *__pyx_v_shape, Py_ssize_t *__pyx_v_strides, Py_ssize_t __pyx_v_stride, int __pyx_v_ndim, char __pyx_v_order) {
+  int __pyx_v_idx;
+  Py_ssize_t __pyx_r;
+  int __pyx_t_1;
+  int __pyx_t_2;
+  int __pyx_t_3;
+  int __pyx_t_4;
+
+  /* "View.MemoryView":1193
+ *     cdef int idx
+ * 
+ *     if order == 'F':             # <<<<<<<<<<<<<<
+ *         for idx in range(ndim):
+ *             strides[idx] = stride
+ */
+  __pyx_t_1 = (__pyx_v_order == 'F');
+  if (__pyx_t_1) {
+
+    /* "View.MemoryView":1194
+ * 
+ *     if order == 'F':
+ *         for idx in range(ndim):             # <<<<<<<<<<<<<<
+ *             strides[idx] = stride
+ *             stride *= shape[idx]
+ */
+    __pyx_t_2 = __pyx_v_ndim;
+    __pyx_t_3 = __pyx_t_2;
+    for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
+      __pyx_v_idx = __pyx_t_4;
+
+      /* "View.MemoryView":1195
+ *     if order == 'F':
+ *         for idx in range(ndim):
+ *             strides[idx] = stride             # <<<<<<<<<<<<<<
+ *             stride *= shape[idx]
+ *     else:
+ */
+      (__pyx_v_strides[__pyx_v_idx]) = __pyx_v_stride;
+
+      /* "View.MemoryView":1196
+ *         for idx in range(ndim):
+ *             strides[idx] = stride
+ *             stride *= shape[idx]             # <<<<<<<<<<<<<<
+ *     else:
+ *         for idx in range(ndim - 1, -1, -1):
+ */
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+    }
+
+    /* "View.MemoryView":1193
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+ *         for idx in range(ndim):
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+ */
+    goto __pyx_L3;
+  }
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+  /* "View.MemoryView":1198
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+ *     else:
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+      __pyx_v_idx = __pyx_t_2;
+
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+ */
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+    }
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+ */
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+
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+ *                              char order,
+ */
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+  int __pyx_v_i;
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+  size_t __pyx_v_itemsize;
+  size_t __pyx_v_size;
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+  int __pyx_t_2;
+  int __pyx_t_3;
+  struct __pyx_memoryview_obj *__pyx_t_4;
+  int __pyx_t_5;
+  int __pyx_t_6;
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+ */
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+ */
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+ * cdef int _err(PyObject *error, str msg) except -1 with gil:             # <<<<<<<<<<<<<<
+ *     raise <object>error, msg
+ * 
+ */
+
+  /* function exit code */
+  __pyx_L1_error:;
+  __Pyx_AddTraceback("View.MemoryView._err", __pyx_clineno, __pyx_lineno, __pyx_filename);
+  __pyx_r = -1;
+  __Pyx_XDECREF(__pyx_v_msg);
+  __Pyx_RefNannyFinishContext();
+  #ifdef WITH_THREAD
+  __Pyx_PyGILState_Release(__pyx_gilstate_save);
+  #endif
+  return __pyx_r;
+}
+
+/* "View.MemoryView":1260
+ * 
+ * @cname('__pyx_memoryview_err_no_memory')
+ * cdef int _err_no_memory() except -1 with gil:             # <<<<<<<<<<<<<<
+ *     raise MemoryError
+ * 
+ */
+
+static int __pyx_memoryview_err_no_memory(void) {
+  int __pyx_r;
+  int __pyx_lineno = 0;
+  const char *__pyx_filename = NULL;
+  int __pyx_clineno = 0;
+  #ifdef WITH_THREAD
+  PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
+  #endif
+
+  /* "View.MemoryView":1261
+ * @cname('__pyx_memoryview_err_no_memory')
+ * cdef int _err_no_memory() except -1 with gil:
+ *     raise MemoryError             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+  PyErr_NoMemory(); __PYX_ERR(2, 1261, __pyx_L1_error)
+
+  /* "View.MemoryView":1260
+ * 
+ * @cname('__pyx_memoryview_err_no_memory')
+ * cdef int _err_no_memory() except -1 with gil:             # <<<<<<<<<<<<<<
+ *     raise MemoryError
+ * 
+ */
+
+  /* function exit code */
+  __pyx_L1_error:;
+  __Pyx_AddTraceback("View.MemoryView._err_no_memory", __pyx_clineno, __pyx_lineno, __pyx_filename);
+  __pyx_r = -1;
+  #ifdef WITH_THREAD
+  __Pyx_PyGILState_Release(__pyx_gilstate_save);
+  #endif
+  return __pyx_r;
+}
+
+/* "View.MemoryView":1265
+ * 
+ * @cname('__pyx_memoryview_copy_contents')
+ * cdef int memoryview_copy_contents(__Pyx_memviewslice src,             # <<<<<<<<<<<<<<
+ *                                   __Pyx_memviewslice dst,
+ *                                   int src_ndim, int dst_ndim,
+ */
+
+static int __pyx_memoryview_copy_contents(__Pyx_memviewslice __pyx_v_src, __Pyx_memviewslice __pyx_v_dst, int __pyx_v_src_ndim, int __pyx_v_dst_ndim, int __pyx_v_dtype_is_object) {
+  void *__pyx_v_tmpdata;
+  size_t __pyx_v_itemsize;
+  int __pyx_v_i;
+  char __pyx_v_order;
+  int __pyx_v_broadcasting;
+  int __pyx_v_direct_copy;
+  __Pyx_memviewslice __pyx_v_tmp;
+  int __pyx_v_ndim;
+  int __pyx_r;
+  Py_ssize_t __pyx_t_1;
+  int __pyx_t_2;
+  int __pyx_t_3;
+  int __pyx_t_4;
+  int __pyx_t_5;
+  int __pyx_t_6;
+  void *__pyx_t_7;
+  int __pyx_lineno = 0;
+  const char *__pyx_filename = NULL;
+  int __pyx_clineno = 0;
+  #ifdef WITH_THREAD
+  PyGILState_STATE __pyx_gilstate_save;
+  #endif
+
+  /* "View.MemoryView":1273
+ *     Check for overlapping memory and verify the shapes.
+ *     """
+ *     cdef void *tmpdata = NULL             # <<<<<<<<<<<<<<
+ *     cdef size_t itemsize = src.memview.view.itemsize
+ *     cdef int i
+ */
+  __pyx_v_tmpdata = NULL;
+
+  /* "View.MemoryView":1274
+ *     """
+ *     cdef void *tmpdata = NULL
+ *     cdef size_t itemsize = src.memview.view.itemsize             # <<<<<<<<<<<<<<
+ *     cdef int i
+ *     cdef char order = get_best_order(&src, src_ndim)
+ */
+  __pyx_t_1 = __pyx_v_src.memview->view.itemsize;
+  __pyx_v_itemsize = __pyx_t_1;
+
+  /* "View.MemoryView":1276
+ *     cdef size_t itemsize = src.memview.view.itemsize
+ *     cdef int i
+ *     cdef char order = get_best_order(&src, src_ndim)             # <<<<<<<<<<<<<<
+ *     cdef bint broadcasting = False
+ *     cdef bint direct_copy = False
+ */
+  __pyx_v_order = __pyx_get_best_slice_order((&__pyx_v_src), __pyx_v_src_ndim);
+
+  /* "View.MemoryView":1277
+ *     cdef int i
+ *     cdef char order = get_best_order(&src, src_ndim)
+ *     cdef bint broadcasting = False             # <<<<<<<<<<<<<<
+ *     cdef bint direct_copy = False
+ *     cdef __Pyx_memviewslice tmp
+ */
+  __pyx_v_broadcasting = 0;
+
+  /* "View.MemoryView":1278
+ *     cdef char order = get_best_order(&src, src_ndim)
+ *     cdef bint broadcasting = False
+ *     cdef bint direct_copy = False             # <<<<<<<<<<<<<<
+ *     cdef __Pyx_memviewslice tmp
+ * 
+ */
+  __pyx_v_direct_copy = 0;
+
+  /* "View.MemoryView":1281
+ *     cdef __Pyx_memviewslice tmp
+ * 
+ *     if src_ndim < dst_ndim:             # <<<<<<<<<<<<<<
+ *         broadcast_leading(&src, src_ndim, dst_ndim)
+ *     elif dst_ndim < src_ndim:
+ */
+  __pyx_t_2 = (__pyx_v_src_ndim < __pyx_v_dst_ndim);
+  if (__pyx_t_2) {
+
+    /* "View.MemoryView":1282
+ * 
+ *     if src_ndim < dst_ndim:
+ *         broadcast_leading(&src, src_ndim, dst_ndim)             # <<<<<<<<<<<<<<
+ *     elif dst_ndim < src_ndim:
+ *         broadcast_leading(&dst, dst_ndim, src_ndim)
+ */
+    __pyx_memoryview_broadcast_leading((&__pyx_v_src), __pyx_v_src_ndim, __pyx_v_dst_ndim);
+
+    /* "View.MemoryView":1281
+ *     cdef __Pyx_memviewslice tmp
+ * 
+ *     if src_ndim < dst_ndim:             # <<<<<<<<<<<<<<
+ *         broadcast_leading(&src, src_ndim, dst_ndim)
+ *     elif dst_ndim < src_ndim:
+ */
+    goto __pyx_L3;
+  }
+
+  /* "View.MemoryView":1283
+ *     if src_ndim < dst_ndim:
+ *         broadcast_leading(&src, src_ndim, dst_ndim)
+ *     elif dst_ndim < src_ndim:             # <<<<<<<<<<<<<<
+ *         broadcast_leading(&dst, dst_ndim, src_ndim)
+ * 
+ */
+  __pyx_t_2 = (__pyx_v_dst_ndim < __pyx_v_src_ndim);
+  if (__pyx_t_2) {
+
+    /* "View.MemoryView":1284
+ *         broadcast_leading(&src, src_ndim, dst_ndim)
+ *     elif dst_ndim < src_ndim:
+ *         broadcast_leading(&dst, dst_ndim, src_ndim)             # <<<<<<<<<<<<<<
+ * 
+ *     cdef int ndim = max(src_ndim, dst_ndim)
+ */
+    __pyx_memoryview_broadcast_leading((&__pyx_v_dst), __pyx_v_dst_ndim, __pyx_v_src_ndim);
+
+    /* "View.MemoryView":1283
+ *     if src_ndim < dst_ndim:
+ *         broadcast_leading(&src, src_ndim, dst_ndim)
+ *     elif dst_ndim < src_ndim:             # <<<<<<<<<<<<<<
+ *         broadcast_leading(&dst, dst_ndim, src_ndim)
+ * 
+ */
+  }
+  __pyx_L3:;
+
+  /* "View.MemoryView":1286
+ *         broadcast_leading(&dst, dst_ndim, src_ndim)
+ * 
+ *     cdef int ndim = max(src_ndim, dst_ndim)             # <<<<<<<<<<<<<<
+ * 
+ *     for i in range(ndim):
+ */
+  __pyx_t_3 = __pyx_v_dst_ndim;
+  __pyx_t_4 = __pyx_v_src_ndim;
+  __pyx_t_2 = (__pyx_t_3 > __pyx_t_4);
+  if (__pyx_t_2) {
+    __pyx_t_5 = __pyx_t_3;
+  } else {
+    __pyx_t_5 = __pyx_t_4;
+  }
+  __pyx_v_ndim = __pyx_t_5;
+
+  /* "View.MemoryView":1288
+ *     cdef int ndim = max(src_ndim, dst_ndim)
+ * 
+ *     for i in range(ndim):             # <<<<<<<<<<<<<<
+ *         if src.shape[i] != dst.shape[i]:
+ *             if src.shape[i] == 1:
+ */
+  __pyx_t_5 = __pyx_v_ndim;
+  __pyx_t_3 = __pyx_t_5;
+  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
+    __pyx_v_i = __pyx_t_4;
+
+    /* "View.MemoryView":1289
+ * 
+ *     for i in range(ndim):
+ *         if src.shape[i] != dst.shape[i]:             # <<<<<<<<<<<<<<
+ *             if src.shape[i] == 1:
+ *                 broadcasting = True
+ */
+    __pyx_t_2 = ((__pyx_v_src.shape[__pyx_v_i]) != (__pyx_v_dst.shape[__pyx_v_i]));
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":1290
+ *     for i in range(ndim):
+ *         if src.shape[i] != dst.shape[i]:
+ *             if src.shape[i] == 1:             # <<<<<<<<<<<<<<
+ *                 broadcasting = True
+ *                 src.strides[i] = 0
+ */
+      __pyx_t_2 = ((__pyx_v_src.shape[__pyx_v_i]) == 1);
+      if (__pyx_t_2) {
+
+        /* "View.MemoryView":1291
+ *         if src.shape[i] != dst.shape[i]:
+ *             if src.shape[i] == 1:
+ *                 broadcasting = True             # <<<<<<<<<<<<<<
+ *                 src.strides[i] = 0
+ *             else:
+ */
+        __pyx_v_broadcasting = 1;
+
+        /* "View.MemoryView":1292
+ *             if src.shape[i] == 1:
+ *                 broadcasting = True
+ *                 src.strides[i] = 0             # <<<<<<<<<<<<<<
+ *             else:
+ *                 _err_extents(i, dst.shape[i], src.shape[i])
+ */
+        (__pyx_v_src.strides[__pyx_v_i]) = 0;
+
+        /* "View.MemoryView":1290
+ *     for i in range(ndim):
+ *         if src.shape[i] != dst.shape[i]:
+ *             if src.shape[i] == 1:             # <<<<<<<<<<<<<<
+ *                 broadcasting = True
+ *                 src.strides[i] = 0
+ */
+        goto __pyx_L7;
+      }
+
+      /* "View.MemoryView":1294
+ *                 src.strides[i] = 0
+ *             else:
+ *                 _err_extents(i, dst.shape[i], src.shape[i])             # <<<<<<<<<<<<<<
+ * 
+ *         if src.suboffsets[i] >= 0:
+ */
+      /*else*/ {
+        __pyx_t_6 = __pyx_memoryview_err_extents(__pyx_v_i, (__pyx_v_dst.shape[__pyx_v_i]), (__pyx_v_src.shape[__pyx_v_i])); if (unlikely(__pyx_t_6 == ((int)-1))) __PYX_ERR(2, 1294, __pyx_L1_error)
+      }
+      __pyx_L7:;
+
+      /* "View.MemoryView":1289
+ * 
+ *     for i in range(ndim):
+ *         if src.shape[i] != dst.shape[i]:             # <<<<<<<<<<<<<<
+ *             if src.shape[i] == 1:
+ *                 broadcasting = True
+ */
+    }
+
+    /* "View.MemoryView":1296
+ *                 _err_extents(i, dst.shape[i], src.shape[i])
+ * 
+ *         if src.suboffsets[i] >= 0:             # <<<<<<<<<<<<<<
+ *             _err_dim(PyExc_ValueError, "Dimension %d is not direct", i)
+ * 
+ */
+    __pyx_t_2 = ((__pyx_v_src.suboffsets[__pyx_v_i]) >= 0);
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":1297
+ * 
+ *         if src.suboffsets[i] >= 0:
+ *             _err_dim(PyExc_ValueError, "Dimension %d is not direct", i)             # <<<<<<<<<<<<<<
+ * 
+ *     if slices_overlap(&src, &dst, ndim, itemsize):
+ */
+      __pyx_t_6 = __pyx_memoryview_err_dim(PyExc_ValueError, __pyx_kp_s_Dimension_d_is_not_direct, __pyx_v_i); if (unlikely(__pyx_t_6 == ((int)-1))) __PYX_ERR(2, 1297, __pyx_L1_error)
+
+      /* "View.MemoryView":1296
+ *                 _err_extents(i, dst.shape[i], src.shape[i])
+ * 
+ *         if src.suboffsets[i] >= 0:             # <<<<<<<<<<<<<<
+ *             _err_dim(PyExc_ValueError, "Dimension %d is not direct", i)
+ * 
+ */
+    }
+  }
+
+  /* "View.MemoryView":1299
+ *             _err_dim(PyExc_ValueError, "Dimension %d is not direct", i)
+ * 
+ *     if slices_overlap(&src, &dst, ndim, itemsize):             # <<<<<<<<<<<<<<
+ * 
+ *         if not slice_is_contig(src, order, ndim):
+ */
+  __pyx_t_2 = __pyx_slices_overlap((&__pyx_v_src), (&__pyx_v_dst), __pyx_v_ndim, __pyx_v_itemsize);
+  if (__pyx_t_2) {
+
+    /* "View.MemoryView":1301
+ *     if slices_overlap(&src, &dst, ndim, itemsize):
+ * 
+ *         if not slice_is_contig(src, order, ndim):             # <<<<<<<<<<<<<<
+ *             order = get_best_order(&dst, ndim)
+ * 
+ */
+    __pyx_t_2 = (!__pyx_memviewslice_is_contig(__pyx_v_src, __pyx_v_order, __pyx_v_ndim));
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":1302
+ * 
+ *         if not slice_is_contig(src, order, ndim):
+ *             order = get_best_order(&dst, ndim)             # <<<<<<<<<<<<<<
+ * 
+ *         tmpdata = copy_data_to_temp(&src, &tmp, order, ndim)
+ */
+      __pyx_v_order = __pyx_get_best_slice_order((&__pyx_v_dst), __pyx_v_ndim);
+
+      /* "View.MemoryView":1301
+ *     if slices_overlap(&src, &dst, ndim, itemsize):
+ * 
+ *         if not slice_is_contig(src, order, ndim):             # <<<<<<<<<<<<<<
+ *             order = get_best_order(&dst, ndim)
+ * 
+ */
+    }
+
+    /* "View.MemoryView":1304
+ *             order = get_best_order(&dst, ndim)
+ * 
+ *         tmpdata = copy_data_to_temp(&src, &tmp, order, ndim)             # <<<<<<<<<<<<<<
+ *         src = tmp
+ * 
+ */
+    __pyx_t_7 = __pyx_memoryview_copy_data_to_temp((&__pyx_v_src), (&__pyx_v_tmp), __pyx_v_order, __pyx_v_ndim); if (unlikely(__pyx_t_7 == ((void *)NULL))) __PYX_ERR(2, 1304, __pyx_L1_error)
+    __pyx_v_tmpdata = __pyx_t_7;
+
+    /* "View.MemoryView":1305
+ * 
+ *         tmpdata = copy_data_to_temp(&src, &tmp, order, ndim)
+ *         src = tmp             # <<<<<<<<<<<<<<
+ * 
+ *     if not broadcasting:
+ */
+    __pyx_v_src = __pyx_v_tmp;
+
+    /* "View.MemoryView":1299
+ *             _err_dim(PyExc_ValueError, "Dimension %d is not direct", i)
+ * 
+ *     if slices_overlap(&src, &dst, ndim, itemsize):             # <<<<<<<<<<<<<<
+ * 
+ *         if not slice_is_contig(src, order, ndim):
+ */
+  }
+
+  /* "View.MemoryView":1307
+ *         src = tmp
+ * 
+ *     if not broadcasting:             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+  __pyx_t_2 = (!__pyx_v_broadcasting);
+  if (__pyx_t_2) {
+
+    /* "View.MemoryView":1310
+ * 
+ * 
+ *         if slice_is_contig(src, 'C', ndim):             # <<<<<<<<<<<<<<
+ *             direct_copy = slice_is_contig(dst, 'C', ndim)
+ *         elif slice_is_contig(src, 'F', ndim):
+ */
+    __pyx_t_2 = __pyx_memviewslice_is_contig(__pyx_v_src, 'C', __pyx_v_ndim);
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":1311
+ * 
+ *         if slice_is_contig(src, 'C', ndim):
+ *             direct_copy = slice_is_contig(dst, 'C', ndim)             # <<<<<<<<<<<<<<
+ *         elif slice_is_contig(src, 'F', ndim):
+ *             direct_copy = slice_is_contig(dst, 'F', ndim)
+ */
+      __pyx_v_direct_copy = __pyx_memviewslice_is_contig(__pyx_v_dst, 'C', __pyx_v_ndim);
+
+      /* "View.MemoryView":1310
+ * 
+ * 
+ *         if slice_is_contig(src, 'C', ndim):             # <<<<<<<<<<<<<<
+ *             direct_copy = slice_is_contig(dst, 'C', ndim)
+ *         elif slice_is_contig(src, 'F', ndim):
+ */
+      goto __pyx_L12;
+    }
+
+    /* "View.MemoryView":1312
+ *         if slice_is_contig(src, 'C', ndim):
+ *             direct_copy = slice_is_contig(dst, 'C', ndim)
+ *         elif slice_is_contig(src, 'F', ndim):             # <<<<<<<<<<<<<<
+ *             direct_copy = slice_is_contig(dst, 'F', ndim)
+ * 
+ */
+    __pyx_t_2 = __pyx_memviewslice_is_contig(__pyx_v_src, 'F', __pyx_v_ndim);
+    if (__pyx_t_2) {
+
+      /* "View.MemoryView":1313
+ *             direct_copy = slice_is_contig(dst, 'C', ndim)
+ *         elif slice_is_contig(src, 'F', ndim):
+ *             direct_copy = slice_is_contig(dst, 'F', ndim)             # <<<<<<<<<<<<<<
+ * 
+ *         if direct_copy:
+ */
+      __pyx_v_direct_copy = __pyx_memviewslice_is_contig(__pyx_v_dst, 'F', __pyx_v_ndim);
+
+      /* "View.MemoryView":1312
+ *         if slice_is_contig(src, 'C', ndim):
+ *             direct_copy = slice_is_contig(dst, 'C', ndim)
+ *         elif slice_is_contig(src, 'F', ndim):             # <<<<<<<<<<<<<<
+ *             direct_copy = slice_is_contig(dst, 'F', ndim)
+ * 
+ */
+    }
+    __pyx_L12:;
+
+    /* "View.MemoryView":1315
+ *             direct_copy = slice_is_contig(dst, 'F', ndim)
+ * 
+ *         if direct_copy:             # <<<<<<<<<<<<<<
+ * 
+ *             refcount_copying(&dst, dtype_is_object, ndim, inc=False)
+ */
+    if (__pyx_v_direct_copy) {
+
+      /* "View.MemoryView":1317
+ *         if direct_copy:
+ * 
+ *             refcount_copying(&dst, dtype_is_object, ndim, inc=False)             # <<<<<<<<<<<<<<
+ *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))
+ *             refcount_copying(&dst, dtype_is_object, ndim, inc=True)
+ */
+      __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 0);
+
+      /* "View.MemoryView":1318
+ * 
+ *             refcount_copying(&dst, dtype_is_object, ndim, inc=False)
+ *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))             # <<<<<<<<<<<<<<
+ *             refcount_copying(&dst, dtype_is_object, ndim, inc=True)
+ *             free(tmpdata)
+ */
+      (void)(memcpy(__pyx_v_dst.data, __pyx_v_src.data, __pyx_memoryview_slice_get_size((&__pyx_v_src), __pyx_v_ndim)));
+
+      /* "View.MemoryView":1319
+ *             refcount_copying(&dst, dtype_is_object, ndim, inc=False)
+ *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))
+ *             refcount_copying(&dst, dtype_is_object, ndim, inc=True)             # <<<<<<<<<<<<<<
+ *             free(tmpdata)
+ *             return 0
+ */
+      __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 1);
+
+      /* "View.MemoryView":1320
+ *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))
+ *             refcount_copying(&dst, dtype_is_object, ndim, inc=True)
+ *             free(tmpdata)             # <<<<<<<<<<<<<<
+ *             return 0
+ * 
+ */
+      free(__pyx_v_tmpdata);
+
+      /* "View.MemoryView":1321
+ *             refcount_copying(&dst, dtype_is_object, ndim, inc=True)
+ *             free(tmpdata)
+ *             return 0             # <<<<<<<<<<<<<<
+ * 
+ *     if order == 'F' == get_best_order(&dst, ndim):
+ */
+      __pyx_r = 0;
+      goto __pyx_L0;
+
+      /* "View.MemoryView":1315
+ *             direct_copy = slice_is_contig(dst, 'F', ndim)
+ * 
+ *         if direct_copy:             # <<<<<<<<<<<<<<
+ * 
+ *             refcount_copying(&dst, dtype_is_object, ndim, inc=False)
+ */
+    }
+
+    /* "View.MemoryView":1307
+ *         src = tmp
+ * 
+ *     if not broadcasting:             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+  }
+
+  /* "View.MemoryView":1323
+ *             return 0
+ * 
+ *     if order == 'F' == get_best_order(&dst, ndim):             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+  __pyx_t_2 = (__pyx_v_order == 'F');
+  if (__pyx_t_2) {
+    __pyx_t_2 = ('F' == __pyx_get_best_slice_order((&__pyx_v_dst), __pyx_v_ndim));
+  }
+  if (__pyx_t_2) {
+
+    /* "View.MemoryView":1326
+ * 
+ * 
+ *         transpose_memslice(&src)             # <<<<<<<<<<<<<<
+ *         transpose_memslice(&dst)
+ * 
+ */
+    __pyx_t_5 = __pyx_memslice_transpose((&__pyx_v_src)); if (unlikely(__pyx_t_5 == ((int)-1))) __PYX_ERR(2, 1326, __pyx_L1_error)
+
+    /* "View.MemoryView":1327
+ * 
+ *         transpose_memslice(&src)
+ *         transpose_memslice(&dst)             # <<<<<<<<<<<<<<
+ * 
+ *     refcount_copying(&dst, dtype_is_object, ndim, inc=False)
+ */
+    __pyx_t_5 = __pyx_memslice_transpose((&__pyx_v_dst)); if (unlikely(__pyx_t_5 == ((int)-1))) __PYX_ERR(2, 1327, __pyx_L1_error)
+
+    /* "View.MemoryView":1323
+ *             return 0
+ * 
+ *     if order == 'F' == get_best_order(&dst, ndim):             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+  }
+
+  /* "View.MemoryView":1329
+ *         transpose_memslice(&dst)
+ * 
+ *     refcount_copying(&dst, dtype_is_object, ndim, inc=False)             # <<<<<<<<<<<<<<
+ *     copy_strided_to_strided(&src, &dst, ndim, itemsize)
+ *     refcount_copying(&dst, dtype_is_object, ndim, inc=True)
+ */
+  __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 0);
+
+  /* "View.MemoryView":1330
+ * 
+ *     refcount_copying(&dst, dtype_is_object, ndim, inc=False)
+ *     copy_strided_to_strided(&src, &dst, ndim, itemsize)             # <<<<<<<<<<<<<<
+ *     refcount_copying(&dst, dtype_is_object, ndim, inc=True)
+ * 
+ */
+  copy_strided_to_strided((&__pyx_v_src), (&__pyx_v_dst), __pyx_v_ndim, __pyx_v_itemsize);
+
+  /* "View.MemoryView":1331
+ *     refcount_copying(&dst, dtype_is_object, ndim, inc=False)
+ *     copy_strided_to_strided(&src, &dst, ndim, itemsize)
+ *     refcount_copying(&dst, dtype_is_object, ndim, inc=True)             # <<<<<<<<<<<<<<
+ * 
+ *     free(tmpdata)
+ */
+  __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 1);
+
+  /* "View.MemoryView":1333
+ *     refcount_copying(&dst, dtype_is_object, ndim, inc=True)
+ * 
+ *     free(tmpdata)             # <<<<<<<<<<<<<<
+ *     return 0
+ * 
+ */
+  free(__pyx_v_tmpdata);
+
+  /* "View.MemoryView":1334
+ * 
+ *     free(tmpdata)
+ *     return 0             # <<<<<<<<<<<<<<
+ * 
+ * @cname('__pyx_memoryview_broadcast_leading')
+ */
+  __pyx_r = 0;
+  goto __pyx_L0;
+
+  /* "View.MemoryView":1265
+ * 
+ * @cname('__pyx_memoryview_copy_contents')
+ * cdef int memoryview_copy_contents(__Pyx_memviewslice src,             # <<<<<<<<<<<<<<
+ *                                   __Pyx_memviewslice dst,
+ *                                   int src_ndim, int dst_ndim,
+ */
+
+  /* function exit code */
+  __pyx_L1_error:;
+  #ifdef WITH_THREAD
+  __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
+  #endif
+  __Pyx_AddTraceback("View.MemoryView.memoryview_copy_contents", __pyx_clineno, __pyx_lineno, __pyx_filename);
+  __pyx_r = -1;
+  #ifdef WITH_THREAD
+  __Pyx_PyGILState_Release(__pyx_gilstate_save);
+  #endif
+  __pyx_L0:;
+  return __pyx_r;
+}
+
+/* "View.MemoryView":1337
+ * 
+ * @cname('__pyx_memoryview_broadcast_leading')
+ * cdef void broadcast_leading(__Pyx_memviewslice *mslice,             # <<<<<<<<<<<<<<
+ *                             int ndim,
+ *                             int ndim_other) noexcept nogil:
+ */
+
+static void __pyx_memoryview_broadcast_leading(__Pyx_memviewslice *__pyx_v_mslice, int __pyx_v_ndim, int __pyx_v_ndim_other) {
+  int __pyx_v_i;
+  int __pyx_v_offset;
+  int __pyx_t_1;
+  int __pyx_t_2;
+  int __pyx_t_3;
+
+  /* "View.MemoryView":1341
+ *                             int ndim_other) noexcept nogil:
+ *     cdef int i
+ *     cdef int offset = ndim_other - ndim             # <<<<<<<<<<<<<<
+ * 
+ *     for i in range(ndim - 1, -1, -1):
+ */
+  __pyx_v_offset = (__pyx_v_ndim_other - __pyx_v_ndim);
+
+  /* "View.MemoryView":1343
+ *     cdef int offset = ndim_other - ndim
+ * 
+ *     for i in range(ndim - 1, -1, -1):             # <<<<<<<<<<<<<<
+ *         mslice.shape[i + offset] = mslice.shape[i]
+ *         mslice.strides[i + offset] = mslice.strides[i]
+ */
+  for (__pyx_t_1 = (__pyx_v_ndim - 1); __pyx_t_1 > -1; __pyx_t_1-=1) {
+    __pyx_v_i = __pyx_t_1;
+
+    /* "View.MemoryView":1344
+ * 
+ *     for i in range(ndim - 1, -1, -1):
+ *         mslice.shape[i + offset] = mslice.shape[i]             # <<<<<<<<<<<<<<
+ *         mslice.strides[i + offset] = mslice.strides[i]
+ *         mslice.suboffsets[i + offset] = mslice.suboffsets[i]
+ */
+    (__pyx_v_mslice->shape[(__pyx_v_i + __pyx_v_offset)]) = (__pyx_v_mslice->shape[__pyx_v_i]);
+
+    /* "View.MemoryView":1345
+ *     for i in range(ndim - 1, -1, -1):
+ *         mslice.shape[i + offset] = mslice.shape[i]
+ *         mslice.strides[i + offset] = mslice.strides[i]             # <<<<<<<<<<<<<<
+ *         mslice.suboffsets[i + offset] = mslice.suboffsets[i]
+ * 
+ */
+    (__pyx_v_mslice->strides[(__pyx_v_i + __pyx_v_offset)]) = (__pyx_v_mslice->strides[__pyx_v_i]);
+
+    /* "View.MemoryView":1346
+ *         mslice.shape[i + offset] = mslice.shape[i]
+ *         mslice.strides[i + offset] = mslice.strides[i]
+ *         mslice.suboffsets[i + offset] = mslice.suboffsets[i]             # <<<<<<<<<<<<<<
+ * 
+ *     for i in range(offset):
+ */
+    (__pyx_v_mslice->suboffsets[(__pyx_v_i + __pyx_v_offset)]) = (__pyx_v_mslice->suboffsets[__pyx_v_i]);
+  }
+
+  /* "View.MemoryView":1348
+ *         mslice.suboffsets[i + offset] = mslice.suboffsets[i]
+ * 
+ *     for i in range(offset):             # <<<<<<<<<<<<<<
+ *         mslice.shape[i] = 1
+ *         mslice.strides[i] = mslice.strides[0]
+ */
+  __pyx_t_1 = __pyx_v_offset;
+  __pyx_t_2 = __pyx_t_1;
+  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
+    __pyx_v_i = __pyx_t_3;
+
+    /* "View.MemoryView":1349
+ * 
+ *     for i in range(offset):
+ *         mslice.shape[i] = 1             # <<<<<<<<<<<<<<
+ *         mslice.strides[i] = mslice.strides[0]
+ *         mslice.suboffsets[i] = -1
+ */
+    (__pyx_v_mslice->shape[__pyx_v_i]) = 1;
+
+    /* "View.MemoryView":1350
+ *     for i in range(offset):
+ *         mslice.shape[i] = 1
+ *         mslice.strides[i] = mslice.strides[0]             # <<<<<<<<<<<<<<
+ *         mslice.suboffsets[i] = -1
+ * 
+ */
+    (__pyx_v_mslice->strides[__pyx_v_i]) = (__pyx_v_mslice->strides[0]);
+
+    /* "View.MemoryView":1351
+ *         mslice.shape[i] = 1
+ *         mslice.strides[i] = mslice.strides[0]
+ *         mslice.suboffsets[i] = -1             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+    (__pyx_v_mslice->suboffsets[__pyx_v_i]) = -1L;
+  }
+
+  /* "View.MemoryView":1337
+ * 
+ * @cname('__pyx_memoryview_broadcast_leading')
+ * cdef void broadcast_leading(__Pyx_memviewslice *mslice,             # <<<<<<<<<<<<<<
+ *                             int ndim,
+ *                             int ndim_other) noexcept nogil:
+ */
+
+  /* function exit code */
+}
+
+/* "View.MemoryView":1359
+ * 
+ * @cname('__pyx_memoryview_refcount_copying')
+ * cdef void refcount_copying(__Pyx_memviewslice *dst, bint dtype_is_object, int ndim, bint inc) noexcept nogil:             # <<<<<<<<<<<<<<
+ * 
+ *     if dtype_is_object:
+ */
+
+static void __pyx_memoryview_refcount_copying(__Pyx_memviewslice *__pyx_v_dst, int __pyx_v_dtype_is_object, int __pyx_v_ndim, int __pyx_v_inc) {
+
+  /* "View.MemoryView":1361
+ * cdef void refcount_copying(__Pyx_memviewslice *dst, bint dtype_is_object, int ndim, bint inc) noexcept nogil:
+ * 
+ *     if dtype_is_object:             # <<<<<<<<<<<<<<
+ *         refcount_objects_in_slice_with_gil(dst.data, dst.shape, dst.strides, ndim, inc)
+ * 
+ */
+  if (__pyx_v_dtype_is_object) {
+
+    /* "View.MemoryView":1362
+ * 
+ *     if dtype_is_object:
+ *         refcount_objects_in_slice_with_gil(dst.data, dst.shape, dst.strides, ndim, inc)             # <<<<<<<<<<<<<<
+ * 
+ * @cname('__pyx_memoryview_refcount_objects_in_slice_with_gil')
+ */
+    __pyx_memoryview_refcount_objects_in_slice_with_gil(__pyx_v_dst->data, __pyx_v_dst->shape, __pyx_v_dst->strides, __pyx_v_ndim, __pyx_v_inc);
+
+    /* "View.MemoryView":1361
+ * cdef void refcount_copying(__Pyx_memviewslice *dst, bint dtype_is_object, int ndim, bint inc) noexcept nogil:
+ * 
+ *     if dtype_is_object:             # <<<<<<<<<<<<<<
+ *         refcount_objects_in_slice_with_gil(dst.data, dst.shape, dst.strides, ndim, inc)
+ * 
+ */
+  }
+
+  /* "View.MemoryView":1359
+ * 
+ * @cname('__pyx_memoryview_refcount_copying')
+ * cdef void refcount_copying(__Pyx_memviewslice *dst, bint dtype_is_object, int ndim, bint inc) noexcept nogil:             # <<<<<<<<<<<<<<
+ * 
+ *     if dtype_is_object:
+ */
+
+  /* function exit code */
+}
+
+/* "View.MemoryView":1365
+ * 
+ * @cname('__pyx_memoryview_refcount_objects_in_slice_with_gil')
+ * cdef void refcount_objects_in_slice_with_gil(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
+ *                                              Py_ssize_t *strides, int ndim,
+ *                                              bint inc) noexcept with gil:
+ */
+
+static void __pyx_memoryview_refcount_objects_in_slice_with_gil(char *__pyx_v_data, Py_ssize_t *__pyx_v_shape, Py_ssize_t *__pyx_v_strides, int __pyx_v_ndim, int __pyx_v_inc) {
+  #ifdef WITH_THREAD
+  PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
+  #endif
+
+  /* "View.MemoryView":1368
+ *                                              Py_ssize_t *strides, int ndim,
+ *                                              bint inc) noexcept with gil:
+ *     refcount_objects_in_slice(data, shape, strides, ndim, inc)             # <<<<<<<<<<<<<<
+ * 
+ * @cname('__pyx_memoryview_refcount_objects_in_slice')
+ */
+  __pyx_memoryview_refcount_objects_in_slice(__pyx_v_data, __pyx_v_shape, __pyx_v_strides, __pyx_v_ndim, __pyx_v_inc);
+
+  /* "View.MemoryView":1365
+ * 
+ * @cname('__pyx_memoryview_refcount_objects_in_slice_with_gil')
+ * cdef void refcount_objects_in_slice_with_gil(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
+ *                                              Py_ssize_t *strides, int ndim,
+ *                                              bint inc) noexcept with gil:
+ */
+
+  /* function exit code */
+  #ifdef WITH_THREAD
+  __Pyx_PyGILState_Release(__pyx_gilstate_save);
+  #endif
+}
+
+/* "View.MemoryView":1371
+ * 
+ * @cname('__pyx_memoryview_refcount_objects_in_slice')
+ * cdef void refcount_objects_in_slice(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
+ *                                     Py_ssize_t *strides, int ndim, bint inc) noexcept:
+ *     cdef Py_ssize_t i
+ */
+
+static void __pyx_memoryview_refcount_objects_in_slice(char *__pyx_v_data, Py_ssize_t *__pyx_v_shape, Py_ssize_t *__pyx_v_strides, int __pyx_v_ndim, int __pyx_v_inc) {
+  CYTHON_UNUSED Py_ssize_t __pyx_v_i;
+  Py_ssize_t __pyx_v_stride;
+  Py_ssize_t __pyx_t_1;
+  Py_ssize_t __pyx_t_2;
+  Py_ssize_t __pyx_t_3;
+  int __pyx_t_4;
+
+  /* "View.MemoryView":1374
+ *                                     Py_ssize_t *strides, int ndim, bint inc) noexcept:
+ *     cdef Py_ssize_t i
+ *     cdef Py_ssize_t stride = strides[0]             # <<<<<<<<<<<<<<
+ * 
+ *     for i in range(shape[0]):
+ */
+  __pyx_v_stride = (__pyx_v_strides[0]);
+
+  /* "View.MemoryView":1376
+ *     cdef Py_ssize_t stride = strides[0]
+ * 
+ *     for i in range(shape[0]):             # <<<<<<<<<<<<<<
+ *         if ndim == 1:
+ *             if inc:
+ */
+  __pyx_t_1 = (__pyx_v_shape[0]);
+  __pyx_t_2 = __pyx_t_1;
+  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
+    __pyx_v_i = __pyx_t_3;
+
+    /* "View.MemoryView":1377
+ * 
+ *     for i in range(shape[0]):
+ *         if ndim == 1:             # <<<<<<<<<<<<<<
+ *             if inc:
+ *                 Py_INCREF((<PyObject **> data)[0])
+ */
+    __pyx_t_4 = (__pyx_v_ndim == 1);
+    if (__pyx_t_4) {
+
+      /* "View.MemoryView":1378
+ *     for i in range(shape[0]):
+ *         if ndim == 1:
+ *             if inc:             # <<<<<<<<<<<<<<
+ *                 Py_INCREF((<PyObject **> data)[0])
+ *             else:
+ */
+      if (__pyx_v_inc) {
+
+        /* "View.MemoryView":1379
+ *         if ndim == 1:
+ *             if inc:
+ *                 Py_INCREF((<PyObject **> data)[0])             # <<<<<<<<<<<<<<
+ *             else:
+ *                 Py_DECREF((<PyObject **> data)[0])
+ */
+        Py_INCREF((((PyObject **)__pyx_v_data)[0]));
+
+        /* "View.MemoryView":1378
+ *     for i in range(shape[0]):
+ *         if ndim == 1:
+ *             if inc:             # <<<<<<<<<<<<<<
+ *                 Py_INCREF((<PyObject **> data)[0])
+ *             else:
+ */
+        goto __pyx_L6;
+      }
+
+      /* "View.MemoryView":1381
+ *                 Py_INCREF((<PyObject **> data)[0])
+ *             else:
+ *                 Py_DECREF((<PyObject **> data)[0])             # <<<<<<<<<<<<<<
+ *         else:
+ *             refcount_objects_in_slice(data, shape + 1, strides + 1, ndim - 1, inc)
+ */
+      /*else*/ {
+        Py_DECREF((((PyObject **)__pyx_v_data)[0]));
+      }
+      __pyx_L6:;
+
+      /* "View.MemoryView":1377
+ * 
+ *     for i in range(shape[0]):
+ *         if ndim == 1:             # <<<<<<<<<<<<<<
+ *             if inc:
+ *                 Py_INCREF((<PyObject **> data)[0])
+ */
+      goto __pyx_L5;
+    }
+
+    /* "View.MemoryView":1383
+ *                 Py_DECREF((<PyObject **> data)[0])
+ *         else:
+ *             refcount_objects_in_slice(data, shape + 1, strides + 1, ndim - 1, inc)             # <<<<<<<<<<<<<<
+ * 
+ *         data += stride
+ */
+    /*else*/ {
+      __pyx_memoryview_refcount_objects_in_slice(__pyx_v_data, (__pyx_v_shape + 1), (__pyx_v_strides + 1), (__pyx_v_ndim - 1), __pyx_v_inc);
+    }
+    __pyx_L5:;
+
+    /* "View.MemoryView":1385
+ *             refcount_objects_in_slice(data, shape + 1, strides + 1, ndim - 1, inc)
+ * 
+ *         data += stride             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+    __pyx_v_data = (__pyx_v_data + __pyx_v_stride);
+  }
+
+  /* "View.MemoryView":1371
+ * 
+ * @cname('__pyx_memoryview_refcount_objects_in_slice')
+ * cdef void refcount_objects_in_slice(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
+ *                                     Py_ssize_t *strides, int ndim, bint inc) noexcept:
+ *     cdef Py_ssize_t i
+ */
+
+  /* function exit code */
+}
+
+/* "View.MemoryView":1391
+ * 
+ * @cname('__pyx_memoryview_slice_assign_scalar')
+ * cdef void slice_assign_scalar(__Pyx_memviewslice *dst, int ndim,             # <<<<<<<<<<<<<<
+ *                               size_t itemsize, void *item,
+ *                               bint dtype_is_object) noexcept nogil:
+ */
+
+static void __pyx_memoryview_slice_assign_scalar(__Pyx_memviewslice *__pyx_v_dst, int __pyx_v_ndim, size_t __pyx_v_itemsize, void *__pyx_v_item, int __pyx_v_dtype_is_object) {
+
+  /* "View.MemoryView":1394
+ *                               size_t itemsize, void *item,
+ *                               bint dtype_is_object) noexcept nogil:
+ *     refcount_copying(dst, dtype_is_object, ndim, inc=False)             # <<<<<<<<<<<<<<
+ *     _slice_assign_scalar(dst.data, dst.shape, dst.strides, ndim, itemsize, item)
+ *     refcount_copying(dst, dtype_is_object, ndim, inc=True)
+ */
+  __pyx_memoryview_refcount_copying(__pyx_v_dst, __pyx_v_dtype_is_object, __pyx_v_ndim, 0);
+
+  /* "View.MemoryView":1395
+ *                               bint dtype_is_object) noexcept nogil:
+ *     refcount_copying(dst, dtype_is_object, ndim, inc=False)
+ *     _slice_assign_scalar(dst.data, dst.shape, dst.strides, ndim, itemsize, item)             # <<<<<<<<<<<<<<
+ *     refcount_copying(dst, dtype_is_object, ndim, inc=True)
+ * 
+ */
+  __pyx_memoryview__slice_assign_scalar(__pyx_v_dst->data, __pyx_v_dst->shape, __pyx_v_dst->strides, __pyx_v_ndim, __pyx_v_itemsize, __pyx_v_item);
+
+  /* "View.MemoryView":1396
+ *     refcount_copying(dst, dtype_is_object, ndim, inc=False)
+ *     _slice_assign_scalar(dst.data, dst.shape, dst.strides, ndim, itemsize, item)
+ *     refcount_copying(dst, dtype_is_object, ndim, inc=True)             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+  __pyx_memoryview_refcount_copying(__pyx_v_dst, __pyx_v_dtype_is_object, __pyx_v_ndim, 1);
+
+  /* "View.MemoryView":1391
+ * 
+ * @cname('__pyx_memoryview_slice_assign_scalar')
+ * cdef void slice_assign_scalar(__Pyx_memviewslice *dst, int ndim,             # <<<<<<<<<<<<<<
+ *                               size_t itemsize, void *item,
+ *                               bint dtype_is_object) noexcept nogil:
+ */
+
+  /* function exit code */
+}
+
+/* "View.MemoryView":1400
+ * 
+ * @cname('__pyx_memoryview__slice_assign_scalar')
+ * cdef void _slice_assign_scalar(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
+ *                               Py_ssize_t *strides, int ndim,
+ *                               size_t itemsize, void *item) noexcept nogil:
+ */
+
+static void __pyx_memoryview__slice_assign_scalar(char *__pyx_v_data, Py_ssize_t *__pyx_v_shape, Py_ssize_t *__pyx_v_strides, int __pyx_v_ndim, size_t __pyx_v_itemsize, void *__pyx_v_item) {
+  CYTHON_UNUSED Py_ssize_t __pyx_v_i;
+  Py_ssize_t __pyx_v_stride;
+  Py_ssize_t __pyx_v_extent;
+  int __pyx_t_1;
+  Py_ssize_t __pyx_t_2;
+  Py_ssize_t __pyx_t_3;
+  Py_ssize_t __pyx_t_4;
+
+  /* "View.MemoryView":1404
+ *                               size_t itemsize, void *item) noexcept nogil:
+ *     cdef Py_ssize_t i
+ *     cdef Py_ssize_t stride = strides[0]             # <<<<<<<<<<<<<<
+ *     cdef Py_ssize_t extent = shape[0]
+ * 
+ */
+  __pyx_v_stride = (__pyx_v_strides[0]);
+
+  /* "View.MemoryView":1405
+ *     cdef Py_ssize_t i
+ *     cdef Py_ssize_t stride = strides[0]
+ *     cdef Py_ssize_t extent = shape[0]             # <<<<<<<<<<<<<<
+ * 
+ *     if ndim == 1:
+ */
+  __pyx_v_extent = (__pyx_v_shape[0]);
+
+  /* "View.MemoryView":1407
+ *     cdef Py_ssize_t extent = shape[0]
+ * 
+ *     if ndim == 1:             # <<<<<<<<<<<<<<
+ *         for i in range(extent):
+ *             memcpy(data, item, itemsize)
+ */
+  __pyx_t_1 = (__pyx_v_ndim == 1);
+  if (__pyx_t_1) {
+
+    /* "View.MemoryView":1408
+ * 
+ *     if ndim == 1:
+ *         for i in range(extent):             # <<<<<<<<<<<<<<
+ *             memcpy(data, item, itemsize)
+ *             data += stride
+ */
+    __pyx_t_2 = __pyx_v_extent;
+    __pyx_t_3 = __pyx_t_2;
+    for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
+      __pyx_v_i = __pyx_t_4;
+
+      /* "View.MemoryView":1409
+ *     if ndim == 1:
+ *         for i in range(extent):
+ *             memcpy(data, item, itemsize)             # <<<<<<<<<<<<<<
+ *             data += stride
+ *     else:
+ */
+      (void)(memcpy(__pyx_v_data, __pyx_v_item, __pyx_v_itemsize));
+
+      /* "View.MemoryView":1410
+ *         for i in range(extent):
+ *             memcpy(data, item, itemsize)
+ *             data += stride             # <<<<<<<<<<<<<<
+ *     else:
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+  /* "Cielab/Cielab.pyx":372
+ *     elif illuminant == 'C':
+ *         illuminant_model = cielab_model_c
+ *     elif illuminant == 'E':             # <<<<<<<<<<<<<<
+ *         illuminant_model = cielab_model_e
+ *     elif illuminant == 'D50':
+ */
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+    /* "Cielab/Cielab.pyx":373
+ *         illuminant_model = cielab_model_c
+ *     elif illuminant == 'E':
+ *         illuminant_model = cielab_model_e             # <<<<<<<<<<<<<<
+ *     elif illuminant == 'D50':
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+ */
+    __PYX_INC_MEMVIEW(&__pyx_v_6Cielab_6Cielab_cielab_model_e, 0);
+    __pyx_v_illuminant_model = __pyx_v_6Cielab_6Cielab_cielab_model_e;
+
+    /* "Cielab/Cielab.pyx":372
+ *     elif illuminant == 'C':
+ *         illuminant_model = cielab_model_c
+ *     elif illuminant == 'E':             # <<<<<<<<<<<<<<
+ *         illuminant_model = cielab_model_e
+ *     elif illuminant == 'D50':
+ */
+    goto __pyx_L6;
+  }
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+  /* "Cielab/Cielab.pyx":374
+ *     elif illuminant == 'E':
+ *         illuminant_model = cielab_model_e
+ *     elif illuminant == 'D50':             # <<<<<<<<<<<<<<
+ *         illuminant_model = cielab_model_d50
+ *     elif illuminant == 'D55':
+ */
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+    /* "Cielab/Cielab.pyx":375
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+ *     elif illuminant == 'D50':
+ *         illuminant_model = cielab_model_d50             # <<<<<<<<<<<<<<
+ *     elif illuminant == 'D55':
+ *         illuminant_model = cielab_model_d55
+ */
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+    /* "Cielab/Cielab.pyx":374
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+ *         illuminant_model = cielab_model_e
+ *     elif illuminant == 'D50':             # <<<<<<<<<<<<<<
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+ *     elif illuminant == 'D55':
+ */
+    goto __pyx_L6;
+  }
+
+  /* "Cielab/Cielab.pyx":376
+ *     elif illuminant == 'D50':
+ *         illuminant_model = cielab_model_d50
+ *     elif illuminant == 'D55':             # <<<<<<<<<<<<<<
+ *         illuminant_model = cielab_model_d55
+ *     elif illuminant == 'D65':
+ */
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+    /* "Cielab/Cielab.pyx":377
+ *         illuminant_model = cielab_model_d50
+ *     elif illuminant == 'D55':
+ *         illuminant_model = cielab_model_d55             # <<<<<<<<<<<<<<
+ *     elif illuminant == 'D65':
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+ */
+    __PYX_INC_MEMVIEW(&__pyx_v_6Cielab_6Cielab_cielab_model_d55, 0);
+    __pyx_v_illuminant_model = __pyx_v_6Cielab_6Cielab_cielab_model_d55;
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+    /* "Cielab/Cielab.pyx":376
+ *     elif illuminant == 'D50':
+ *         illuminant_model = cielab_model_d50
+ *     elif illuminant == 'D55':             # <<<<<<<<<<<<<<
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+ *     elif illuminant == 'D65':
+ */
+    goto __pyx_L6;
+  }
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+  /* "Cielab/Cielab.pyx":378
+ *     elif illuminant == 'D55':
+ *         illuminant_model = cielab_model_d55
+ *     elif illuminant == 'D65':             # <<<<<<<<<<<<<<
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+ */
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+ *         illuminant_model = cielab_model_d55
+ *     elif illuminant == 'D65':
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+    __pyx_v_illuminant_model = __pyx_v_6Cielab_6Cielab_cielab_model_d65;
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+    /* "Cielab/Cielab.pyx":378
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+ *     elif illuminant == 'D65':             # <<<<<<<<<<<<<<
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+    goto __pyx_L6;
+  }
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+  /* "Cielab/Cielab.pyx":380
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+ *         illuminant_model = cielab_model_d65
+ *     elif illuminant == 'ICC':             # <<<<<<<<<<<<<<
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+    /* "Cielab/Cielab.pyx":381
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+ *         illuminant_model = cielab_model_icc             # <<<<<<<<<<<<<<
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+ */
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+    __pyx_v_illuminant_model = __pyx_v_6Cielab_6Cielab_cielab_model_icc;
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+ *     elif illuminant == 'D65':
+ *         illuminant_model = cielab_model_d65
+ *     elif illuminant == 'ICC':             # <<<<<<<<<<<<<<
+ *         illuminant_model = cielab_model_icc
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+ */
+    goto __pyx_L6;
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+ *                 "\nArgument Illuminant expect ('a','c','e',"
+ */
+  /*else*/ {
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+        #ifdef WITH_THREAD
+        PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
+        #endif
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+ *     return illuminant_model
+ */
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+
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+ *         with gil:
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+ *                 "'d50', 'd55', 'd65', 'icc'; got %s)" % illuminant)
+ */
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+ * 
+ * 
+ */
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+ * cdef float [:] cielab_illuminant_c(str illuminant) nogil:             # <<<<<<<<<<<<<<
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+ */
+
+  /* function exit code */
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+  #ifdef WITH_THREAD
+  __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
+  #endif
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+}
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+ * @cython.exceptval(check=False)
+ * cpdef inline rgb xyz_adobe98(float x, float y, float z, str ref='D65')nogil:             # <<<<<<<<<<<<<<
+ *     """
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+ */
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+PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
+#else
+PyObject *__pyx_args, PyObject *__pyx_kwds
+#endif
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+ *     """
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+}
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+#if CYTHON_METH_FASTCALL
+PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
+#else
+PyObject *__pyx_args, PyObject *__pyx_kwds
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+#if CYTHON_METH_FASTCALL
+PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
+#else
+PyObject *__pyx_args, PyObject *__pyx_kwds
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+  PyGILState_STATE __pyx_gilstate_save;
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+ * 
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+  #ifdef WITH_THREAD
+  __Pyx_PyGILState_Release(__pyx_gilstate_save);
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+}
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+PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
+#else
+PyObject *__pyx_args, PyObject *__pyx_kwds
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+PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
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+ *     """
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+  PyObject *__pyx_v_ref = ((PyObject*)__pyx_n_u_D65);
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+ */
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+    /* "Cielab/Cielab.pyx":861
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+ */
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+    /* "Cielab/Cielab.pyx":862
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+    /* "Cielab/Cielab.pyx":858
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+ *         rgb_.r = x * +<float>3.2404542 + y * -<float>1.5371385  + z * -<float>0.4985314
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+  }
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+  /* "Cielab/Cielab.pyx":864
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+ *         rgb_.r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146             # <<<<<<<<<<<<<<
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+    /* "Cielab/Cielab.pyx":867
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+ *         rgb_.r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146
+ *         rgb_.g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540             # <<<<<<<<<<<<<<
+ *         rgb_.b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427
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+ */
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+    /* "Cielab/Cielab.pyx":868
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+ *     rgb_.b*=_1_100
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+ * 
+ *     # These linear RGB values are not the final result;
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+  __pyx_v_rgb_.b = (__pyx_v_rgb_.b * __pyx_v_6Cielab_6Cielab__1_100);
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+ *     # the linear values into sRGB:
+ *     if rgb_.r <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *         rgb_.r  = <float>12.92 * rgb_.r
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+    /* "Cielab/Cielab.pyx":878
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+ *     if rgb_.r <= <float>0.0031308:
+ *         rgb_.r  = <float>12.92 * rgb_.r             # <<<<<<<<<<<<<<
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+    /* "Cielab/Cielab.pyx":877
+ *     # gamma correction must still be applied. The following formula transforms
+ *     # the linear values into sRGB:
+ *     if rgb_.r <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *         rgb_.r  = <float>12.92 * rgb_.r
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+    goto __pyx_L14;
+  }
+
+  /* "Cielab/Cielab.pyx":880
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+ * 
+ *     if rgb_.g <= <float>0.0031308:
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+
+  /* "Cielab/Cielab.pyx":882
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+ * 
+ *     if rgb_.g <= <float>0.0031308:             # <<<<<<<<<<<<<<
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+  __pyx_t_2 = (__pyx_v_rgb_.g <= ((float)0.0031308));
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+
+    /* "Cielab/Cielab.pyx":883
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+ *     if rgb_.g <= <float>0.0031308:
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+ *     else:
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+ */
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+
+    /* "Cielab/Cielab.pyx":882
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+ * 
+ *     if rgb_.g <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *         rgb_.g = <float> 12.92 * rgb_.g
+ *     else:
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+    goto __pyx_L15;
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+
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+ *     else:
+ *         rgb_.g = <float> 1.055 * (rgb_.g ** _1_24) - <float>0.055             # <<<<<<<<<<<<<<
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+    __pyx_v_rgb_.g = __pyx_t_4;
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+ *         rgb_.g = <float> 1.055 * (rgb_.g ** _1_24) - <float>0.055
+ * 
+ *     if rgb_.b <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *         rgb_.b = <float>12.92 * rgb_.b
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+ */
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+  if (__pyx_t_2) {
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+    /* "Cielab/Cielab.pyx":888
+ * 
+ *     if rgb_.b <= <float>0.0031308:
+ *         rgb_.b = <float>12.92 * rgb_.b             # <<<<<<<<<<<<<<
+ *     else:
+ *         rgb_.b = <float>1.055 * (rgb_.b ** _1_24) - <float>0.055
+ */
+    __pyx_v_rgb_.b = (((float)12.92) * __pyx_v_rgb_.b);
+
+    /* "Cielab/Cielab.pyx":887
+ *         rgb_.g = <float> 1.055 * (rgb_.g ** _1_24) - <float>0.055
+ * 
+ *     if rgb_.b <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *         rgb_.b = <float>12.92 * rgb_.b
+ *     else:
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+    goto __pyx_L16;
+  }
+
+  /* "Cielab/Cielab.pyx":890
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+ *     else:
+ *         rgb_.b = <float>1.055 * (rgb_.b ** _1_24) - <float>0.055             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
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+ * 
+ * 
+ *     rgb_.r*=<float>255.0             # <<<<<<<<<<<<<<
+ *     rgb_.g*=<float>255.0
+ *     rgb_.b*=<float>255.0
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+  /* "Cielab/Cielab.pyx":894
+ * 
+ *     rgb_.r*=<float>255.0
+ *     rgb_.g*=<float>255.0             # <<<<<<<<<<<<<<
+ *     rgb_.b*=<float>255.0
+ * 
+ */
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+PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
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+ *         c = <float>3.0 * SIGMA_SQR * (c - LAMBDA)
+ *     return c             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+  __pyx_r = __pyx_v_c;
+  goto __pyx_L0;
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+  /* "Cielab/Cielab.pyx":1074
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+PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
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+ *                 b = <float>rgb_array[i, j, 2] * _1_255             # <<<<<<<<<<<<<<
+ * 
+ *                 # The same operation is performed on all three channels,
+ */
+                              __pyx_t_19 = __pyx_v_i;
+                              __pyx_t_20 = __pyx_v_j;
+                              __pyx_t_21 = 2;
+                              __pyx_v_b = (((float)(*((unsigned char *) ( /* dim=2 */ (( /* dim=1 */ (( /* dim=0 */ (__pyx_v_rgb_array.data + __pyx_t_19 * __pyx_v_rgb_array.strides[0]) ) + __pyx_t_20 * __pyx_v_rgb_array.strides[1]) ) + __pyx_t_21 * __pyx_v_rgb_array.strides[2]) )))) * __pyx_v_6Cielab_6Cielab__1_255);
+
+                              /* "Cielab/Cielab.pyx":1616
+ * 
+ *                 # Inverse sRGB Companding
+ *                 if r > <float>0.04045:             # <<<<<<<<<<<<<<
+ *                     r = ((r + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                              __pyx_t_8 = (__pyx_v_r > ((float)0.04045));
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1617
+ *                 # Inverse sRGB Companding
+ *                 if r > <float>0.04045:
+ *                     r = ((r + <float> 0.055) / <float> 1.055) ** <float> 2.4             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     r = r / <float> 12.92
+ */
+                                __pyx_v_r = powf(((__pyx_v_r + ((float)0.055)) / ((float)1.055)), ((float)2.4));
+
+                                /* "Cielab/Cielab.pyx":1616
+ * 
+ *                 # Inverse sRGB Companding
+ *                 if r > <float>0.04045:             # <<<<<<<<<<<<<<
+ *                     r = ((r + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                                goto __pyx_L19;
+                              }
+
+                              /* "Cielab/Cielab.pyx":1619
+ *                     r = ((r + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ *                     r = r / <float> 12.92             # <<<<<<<<<<<<<<
+ * 
+ *                 if g > <float>0.04045:
+ */
+                              /*else*/ {
+                                __pyx_v_r = (__pyx_v_r / ((float)12.92));
+                              }
+                              __pyx_L19:;
+
+                              /* "Cielab/Cielab.pyx":1621
+ *                     r = r / <float> 12.92
+ * 
+ *                 if g > <float>0.04045:             # <<<<<<<<<<<<<<
+ *                     g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                              __pyx_t_8 = (__pyx_v_g > ((float)0.04045));
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1622
+ * 
+ *                 if g > <float>0.04045:
+ *                     g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     g = g / <float> 12.92
+ */
+                                __pyx_v_g = powf(((__pyx_v_g + ((float)0.055)) / ((float)1.055)), ((float)2.4));
+
+                                /* "Cielab/Cielab.pyx":1621
+ *                     r = r / <float> 12.92
+ * 
+ *                 if g > <float>0.04045:             # <<<<<<<<<<<<<<
+ *                     g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                                goto __pyx_L20;
+                              }
+
+                              /* "Cielab/Cielab.pyx":1624
+ *                     g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ *                     g = g / <float> 12.92             # <<<<<<<<<<<<<<
+ * 
+ *                 if b > <float>0.04045:
+ */
+                              /*else*/ {
+                                __pyx_v_g = (__pyx_v_g / ((float)12.92));
+                              }
+                              __pyx_L20:;
+
+                              /* "Cielab/Cielab.pyx":1626
+ *                     g = g / <float> 12.92
+ * 
+ *                 if b > <float>0.04045:             # <<<<<<<<<<<<<<
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                              __pyx_t_8 = (__pyx_v_b > ((float)0.04045));
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1627
+ * 
+ *                 if b > <float>0.04045:
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     b = b / <float> 12.92
+ */
+                                __pyx_v_b = powf(((__pyx_v_b + ((float)0.055)) / ((float)1.055)), ((float)2.4));
+
+                                /* "Cielab/Cielab.pyx":1626
+ *                     g = g / <float> 12.92
+ * 
+ *                 if b > <float>0.04045:             # <<<<<<<<<<<<<<
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                                goto __pyx_L21;
+                              }
+
+                              /* "Cielab/Cielab.pyx":1629
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ *                     b = b / <float> 12.92             # <<<<<<<<<<<<<<
+ * 
+ *                 r = r * <float> 100.0
+ */
+                              /*else*/ {
+                                __pyx_v_b = (__pyx_v_b / ((float)12.92));
+                              }
+                              __pyx_L21:;
+
+                              /* "Cielab/Cielab.pyx":1631
+ *                     b = b / <float> 12.92
+ * 
+ *                 r = r * <float> 100.0             # <<<<<<<<<<<<<<
+ *                 g = g * <float> 100.0
+ *                 b = b * <float> 100.0
+ */
+                              __pyx_v_r = (__pyx_v_r * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":1632
+ * 
+ *                 r = r * <float> 100.0
+ *                 g = g * <float> 100.0             # <<<<<<<<<<<<<<
+ *                 b = b * <float> 100.0
+ * 
+ */
+                              __pyx_v_g = (__pyx_v_g * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":1633
+ *                 r = r * <float> 100.0
+ *                 g = g * <float> 100.0
+ *                 b = b * <float> 100.0             # <<<<<<<<<<<<<<
+ * 
+ *                 # These gamma-expanded values (sometimes called "linear values" or "linear-light values")
+ */
+                              __pyx_v_b = (__pyx_v_b * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":1640
+ * 
+ *                 # Calibration D65
+ *                 x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375             # <<<<<<<<<<<<<<
+ *                 y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
+ *                 z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ */
+                              __pyx_v_x = (((__pyx_v_r * ((float)0.4124564)) + (__pyx_v_g * ((float)0.3575761))) + (__pyx_v_b * ((float)0.1804375)));
+
+                              /* "Cielab/Cielab.pyx":1641
+ *                 # Calibration D65
+ *                 x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ *                 y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750             # <<<<<<<<<<<<<<
+ *                 z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ * 
+ */
+                              __pyx_v_y = (((__pyx_v_r * ((float)0.2126729)) + (__pyx_v_g * ((float)0.7151522))) + (__pyx_v_b * ((float)0.0721750)));
+
+                              /* "Cielab/Cielab.pyx":1642
+ *                 x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ *                 y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
+ *                 z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041             # <<<<<<<<<<<<<<
+ * 
+ *                 refX = illuminant_model[0]
+ */
+                              __pyx_v_z = (((__pyx_v_r * ((float)0.0193339)) + (__pyx_v_g * ((float)0.1191920))) + (__pyx_v_b * ((float)0.9503041)));
+
+                              /* "Cielab/Cielab.pyx":1644
+ *                 z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ * 
+ *                 refX = illuminant_model[0]             # <<<<<<<<<<<<<<
+ *                 refY = illuminant_model[1]
+ *                 refZ = illuminant_model[2]
+ */
+                              __pyx_t_21 = 0;
+                              __pyx_v_refX = (*((float const  *) ( /* dim=0 */ (__pyx_v_illuminant_model.data + __pyx_t_21 * __pyx_v_illuminant_model.strides[0]) )));
+
+                              /* "Cielab/Cielab.pyx":1645
+ * 
+ *                 refX = illuminant_model[0]
+ *                 refY = illuminant_model[1]             # <<<<<<<<<<<<<<
+ *                 refZ = illuminant_model[2]
+ * 
+ */
+                              __pyx_t_21 = 1;
+                              __pyx_v_refY = (*((float const  *) ( /* dim=0 */ (__pyx_v_illuminant_model.data + __pyx_t_21 * __pyx_v_illuminant_model.strides[0]) )));
+
+                              /* "Cielab/Cielab.pyx":1646
+ *                 refX = illuminant_model[0]
+ *                 refY = illuminant_model[1]
+ *                 refZ = illuminant_model[2]             # <<<<<<<<<<<<<<
+ * 
+ *                 x = x / (refX * <float> 100.0)
+ */
+                              __pyx_t_21 = 2;
+                              __pyx_v_refZ = (*((float const  *) ( /* dim=0 */ (__pyx_v_illuminant_model.data + __pyx_t_21 * __pyx_v_illuminant_model.strides[0]) )));
+
+                              /* "Cielab/Cielab.pyx":1648
+ *                 refZ = illuminant_model[2]
+ * 
+ *                 x = x / (refX * <float> 100.0)             # <<<<<<<<<<<<<<
+ *                 y = y / (refY * <float> 100.0)
+ *                 z = z / (refZ * <float> 100.0)
+ */
+                              __pyx_v_x = (__pyx_v_x / (__pyx_v_refX * ((float)100.0)));
+
+                              /* "Cielab/Cielab.pyx":1649
+ * 
+ *                 x = x / (refX * <float> 100.0)
+ *                 y = y / (refY * <float> 100.0)             # <<<<<<<<<<<<<<
+ *                 z = z / (refZ * <float> 100.0)
+ * 
+ */
+                              __pyx_v_y = (__pyx_v_y / (__pyx_v_refY * ((float)100.0)));
+
+                              /* "Cielab/Cielab.pyx":1650
+ *                 x = x / (refX * <float> 100.0)
+ *                 y = y / (refY * <float> 100.0)
+ *                 z = z / (refZ * <float> 100.0)             # <<<<<<<<<<<<<<
+ * 
+ *                 if x > <float>0.008856:
+ */
+                              __pyx_v_z = (__pyx_v_z / (__pyx_v_refZ * ((float)100.0)));
+
+                              /* "Cielab/Cielab.pyx":1652
+ *                 z = z / (refZ * <float> 100.0)
+ * 
+ *                 if x > <float>0.008856:             # <<<<<<<<<<<<<<
+ *                     x = <float> pow(x, _1_3)
+ *                 else:
+ */
+                              __pyx_t_8 = (__pyx_v_x > ((float)0.008856));
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1653
+ * 
+ *                 if x > <float>0.008856:
+ *                     x = <float> pow(x, _1_3)             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     x = (<float> 7.787 * x) + LAMBDA
+ */
+                                __pyx_v_x = ((float)powf(__pyx_v_x, __pyx_v_6Cielab_6Cielab__1_3));
+
+                                /* "Cielab/Cielab.pyx":1652
+ *                 z = z / (refZ * <float> 100.0)
+ * 
+ *                 if x > <float>0.008856:             # <<<<<<<<<<<<<<
+ *                     x = <float> pow(x, _1_3)
+ *                 else:
+ */
+                                goto __pyx_L22;
+                              }
+
+                              /* "Cielab/Cielab.pyx":1655
+ *                     x = <float> pow(x, _1_3)
+ *                 else:
+ *                     x = (<float> 7.787 * x) + LAMBDA             # <<<<<<<<<<<<<<
+ * 
+ *                 if y > <float>0.008856:
+ */
+                              /*else*/ {
+                                __pyx_v_x = ((((float)7.787) * __pyx_v_x) + __pyx_v_6Cielab_6Cielab_LAMBDA);
+                              }
+                              __pyx_L22:;
+
+                              /* "Cielab/Cielab.pyx":1657
+ *                     x = (<float> 7.787 * x) + LAMBDA
+ * 
+ *                 if y > <float>0.008856:             # <<<<<<<<<<<<<<
+ *                     y = <float> pow(y, _1_3)
+ *                 else:
+ */
+                              __pyx_t_8 = (__pyx_v_y > ((float)0.008856));
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1658
+ * 
+ *                 if y > <float>0.008856:
+ *                     y = <float> pow(y, _1_3)             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     y = (<float> 7.787 * y) + LAMBDA
+ */
+                                __pyx_v_y = ((float)powf(__pyx_v_y, __pyx_v_6Cielab_6Cielab__1_3));
+
+                                /* "Cielab/Cielab.pyx":1657
+ *                     x = (<float> 7.787 * x) + LAMBDA
+ * 
+ *                 if y > <float>0.008856:             # <<<<<<<<<<<<<<
+ *                     y = <float> pow(y, _1_3)
+ *                 else:
+ */
+                                goto __pyx_L23;
+                              }
+
+                              /* "Cielab/Cielab.pyx":1660
+ *                     y = <float> pow(y, _1_3)
+ *                 else:
+ *                     y = (<float> 7.787 * y) + LAMBDA             # <<<<<<<<<<<<<<
+ * 
+ *                 if z > <float>0.008856:
+ */
+                              /*else*/ {
+                                __pyx_v_y = ((((float)7.787) * __pyx_v_y) + __pyx_v_6Cielab_6Cielab_LAMBDA);
+                              }
+                              __pyx_L23:;
+
+                              /* "Cielab/Cielab.pyx":1662
+ *                     y = (<float> 7.787 * y) + LAMBDA
+ * 
+ *                 if z > <float>0.008856:             # <<<<<<<<<<<<<<
+ *                     z = <float> pow(z, _1_3)
+ *                 else:
+ */
+                              __pyx_t_8 = (__pyx_v_z > ((float)0.008856));
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1663
+ * 
+ *                 if z > <float>0.008856:
+ *                     z = <float> pow(z, _1_3)             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     z = (<float> 7.787 * z) + LAMBDA
+ */
+                                __pyx_v_z = ((float)powf(__pyx_v_z, __pyx_v_6Cielab_6Cielab__1_3));
+
+                                /* "Cielab/Cielab.pyx":1662
+ *                     y = (<float> 7.787 * y) + LAMBDA
+ * 
+ *                 if z > <float>0.008856:             # <<<<<<<<<<<<<<
+ *                     z = <float> pow(z, _1_3)
+ *                 else:
+ */
+                                goto __pyx_L24;
+                              }
+
+                              /* "Cielab/Cielab.pyx":1665
+ *                     z = <float> pow(z, _1_3)
+ *                 else:
+ *                     z = (<float> 7.787 * z) + LAMBDA             # <<<<<<<<<<<<<<
+ * 
+ *                 l_ = <float> 116.0 * y - <float> 16.0
+ */
+                              /*else*/ {
+                                __pyx_v_z = ((((float)7.787) * __pyx_v_z) + __pyx_v_6Cielab_6Cielab_LAMBDA);
+                              }
+                              __pyx_L24:;
+
+                              /* "Cielab/Cielab.pyx":1667
+ *                     z = (<float> 7.787 * z) + LAMBDA
+ * 
+ *                 l_ = <float> 116.0 * y - <float> 16.0             # <<<<<<<<<<<<<<
+ *                 a_ = <float> 500.0 * (x - y)
+ *                 b_ = <float> 200.0 * (y - z)
+ */
+                              __pyx_v_l_ = ((((float)116.0) * __pyx_v_y) - ((float)16.0));
+
+                              /* "Cielab/Cielab.pyx":1668
+ * 
+ *                 l_ = <float> 116.0 * y - <float> 16.0
+ *                 a_ = <float> 500.0 * (x - y)             # <<<<<<<<<<<<<<
+ *                 b_ = <float> 200.0 * (y - z)
+ * 
+ */
+                              __pyx_v_a_ = (((float)500.0) * (__pyx_v_x - __pyx_v_y));
+
+                              /* "Cielab/Cielab.pyx":1669
+ *                 l_ = <float> 116.0 * y - <float> 16.0
+ *                 a_ = <float> 500.0 * (x - y)
+ *                 b_ = <float> 200.0 * (y - z)             # <<<<<<<<<<<<<<
+ * 
+ *                 if not format_8b:
+ */
+                              __pyx_v_b_ = (((float)200.0) * (__pyx_v_y - __pyx_v_z));
+
+                              /* "Cielab/Cielab.pyx":1671
+ *                 b_ = <float> 200.0 * (y - z)
+ * 
+ *                 if not format_8b:             # <<<<<<<<<<<<<<
+ *                     l_ = l_ * _255_100
+ *                     a_ = a_ + <float> 128.0
+ */
+                              __pyx_t_8 = (!__pyx_v_format_8b);
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1672
+ * 
+ *                 if not format_8b:
+ *                     l_ = l_ * _255_100             # <<<<<<<<<<<<<<
+ *                     a_ = a_ + <float> 128.0
+ *                     b_ = b_ + <float> 128.0
+ */
+                                __pyx_v_l_ = (__pyx_v_l_ * __pyx_v_6Cielab_6Cielab__255_100);
+
+                                /* "Cielab/Cielab.pyx":1673
+ *                 if not format_8b:
+ *                     l_ = l_ * _255_100
+ *                     a_ = a_ + <float> 128.0             # <<<<<<<<<<<<<<
+ *                     b_ = b_ + <float> 128.0
+ * 
+ */
+                                __pyx_v_a_ = (__pyx_v_a_ + ((float)128.0));
+
+                                /* "Cielab/Cielab.pyx":1674
+ *                     l_ = l_ * _255_100
+ *                     a_ = a_ + <float> 128.0
+ *                     b_ = b_ + <float> 128.0             # <<<<<<<<<<<<<<
+ * 
+ *                 tmp[i, j , 0] = l_
+ */
+                                __pyx_v_b_ = (__pyx_v_b_ + ((float)128.0));
+
+                                /* "Cielab/Cielab.pyx":1671
+ *                 b_ = <float> 200.0 * (y - z)
+ * 
+ *                 if not format_8b:             # <<<<<<<<<<<<<<
+ *                     l_ = l_ * _255_100
+ *                     a_ = a_ + <float> 128.0
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":1676
+ *                     b_ = b_ + <float> 128.0
+ * 
+ *                 tmp[i, j , 0] = l_             # <<<<<<<<<<<<<<
+ *                 tmp[i, j , 1] = a_
+ *                 tmp[i, j , 2] = b_
+ */
+                              __pyx_t_21 = __pyx_v_i;
+                              __pyx_t_20 = __pyx_v_j;
+                              __pyx_t_19 = 0;
+                              *((float *) ( /* dim=2 */ ((char *) (((float *) ( /* dim=1 */ (( /* dim=0 */ (__pyx_v_tmp.data + __pyx_t_21 * __pyx_v_tmp.strides[0]) ) + __pyx_t_20 * __pyx_v_tmp.strides[1]) )) + __pyx_t_19)) )) = __pyx_v_l_;
+
+                              /* "Cielab/Cielab.pyx":1677
+ * 
+ *                 tmp[i, j , 0] = l_
+ *                 tmp[i, j , 1] = a_             # <<<<<<<<<<<<<<
+ *                 tmp[i, j , 2] = b_
+ * 
+ */
+                              __pyx_t_19 = __pyx_v_i;
+                              __pyx_t_20 = __pyx_v_j;
+                              __pyx_t_21 = 1;
+                              *((float *) ( /* dim=2 */ ((char *) (((float *) ( /* dim=1 */ (( /* dim=0 */ (__pyx_v_tmp.data + __pyx_t_19 * __pyx_v_tmp.strides[0]) ) + __pyx_t_20 * __pyx_v_tmp.strides[1]) )) + __pyx_t_21)) )) = __pyx_v_a_;
+
+                              /* "Cielab/Cielab.pyx":1678
+ *                 tmp[i, j , 0] = l_
+ *                 tmp[i, j , 1] = a_
+ *                 tmp[i, j , 2] = b_             # <<<<<<<<<<<<<<
+ * 
+ *     return numpy.asarray(tmp, dtype=numpy.float32)
+ */
+                              __pyx_t_21 = __pyx_v_i;
+                              __pyx_t_20 = __pyx_v_j;
+                              __pyx_t_19 = 2;
+                              *((float *) ( /* dim=2 */ ((char *) (((float *) ( /* dim=1 */ (( /* dim=0 */ (__pyx_v_tmp.data + __pyx_t_21 * __pyx_v_tmp.strides[0]) ) + __pyx_t_20 * __pyx_v_tmp.strides[1]) )) + __pyx_t_19)) )) = __pyx_v_b_;
+                            }
+                        }
+                    }
+                }
+            }
+        }
+        #if ((defined(__APPLE__) || defined(__OSX__)) && (defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))))
+            #undef likely
+            #undef unlikely
+            #define likely(x)   __builtin_expect(!!(x), 1)
+            #define unlikely(x) __builtin_expect(!!(x), 0)
+        #endif
+      }
+
+      /* "Cielab/Cielab.pyx":1603
+ * 
+ * 
+ *     with nogil:             # <<<<<<<<<<<<<<
+ *         for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):
+ *             for j in range(h):
+ */
+      /*finally:*/ {
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+ *                 if not format_8b:
+ *                     # l_ = l_ / _255_100
+ *                     l_ = l_ * _100_255             # <<<<<<<<<<<<<<
+ *                     a_ = a_ - <float>128.0
+ *                     b_ = b_ - <float>128.0
+ */
+                                __pyx_v_l_ = (__pyx_v_l_ * __pyx_v_6Cielab_6Cielab__100_255);
+
+                                /* "Cielab/Cielab.pyx":1815
+ *                     # l_ = l_ / _255_100
+ *                     l_ = l_ * _100_255
+ *                     a_ = a_ - <float>128.0             # <<<<<<<<<<<<<<
+ *                     b_ = b_ - <float>128.0
+ * 
+ */
+                                __pyx_v_a_ = (__pyx_v_a_ - ((float)128.0));
+
+                                /* "Cielab/Cielab.pyx":1816
+ *                     l_ = l_ * _100_255
+ *                     a_ = a_ - <float>128.0
+ *                     b_ = b_ - <float>128.0             # <<<<<<<<<<<<<<
+ * 
+ *                 refX = illuminant_model[0] * <float>100.0
+ */
+                                __pyx_v_b_ = (__pyx_v_b_ - ((float)128.0));
+
+                                /* "Cielab/Cielab.pyx":1812
+ *                 b_ = lab_array[i, j, 2]
+ * 
+ *                 if not format_8b:             # <<<<<<<<<<<<<<
+ *                     # l_ = l_ / _255_100
+ *                     l_ = l_ * _100_255
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":1818
+ *                     b_ = b_ - <float>128.0
+ * 
+ *                 refX = illuminant_model[0] * <float>100.0             # <<<<<<<<<<<<<<
+ *                 refY = illuminant_model[1] * <float>100.0
+ *                 refZ = illuminant_model[2] * <float>100.0
+ */
+                              __pyx_t_21 = 0;
+                              __pyx_v_refX = ((*((float const  *) ( /* dim=0 */ (__pyx_v_illuminant_model.data + __pyx_t_21 * __pyx_v_illuminant_model.strides[0]) ))) * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":1819
+ * 
+ *                 refX = illuminant_model[0] * <float>100.0
+ *                 refY = illuminant_model[1] * <float>100.0             # <<<<<<<<<<<<<<
+ *                 refZ = illuminant_model[2] * <float>100.0
+ * 
+ */
+                              __pyx_t_21 = 1;
+                              __pyx_v_refY = ((*((float const  *) ( /* dim=0 */ (__pyx_v_illuminant_model.data + __pyx_t_21 * __pyx_v_illuminant_model.strides[0]) ))) * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":1820
+ *                 refX = illuminant_model[0] * <float>100.0
+ *                 refY = illuminant_model[1] * <float>100.0
+ *                 refZ = illuminant_model[2] * <float>100.0             # <<<<<<<<<<<<<<
+ * 
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116
+ */
+                              __pyx_t_21 = 2;
+                              __pyx_v_refZ = ((*((float const  *) ( /* dim=0 */ (__pyx_v_illuminant_model.data + __pyx_t_21 * __pyx_v_illuminant_model.strides[0]) ))) * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":1822
+ *                 refZ = illuminant_model[2] * <float>100.0
+ * 
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116             # <<<<<<<<<<<<<<
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)
+ *                 y = refY * inv_f_t(tmp_)
+ */
+                              __pyx_v_tmp_ = ((__pyx_v_l_ + ((float)16.0)) * __pyx_v_6Cielab_6Cielab__1_116);
+
+                              /* "Cielab/Cielab.pyx":1823
+ * 
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)             # <<<<<<<<<<<<<<
+ *                 y = refY * inv_f_t(tmp_)
+ *                 z = refZ * inv_f_t(tmp_ - b_ * _1_200)
+ */
+                              __pyx_t_22 = __pyx_f_6Cielab_6Cielab_inv_f_t((__pyx_v_tmp_ + (__pyx_v_a_ * __pyx_v_6Cielab_6Cielab__1_500))); if (unlikely(__pyx_t_22 == ((float)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 1823, __pyx_L15_error)
+                              __pyx_v_x = (__pyx_v_refX * __pyx_t_22);
+
+                              /* "Cielab/Cielab.pyx":1824
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)
+ *                 y = refY * inv_f_t(tmp_)             # <<<<<<<<<<<<<<
+ *                 z = refZ * inv_f_t(tmp_ - b_ * _1_200)
+ * 
+ */
+                              __pyx_t_22 = __pyx_f_6Cielab_6Cielab_inv_f_t(__pyx_v_tmp_); if (unlikely(__pyx_t_22 == ((float)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 1824, __pyx_L15_error)
+                              __pyx_v_y = (__pyx_v_refY * __pyx_t_22);
+
+                              /* "Cielab/Cielab.pyx":1825
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)
+ *                 y = refY * inv_f_t(tmp_)
+ *                 z = refZ * inv_f_t(tmp_ - b_ * _1_200)             # <<<<<<<<<<<<<<
+ * 
+ *                 # d65
+ */
+                              __pyx_t_22 = __pyx_f_6Cielab_6Cielab_inv_f_t((__pyx_v_tmp_ - (__pyx_v_b_ * __pyx_v_6Cielab_6Cielab__1_200))); if (unlikely(__pyx_t_22 == ((float)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 1825, __pyx_L15_error)
+                              __pyx_v_z = (__pyx_v_refZ * __pyx_t_22);
+
+                              /* "Cielab/Cielab.pyx":1828
+ * 
+ *                 # d65
+ *                 r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314             # <<<<<<<<<<<<<<
+ *                 g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                 b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ */
+                              __pyx_v_r = (((__pyx_v_x * ((float)3.2404542)) + (__pyx_v_y * (-((float)1.5371385)))) + (__pyx_v_z * (-((float)0.4985314))));
+
+                              /* "Cielab/Cielab.pyx":1829
+ *                 # d65
+ *                 r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+ *                 g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560             # <<<<<<<<<<<<<<
+ *                 b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ * 
+ */
+                              __pyx_v_g = (((__pyx_v_x * (-((float)0.9692660))) + (__pyx_v_y * ((float)1.8760108))) + (__pyx_v_z * ((float)0.0415560)));
+
+                              /* "Cielab/Cielab.pyx":1830
+ *                 r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+ *                 g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                 b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252             # <<<<<<<<<<<<<<
+ * 
+ *                 r = r * <float> 0.01
+ */
+                              __pyx_v_b = (((__pyx_v_x * ((float)0.0556434)) + (__pyx_v_y * (-((float)0.2040259)))) + (__pyx_v_z * ((float)1.0572252)));
+
+                              /* "Cielab/Cielab.pyx":1832
+ *                 b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ * 
+ *                 r = r * <float> 0.01             # <<<<<<<<<<<<<<
+ *                 g = g * <float> 0.01
+ *                 b = b * <float> 0.01
+ */
+                              __pyx_v_r = (__pyx_v_r * ((float)0.01));
+
+                              /* "Cielab/Cielab.pyx":1833
+ * 
+ *                 r = r * <float> 0.01
+ *                 g = g * <float> 0.01             # <<<<<<<<<<<<<<
+ *                 b = b * <float> 0.01
+ * 
+ */
+                              __pyx_v_g = (__pyx_v_g * ((float)0.01));
+
+                              /* "Cielab/Cielab.pyx":1834
+ *                 r = r * <float> 0.01
+ *                 g = g * <float> 0.01
+ *                 b = b * <float> 0.01             # <<<<<<<<<<<<<<
+ * 
+ *                 # These linear RGB values are not the final result;
+ */
+                              __pyx_v_b = (__pyx_v_b * ((float)0.01));
+
+                              /* "Cielab/Cielab.pyx":1839
+ *                 # gamma correction must still be applied. The following formula transforms
+ *                 # the linear values into sRGB:
+ *                 if r <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     r = <float> 12.92 * r
+ *                 else:
+ */
+                              __pyx_t_8 = (__pyx_v_r <= ((float)0.0031308));
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1840
+ *                 # the linear values into sRGB:
+ *                 if r <= <float>0.0031308:
+ *                     r = <float> 12.92 * r             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_r = (((float)12.92) * __pyx_v_r);
+
+                                /* "Cielab/Cielab.pyx":1839
+ *                 # gamma correction must still be applied. The following formula transforms
+ *                 # the linear values into sRGB:
+ *                 if r <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     r = <float> 12.92 * r
+ *                 else:
+ */
+                                goto __pyx_L20;
+                              }
+
+                              /* "Cielab/Cielab.pyx":1842
+ *                     r = <float> 12.92 * r
+ *                 else:
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 if g <= <float>0.0031308:
+ */
+                              /*else*/ {
+                                __pyx_t_23 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_r, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_23 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 1842, __pyx_L15_error)
+                                __pyx_v_r = __pyx_t_23;
+                              }
+                              __pyx_L20:;
+
+                              /* "Cielab/Cielab.pyx":1844
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ * 
+ *                 if g <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     g = <float> 12.92 * g
+ *                 else:
+ */
+                              __pyx_t_8 = (__pyx_v_g <= ((float)0.0031308));
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1845
+ * 
+ *                 if g <= <float>0.0031308:
+ *                     g = <float> 12.92 * g             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_g = (((float)12.92) * __pyx_v_g);
+
+                                /* "Cielab/Cielab.pyx":1844
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ * 
+ *                 if g <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     g = <float> 12.92 * g
+ *                 else:
+ */
+                                goto __pyx_L21;
+                              }
+
+                              /* "Cielab/Cielab.pyx":1847
+ *                     g = <float> 12.92 * g
+ *                 else:
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 if b <= <float>0.0031308:
+ */
+                              /*else*/ {
+                                __pyx_t_23 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_g, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_23 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 1847, __pyx_L15_error)
+                                __pyx_v_g = __pyx_t_23;
+                              }
+                              __pyx_L21:;
+
+                              /* "Cielab/Cielab.pyx":1849
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ * 
+ *                 if b <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     b = <float> 12.92 * b
+ *                 else:
+ */
+                              __pyx_t_8 = (__pyx_v_b <= ((float)0.0031308));
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1850
+ * 
+ *                 if b <= <float>0.0031308:
+ *                     b = <float> 12.92 * b             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_b = (((float)12.92) * __pyx_v_b);
+
+                                /* "Cielab/Cielab.pyx":1849
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ * 
+ *                 if b <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     b = <float> 12.92 * b
+ *                 else:
+ */
+                                goto __pyx_L22;
+                              }
+
+                              /* "Cielab/Cielab.pyx":1852
+ *                     b = <float> 12.92 * b
+ *                 else:
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 r *= <float> 255.0
+ */
+                              /*else*/ {
+                                __pyx_t_23 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_b, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_23 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 1852, __pyx_L15_error)
+                                __pyx_v_b = __pyx_t_23;
+                              }
+                              __pyx_L22:;
+
+                              /* "Cielab/Cielab.pyx":1854
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+ * 
+ *                 r *= <float> 255.0             # <<<<<<<<<<<<<<
+ *                 g *= <float> 255.0
+ *                 b *= <float> 255.0
+ */
+                              __pyx_v_r = (__pyx_v_r * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":1855
+ * 
+ *                 r *= <float> 255.0
+ *                 g *= <float> 255.0             # <<<<<<<<<<<<<<
+ *                 b *= <float> 255.0
+ * 
+ */
+                              __pyx_v_g = (__pyx_v_g * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":1856
+ *                 r *= <float> 255.0
+ *                 g *= <float> 255.0
+ *                 b *= <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ */
+                              __pyx_v_b = (__pyx_v_b * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":1859
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ */
+                              __pyx_t_8 = (__pyx_v_r < 0.0);
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1860
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:
+ *                     r = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if r > 255:
+ *                     r = <float> 255.0
+ */
+                                __pyx_v_r = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":1859
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":1861
+ *                 if r < 0:
+ *                     r = <float> 0.0
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
+                              __pyx_t_8 = (__pyx_v_r > 255.0);
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1862
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ *                     r = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if g < 0:
+ */
+                                __pyx_v_r = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":1861
+ *                 if r < 0:
+ *                     r = <float> 0.0
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":1864
+ *                     r = <float> 255.0
+ * 
+ *                 if g < 0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ */
+                              __pyx_t_8 = (__pyx_v_g < 0.0);
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1865
+ * 
+ *                 if g < 0:
+ *                     g = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if g > 255:
+ *                     g = <float> 255.0
+ */
+                                __pyx_v_g = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":1864
+ *                     r = <float> 255.0
+ * 
+ *                 if g < 0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":1866
+ *                 if g < 0:
+ *                     g = <float> 0.0
+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
+                              __pyx_t_8 = (__pyx_v_g > 255.0);
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1867
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ *                     g = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if b < 0:
+ */
+                                __pyx_v_g = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":1866
+ *                 if g < 0:
+ *                     g = <float> 0.0
+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":1869
+ *                     g = <float> 255.0
+ * 
+ *                 if b < 0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ */
+                              __pyx_t_8 = (__pyx_v_b < 0.0);
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1870
+ * 
+ *                 if b < 0:
+ *                     b = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if b > 255:
+ *                     b = <float> 255.0
+ */
+                                __pyx_v_b = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":1869
+ *                     g = <float> 255.0
+ * 
+ *                 if b < 0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":1871
+ *                 if b < 0:
+ *                     b = <float> 0.0
+ *                 if b > 255:             # <<<<<<<<<<<<<<
+ *                     b = <float> 255.0
+ * 
+ */
+                              __pyx_t_8 = (__pyx_v_b > 255.0);
+                              if (__pyx_t_8) {
+
+                                /* "Cielab/Cielab.pyx":1872
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ *                     b = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 rbg_array[i, j , 0] = <unsigned char> round_f(r)
+ */
+                                __pyx_v_b = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":1871
+ *                 if b < 0:
+ *                     b = <float> 0.0
+ *                 if b > 255:             # <<<<<<<<<<<<<<
+ *                     b = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":1874
+ *                     b = <float> 255.0
+ * 
+ *                 rbg_array[i, j , 0] = <unsigned char> round_f(r)             # <<<<<<<<<<<<<<
+ *                 rbg_array[i, j , 1] = <unsigned char> round_f(g)
+ *                 rbg_array[i, j , 2] = <unsigned char> round_f(b)
+ */
+                              __pyx_t_21 = __pyx_v_i;
+                              __pyx_t_20 = __pyx_v_j;
+                              __pyx_t_19 = 0;
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+                              /* "Cielab/Cielab.pyx":1965
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+                              /* "Cielab/Cielab.pyx":1968
+ * 
+ *                 a_ = a_ - avg_a * ll * <float> c1
+ *                 b_ = b_ - avg_b * ll * <float> c1             # <<<<<<<<<<<<<<
+ * 
+ *                 if not format_8b:
+ */
+                              __pyx_v_b_ = (__pyx_v_b_ - ((__pyx_v_avg_b * __pyx_v_ll) * ((float)__pyx_v_c1)));
+
+                              /* "Cielab/Cielab.pyx":1970
+ *                 b_ = b_ - avg_b * ll * <float> c1
+ * 
+ *                 if not format_8b:             # <<<<<<<<<<<<<<
+ *                     # l_ = l_ / _255_100
+ *                     l_ = l_ * _100_255
+ */
+                              __pyx_t_10 = (!__pyx_v_format_8b);
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":1972
+ *                 if not format_8b:
+ *                     # l_ = l_ / _255_100
+ *                     l_ = l_ * _100_255             # <<<<<<<<<<<<<<
+ *                     a_ = a_ - <float>128.0
+ *                     b_ = b_ - <float>128.0
+ */
+                                __pyx_v_l_ = (__pyx_v_l_ * __pyx_v_6Cielab_6Cielab__100_255);
+
+                                /* "Cielab/Cielab.pyx":1973
+ *                     # l_ = l_ / _255_100
+ *                     l_ = l_ * _100_255
+ *                     a_ = a_ - <float>128.0             # <<<<<<<<<<<<<<
+ *                     b_ = b_ - <float>128.0
+ * 
+ */
+                                __pyx_v_a_ = (__pyx_v_a_ - ((float)128.0));
+
+                                /* "Cielab/Cielab.pyx":1974
+ *                     l_ = l_ * _100_255
+ *                     a_ = a_ - <float>128.0
+ *                     b_ = b_ - <float>128.0             # <<<<<<<<<<<<<<
+ * 
+ *                 refX = illuminant_model_[0] * <float> 100.0
+ */
+                                __pyx_v_b_ = (__pyx_v_b_ - ((float)128.0));
+
+                                /* "Cielab/Cielab.pyx":1970
+ *                 b_ = b_ - avg_b * ll * <float> c1
+ * 
+ *                 if not format_8b:             # <<<<<<<<<<<<<<
+ *                     # l_ = l_ / _255_100
+ *                     l_ = l_ * _100_255
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":1976
+ *                     b_ = b_ - <float>128.0
+ * 
+ *                 refX = illuminant_model_[0] * <float> 100.0             # <<<<<<<<<<<<<<
+ *                 refY = illuminant_model_[1] * <float> 100.0
+ *                 refZ = illuminant_model_[2] * <float> 100.0
+ */
+                              __pyx_t_28 = 0;
+                              __pyx_v_refX = ((*((float *) ( /* dim=0 */ (__pyx_v_illuminant_model_.data + __pyx_t_28 * __pyx_v_illuminant_model_.strides[0]) ))) * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":1977
+ * 
+ *                 refX = illuminant_model_[0] * <float> 100.0
+ *                 refY = illuminant_model_[1] * <float> 100.0             # <<<<<<<<<<<<<<
+ *                 refZ = illuminant_model_[2] * <float> 100.0
+ * 
+ */
+                              __pyx_t_28 = 1;
+                              __pyx_v_refY = ((*((float *) ( /* dim=0 */ (__pyx_v_illuminant_model_.data + __pyx_t_28 * __pyx_v_illuminant_model_.strides[0]) ))) * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":1978
+ *                 refX = illuminant_model_[0] * <float> 100.0
+ *                 refY = illuminant_model_[1] * <float> 100.0
+ *                 refZ = illuminant_model_[2] * <float> 100.0             # <<<<<<<<<<<<<<
+ * 
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116
+ */
+                              __pyx_t_28 = 2;
+                              __pyx_v_refZ = ((*((float *) ( /* dim=0 */ (__pyx_v_illuminant_model_.data + __pyx_t_28 * __pyx_v_illuminant_model_.strides[0]) ))) * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":1980
+ *                 refZ = illuminant_model_[2] * <float> 100.0
+ * 
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116             # <<<<<<<<<<<<<<
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)
+ *                 y = refY * inv_f_t(tmp_)
+ */
+                              __pyx_v_tmp_ = ((__pyx_v_l_ + ((float)16.0)) * __pyx_v_6Cielab_6Cielab__1_116);
+
+                              /* "Cielab/Cielab.pyx":1981
+ * 
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)             # <<<<<<<<<<<<<<
+ *                 y = refY * inv_f_t(tmp_)
+ *                 z = refZ * inv_f_t(tmp_ - b_ * _1_200)
+ */
+                              __pyx_t_21 = __pyx_f_6Cielab_6Cielab_inv_f_t((__pyx_v_tmp_ + (__pyx_v_a_ * __pyx_v_6Cielab_6Cielab__1_500))); if (unlikely(__pyx_t_21 == ((float)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 1981, __pyx_L15_error)
+                              __pyx_v_x = (__pyx_v_refX * __pyx_t_21);
+
+                              /* "Cielab/Cielab.pyx":1982
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)
+ *                 y = refY * inv_f_t(tmp_)             # <<<<<<<<<<<<<<
+ *                 z = refZ * inv_f_t(tmp_ - b_ * _1_200)
+ * 
+ */
+                              __pyx_t_21 = __pyx_f_6Cielab_6Cielab_inv_f_t(__pyx_v_tmp_); if (unlikely(__pyx_t_21 == ((float)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 1982, __pyx_L15_error)
+                              __pyx_v_y = (__pyx_v_refY * __pyx_t_21);
+
+                              /* "Cielab/Cielab.pyx":1983
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)
+ *                 y = refY * inv_f_t(tmp_)
+ *                 z = refZ * inv_f_t(tmp_ - b_ * _1_200)             # <<<<<<<<<<<<<<
+ * 
+ *                 # d65
+ */
+                              __pyx_t_21 = __pyx_f_6Cielab_6Cielab_inv_f_t((__pyx_v_tmp_ - (__pyx_v_b_ * __pyx_v_6Cielab_6Cielab__1_200))); if (unlikely(__pyx_t_21 == ((float)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 1983, __pyx_L15_error)
+                              __pyx_v_z = (__pyx_v_refZ * __pyx_t_21);
+
+                              /* "Cielab/Cielab.pyx":1987
+ *                 # d65
+ *                 # if illuminant == 'D65':
+ *                 r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314             # <<<<<<<<<<<<<<
+ *                 g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                 b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ */
+                              __pyx_v_r = (((__pyx_v_x * ((float)3.2404542)) + (__pyx_v_y * (-((float)1.5371385)))) + (__pyx_v_z * (-((float)0.4985314))));
+
+                              /* "Cielab/Cielab.pyx":1988
+ *                 # if illuminant == 'D65':
+ *                 r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+ *                 g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560             # <<<<<<<<<<<<<<
+ *                 b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ * 
+ */
+                              __pyx_v_g = (((__pyx_v_x * (-((float)0.9692660))) + (__pyx_v_y * ((float)1.8760108))) + (__pyx_v_z * ((float)0.0415560)));
+
+                              /* "Cielab/Cielab.pyx":1989
+ *                 r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+ *                 g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                 b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252             # <<<<<<<<<<<<<<
+ * 
+ *                 # if illuminant == 'D50':
+ */
+                              __pyx_v_b = (((__pyx_v_x * ((float)0.0556434)) + (__pyx_v_y * (-((float)0.2040259)))) + (__pyx_v_z * ((float)1.0572252)));
+
+                              /* "Cielab/Cielab.pyx":1997
+ *                 #     b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427
+ * 
+ *                 r = r * <float> 0.01             # <<<<<<<<<<<<<<
+ *                 g = g * <float> 0.01
+ *                 b = b * <float> 0.01
+ */
+                              __pyx_v_r = (__pyx_v_r * ((float)0.01));
+
+                              /* "Cielab/Cielab.pyx":1998
+ * 
+ *                 r = r * <float> 0.01
+ *                 g = g * <float> 0.01             # <<<<<<<<<<<<<<
+ *                 b = b * <float> 0.01
+ * 
+ */
+                              __pyx_v_g = (__pyx_v_g * ((float)0.01));
+
+                              /* "Cielab/Cielab.pyx":1999
+ *                 r = r * <float> 0.01
+ *                 g = g * <float> 0.01
+ *                 b = b * <float> 0.01             # <<<<<<<<<<<<<<
+ * 
+ *                 # These linear RGB values are not the final result;
+ */
+                              __pyx_v_b = (__pyx_v_b * ((float)0.01));
+
+                              /* "Cielab/Cielab.pyx":2004
+ *                 # gamma correction must still be applied. The following formula transforms
+ *                 # the linear values into sRGB:
+ *                 if r <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     r = <float> 12.92 * r
+ *                 else:
+ */
+                              __pyx_t_10 = (__pyx_v_r <= ((float)0.0031308));
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2005
+ *                 # the linear values into sRGB:
+ *                 if r <= <float>0.0031308:
+ *                     r = <float> 12.92 * r             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_r = (((float)12.92) * __pyx_v_r);
+
+                                /* "Cielab/Cielab.pyx":2004
+ *                 # gamma correction must still be applied. The following formula transforms
+ *                 # the linear values into sRGB:
+ *                 if r <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     r = <float> 12.92 * r
+ *                 else:
+ */
+                                goto __pyx_L20;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2007
+ *                     r = <float> 12.92 * r
+ *                 else:
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 if g <= <float>0.0031308:
+ */
+                              /*else*/ {
+                                __pyx_t_29 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_r, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_29 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2007, __pyx_L15_error)
+                                __pyx_v_r = __pyx_t_29;
+                              }
+                              __pyx_L20:;
+
+                              /* "Cielab/Cielab.pyx":2009
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ * 
+ *                 if g <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     g = <float> 12.92 * g
+ *                 else:
+ */
+                              __pyx_t_10 = (__pyx_v_g <= ((float)0.0031308));
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2010
+ * 
+ *                 if g <= <float>0.0031308:
+ *                     g = <float> 12.92 * g             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_g = (((float)12.92) * __pyx_v_g);
+
+                                /* "Cielab/Cielab.pyx":2009
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ * 
+ *                 if g <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     g = <float> 12.92 * g
+ *                 else:
+ */
+                                goto __pyx_L21;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2012
+ *                     g = <float> 12.92 * g
+ *                 else:
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 if b <= <float>0.0031308:
+ */
+                              /*else*/ {
+                                __pyx_t_29 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_g, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_29 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2012, __pyx_L15_error)
+                                __pyx_v_g = __pyx_t_29;
+                              }
+                              __pyx_L21:;
+
+                              /* "Cielab/Cielab.pyx":2014
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ * 
+ *                 if b <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     b = <float> 12.92 * b
+ *                 else:
+ */
+                              __pyx_t_10 = (__pyx_v_b <= ((float)0.0031308));
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2015
+ * 
+ *                 if b <= <float>0.0031308:
+ *                     b = <float> 12.92 * b             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_b = (((float)12.92) * __pyx_v_b);
+
+                                /* "Cielab/Cielab.pyx":2014
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ * 
+ *                 if b <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     b = <float> 12.92 * b
+ *                 else:
+ */
+                                goto __pyx_L22;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2017
+ *                     b = <float> 12.92 * b
+ *                 else:
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 r *= <float> 255.0
+ */
+                              /*else*/ {
+                                __pyx_t_29 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_b, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_29 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2017, __pyx_L15_error)
+                                __pyx_v_b = __pyx_t_29;
+                              }
+                              __pyx_L22:;
+
+                              /* "Cielab/Cielab.pyx":2019
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+ * 
+ *                 r *= <float> 255.0             # <<<<<<<<<<<<<<
+ *                 g *= <float> 255.0
+ *                 b *= <float> 255.0
+ */
+                              __pyx_v_r = (__pyx_v_r * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":2020
+ * 
+ *                 r *= <float> 255.0
+ *                 g *= <float> 255.0             # <<<<<<<<<<<<<<
+ *                 b *= <float> 255.0
+ * 
+ */
+                              __pyx_v_g = (__pyx_v_g * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":2021
+ *                 r *= <float> 255.0
+ *                 g *= <float> 255.0
+ *                 b *= <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ */
+                              __pyx_v_b = (__pyx_v_b * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":2024
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ */
+                              __pyx_t_10 = (__pyx_v_r < 0.0);
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2025
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:
+ *                     r = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if r > 255:
+ *                     r = <float> 255.0
+ */
+                                __pyx_v_r = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2024
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2026
+ *                 if r < 0:
+ *                     r = <float> 0.0
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
+                              __pyx_t_10 = (__pyx_v_r > 255.0);
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2027
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ *                     r = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if g < 0:
+ */
+                                __pyx_v_r = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":2026
+ *                 if r < 0:
+ *                     r = <float> 0.0
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2029
+ *                     r = <float> 255.0
+ * 
+ *                 if g < 0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ */
+                              __pyx_t_10 = (__pyx_v_g < 0.0);
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2030
+ * 
+ *                 if g < 0:
+ *                     g = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if g > 255:
+ *                     g = <float> 255.0
+ */
+                                __pyx_v_g = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2029
+ *                     r = <float> 255.0
+ * 
+ *                 if g < 0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2031
+ *                 if g < 0:
+ *                     g = <float> 0.0
+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
+                              __pyx_t_10 = (__pyx_v_g > 255.0);
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2032
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ *                     g = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if b < 0:
+ */
+                                __pyx_v_g = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":2031
+ *                 if g < 0:
+ *                     g = <float> 0.0
+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2034
+ *                     g = <float> 255.0
+ * 
+ *                 if b < 0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ */
+                              __pyx_t_10 = (__pyx_v_b < 0.0);
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2035
+ * 
+ *                 if b < 0:
+ *                     b = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if b > 255:
+ *                     b = <float> 255.0
+ */
+                                __pyx_v_b = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2034
+ *                     g = <float> 255.0
+ * 
+ *                 if b < 0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2036
+ *                 if b < 0:
+ *                     b = <float> 0.0
+ *                 if b > 255:             # <<<<<<<<<<<<<<
+ *                     b = <float> 255.0
+ * 
+ */
+                              __pyx_t_10 = (__pyx_v_b > 255.0);
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2037
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ *                     b = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 rgb_array_new[i, j, 0] = <unsigned char> round_f(r)
+ */
+                                __pyx_v_b = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":2036
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+      /*try:*/ {
+
+        /* "Cielab/Cielab.pyx":2121
+ * 
+ *     with nogil:
+ *         for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):             # <<<<<<<<<<<<<<
+ *             for j in range(h):
+ * 
+ */
+        __pyx_t_9 = __pyx_v_w;
+        {
+            float __pyx_parallel_temp0 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp1 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp2 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp3 = ((float)__PYX_NAN());
+            int __pyx_parallel_temp4 = ((int)0xbad0bad0);
+            int __pyx_parallel_temp5 = ((int)0xbad0bad0);
+            float __pyx_parallel_temp6 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp7 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp8 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp9 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp10 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp11 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp12 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp13 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp14 = ((float)__PYX_NAN());
+            float __pyx_parallel_temp15 = ((float)__PYX_NAN());
+            const char *__pyx_parallel_filename = NULL; int __pyx_parallel_lineno = 0, __pyx_parallel_clineno = 0;
+            PyObject *__pyx_parallel_exc_type = NULL, *__pyx_parallel_exc_value = NULL, *__pyx_parallel_exc_tb = NULL;
+            int __pyx_parallel_why;
+            __pyx_parallel_why = 0;
+            #if ((defined(__APPLE__) || defined(__OSX__)) && (defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))))
+                #undef likely
+                #undef unlikely
+                #define likely(x)   (x)
+                #define unlikely(x) (x)
+            #endif
+            __pyx_t_7 = (__pyx_t_9 - 0 + 1 - 1/abs(1)) / 1;
+            if (__pyx_t_7 > 0)
+            {
+                #ifdef _OPENMP
+                #pragma omp parallel num_threads(__pyx_v_6Cielab_6Cielab_THREADS) private(__pyx_t_10, __pyx_t_20, __pyx_t_22, __pyx_t_23, __pyx_t_24, __pyx_t_25, __pyx_t_26, __pyx_t_27, __pyx_t_28) private(__pyx_filename, __pyx_lineno, __pyx_clineno) shared(__pyx_parallel_why, __pyx_parallel_exc_type, __pyx_parallel_exc_value, __pyx_parallel_exc_tb)
+                #endif /* _OPENMP */
+                {
+                    #ifdef _OPENMP
+                    #ifdef WITH_THREAD
+                    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
+                    #endif
+                    Py_BEGIN_ALLOW_THREADS
+                    #endif /* _OPENMP */
+                    #ifdef _OPENMP
+                    #pragma omp for lastprivate(__pyx_v_a_) lastprivate(__pyx_v_b) lastprivate(__pyx_v_b_) lastprivate(__pyx_v_g) firstprivate(__pyx_v_i) lastprivate(__pyx_v_i) lastprivate(__pyx_v_j) lastprivate(__pyx_v_l_) lastprivate(__pyx_v_ll) lastprivate(__pyx_v_r) lastprivate(__pyx_v_refX) lastprivate(__pyx_v_refY) lastprivate(__pyx_v_refZ) lastprivate(__pyx_v_tmp_) lastprivate(__pyx_v_x) lastprivate(__pyx_v_y) lastprivate(__pyx_v_z) schedule(static)
+                    #endif /* _OPENMP */
+                    for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_7; __pyx_t_8++){
+                        if (__pyx_parallel_why < 2)
+                        {
+                            __pyx_v_i = (int)(0 + 1 * __pyx_t_8);
+                            /* Initialize private variables to invalid values */
+                            __pyx_v_a_ = ((float)__PYX_NAN());
+                            __pyx_v_b = ((float)__PYX_NAN());
+                            __pyx_v_b_ = ((float)__PYX_NAN());
+                            __pyx_v_g = ((float)__PYX_NAN());
+                            __pyx_v_j = ((int)0xbad0bad0);
+                            __pyx_v_l_ = ((float)__PYX_NAN());
+                            __pyx_v_ll = ((float)__PYX_NAN());
+                            __pyx_v_r = ((float)__PYX_NAN());
+                            __pyx_v_refX = ((float)__PYX_NAN());
+                            __pyx_v_refY = ((float)__PYX_NAN());
+                            __pyx_v_refZ = ((float)__PYX_NAN());
+                            __pyx_v_tmp_ = ((float)__PYX_NAN());
+                            __pyx_v_x = ((float)__PYX_NAN());
+                            __pyx_v_y = ((float)__PYX_NAN());
+                            __pyx_v_z = ((float)__PYX_NAN());
+
+                            /* "Cielab/Cielab.pyx":2122
+ *     with nogil:
+ *         for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):
+ *             for j in range(h):             # <<<<<<<<<<<<<<
+ * 
+ *                 l_ = cielab_array[i, j, 0]
+ */
+                            __pyx_t_22 = __pyx_v_h;
+                            __pyx_t_23 = __pyx_t_22;
+                            for (__pyx_t_24 = 0; __pyx_t_24 < __pyx_t_23; __pyx_t_24+=1) {
+                              __pyx_v_j = __pyx_t_24;
+
+                              /* "Cielab/Cielab.pyx":2124
+ *             for j in range(h):
+ * 
+ *                 l_ = cielab_array[i, j, 0]             # <<<<<<<<<<<<<<
+ *                 a_ = cielab_array[i, j, 1]
+ *                 b_ = cielab_array[i, j, 2]
+ */
+                              __pyx_t_25 = __pyx_v_i;
+                              __pyx_t_26 = __pyx_v_j;
+                              __pyx_t_27 = 0;
+                              __pyx_v_l_ = (*((float *) ( /* dim=2 */ (( /* dim=1 */ (( /* dim=0 */ (__pyx_v_cielab_array.data + __pyx_t_25 * __pyx_v_cielab_array.strides[0]) ) + __pyx_t_26 * __pyx_v_cielab_array.strides[1]) ) + __pyx_t_27 * __pyx_v_cielab_array.strides[2]) )));
+
+                              /* "Cielab/Cielab.pyx":2125
+ * 
+ *                 l_ = cielab_array[i, j, 0]
+ *                 a_ = cielab_array[i, j, 1]             # <<<<<<<<<<<<<<
+ *                 b_ = cielab_array[i, j, 2]
+ * 
+ */
+                              __pyx_t_27 = __pyx_v_i;
+                              __pyx_t_26 = __pyx_v_j;
+                              __pyx_t_25 = 1;
+                              __pyx_v_a_ = (*((float *) ( /* dim=2 */ (( /* dim=1 */ (( /* dim=0 */ (__pyx_v_cielab_array.data + __pyx_t_27 * __pyx_v_cielab_array.strides[0]) ) + __pyx_t_26 * __pyx_v_cielab_array.strides[1]) ) + __pyx_t_25 * __pyx_v_cielab_array.strides[2]) )));
+
+                              /* "Cielab/Cielab.pyx":2126
+ *                 l_ = cielab_array[i, j, 0]
+ *                 a_ = cielab_array[i, j, 1]
+ *                 b_ = cielab_array[i, j, 2]             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+                              __pyx_t_25 = __pyx_v_i;
+                              __pyx_t_26 = __pyx_v_j;
+                              __pyx_t_27 = 2;
+                              __pyx_v_b_ = (*((float *) ( /* dim=2 */ (( /* dim=1 */ (( /* dim=0 */ (__pyx_v_cielab_array.data + __pyx_t_25 * __pyx_v_cielab_array.strides[0]) ) + __pyx_t_26 * __pyx_v_cielab_array.strides[1]) ) + __pyx_t_27 * __pyx_v_cielab_array.strides[2]) )));
+
+                              /* "Cielab/Cielab.pyx":2129
+ * 
+ * 
+ *                 ll = l_  * _1_255             # <<<<<<<<<<<<<<
+ * 
+ *                 a_ = a_ - avg_a * ll * <float> c1
+ */
+                              __pyx_v_ll = (__pyx_v_l_ * __pyx_v_6Cielab_6Cielab__1_255);
+
+                              /* "Cielab/Cielab.pyx":2131
+ *                 ll = l_  * _1_255
+ * 
+ *                 a_ = a_ - avg_a * ll * <float> c1             # <<<<<<<<<<<<<<
+ *                 b_ = b_ - avg_b * ll * <float> c1
+ * 
+ */
+                              __pyx_v_a_ = (__pyx_v_a_ - ((__pyx_v_avg_a * __pyx_v_ll) * ((float)__pyx_v_c1)));
+
+                              /* "Cielab/Cielab.pyx":2132
+ * 
+ *                 a_ = a_ - avg_a * ll * <float> c1
+ *                 b_ = b_ - avg_b * ll * <float> c1             # <<<<<<<<<<<<<<
+ * 
+ *                 if format_8b:
+ */
+                              __pyx_v_b_ = (__pyx_v_b_ - ((__pyx_v_avg_b * __pyx_v_ll) * ((float)__pyx_v_c1)));
+
+                              /* "Cielab/Cielab.pyx":2134
+ *                 b_ = b_ - avg_b * ll * <float> c1
+ * 
+ *                 if format_8b:             # <<<<<<<<<<<<<<
+ *                     l_ = l_ * _100_255
+ *                     a_ = a_ - <float>128.0
+ */
+                              if (__pyx_v_format_8b) {
+
+                                /* "Cielab/Cielab.pyx":2135
+ * 
+ *                 if format_8b:
+ *                     l_ = l_ * _100_255             # <<<<<<<<<<<<<<
+ *                     a_ = a_ - <float>128.0
+ *                     b_ = b_ - <float>128.0
+ */
+                                __pyx_v_l_ = (__pyx_v_l_ * __pyx_v_6Cielab_6Cielab__100_255);
+
+                                /* "Cielab/Cielab.pyx":2136
+ *                 if format_8b:
+ *                     l_ = l_ * _100_255
+ *                     a_ = a_ - <float>128.0             # <<<<<<<<<<<<<<
+ *                     b_ = b_ - <float>128.0
+ * 
+ */
+                                __pyx_v_a_ = (__pyx_v_a_ - ((float)128.0));
+
+                                /* "Cielab/Cielab.pyx":2137
+ *                     l_ = l_ * _100_255
+ *                     a_ = a_ - <float>128.0
+ *                     b_ = b_ - <float>128.0             # <<<<<<<<<<<<<<
+ * 
+ *                 refX = illuminant_model[0] * <float> 100.0
+ */
+                                __pyx_v_b_ = (__pyx_v_b_ - ((float)128.0));
+
+                                /* "Cielab/Cielab.pyx":2134
+ *                 b_ = b_ - avg_b * ll * <float> c1
+ * 
+ *                 if format_8b:             # <<<<<<<<<<<<<<
+ *                     l_ = l_ * _100_255
+ *                     a_ = a_ - <float>128.0
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2139
+ *                     b_ = b_ - <float>128.0
+ * 
+ *                 refX = illuminant_model[0] * <float> 100.0             # <<<<<<<<<<<<<<
+ *                 refY = illuminant_model[1] * <float> 100.0
+ *                 refZ = illuminant_model[2] * <float> 100.0
+ */
+                              __pyx_t_27 = 0;
+                              __pyx_v_refX = ((*((float *) ( /* dim=0 */ (__pyx_v_illuminant_model.data + __pyx_t_27 * __pyx_v_illuminant_model.strides[0]) ))) * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":2140
+ * 
+ *                 refX = illuminant_model[0] * <float> 100.0
+ *                 refY = illuminant_model[1] * <float> 100.0             # <<<<<<<<<<<<<<
+ *                 refZ = illuminant_model[2] * <float> 100.0
+ * 
+ */
+                              __pyx_t_27 = 1;
+                              __pyx_v_refY = ((*((float *) ( /* dim=0 */ (__pyx_v_illuminant_model.data + __pyx_t_27 * __pyx_v_illuminant_model.strides[0]) ))) * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":2141
+ *                 refX = illuminant_model[0] * <float> 100.0
+ *                 refY = illuminant_model[1] * <float> 100.0
+ *                 refZ = illuminant_model[2] * <float> 100.0             # <<<<<<<<<<<<<<
+ * 
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116
+ */
+                              __pyx_t_27 = 2;
+                              __pyx_v_refZ = ((*((float *) ( /* dim=0 */ (__pyx_v_illuminant_model.data + __pyx_t_27 * __pyx_v_illuminant_model.strides[0]) ))) * ((float)100.0));
+
+                              /* "Cielab/Cielab.pyx":2143
+ *                 refZ = illuminant_model[2] * <float> 100.0
+ * 
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116             # <<<<<<<<<<<<<<
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)
+ *                 y = refY * inv_f_t(tmp_)
+ */
+                              __pyx_v_tmp_ = ((__pyx_v_l_ + ((float)16.0)) * __pyx_v_6Cielab_6Cielab__1_116);
+
+                              /* "Cielab/Cielab.pyx":2144
+ * 
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)             # <<<<<<<<<<<<<<
+ *                 y = refY * inv_f_t(tmp_)
+ *                 z = refZ * inv_f_t(tmp_ - b_ * _1_200)
+ */
+                              __pyx_t_20 = __pyx_f_6Cielab_6Cielab_inv_f_t((__pyx_v_tmp_ + (__pyx_v_a_ * __pyx_v_6Cielab_6Cielab__1_500))); if (unlikely(__pyx_t_20 == ((float)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2144, __pyx_L15_error)
+                              __pyx_v_x = (__pyx_v_refX * __pyx_t_20);
+
+                              /* "Cielab/Cielab.pyx":2145
+ *                 tmp_ = (l_ + <float> 16.0) * _1_116
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)
+ *                 y = refY * inv_f_t(tmp_)             # <<<<<<<<<<<<<<
+ *                 z = refZ * inv_f_t(tmp_ - b_ * _1_200)
+ * 
+ */
+                              __pyx_t_20 = __pyx_f_6Cielab_6Cielab_inv_f_t(__pyx_v_tmp_); if (unlikely(__pyx_t_20 == ((float)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2145, __pyx_L15_error)
+                              __pyx_v_y = (__pyx_v_refY * __pyx_t_20);
+
+                              /* "Cielab/Cielab.pyx":2146
+ *                 x = refX * inv_f_t(tmp_ + a_ * _1_500)
+ *                 y = refY * inv_f_t(tmp_)
+ *                 z = refZ * inv_f_t(tmp_ - b_ * _1_200)             # <<<<<<<<<<<<<<
+ * 
+ *                 # d65
+ */
+                              __pyx_t_20 = __pyx_f_6Cielab_6Cielab_inv_f_t((__pyx_v_tmp_ - (__pyx_v_b_ * __pyx_v_6Cielab_6Cielab__1_200))); if (unlikely(__pyx_t_20 == ((float)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2146, __pyx_L15_error)
+                              __pyx_v_z = (__pyx_v_refZ * __pyx_t_20);
+
+                              /* "Cielab/Cielab.pyx":2149
+ * 
+ *                 # d65
+ *                 r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314             # <<<<<<<<<<<<<<
+ *                 g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                 b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ */
+                              __pyx_v_r = (((__pyx_v_x * ((float)3.2404542)) + (__pyx_v_y * (-((float)1.5371385)))) + (__pyx_v_z * (-((float)0.4985314))));
+
+                              /* "Cielab/Cielab.pyx":2150
+ *                 # d65
+ *                 r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+ *                 g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560             # <<<<<<<<<<<<<<
+ *                 b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ * 
+ */
+                              __pyx_v_g = (((__pyx_v_x * (-((float)0.9692660))) + (__pyx_v_y * ((float)1.8760108))) + (__pyx_v_z * ((float)0.0415560)));
+
+                              /* "Cielab/Cielab.pyx":2151
+ *                 r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+ *                 g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                 b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252             # <<<<<<<<<<<<<<
+ * 
+ *                 r = r * <float> 0.01
+ */
+                              __pyx_v_b = (((__pyx_v_x * ((float)0.0556434)) + (__pyx_v_y * (-((float)0.2040259)))) + (__pyx_v_z * ((float)1.0572252)));
+
+                              /* "Cielab/Cielab.pyx":2153
+ *                 b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ * 
+ *                 r = r * <float> 0.01             # <<<<<<<<<<<<<<
+ *                 g = g * <float> 0.01
+ *                 b = b * <float> 0.01
+ */
+                              __pyx_v_r = (__pyx_v_r * ((float)0.01));
+
+                              /* "Cielab/Cielab.pyx":2154
+ * 
+ *                 r = r * <float> 0.01
+ *                 g = g * <float> 0.01             # <<<<<<<<<<<<<<
+ *                 b = b * <float> 0.01
+ * 
+ */
+                              __pyx_v_g = (__pyx_v_g * ((float)0.01));
+
+                              /* "Cielab/Cielab.pyx":2155
+ *                 r = r * <float> 0.01
+ *                 g = g * <float> 0.01
+ *                 b = b * <float> 0.01             # <<<<<<<<<<<<<<
+ * 
+ *                 # These linear RGB values are not the final result;
+ */
+                              __pyx_v_b = (__pyx_v_b * ((float)0.01));
+
+                              /* "Cielab/Cielab.pyx":2160
+ *                 # gamma correction must still be applied. The following formula transforms
+ *                 # the linear values into sRGB:
+ *                 if r <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     r = <float> 12.92 * r
+ *                 else:
+ */
+                              __pyx_t_10 = (__pyx_v_r <= ((float)0.0031308));
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2161
+ *                 # the linear values into sRGB:
+ *                 if r <= <float>0.0031308:
+ *                     r = <float> 12.92 * r             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_r = (((float)12.92) * __pyx_v_r);
+
+                                /* "Cielab/Cielab.pyx":2160
+ *                 # gamma correction must still be applied. The following formula transforms
+ *                 # the linear values into sRGB:
+ *                 if r <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     r = <float> 12.92 * r
+ *                 else:
+ */
+                                goto __pyx_L20;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2163
+ *                     r = <float> 12.92 * r
+ *                 else:
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 if g <= <float>0.0031308:
+ */
+                              /*else*/ {
+                                __pyx_t_28 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_r, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_28 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2163, __pyx_L15_error)
+                                __pyx_v_r = __pyx_t_28;
+                              }
+                              __pyx_L20:;
+
+                              /* "Cielab/Cielab.pyx":2165
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ * 
+ *                 if g <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     g = <float> 12.92 * g
+ *                 else:
+ */
+                              __pyx_t_10 = (__pyx_v_g <= ((float)0.0031308));
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2166
+ * 
+ *                 if g <= <float>0.0031308:
+ *                     g = <float> 12.92 * g             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_g = (((float)12.92) * __pyx_v_g);
+
+                                /* "Cielab/Cielab.pyx":2165
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ * 
+ *                 if g <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     g = <float> 12.92 * g
+ *                 else:
+ */
+                                goto __pyx_L21;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2168
+ *                     g = <float> 12.92 * g
+ *                 else:
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 if b <= <float>0.0031308:
+ */
+                              /*else*/ {
+                                __pyx_t_28 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_g, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_28 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2168, __pyx_L15_error)
+                                __pyx_v_g = __pyx_t_28;
+                              }
+                              __pyx_L21:;
+
+                              /* "Cielab/Cielab.pyx":2170
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ * 
+ *                 if b <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     b = <float> 12.92 * b
+ *                 else:
+ */
+                              __pyx_t_10 = (__pyx_v_b <= ((float)0.0031308));
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2171
+ * 
+ *                 if b <= <float>0.0031308:
+ *                     b = <float> 12.92 * b             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_b = (((float)12.92) * __pyx_v_b);
+
+                                /* "Cielab/Cielab.pyx":2170
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ * 
+ *                 if b <= <float>0.0031308:             # <<<<<<<<<<<<<<
+ *                     b = <float> 12.92 * b
+ *                 else:
+ */
+                                goto __pyx_L22;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2173
+ *                     b = <float> 12.92 * b
+ *                 else:
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 r *= <float> 255.0
+ */
+                              /*else*/ {
+                                __pyx_t_28 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_b, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_28 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2173, __pyx_L15_error)
+                                __pyx_v_b = __pyx_t_28;
+                              }
+                              __pyx_L22:;
+
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+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+ * 
+ *                 r *= <float> 255.0             # <<<<<<<<<<<<<<
+ *                 g *= <float> 255.0
+ *                 b *= <float> 255.0
+ */
+                              __pyx_v_r = (__pyx_v_r * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":2176
+ * 
+ *                 r *= <float> 255.0
+ *                 g *= <float> 255.0             # <<<<<<<<<<<<<<
+ *                 b *= <float> 255.0
+ * 
+ */
+                              __pyx_v_g = (__pyx_v_g * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":2177
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+ *                 g *= <float> 255.0
+ *                 b *= <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ */
+                              __pyx_v_b = (__pyx_v_b * ((float)255.0));
+
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+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ */
+                              __pyx_t_10 = (__pyx_v_r < 0.0);
+                              if (__pyx_t_10) {
+
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+ *                 if r < 0:
+ *                     r = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if r > 255:
+ *                     r = <float> 255.0
+ */
+                                __pyx_v_r = ((float)0.0);
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+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2182
+ *                 if r < 0:
+ *                     r = <float> 0.0
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
+                              __pyx_t_10 = (__pyx_v_r > 255.0);
+                              if (__pyx_t_10) {
+
+                                /* "Cielab/Cielab.pyx":2183
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+ *                 if r > 255:
+ *                     r = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if g < 0:
+ */
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+                                /* "Cielab/Cielab.pyx":2182
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+ *                     r = <float> 0.0
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
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+
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+ *                     r = <float> 255.0
+ * 
+ *                 if g < 0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ */
+                              __pyx_t_10 = (__pyx_v_g < 0.0);
+                              if (__pyx_t_10) {
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+ * 
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+ *                 if g > 255:
+ *                     g = <float> 255.0
+ */
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+ *                     r = <float> 255.0
+ * 
+ *                 if g < 0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ */
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+
+                              /* "Cielab/Cielab.pyx":2187
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+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
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+                              if (__pyx_t_10) {
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+ *                     g = <float> 0.0
+ *                 if g > 255:
+ *                     g = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if b < 0:
+ */
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+                                /* "Cielab/Cielab.pyx":2187
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+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
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+ *                     g = <float> 255.0
+ * 
+ *                 if b < 0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ */
+                              __pyx_t_10 = (__pyx_v_b < 0.0);
+                              if (__pyx_t_10) {
+
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+ * 
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+ *                     b = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if b > 255:
+ *                     b = <float> 255.0
+ */
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+ * 
+ *                 if b < 0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ */
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+ *                 if b < 0:
+ *                     b = <float> 0.0
+ *                 if b > 255:             # <<<<<<<<<<<<<<
+ *                     b = <float> 255.0
+ * 
+ */
+                              __pyx_t_10 = (__pyx_v_b > 255.0);
+                              if (__pyx_t_10) {
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+                                /* "Cielab/Cielab.pyx":2193
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+ * 
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+ */
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+ *                     b = <float> 0.0
+ *                 if b > 255:             # <<<<<<<<<<<<<<
+ *                     b = <float> 255.0
+ * 
+ */
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+
+                              /* "Cielab/Cielab.pyx":2195
+ *                     b = <float> 255.0
+ * 
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+ *                 rgb_array[i, j, 1] = <unsigned char> round_f(g)
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+ *                 rgb_array[i, j, 1] = <unsigned char> round_f(g)             # <<<<<<<<<<<<<<
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+ * 
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+
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+ *                 rgb_array[i, j, 0] = <unsigned char> round_f(r)
+ *                 rgb_array[i, j, 1] = <unsigned char> round_f(g)
+ *                 rgb_array[i, j, 2] = <unsigned char> round_f(b)             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
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+}
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+                    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
+                    #endif
+                    __Pyx_GIVEREF(__pyx_parallel_exc_type);
+                    __Pyx_ErrRestoreWithState(__pyx_parallel_exc_type, __pyx_parallel_exc_value, __pyx_parallel_exc_tb);
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+                    __Pyx_PyGILState_Release(__pyx_gilstate_save);
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+        #if ((defined(__APPLE__) || defined(__OSX__)) && (defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))))
+            #undef likely
+            #undef unlikely
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+            #define unlikely(x) __builtin_expect(!!(x), 0)
+        #endif
+      }
+
+      /* "Cielab/Cielab.pyx":2120
+ *     cdef float [:, :, :] cielab_array = lab_array
+ * 
+ *     with nogil:             # <<<<<<<<<<<<<<
+ *         for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):
+ *             for j in range(h):
+ */
+      /*finally:*/ {
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+          Py_BLOCK_THREADS
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+  /* "Cielab/Cielab.pyx":2055
+ * @cython.initializedcheck(False)
+ * @cython.exceptval(check=False)
+ * cpdef void WhiteBalanceInplace(             # <<<<<<<<<<<<<<
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+ *         float c1=1.0,
+ */
+
+  /* function exit code */
+  goto __pyx_L0;
+  __pyx_L1_error:;
+  __Pyx_XDECREF(__pyx_t_1);
+  __PYX_XCLEAR_MEMVIEW(&__pyx_t_2, 1);
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+}
+
+/* Python wrapper */
+static PyObject *__pyx_pw_6Cielab_6Cielab_27WhiteBalanceInplace(PyObject *__pyx_self, 
+#if CYTHON_METH_FASTCALL
+PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
+#else
+PyObject *__pyx_args, PyObject *__pyx_kwds
+#endif
+); /*proto*/
+PyDoc_STRVAR(__pyx_doc_6Cielab_6Cielab_26WhiteBalanceInplace, "\n    The Gray World algorithm for illuminant estimation assumes that\n    the average color of the world is gray, or achromatic. Therefore,\n    it calculates the scene illuminant as the average RGB value in the image.\n    \n    e.g\n    >>>arr = numpy.empty((640, 480, 3), dtype=numpy.uint8)\n    >>>WhiteBalance(arr)\n    >>>WhiteBalance(arr, illuminant='d50')\n    \n    :param rgb_array: numpy.ndarray containing RGB pixels uint8 values in range 0..255\n    :param c1 :\n    :param illuminant: Illuminant white point; sting can be 'a','c','e','d50', 'd55', 'd65', 'icc'\n    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces\n        otherwise set it to False for 24 - 32-bit images (float32)\n    :return : void\n    ");
+static PyObject *__pyx_pw_6Cielab_6Cielab_27WhiteBalanceInplace(PyObject *__pyx_self, 
+#if CYTHON_METH_FASTCALL
+PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
+#else
+PyObject *__pyx_args, PyObject *__pyx_kwds
+#endif
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+  #endif
+  CYTHON_UNUSED PyObject *const *__pyx_kwvalues;
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+  int __pyx_lineno = 0;
+  const char *__pyx_filename = NULL;
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+ *        raise TypeError(
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+  /* "Cielab/Cielab.pyx":2406
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+ *         for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):
+ *             for j in range(h):
+ */
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+      #ifdef WITH_THREAD
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+ * 
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+                        if (__pyx_parallel_why < 2)
+                        {
+                            __pyx_v_i = (int)(0 + 1 * __pyx_t_6);
+                            /* Initialize private variables to invalid values */
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+                            __pyx_v_g = ((float)__PYX_NAN());
+                            __pyx_v_j = ((int)0xbad0bad0);
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+                            __pyx_v_y = ((float)__PYX_NAN());
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+ */
+                            __pyx_t_18 = __pyx_v_h;
+                            __pyx_t_19 = __pyx_t_18;
+                            for (__pyx_t_16 = 0; __pyx_t_16 < __pyx_t_19; __pyx_t_16+=1) {
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+                              __pyx_t_21 = __pyx_v_j;
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+                              /* "Cielab/Cielab.pyx":2411
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+ *                 r = pow(adobe98_array[i, j, 0] * _1_255, <float> 2.199)
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+ * 
+ */
+                              __pyx_t_22 = __pyx_v_i;
+                              __pyx_t_21 = __pyx_v_j;
+                              __pyx_t_20 = 1;
+                              __pyx_v_g = powf(((*((float *) ( /* dim=2 */ (( /* dim=1 */ (( /* dim=0 */ (__pyx_v_adobe98_array.data + __pyx_t_22 * __pyx_v_adobe98_array.strides[0]) ) + __pyx_t_21 * __pyx_v_adobe98_array.strides[1]) ) + __pyx_t_20 * __pyx_v_adobe98_array.strides[2]) ))) * __pyx_v_6Cielab_6Cielab__1_255), ((float)2.199));
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+                              /* "Cielab/Cielab.pyx":2412
+ *                 r = pow(adobe98_array[i, j, 0] * _1_255, <float> 2.199)
+ *                 g = pow(adobe98_array[i, j, 1] * _1_255, <float> 2.199)
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+ * 
+ *                 # Adobe 1998 Calibration D65
+ */
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+                              __pyx_t_21 = __pyx_v_j;
+                              __pyx_t_22 = 2;
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+                              /* "Cielab/Cielab.pyx":2415
+ * 
+ *                 # Adobe 1998 Calibration D65
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     # ADOBE RGB to XYZ [M]
+ *                     x = r * <float> 0.5767309 + g * <float> 0.1855540 + b * <float> 0.1881852
+ */
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+                              if (__pyx_t_9) {
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+                                /* "Cielab/Cielab.pyx":2417
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+                                /* "Cielab/Cielab.pyx":2418
+ *                     # ADOBE RGB to XYZ [M]
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+ *                     z = r * <float> 0.0270343 + g * <float> 0.0706872 + b * <float> 0.9911085
+ * 
+ */
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+                                /* "Cielab/Cielab.pyx":2419
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+ * 
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+                                /* "Cielab/Cielab.pyx":2422
+ * 
+ *                     # XYZ to sRGB [M]-1
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+                                /* "Cielab/Cielab.pyx":2423
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+ *                     b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ * 
+ */
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+                                /* "Cielab/Cielab.pyx":2424
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+ * 
+ *                 if ref == 'D50':
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+                                /* "Cielab/Cielab.pyx":2415
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+ *                 # Adobe 1998 Calibration D65
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+ *                     # ADOBE RGB to XYZ [M]
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+ */
+                              }
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+                              /* "Cielab/Cielab.pyx":2426
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+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # ADOBE RGB to XYZ [M]
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+                              __pyx_t_9 = (__Pyx_PyUnicode_Equals(__pyx_v_ref, __pyx_n_u_D50, Py_EQ)); if (unlikely((__pyx_t_9 < 0))) __PYX_ERR(1, 2426, __pyx_L18_error)
+                              if (__pyx_t_9) {
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+                                /* "Cielab/Cielab.pyx":2428
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+                                __pyx_v_x = (((__pyx_v_r * ((float)0.6097559)) + (__pyx_v_g * ((float)0.2052401))) + (__pyx_v_b * ((float)0.1492240)));
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+                                /* "Cielab/Cielab.pyx":2429
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+ *                     x = r * <float> 0.6097559 + g * <float> 0.2052401 + b * <float> 0.1492240
+ *                     y = r * <float> 0.3111242 + g * <float> 0.6256560 + b * <float> 0.0632197             # <<<<<<<<<<<<<<
+ *                     z = r * <float> 0.0194811 + g * <float> 0.0608902 + b * <float> 0.7448387
+ * 
+ */
+                                __pyx_v_y = (((__pyx_v_r * ((float)0.3111242)) + (__pyx_v_g * ((float)0.6256560))) + (__pyx_v_b * ((float)0.0632197)));
+
+                                /* "Cielab/Cielab.pyx":2430
+ *                     x = r * <float> 0.6097559 + g * <float> 0.2052401 + b * <float> 0.1492240
+ *                     y = r * <float> 0.3111242 + g * <float> 0.6256560 + b * <float> 0.0632197
+ *                     z = r * <float> 0.0194811 + g * <float> 0.0608902 + b * <float> 0.7448387             # <<<<<<<<<<<<<<
+ * 
+ *                     # # XYZ to sRGB [M]-1
+ */
+                                __pyx_v_z = (((__pyx_v_r * ((float)0.0194811)) + (__pyx_v_g * ((float)0.0608902))) + (__pyx_v_b * ((float)0.7448387)));
+
+                                /* "Cielab/Cielab.pyx":2433
+ * 
+ *                     # # XYZ to sRGB [M]-1
+ *                     r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146             # <<<<<<<<<<<<<<
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+ *                     b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427
+ */
+                                __pyx_v_r = (((__pyx_v_x * ((float)3.1338561)) + (__pyx_v_y * (-((float)1.6168667)))) + (__pyx_v_z * (-((float)0.4906146))));
+
+                                /* "Cielab/Cielab.pyx":2434
+ *                     # # XYZ to sRGB [M]-1
+ *                     r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540             # <<<<<<<<<<<<<<
+ *                     b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427
+ * 
+ */
+                                __pyx_v_g = (((__pyx_v_x * (-((float)0.9787684))) + (__pyx_v_y * ((float)1.9161415))) + (__pyx_v_z * ((float)0.0334540)));
+
+                                /* "Cielab/Cielab.pyx":2435
+ *                     r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+ *                     b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427             # <<<<<<<<<<<<<<
+ * 
+ *                 # These linear RGB values are not the final result;
+ */
+                                __pyx_v_b = (((__pyx_v_x * ((float)0.0719453)) + (__pyx_v_y * (-((float)0.2289914)))) + (__pyx_v_z * ((float)1.4052427)));
+
+                                /* "Cielab/Cielab.pyx":2426
+ *                     b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # ADOBE RGB to XYZ [M]
+ *                     x = r * <float> 0.6097559 + g * <float> 0.2052401 + b * <float> 0.1492240
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2440
+ *                 # gamma correction must still be applied. The following formula transforms
+ *                 # the linear values into sRGB:
+ *                 if r <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     r = <float> 12.92 * r
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_r <= ((float)0.0031308));
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2441
+ *                 # the linear values into sRGB:
+ *                 if r <= <float> 0.0031308:
+ *                     r = <float> 12.92 * r             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_r = (((float)12.92) * __pyx_v_r);
+
+                                /* "Cielab/Cielab.pyx":2440
+ *                 # gamma correction must still be applied. The following formula transforms
+ *                 # the linear values into sRGB:
+ *                 if r <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     r = <float> 12.92 * r
+ *                 else:
+ */
+                                goto __pyx_L24;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2443
+ *                     r = <float> 12.92 * r
+ *                 else:
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 if g <= <float> 0.0031308:
+ */
+                              /*else*/ {
+                                __pyx_t_23 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_r, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_23 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2443, __pyx_L18_error)
+                                __pyx_v_r = __pyx_t_23;
+                              }
+                              __pyx_L24:;
+
+                              /* "Cielab/Cielab.pyx":2445
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ * 
+ *                 if g <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     g = <float> 12.92 * g
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_g <= ((float)0.0031308));
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2446
+ * 
+ *                 if g <= <float> 0.0031308:
+ *                     g = <float> 12.92 * g             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_g = (((float)12.92) * __pyx_v_g);
+
+                                /* "Cielab/Cielab.pyx":2445
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ * 
+ *                 if g <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     g = <float> 12.92 * g
+ *                 else:
+ */
+                                goto __pyx_L25;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2448
+ *                     g = <float> 12.92 * g
+ *                 else:
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 if b <= <float> 0.0031308:
+ */
+                              /*else*/ {
+                                __pyx_t_23 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_g, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_23 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2448, __pyx_L18_error)
+                                __pyx_v_g = __pyx_t_23;
+                              }
+                              __pyx_L25:;
+
+                              /* "Cielab/Cielab.pyx":2450
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ * 
+ *                 if b <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     b = <float> 12.92 * b
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_b <= ((float)0.0031308));
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2451
+ * 
+ *                 if b <= <float> 0.0031308:
+ *                     b = <float> 12.92 * b             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_b = (((float)12.92) * __pyx_v_b);
+
+                                /* "Cielab/Cielab.pyx":2450
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ * 
+ *                 if b <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     b = <float> 12.92 * b
+ *                 else:
+ */
+                                goto __pyx_L26;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2453
+ *                     b = <float> 12.92 * b
+ *                 else:
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 r *= <float> 255.0
+ */
+                              /*else*/ {
+                                __pyx_t_23 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_b, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_23 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2453, __pyx_L18_error)
+                                __pyx_v_b = __pyx_t_23;
+                              }
+                              __pyx_L26:;
+
+                              /* "Cielab/Cielab.pyx":2455
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+ * 
+ *                 r *= <float> 255.0             # <<<<<<<<<<<<<<
+ *                 g *= <float> 255.0
+ *                 b *= <float> 255.0
+ */
+                              __pyx_v_r = (__pyx_v_r * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":2456
+ * 
+ *                 r *= <float> 255.0
+ *                 g *= <float> 255.0             # <<<<<<<<<<<<<<
+ *                 b *= <float> 255.0
+ * 
+ */
+                              __pyx_v_g = (__pyx_v_g * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":2457
+ *                 r *= <float> 255.0
+ *                 g *= <float> 255.0
+ *                 b *= <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ */
+                              __pyx_v_b = (__pyx_v_b * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":2460
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ */
+                              __pyx_t_9 = (__pyx_v_r < 0.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2461
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:
+ *                     r = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if r > 255:
+ *                     r = <float> 255.0
+ */
+                                __pyx_v_r = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2460
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2462
+ *                 if r < 0:
+ *                     r = <float> 0.0
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
+                              __pyx_t_9 = (__pyx_v_r > 255.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2463
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ *                     r = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if g < 0:
+ */
+                                __pyx_v_r = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":2462
+ *                 if r < 0:
+ *                     r = <float> 0.0
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2465
+ *                     r = <float> 255.0
+ * 
+ *                 if g < 0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ */
+                              __pyx_t_9 = (__pyx_v_g < 0.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2466
+ * 
+ *                 if g < 0:
+ *                     g = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if g > 255:
+ *                     g = <float> 255.0
+ */
+                                __pyx_v_g = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2465
+ *                     r = <float> 255.0
+ * 
+ *                 if g < 0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2467
+ *                 if g < 0:
+ *                     g = <float> 0.0
+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
+                              __pyx_t_9 = (__pyx_v_g > 255.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2468
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ *                     g = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if b < 0:
+ */
+                                __pyx_v_g = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":2467
+ *                 if g < 0:
+ *                     g = <float> 0.0
+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2470
+ *                     g = <float> 255.0
+ * 
+ *                 if b < 0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ */
+                              __pyx_t_9 = (__pyx_v_b < 0.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2471
+ * 
+ *                 if b < 0:
+ *                     b = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if b > 255:
+ *                     b = <float> 255.0
+ */
+                                __pyx_v_b = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2470
+ *                     g = <float> 255.0
+ * 
+ *                 if b < 0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2472
+ *                 if b < 0:
+ *                     b = <float> 0.0
+ *                 if b > 255:             # <<<<<<<<<<<<<<
+ *                     b = <float> 255.0
+ * 
+ */
+                              __pyx_t_9 = (__pyx_v_b > 255.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2473
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ *                     b = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 rgb_array[i, j, 0] = <unsigned char> r
+ */
+                                __pyx_v_b = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":2472
+ *                 if b < 0:
+ *                     b = <float> 0.0
+ *                 if b > 255:             # <<<<<<<<<<<<<<
+ *                     b = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2475
+ *                     b = <float> 255.0
+ * 
+ *                 rgb_array[i, j, 0] = <unsigned char> r             # <<<<<<<<<<<<<<
+ *                 rgb_array[i, j, 1] = <unsigned char> g
+ *                 rgb_array[i, j, 2] = <unsigned char> b
+ */
+                              __pyx_t_22 = __pyx_v_i;
+                              __pyx_t_21 = __pyx_v_j;
+                              __pyx_t_20 = 0;
+                              *((unsigned char *) ( /* dim=2 */ ((char *) (((unsigned char *) ( /* dim=1 */ (( /* dim=0 */ (__pyx_v_rgb_array.data + __pyx_t_22 * __pyx_v_rgb_array.strides[0]) ) + __pyx_t_21 * __pyx_v_rgb_array.strides[1]) )) + __pyx_t_20)) )) = ((unsigned char)__pyx_v_r);
+
+                              /* "Cielab/Cielab.pyx":2476
+ * 
+ *                 rgb_array[i, j, 0] = <unsigned char> r
+ *                 rgb_array[i, j, 1] = <unsigned char> g             # <<<<<<<<<<<<<<
+ *                 rgb_array[i, j, 2] = <unsigned char> b
+ * 
+ */
+                              __pyx_t_20 = __pyx_v_i;
+                              __pyx_t_21 = __pyx_v_j;
+                              __pyx_t_22 = 1;
+                              *((unsigned char *) ( /* dim=2 */ ((char *) (((unsigned char *) ( /* dim=1 */ (( /* dim=0 */ (__pyx_v_rgb_array.data + __pyx_t_20 * __pyx_v_rgb_array.strides[0]) ) + __pyx_t_21 * __pyx_v_rgb_array.strides[1]) )) + __pyx_t_22)) )) = ((unsigned char)__pyx_v_g);
+
+                              /* "Cielab/Cielab.pyx":2477
+ *                 rgb_array[i, j, 0] = <unsigned char> r
+ *                 rgb_array[i, j, 1] = <unsigned char> g
+ *                 rgb_array[i, j, 2] = <unsigned char> b             # <<<<<<<<<<<<<<
+ * 
+ *     return numpy.asarray(rgb_array)
+ */
+                              __pyx_t_22 = __pyx_v_i;
+                              __pyx_t_21 = __pyx_v_j;
+                              __pyx_t_20 = 2;
+                              *((unsigned char *) ( /* dim=2 */ ((char *) (((unsigned char *) ( /* dim=1 */ (( /* dim=0 */ (__pyx_v_rgb_array.data + __pyx_t_22 * __pyx_v_rgb_array.strides[0]) ) + __pyx_t_21 * __pyx_v_rgb_array.strides[1]) )) + __pyx_t_20)) )) = ((unsigned char)__pyx_v_b);
+                            }
+                            goto __pyx_L34;
+                            __pyx_L18_error:;
+                            {
+                                #ifdef WITH_THREAD
+                                PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
+                                #endif
+                                #ifdef _OPENMP
+                                #pragma omp flush(__pyx_parallel_exc_type)
+                                #endif /* _OPENMP */
+                                if (!__pyx_parallel_exc_type) {
+                                  __Pyx_ErrFetchWithState(&__pyx_parallel_exc_type, &__pyx_parallel_exc_value, &__pyx_parallel_exc_tb);
+                                  __pyx_parallel_filename = __pyx_filename; __pyx_parallel_lineno = __pyx_lineno; __pyx_parallel_clineno = __pyx_clineno;
+                                  __Pyx_GOTREF(__pyx_parallel_exc_type);
+                                }
+                                #ifdef WITH_THREAD
+                                __Pyx_PyGILState_Release(__pyx_gilstate_save);
+                                #endif
+                            }
+                            __pyx_parallel_why = 4;
+                            goto __pyx_L33;
+                            __pyx_L33:;
+                            #ifdef _OPENMP
+                            #pragma omp critical(__pyx_parallel_lastprivates3)
+                            #endif /* _OPENMP */
+                            {
+                                __pyx_parallel_temp0 = __pyx_v_b;
+                                __pyx_parallel_temp1 = __pyx_v_g;
+                                __pyx_parallel_temp2 = __pyx_v_i;
+                                __pyx_parallel_temp3 = __pyx_v_j;
+                                __pyx_parallel_temp4 = __pyx_v_r;
+                                __pyx_parallel_temp5 = __pyx_v_x;
+                                __pyx_parallel_temp6 = __pyx_v_y;
+                                __pyx_parallel_temp7 = __pyx_v_z;
+                            }
+                            __pyx_L34:;
+                            #ifdef _OPENMP
+                            #pragma omp flush(__pyx_parallel_why)
+                            #endif /* _OPENMP */
+                        }
+                    }
+                    #ifdef _OPENMP
+                    Py_END_ALLOW_THREADS
+                    #else
+{
+#ifdef WITH_THREAD
+                    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
+                    #endif
+                    #endif /* _OPENMP */
+                    /* Clean up any temporaries */
+                    #ifdef WITH_THREAD
+                    __Pyx_PyGILState_Release(__pyx_gilstate_save);
+                    #endif
+                    #ifndef _OPENMP
+}
+#endif /* _OPENMP */
+                }
+            }
+            if (__pyx_parallel_exc_type) {
+              /* This may have been overridden by a continue, break or return in another thread. Prefer the error. */
+              __pyx_parallel_why = 4;
+            }
+            if (__pyx_parallel_why) {
+              __pyx_v_b = __pyx_parallel_temp0;
+              __pyx_v_g = __pyx_parallel_temp1;
+              __pyx_v_i = __pyx_parallel_temp2;
+              __pyx_v_j = __pyx_parallel_temp3;
+              __pyx_v_r = __pyx_parallel_temp4;
+              __pyx_v_x = __pyx_parallel_temp5;
+              __pyx_v_y = __pyx_parallel_temp6;
+              __pyx_v_z = __pyx_parallel_temp7;
+              switch (__pyx_parallel_why) {
+                    case 4:
+                {
+                    #ifdef WITH_THREAD
+                    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
+                    #endif
+                    __Pyx_GIVEREF(__pyx_parallel_exc_type);
+                    __Pyx_ErrRestoreWithState(__pyx_parallel_exc_type, __pyx_parallel_exc_value, __pyx_parallel_exc_tb);
+                    __pyx_filename = __pyx_parallel_filename; __pyx_lineno = __pyx_parallel_lineno; __pyx_clineno = __pyx_parallel_clineno;
+                    #ifdef WITH_THREAD
+                    __Pyx_PyGILState_Release(__pyx_gilstate_save);
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+                                /* "Cielab/Cielab.pyx":2570
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+
+                                /* "Cielab/Cielab.pyx":2575
+ *                     g = g / <float> 12.92
+ * 
+ *                 if b > 0.04045:             # <<<<<<<<<<<<<<
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                                goto __pyx_L21;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2578
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ *                     b = b / <float> 12.92             # <<<<<<<<<<<<<<
+ * 
+ *                 if ref == 'D65':
+ */
+                              /*else*/ {
+                                __pyx_v_b = (__pyx_v_b / ((float)12.92));
+                              }
+                              __pyx_L21:;
+
+                              /* "Cielab/Cielab.pyx":2580
+ *                     b = b / <float> 12.92
+ * 
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ */
+                              __pyx_t_9 = (__Pyx_PyUnicode_Equals(__pyx_v_ref, __pyx_n_u_D65, Py_EQ)); if (unlikely((__pyx_t_9 < 0))) __PYX_ERR(1, 2580, __pyx_L15_error)
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2582
+ *                 if ref == 'D65':
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375             # <<<<<<<<<<<<<<
+ *                     y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ */
+                                __pyx_v_x = (((__pyx_v_r * ((float)0.4124564)) + (__pyx_v_g * ((float)0.3575761))) + (__pyx_v_b * ((float)0.1804375)));
+
+                                /* "Cielab/Cielab.pyx":2583
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ *                     y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750             # <<<<<<<<<<<<<<
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ * 
+ */
+                                __pyx_v_y = (((__pyx_v_r * ((float)0.2126729)) + (__pyx_v_g * ((float)0.7151522))) + (__pyx_v_b * ((float)0.0721750)));
+
+                                /* "Cielab/Cielab.pyx":2584
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ *                     y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041             # <<<<<<<<<<<<<<
+ * 
+ *                 if ref == 'D50':
+ */
+                                __pyx_v_z = (((__pyx_v_r * ((float)0.0193339)) + (__pyx_v_g * ((float)0.1191920))) + (__pyx_v_b * ((float)0.9503041)));
+
+                                /* "Cielab/Cielab.pyx":2580
+ *                     b = b / <float> 12.92
+ * 
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2586
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # d50
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+ */
+                              __pyx_t_9 = (__Pyx_PyUnicode_Equals(__pyx_v_ref, __pyx_n_u_D50, Py_EQ)); if (unlikely((__pyx_t_9 < 0))) __PYX_ERR(1, 2586, __pyx_L15_error)
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2588
+ *                 if ref == 'D50':
+ *                     # d50
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804             # <<<<<<<<<<<<<<
+ *                     y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169
+ *                     z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733
+ */
+                                __pyx_v_x = (((__pyx_v_r * ((float)0.4360747)) + (__pyx_v_g * ((float)0.3850649))) + (__pyx_v_b * ((float)0.1430804)));
+
+                                /* "Cielab/Cielab.pyx":2589
+ *                     # d50
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+ *                     y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169             # <<<<<<<<<<<<<<
+ *                     z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733
+ * 
+ */
+                                __pyx_v_y = (((__pyx_v_r * ((float)0.2225045)) + (__pyx_v_g * ((float)0.7168786))) + (__pyx_v_b * ((float)0.0606169)));
+
+                                /* "Cielab/Cielab.pyx":2590
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+ *                     y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169
+ *                     z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733             # <<<<<<<<<<<<<<
+ * 
+ *                 # ------------- RGB TO XYZ END --------------------
+ */
+                                __pyx_v_z = (((__pyx_v_r * ((float)0.0139322)) + (__pyx_v_g * ((float)0.0971045))) + (__pyx_v_b * ((float)0.7141733)));
+
+                                /* "Cielab/Cielab.pyx":2586
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # d50
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2596
+ *                 # ------------- XYZ TO ADOBE98 --------------------
+ * 
+ *                 xa = x * k1 * (yw / xw) + xk             # <<<<<<<<<<<<<<
+ *                 ya = y * k0 + yk
+ *                 za = z * k2 * (yw / zw) + zk
+ */
+                              __pyx_v_xa = (((__pyx_v_x * __pyx_v_k1) * (__pyx_v_6Cielab_6Cielab_yw / __pyx_v_6Cielab_6Cielab_xw)) + __pyx_v_6Cielab_6Cielab_xk);
+
+                              /* "Cielab/Cielab.pyx":2597
+ * 
+ *                 xa = x * k1 * (yw / xw) + xk
+ *                 ya = y * k0 + yk             # <<<<<<<<<<<<<<
+ *                 za = z * k2 * (yw / zw) + zk
+ * 
+ */
+                              __pyx_v_ya = ((__pyx_v_y * __pyx_v_k0) + __pyx_v_6Cielab_6Cielab_yk);
+
+                              /* "Cielab/Cielab.pyx":2598
+ *                 xa = x * k1 * (yw / xw) + xk
+ *                 ya = y * k0 + yk
+ *                 za = z * k2 * (yw / zw) + zk             # <<<<<<<<<<<<<<
+ * 
+ *                 x = (xa - xk) / k1 * (xw / yw)
+ */
+                              __pyx_v_za = (((__pyx_v_z * __pyx_v_k2) * (__pyx_v_6Cielab_6Cielab_yw / __pyx_v_6Cielab_6Cielab_zw)) + __pyx_v_6Cielab_6Cielab_zk);
+
+                              /* "Cielab/Cielab.pyx":2600
+ *                 za = z * k2 * (yw / zw) + zk
+ * 
+ *                 x = (xa - xk) / k1 * (xw / yw)             # <<<<<<<<<<<<<<
+ *                 y = (ya - yk) / k0
+ *                 z = (za - zk) / k2 * (zw / yw)
+ */
+                              __pyx_v_x = (((__pyx_v_xa - __pyx_v_6Cielab_6Cielab_xk) / __pyx_v_k1) * (__pyx_v_6Cielab_6Cielab_xw / __pyx_v_6Cielab_6Cielab_yw));
+
+                              /* "Cielab/Cielab.pyx":2601
+ * 
+ *                 x = (xa - xk) / k1 * (xw / yw)
+ *                 y = (ya - yk) / k0             # <<<<<<<<<<<<<<
+ *                 z = (za - zk) / k2 * (zw / yw)
+ * 
+ */
+                              __pyx_v_y = ((__pyx_v_ya - __pyx_v_6Cielab_6Cielab_yk) / __pyx_v_k0);
+
+                              /* "Cielab/Cielab.pyx":2602
+ *                 x = (xa - xk) / k1 * (xw / yw)
+ *                 y = (ya - yk) / k0
+ *                 z = (za - zk) / k2 * (zw / yw)             # <<<<<<<<<<<<<<
+ * 
+ *                 if ref == 'D65':
+ */
+                              __pyx_v_z = (((__pyx_v_za - __pyx_v_6Cielab_6Cielab_zk) / __pyx_v_k2) * (__pyx_v_6Cielab_6Cielab_zw / __pyx_v_6Cielab_6Cielab_yw));
+
+                              /* "Cielab/Cielab.pyx":2604
+ *                 z = (za - zk) / k2 * (zw / yw)
+ * 
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     # Adobe 1998 Calibration D65
+ *                     r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944
+ */
+                              __pyx_t_9 = (__Pyx_PyUnicode_Equals(__pyx_v_ref, __pyx_n_u_D65, Py_EQ)); if (unlikely((__pyx_t_9 < 0))) __PYX_ERR(1, 2604, __pyx_L15_error)
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2606
+ *                 if ref == 'D65':
+ *                     # Adobe 1998 Calibration D65
+ *                     r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944             # <<<<<<<<<<<<<<
+ *                     g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                     b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096
+ */
+                                __pyx_v_r = (((__pyx_v_x * ((float)2.0413690)) + (__pyx_v_y * (-((float)0.5649464)))) + (__pyx_v_z * (-((float)0.3446944))));
+
+                                /* "Cielab/Cielab.pyx":2607
+ *                     # Adobe 1998 Calibration D65
+ *                     r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944
+ *                     g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560             # <<<<<<<<<<<<<<
+ *                     b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096
+ * 
+ */
+                                __pyx_v_g = (((__pyx_v_x * (-((float)0.9692660))) + (__pyx_v_y * ((float)1.8760108))) + (__pyx_v_z * ((float)0.0415560)));
+
+                                /* "Cielab/Cielab.pyx":2608
+ *                     r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944
+ *                     g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                     b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096             # <<<<<<<<<<<<<<
+ * 
+ *                 if ref == 'D50':
+ */
+                                __pyx_v_b = (((__pyx_v_x * ((float)0.0134474)) + (__pyx_v_y * (-((float)0.1183897)))) + (__pyx_v_z * ((float)1.0154096)));
+
+                                /* "Cielab/Cielab.pyx":2604
+ *                 z = (za - zk) / k2 * (zw / yw)
+ * 
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     # Adobe 1998 Calibration D65
+ *                     r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2610
+ *                     b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # D50
+ *                     r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404
+ */
+                              __pyx_t_9 = (__Pyx_PyUnicode_Equals(__pyx_v_ref, __pyx_n_u_D50, Py_EQ)); if (unlikely((__pyx_t_9 < 0))) __PYX_ERR(1, 2610, __pyx_L15_error)
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2612
+ *                 if ref == 'D50':
+ *                     # D50
+ *                     r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404             # <<<<<<<<<<<<<<
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+ *                     b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655
+ */
+                                __pyx_v_r = (((__pyx_v_x * ((float)1.9624274)) + (__pyx_v_y * (-((float)0.6105343)))) + (__pyx_v_z * (-((float)0.3413404))));
+
+                                /* "Cielab/Cielab.pyx":2613
+ *                     # D50
+ *                     r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540             # <<<<<<<<<<<<<<
+ *                     b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655
+ * 
+ */
+                                __pyx_v_g = (((__pyx_v_x * (-((float)0.9787684))) + (__pyx_v_y * ((float)1.9161415))) + (__pyx_v_z * ((float)0.0334540)));
+
+                                /* "Cielab/Cielab.pyx":2614
+ *                     r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+ *                     b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655             # <<<<<<<<<<<<<<
+ * 
+ *                 if r < 0.0:
+ */
+                                __pyx_v_b = (((__pyx_v_x * ((float)0.0286869)) + (__pyx_v_y * (-((float)0.1406752)))) + (__pyx_v_z * ((float)1.3487655)));
+
+                                /* "Cielab/Cielab.pyx":2610
+ *                     b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # D50
+ *                     r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2616
+ *                     b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655
+ * 
+ *                 if r < 0.0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_r < 0.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2617
+ * 
+ *                 if r < 0.0:
+ *                     r = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     r = <float> 255.0 * pow(r, ADOBE_GAMMA)
+ */
+                                __pyx_v_r = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2616
+ *                     b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655
+ * 
+ *                 if r < 0.0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 else:
+ */
+                                goto __pyx_L26;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2619
+ *                     r = <float> 0.0
+ *                 else:
+ *                     r = <float> 255.0 * pow(r, ADOBE_GAMMA)             # <<<<<<<<<<<<<<
+ * 
+ *                 if g < 0.0:
+ */
+                              /*else*/ {
+                                __pyx_v_r = (((float)255.0) * powf(__pyx_v_r, __pyx_v_6Cielab_6Cielab_ADOBE_GAMMA));
+                              }
+                              __pyx_L26:;
+
+                              /* "Cielab/Cielab.pyx":2621
+ *                     r = <float> 255.0 * pow(r, ADOBE_GAMMA)
+ * 
+ *                 if g < 0.0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_g < 0.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2622
+ * 
+ *                 if g < 0.0:
+ *                     g = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     g = <float> 255.0 * pow(g, ADOBE_GAMMA)
+ */
+                                __pyx_v_g = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2621
+ *                     r = <float> 255.0 * pow(r, ADOBE_GAMMA)
+ * 
+ *                 if g < 0.0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 else:
+ */
+                                goto __pyx_L27;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2624
+ *                     g = <float> 0.0
+ *                 else:
+ *                     g = <float> 255.0 * pow(g, ADOBE_GAMMA)             # <<<<<<<<<<<<<<
+ * 
+ *                 if b < 0.0:
+ */
+                              /*else*/ {
+                                __pyx_v_g = (((float)255.0) * powf(__pyx_v_g, __pyx_v_6Cielab_6Cielab_ADOBE_GAMMA));
+                              }
+                              __pyx_L27:;
+
+                              /* "Cielab/Cielab.pyx":2626
+ *                     g = <float> 255.0 * pow(g, ADOBE_GAMMA)
+ * 
+ *                 if b < 0.0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_b < 0.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2627
+ * 
+ *                 if b < 0.0:
+ *                     b = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     b = <float> 255.0 * pow(b, ADOBE_GAMMA)
+ */
+                                __pyx_v_b = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2626
+ *                     g = <float> 255.0 * pow(g, ADOBE_GAMMA)
+ * 
+ *                 if b < 0.0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 else:
+ */
+                                goto __pyx_L28;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2629
+ *                     b = <float> 0.0
+ *                 else:
+ *                     b = <float> 255.0 * pow(b, ADOBE_GAMMA)             # <<<<<<<<<<<<<<
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ */
+                              /*else*/ {
+                                __pyx_v_b = (((float)255.0) * powf(__pyx_v_b, __pyx_v_6Cielab_6Cielab_ADOBE_GAMMA));
+                              }
+                              __pyx_L28:;
+
+                              /* "Cielab/Cielab.pyx":2632
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
+                              __pyx_t_9 = (__pyx_v_r > 255.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2633
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r > 255:
+ *                     r = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if g > 255:
+ */
+                                __pyx_v_r = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":2632
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2635
+ *                     r = <float> 255.0
+ * 
+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
+                              __pyx_t_9 = (__pyx_v_g > 255.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2636
+ * 
+ *                 if g > 255:
+ *                     g = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if b > 255:
+ */
+                                __pyx_v_g = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":2635
+ *                     r = <float> 255.0
+ * 
+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2638
+ *                     g = <float> 255.0
+ * 
+ *                 if b > 255:             # <<<<<<<<<<<<<<
+ *                     b = <float> 255.0
+ * 
+ */
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+ */
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+ *                 b = pow(b, <float>2.2)
+ * 
+ *                 if r > 0.04045:             # <<<<<<<<<<<<<<
+ *                     r = ((r + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                                goto __pyx_L19;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2735
+ *                     r = ((r + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ *                     r = r / <float> 12.92             # <<<<<<<<<<<<<<
+ * 
+ *                 if g > 0.04045:
+ */
+                              /*else*/ {
+                                __pyx_v_r = (__pyx_v_r / ((float)12.92));
+                              }
+                              __pyx_L19:;
+
+                              /* "Cielab/Cielab.pyx":2737
+ *                     r = r / <float> 12.92
+ * 
+ *                 if g > 0.04045:             # <<<<<<<<<<<<<<
+ *                     g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_g > 0.04045);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2738
+ * 
+ *                 if g > 0.04045:
+ *                     g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     g = g / <float> 12.92
+ */
+                                __pyx_v_g = powf(((__pyx_v_g + ((float)0.055)) / ((float)1.055)), ((float)2.4));
+
+                                /* "Cielab/Cielab.pyx":2737
+ *                     r = r / <float> 12.92
+ * 
+ *                 if g > 0.04045:             # <<<<<<<<<<<<<<
+ *                     g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                                goto __pyx_L20;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2740
+ *                     g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ *                     g = g / <float> 12.92             # <<<<<<<<<<<<<<
+ * 
+ *                 if b > 0.04045:
+ */
+                              /*else*/ {
+                                __pyx_v_g = (__pyx_v_g / ((float)12.92));
+                              }
+                              __pyx_L20:;
+
+                              /* "Cielab/Cielab.pyx":2742
+ *                     g = g / <float> 12.92
+ * 
+ *                 if b > 0.04045:             # <<<<<<<<<<<<<<
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_b > 0.04045);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2743
+ * 
+ *                 if b > 0.04045:
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     b = b / <float> 12.92
+ */
+                                __pyx_v_b = powf(((__pyx_v_b + ((float)0.055)) / ((float)1.055)), ((float)2.4));
+
+                                /* "Cielab/Cielab.pyx":2742
+ *                     g = g / <float> 12.92
+ * 
+ *                 if b > 0.04045:             # <<<<<<<<<<<<<<
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                                goto __pyx_L21;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2745
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ *                     b = b / <float> 12.92             # <<<<<<<<<<<<<<
+ * 
+ *                 if ref == 'D65':
+ */
+                              /*else*/ {
+                                __pyx_v_b = (__pyx_v_b / ((float)12.92));
+                              }
+                              __pyx_L21:;
+
+                              /* "Cielab/Cielab.pyx":2747
+ *                     b = b / <float> 12.92
+ * 
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ */
+                              __pyx_t_9 = (__Pyx_PyUnicode_Equals(__pyx_v_ref, __pyx_n_u_D65, Py_EQ)); if (unlikely((__pyx_t_9 < 0))) __PYX_ERR(1, 2747, __pyx_L15_error)
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2749
+ *                 if ref == 'D65':
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375             # <<<<<<<<<<<<<<
+ *                     y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ */
+                                __pyx_v_x = (((__pyx_v_r * ((float)0.4124564)) + (__pyx_v_g * ((float)0.3575761))) + (__pyx_v_b * ((float)0.1804375)));
+
+                                /* "Cielab/Cielab.pyx":2750
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ *                     y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750             # <<<<<<<<<<<<<<
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ * 
+ */
+                                __pyx_v_y = (((__pyx_v_r * ((float)0.2126729)) + (__pyx_v_g * ((float)0.7151522))) + (__pyx_v_b * ((float)0.0721750)));
+
+                                /* "Cielab/Cielab.pyx":2751
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ *                     y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041             # <<<<<<<<<<<<<<
+ * 
+ *                 if ref == 'D50':
+ */
+                                __pyx_v_z = (((__pyx_v_r * ((float)0.0193339)) + (__pyx_v_g * ((float)0.1191920))) + (__pyx_v_b * ((float)0.9503041)));
+
+                                /* "Cielab/Cielab.pyx":2747
+ *                     b = b / <float> 12.92
+ * 
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2753
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # d50
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+ */
+                              __pyx_t_9 = (__Pyx_PyUnicode_Equals(__pyx_v_ref, __pyx_n_u_D50, Py_EQ)); if (unlikely((__pyx_t_9 < 0))) __PYX_ERR(1, 2753, __pyx_L15_error)
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2755
+ *                 if ref == 'D50':
+ *                     # d50
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804             # <<<<<<<<<<<<<<
+ *                     y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169
+ *                     z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733
+ */
+                                __pyx_v_x = (((__pyx_v_r * ((float)0.4360747)) + (__pyx_v_g * ((float)0.3850649))) + (__pyx_v_b * ((float)0.1430804)));
+
+                                /* "Cielab/Cielab.pyx":2756
+ *                     # d50
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+ *                     y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169             # <<<<<<<<<<<<<<
+ *                     z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733
+ * 
+ */
+                                __pyx_v_y = (((__pyx_v_r * ((float)0.2225045)) + (__pyx_v_g * ((float)0.7168786))) + (__pyx_v_b * ((float)0.0606169)));
+
+                                /* "Cielab/Cielab.pyx":2757
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+ *                     y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169
+ *                     z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733             # <<<<<<<<<<<<<<
+ * 
+ *                 xa = x * k1 * (yw / xw) + xk
+ */
+                                __pyx_v_z = (((__pyx_v_r * ((float)0.0139322)) + (__pyx_v_g * ((float)0.0971045))) + (__pyx_v_b * ((float)0.7141733)));
+
+                                /* "Cielab/Cielab.pyx":2753
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # d50
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2759
+ *                     z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733
+ * 
+ *                 xa = x * k1 * (yw / xw) + xk             # <<<<<<<<<<<<<<
+ *                 ya = y * k0 + yk
+ *                 za = z * k2 * (yw / zw) + zk
+ */
+                              __pyx_v_xa = (((__pyx_v_x * __pyx_v_k1) * (__pyx_v_6Cielab_6Cielab_yw / __pyx_v_6Cielab_6Cielab_xw)) + __pyx_v_6Cielab_6Cielab_xk);
+
+                              /* "Cielab/Cielab.pyx":2760
+ * 
+ *                 xa = x * k1 * (yw / xw) + xk
+ *                 ya = y * k0 + yk             # <<<<<<<<<<<<<<
+ *                 za = z * k2 * (yw / zw) + zk
+ * 
+ */
+                              __pyx_v_ya = ((__pyx_v_y * __pyx_v_k0) + __pyx_v_6Cielab_6Cielab_yk);
+
+                              /* "Cielab/Cielab.pyx":2761
+ *                 xa = x * k1 * (yw / xw) + xk
+ *                 ya = y * k0 + yk
+ *                 za = z * k2 * (yw / zw) + zk             # <<<<<<<<<<<<<<
+ * 
+ *                 x = (xa - xk) / k1 * (xw / yw)
+ */
+                              __pyx_v_za = (((__pyx_v_z * __pyx_v_k2) * (__pyx_v_6Cielab_6Cielab_yw / __pyx_v_6Cielab_6Cielab_zw)) + __pyx_v_6Cielab_6Cielab_zk);
+
+                              /* "Cielab/Cielab.pyx":2763
+ *                 za = z * k2 * (yw / zw) + zk
+ * 
+ *                 x = (xa - xk) / k1 * (xw / yw)             # <<<<<<<<<<<<<<
+ *                 y = (ya - yk) / k0
+ *                 z = (za - zk) / k2 * (zw / yw)
+ */
+                              __pyx_v_x = (((__pyx_v_xa - __pyx_v_6Cielab_6Cielab_xk) / __pyx_v_k1) * (__pyx_v_6Cielab_6Cielab_xw / __pyx_v_6Cielab_6Cielab_yw));
+
+                              /* "Cielab/Cielab.pyx":2764
+ * 
+ *                 x = (xa - xk) / k1 * (xw / yw)
+ *                 y = (ya - yk) / k0             # <<<<<<<<<<<<<<
+ *                 z = (za - zk) / k2 * (zw / yw)
+ * 
+ */
+                              __pyx_v_y = ((__pyx_v_ya - __pyx_v_6Cielab_6Cielab_yk) / __pyx_v_k0);
+
+                              /* "Cielab/Cielab.pyx":2765
+ *                 x = (xa - xk) / k1 * (xw / yw)
+ *                 y = (ya - yk) / k0
+ *                 z = (za - zk) / k2 * (zw / yw)             # <<<<<<<<<<<<<<
+ * 
+ *                 if ref == 'D65':
+ */
+                              __pyx_v_z = (((__pyx_v_za - __pyx_v_6Cielab_6Cielab_zk) / __pyx_v_k2) * (__pyx_v_6Cielab_6Cielab_zw / __pyx_v_6Cielab_6Cielab_yw));
+
+                              /* "Cielab/Cielab.pyx":2767
+ *                 z = (za - zk) / k2 * (zw / yw)
+ * 
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     # Adobe 1998 Calibration D65
+ *                     r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944
+ */
+                              __pyx_t_9 = (__Pyx_PyUnicode_Equals(__pyx_v_ref, __pyx_n_u_D65, Py_EQ)); if (unlikely((__pyx_t_9 < 0))) __PYX_ERR(1, 2767, __pyx_L15_error)
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2769
+ *                 if ref == 'D65':
+ *                     # Adobe 1998 Calibration D65
+ *                     r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944             # <<<<<<<<<<<<<<
+ *                     g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                     b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096
+ */
+                                __pyx_v_r = (((__pyx_v_x * ((float)2.0413690)) + (__pyx_v_y * (-((float)0.5649464)))) + (__pyx_v_z * (-((float)0.3446944))));
+
+                                /* "Cielab/Cielab.pyx":2770
+ *                     # Adobe 1998 Calibration D65
+ *                     r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944
+ *                     g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560             # <<<<<<<<<<<<<<
+ *                     b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096
+ * 
+ */
+                                __pyx_v_g = (((__pyx_v_x * (-((float)0.9692660))) + (__pyx_v_y * ((float)1.8760108))) + (__pyx_v_z * ((float)0.0415560)));
+
+                                /* "Cielab/Cielab.pyx":2771
+ *                     r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944
+ *                     g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                     b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096             # <<<<<<<<<<<<<<
+ * 
+ *                 if ref == 'D50':
+ */
+                                __pyx_v_b = (((__pyx_v_x * ((float)0.0134474)) + (__pyx_v_y * (-((float)0.1183897)))) + (__pyx_v_z * ((float)1.0154096)));
+
+                                /* "Cielab/Cielab.pyx":2767
+ *                 z = (za - zk) / k2 * (zw / yw)
+ * 
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     # Adobe 1998 Calibration D65
+ *                     r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2773
+ *                     b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # D50
+ *                     r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404
+ */
+                              __pyx_t_9 = (__Pyx_PyUnicode_Equals(__pyx_v_ref, __pyx_n_u_D50, Py_EQ)); if (unlikely((__pyx_t_9 < 0))) __PYX_ERR(1, 2773, __pyx_L15_error)
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2775
+ *                 if ref == 'D50':
+ *                     # D50
+ *                     r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404             # <<<<<<<<<<<<<<
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+ *                     b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655
+ */
+                                __pyx_v_r = (((__pyx_v_x * ((float)1.9624274)) + (__pyx_v_y * (-((float)0.6105343)))) + (__pyx_v_z * (-((float)0.3413404))));
+
+                                /* "Cielab/Cielab.pyx":2776
+ *                     # D50
+ *                     r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540             # <<<<<<<<<<<<<<
+ *                     b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655
+ * 
+ */
+                                __pyx_v_g = (((__pyx_v_x * (-((float)0.9787684))) + (__pyx_v_y * ((float)1.9161415))) + (__pyx_v_z * ((float)0.0334540)));
+
+                                /* "Cielab/Cielab.pyx":2777
+ *                     r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+ *                     b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655             # <<<<<<<<<<<<<<
+ * 
+ *                 if r < 0.0:
+ */
+                                __pyx_v_b = (((__pyx_v_x * ((float)0.0286869)) + (__pyx_v_y * (-((float)0.1406752)))) + (__pyx_v_z * ((float)1.3487655)));
+
+                                /* "Cielab/Cielab.pyx":2773
+ *                     b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # D50
+ *                     r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2779
+ *                     b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655
+ * 
+ *                 if r < 0.0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_r < 0.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2780
+ * 
+ *                 if r < 0.0:
+ *                     r = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     r = <float> 255.0 * pow(r, ADOBE_GAMMA)
+ */
+                                __pyx_v_r = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2779
+ *                     b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655
+ * 
+ *                 if r < 0.0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 else:
+ */
+                                goto __pyx_L26;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2782
+ *                     r = <float> 0.0
+ *                 else:
+ *                     r = <float> 255.0 * pow(r, ADOBE_GAMMA)             # <<<<<<<<<<<<<<
+ * 
+ *                 if g < 0.0:
+ */
+                              /*else*/ {
+                                __pyx_v_r = (((float)255.0) * powf(__pyx_v_r, __pyx_v_6Cielab_6Cielab_ADOBE_GAMMA));
+                              }
+                              __pyx_L26:;
+
+                              /* "Cielab/Cielab.pyx":2784
+ *                     r = <float> 255.0 * pow(r, ADOBE_GAMMA)
+ * 
+ *                 if g < 0.0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_g < 0.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2785
+ * 
+ *                 if g < 0.0:
+ *                     g = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     g = <float> 255.0 * pow(g, ADOBE_GAMMA)
+ */
+                                __pyx_v_g = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2784
+ *                     r = <float> 255.0 * pow(r, ADOBE_GAMMA)
+ * 
+ *                 if g < 0.0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 else:
+ */
+                                goto __pyx_L27;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2787
+ *                     g = <float> 0.0
+ *                 else:
+ *                     g = <float> 255.0 * pow(g, ADOBE_GAMMA)             # <<<<<<<<<<<<<<
+ * 
+ *                 if b < 0.0:
+ */
+                              /*else*/ {
+                                __pyx_v_g = (((float)255.0) * powf(__pyx_v_g, __pyx_v_6Cielab_6Cielab_ADOBE_GAMMA));
+                              }
+                              __pyx_L27:;
+
+                              /* "Cielab/Cielab.pyx":2789
+ *                     g = <float> 255.0 * pow(g, ADOBE_GAMMA)
+ * 
+ *                 if b < 0.0:             # <<<<<<<<<<<<<<
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+ *                     r = <float> 255.0
+ * 
+ */
+                              __pyx_t_9 = (__pyx_v_r > 255.0);
+                              if (__pyx_t_9) {
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+ * 
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+ * 
+ */
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+ *                     g = <float> 255.0
+ * 
+ */
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+                              if (__pyx_t_9) {
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+ * 
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+ * 
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+ *                     b = <float> 255.0
+ * 
+ */
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+                              if (__pyx_t_9) {
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+ * 
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+ * 
+ *                 rgb_array[i, j, 0] = <unsigned char>r
+ */
+                                __pyx_v_b = ((float)255.0);
+
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+ *                     g = <float> 255.0
+ * 
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+ *                     b = <float> 255.0
+ * 
+ */
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+
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+ * 
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+
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+ * 
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+ *                 rgb_array[i, j, 1] = <unsigned char>g             # <<<<<<<<<<<<<<
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+ * 
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+          Py_BLOCK_THREADS
+          #endif
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+  /* function exit code */
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+PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
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+PyObject *__pyx_args, PyObject *__pyx_kwds
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+                                __pyx_v_y = (((__pyx_v_r * ((float)0.2973769)) + (__pyx_v_g * ((float)0.6273491))) + (__pyx_v_b * ((float)0.0752741)));
+
+                                /* "Cielab/Cielab.pyx":2894
+ *                     x = r * <float> 0.5767309 + g * <float> 0.1855540 + b * <float> 0.1881852
+ *                     y = r * <float> 0.2973769 + g * <float> 0.6273491 + b * <float> 0.0752741
+ *                     z = r * <float> 0.0270343 + g * <float> 0.0706872 + b * <float> 0.9911085             # <<<<<<<<<<<<<<
+ * 
+ *                     # Calibration D65
+ */
+                                __pyx_v_z = (((__pyx_v_r * ((float)0.0270343)) + (__pyx_v_g * ((float)0.0706872))) + (__pyx_v_b * ((float)0.9911085)));
+
+                                /* "Cielab/Cielab.pyx":2897
+ * 
+ *                     # Calibration D65
+ *                     r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314             # <<<<<<<<<<<<<<
+ *                     g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                     b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ */
+                                __pyx_v_r = (((__pyx_v_x * ((float)3.2404542)) + (__pyx_v_y * (-((float)1.5371385)))) + (__pyx_v_z * (-((float)0.4985314))));
+
+                                /* "Cielab/Cielab.pyx":2898
+ *                     # Calibration D65
+ *                     r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+ *                     g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560             # <<<<<<<<<<<<<<
+ *                     b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+ * 
+ */
+                                __pyx_v_g = (((__pyx_v_x * (-((float)0.9692660))) + (__pyx_v_y * ((float)1.8760108))) + (__pyx_v_z * ((float)0.0415560)));
+
+                                /* "Cielab/Cielab.pyx":2899
+ *                     r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+ *                     g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+ *                     b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+                                __pyx_v_b = (((__pyx_v_x * ((float)0.0556434)) + (__pyx_v_y * (-((float)0.2040259)))) + (__pyx_v_z * ((float)1.0572252)));
+
+                                /* "Cielab/Cielab.pyx":2891
+ * 
+ *                 # Adobe 1998 Calibration D65
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     x = r * <float> 0.5767309 + g * <float> 0.1855540 + b * <float> 0.1881852
+ *                     y = r * <float> 0.2973769 + g * <float> 0.6273491 + b * <float> 0.0752741
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2902
+ * 
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     x = r * <float> 0.6097559 + g * <float> 0.2052401 + b * <float> 0.1492240
+ *                     y = r * <float> 0.3111242 + g * <float> 0.6256560 + b * <float> 0.0632197
+ */
+                              __pyx_t_9 = (__Pyx_PyUnicode_Equals(__pyx_v_ref, __pyx_n_u_D50, Py_EQ)); if (unlikely((__pyx_t_9 < 0))) __PYX_ERR(1, 2902, __pyx_L18_error)
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2903
+ * 
+ *                 if ref == 'D50':
+ *                     x = r * <float> 0.6097559 + g * <float> 0.2052401 + b * <float> 0.1492240             # <<<<<<<<<<<<<<
+ *                     y = r * <float> 0.3111242 + g * <float> 0.6256560 + b * <float> 0.0632197
+ *                     z = r * <float> 0.0194811 + g * <float> 0.0608902 + b * <float> 0.7448387
+ */
+                                __pyx_v_x = (((__pyx_v_r * ((float)0.6097559)) + (__pyx_v_g * ((float)0.2052401))) + (__pyx_v_b * ((float)0.1492240)));
+
+                                /* "Cielab/Cielab.pyx":2904
+ *                 if ref == 'D50':
+ *                     x = r * <float> 0.6097559 + g * <float> 0.2052401 + b * <float> 0.1492240
+ *                     y = r * <float> 0.3111242 + g * <float> 0.6256560 + b * <float> 0.0632197             # <<<<<<<<<<<<<<
+ *                     z = r * <float> 0.0194811 + g * <float> 0.0608902 + b * <float> 0.7448387
+ * 
+ */
+                                __pyx_v_y = (((__pyx_v_r * ((float)0.3111242)) + (__pyx_v_g * ((float)0.6256560))) + (__pyx_v_b * ((float)0.0632197)));
+
+                                /* "Cielab/Cielab.pyx":2905
+ *                     x = r * <float> 0.6097559 + g * <float> 0.2052401 + b * <float> 0.1492240
+ *                     y = r * <float> 0.3111242 + g * <float> 0.6256560 + b * <float> 0.0632197
+ *                     z = r * <float> 0.0194811 + g * <float> 0.0608902 + b * <float> 0.7448387             # <<<<<<<<<<<<<<
+ * 
+ *                     # d50
+ */
+                                __pyx_v_z = (((__pyx_v_r * ((float)0.0194811)) + (__pyx_v_g * ((float)0.0608902))) + (__pyx_v_b * ((float)0.7448387)));
+
+                                /* "Cielab/Cielab.pyx":2908
+ * 
+ *                     # d50
+ *                     r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146             # <<<<<<<<<<<<<<
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+ *                     b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427
+ */
+                                __pyx_v_r = (((__pyx_v_x * ((float)3.1338561)) + (__pyx_v_y * (-((float)1.6168667)))) + (__pyx_v_z * (-((float)0.4906146))));
+
+                                /* "Cielab/Cielab.pyx":2909
+ *                     # d50
+ *                     r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540             # <<<<<<<<<<<<<<
+ *                     b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427
+ * 
+ */
+                                __pyx_v_g = (((__pyx_v_x * (-((float)0.9787684))) + (__pyx_v_y * ((float)1.9161415))) + (__pyx_v_z * ((float)0.0334540)));
+
+                                /* "Cielab/Cielab.pyx":2910
+ *                     r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146
+ *                     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+ *                     b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427             # <<<<<<<<<<<<<<
+ * 
+ * 
+ */
+                                __pyx_v_b = (((__pyx_v_x * ((float)0.0719453)) + (__pyx_v_y * (-((float)0.2289914)))) + (__pyx_v_z * ((float)1.4052427)));
+
+                                /* "Cielab/Cielab.pyx":2902
+ * 
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     x = r * <float> 0.6097559 + g * <float> 0.2052401 + b * <float> 0.1492240
+ *                     y = r * <float> 0.3111242 + g * <float> 0.6256560 + b * <float> 0.0632197
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2916
+ *                 # gamma correction must still be applied. The following formula transforms
+ *                 # the linear values into sRGB:
+ *                 if r <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     r = <float> 12.92 * r
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_r <= ((float)0.0031308));
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2917
+ *                 # the linear values into sRGB:
+ *                 if r <= <float> 0.0031308:
+ *                     r = <float> 12.92 * r             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_r = (((float)12.92) * __pyx_v_r);
+
+                                /* "Cielab/Cielab.pyx":2916
+ *                 # gamma correction must still be applied. The following formula transforms
+ *                 # the linear values into sRGB:
+ *                 if r <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     r = <float> 12.92 * r
+ *                 else:
+ */
+                                goto __pyx_L24;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2919
+ *                     r = <float> 12.92 * r
+ *                 else:
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 if g <= <float> 0.0031308:
+ */
+                              /*else*/ {
+                                __pyx_t_22 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_r, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_22 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2919, __pyx_L18_error)
+                                __pyx_v_r = __pyx_t_22;
+                              }
+                              __pyx_L24:;
+
+                              /* "Cielab/Cielab.pyx":2921
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ * 
+ *                 if g <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     g = <float> 12.92 * g
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_g <= ((float)0.0031308));
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2922
+ * 
+ *                 if g <= <float> 0.0031308:
+ *                     g = <float> 12.92 * g             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_g = (((float)12.92) * __pyx_v_g);
+
+                                /* "Cielab/Cielab.pyx":2921
+ *                     r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+ * 
+ *                 if g <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     g = <float> 12.92 * g
+ *                 else:
+ */
+                                goto __pyx_L25;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2924
+ *                     g = <float> 12.92 * g
+ *                 else:
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 if b <= <float> 0.0031308:
+ */
+                              /*else*/ {
+                                __pyx_t_22 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_g, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_22 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2924, __pyx_L18_error)
+                                __pyx_v_g = __pyx_t_22;
+                              }
+                              __pyx_L25:;
+
+                              /* "Cielab/Cielab.pyx":2926
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ * 
+ *                 if b <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     b = <float> 12.92 * b
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_b <= ((float)0.0031308));
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2927
+ * 
+ *                 if b <= <float> 0.0031308:
+ *                     b = <float> 12.92 * b             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+ */
+                                __pyx_v_b = (((float)12.92) * __pyx_v_b);
+
+                                /* "Cielab/Cielab.pyx":2926
+ *                     g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+ * 
+ *                 if b <= <float> 0.0031308:             # <<<<<<<<<<<<<<
+ *                     b = <float> 12.92 * b
+ *                 else:
+ */
+                                goto __pyx_L26;
+                              }
+
+                              /* "Cielab/Cielab.pyx":2929
+ *                     b = <float> 12.92 * b
+ *                 else:
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055             # <<<<<<<<<<<<<<
+ * 
+ *                 r *= <float> 255.0
+ */
+                              /*else*/ {
+                                __pyx_t_22 = __Pyx_SoftComplexToDouble(__Pyx_c_diff_double(__Pyx_c_prod_double(__pyx_t_double_complex_from_parts(((float)1.055), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts(__pyx_v_b, 0), __pyx_t_double_complex_from_parts(__pyx_v_6Cielab_6Cielab__1_24, 0))), __pyx_t_double_complex_from_parts(((float)0.055), 0)), 0); if (unlikely(__pyx_t_22 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 2929, __pyx_L18_error)
+                                __pyx_v_b = __pyx_t_22;
+                              }
+                              __pyx_L26:;
+
+                              /* "Cielab/Cielab.pyx":2931
+ *                     b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+ * 
+ *                 r *= <float> 255.0             # <<<<<<<<<<<<<<
+ *                 g *= <float> 255.0
+ *                 b *= <float> 255.0
+ */
+                              __pyx_v_r = (__pyx_v_r * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":2932
+ * 
+ *                 r *= <float> 255.0
+ *                 g *= <float> 255.0             # <<<<<<<<<<<<<<
+ *                 b *= <float> 255.0
+ * 
+ */
+                              __pyx_v_g = (__pyx_v_g * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":2933
+ *                 r *= <float> 255.0
+ *                 g *= <float> 255.0
+ *                 b *= <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ */
+                              __pyx_v_b = (__pyx_v_b * ((float)255.0));
+
+                              /* "Cielab/Cielab.pyx":2936
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ */
+                              __pyx_t_9 = (__pyx_v_r < 0.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2937
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:
+ *                     r = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if r > 255:
+ *                     r = <float> 255.0
+ */
+                                __pyx_v_r = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2936
+ * 
+ *                 # CAP the RGB values 0 .. 255
+ *                 if r < 0:             # <<<<<<<<<<<<<<
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2938
+ *                 if r < 0:
+ *                     r = <float> 0.0
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
+                              __pyx_t_9 = (__pyx_v_r > 255.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2939
+ *                     r = <float> 0.0
+ *                 if r > 255:
+ *                     r = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if g < 0:
+ */
+                                __pyx_v_r = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":2938
+ *                 if r < 0:
+ *                     r = <float> 0.0
+ *                 if r > 255:             # <<<<<<<<<<<<<<
+ *                     r = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2941
+ *                     r = <float> 255.0
+ * 
+ *                 if g < 0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ */
+                              __pyx_t_9 = (__pyx_v_g < 0.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2942
+ * 
+ *                 if g < 0:
+ *                     g = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if g > 255:
+ *                     g = <float> 255.0
+ */
+                                __pyx_v_g = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2941
+ *                     r = <float> 255.0
+ * 
+ *                 if g < 0:             # <<<<<<<<<<<<<<
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2943
+ *                 if g < 0:
+ *                     g = <float> 0.0
+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
+                              __pyx_t_9 = (__pyx_v_g > 255.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2944
+ *                     g = <float> 0.0
+ *                 if g > 255:
+ *                     g = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 if b < 0:
+ */
+                                __pyx_v_g = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":2943
+ *                 if g < 0:
+ *                     g = <float> 0.0
+ *                 if g > 255:             # <<<<<<<<<<<<<<
+ *                     g = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2946
+ *                     g = <float> 255.0
+ * 
+ *                 if b < 0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ */
+                              __pyx_t_9 = (__pyx_v_b < 0.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2947
+ * 
+ *                 if b < 0:
+ *                     b = <float> 0.0             # <<<<<<<<<<<<<<
+ *                 if b > 255:
+ *                     b = <float> 255.0
+ */
+                                __pyx_v_b = ((float)0.0);
+
+                                /* "Cielab/Cielab.pyx":2946
+ *                     g = <float> 255.0
+ * 
+ *                 if b < 0:             # <<<<<<<<<<<<<<
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2948
+ *                 if b < 0:
+ *                     b = <float> 0.0
+ *                 if b > 255:             # <<<<<<<<<<<<<<
+ *                     b = <float> 255.0
+ * 
+ */
+                              __pyx_t_9 = (__pyx_v_b > 255.0);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":2949
+ *                     b = <float> 0.0
+ *                 if b > 255:
+ *                     b = <float> 255.0             # <<<<<<<<<<<<<<
+ * 
+ *                 adobe98_array[i, j, 0] = <unsigned char> r
+ */
+                                __pyx_v_b = ((float)255.0);
+
+                                /* "Cielab/Cielab.pyx":2948
+ *                 if b < 0:
+ *                     b = <float> 0.0
+ *                 if b > 255:             # <<<<<<<<<<<<<<
+ *                     b = <float> 255.0
+ * 
+ */
+                              }
+
+                              /* "Cielab/Cielab.pyx":2951
+ *                     b = <float> 255.0
+ * 
+ *                 adobe98_array[i, j, 0] = <unsigned char> r             # <<<<<<<<<<<<<<
+ *                 adobe98_array[i, j, 1] = <unsigned char> g
+ *                 adobe98_array[i, j, 2] = <unsigned char> b
+ */
+                              __pyx_t_21 = __pyx_v_i;
+                              __pyx_t_20 = __pyx_v_j;
+                              __pyx_t_19 = 0;
+                              *((unsigned char *) ( /* dim=2 */ (( /* dim=1 */ (( /* dim=0 */ (__pyx_v_adobe98_array.data + __pyx_t_21 * __pyx_v_adobe98_array.strides[0]) ) + __pyx_t_20 * __pyx_v_adobe98_array.strides[1]) ) + __pyx_t_19 * __pyx_v_adobe98_array.strides[2]) )) = ((unsigned char)__pyx_v_r);
+
+                              /* "Cielab/Cielab.pyx":2952
+ * 
+ *                 adobe98_array[i, j, 0] = <unsigned char> r
+ *                 adobe98_array[i, j, 1] = <unsigned char> g             # <<<<<<<<<<<<<<
+ *                 adobe98_array[i, j, 2] = <unsigned char> b
+ * 
+ */
+                              __pyx_t_19 = __pyx_v_i;
+                              __pyx_t_20 = __pyx_v_j;
+                              __pyx_t_21 = 1;
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+                                /* "Cielab/Cielab.pyx":3042
+ *                     r = r / <float> 12.92
+ * 
+ *                 if g > 0.04045:             # <<<<<<<<<<<<<<
+ *                     g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                                goto __pyx_L20;
+                              }
+
+                              /* "Cielab/Cielab.pyx":3045
+ *                     g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ *                     g = g / <float> 12.92             # <<<<<<<<<<<<<<
+ * 
+ *                 if b > 0.04045:
+ */
+                              /*else*/ {
+                                __pyx_v_g = (__pyx_v_g / ((float)12.92));
+                              }
+                              __pyx_L20:;
+
+                              /* "Cielab/Cielab.pyx":3047
+ *                     g = g / <float> 12.92
+ * 
+ *                 if b > 0.04045:             # <<<<<<<<<<<<<<
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                              __pyx_t_9 = (__pyx_v_b > 0.04045);
+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":3048
+ * 
+ *                 if b > 0.04045:
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4             # <<<<<<<<<<<<<<
+ *                 else:
+ *                     b = b / <float> 12.92
+ */
+                                __pyx_v_b = powf(((__pyx_v_b + ((float)0.055)) / ((float)1.055)), ((float)2.4));
+
+                                /* "Cielab/Cielab.pyx":3047
+ *                     g = g / <float> 12.92
+ * 
+ *                 if b > 0.04045:             # <<<<<<<<<<<<<<
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ */
+                                goto __pyx_L21;
+                              }
+
+                              /* "Cielab/Cielab.pyx":3050
+ *                     b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+ *                 else:
+ *                     b = b / <float> 12.92             # <<<<<<<<<<<<<<
+ * 
+ *                 if ref == 'D65':
+ */
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+                                __pyx_v_b = (__pyx_v_b / ((float)12.92));
+                              }
+                              __pyx_L21:;
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+                              /* "Cielab/Cielab.pyx":3052
+ *                     b = b / <float> 12.92
+ * 
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ */
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+                              if (__pyx_t_9) {
+
+                                /* "Cielab/Cielab.pyx":3054
+ *                 if ref == 'D65':
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375             # <<<<<<<<<<<<<<
+ *                     y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ */
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+
+                                /* "Cielab/Cielab.pyx":3055
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ *                     y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750             # <<<<<<<<<<<<<<
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ * 
+ */
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+
+                                /* "Cielab/Cielab.pyx":3056
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ *                     y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
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+ * 
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+ */
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+ *                     b = b / <float> 12.92
+ * 
+ *                 if ref == 'D65':             # <<<<<<<<<<<<<<
+ *                     # d65
+ *                     x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+ */
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+                              /* "Cielab/Cielab.pyx":3058
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # d50
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+ */
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+                              if (__pyx_t_9) {
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+                                /* "Cielab/Cielab.pyx":3060
+ *                 if ref == 'D50':
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+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804             # <<<<<<<<<<<<<<
+ *                     y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169
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+                                /* "Cielab/Cielab.pyx":3061
+ *                     # d50
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+ *                     y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169             # <<<<<<<<<<<<<<
+ *                     z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733
+ * 
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+                                /* "Cielab/Cielab.pyx":3062
+ *                     x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+ *                     y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169
+ *                     z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733             # <<<<<<<<<<<<<<
+ * 
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+                                /* "Cielab/Cielab.pyx":3058
+ *                     z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+ * 
+ *                 if ref == 'D50':             # <<<<<<<<<<<<<<
+ *                     # d50
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+ */
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+ *                 # ------------- RGB TO XYZ END --------------------
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+                              /* "Cielab/Cielab.pyx":3067
+ * 
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+ *                 tmp[i, j, 1] = <float>y * 255.0             # <<<<<<<<<<<<<<
+ *                 tmp[i, j, 2] = <float>z * 255.0
+ * 
+ */
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+                              /* "Cielab/Cielab.pyx":3068
+ *                 tmp[i, j, 0] = <float>x * 255.0
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+    PyErr_Format(PyExc_NotImplementedError,
+      "Subscript deletion not supported by " __Pyx_FMT_TYPENAME, o_type_name);
+    __Pyx_DECREF_TypeName(o_type_name);
+    return -1;
+  }
+}
+
+static PyObject *__pyx_tp_getattro_array(PyObject *o, PyObject *n) {
+  PyObject *v = __Pyx_PyObject_GenericGetAttr(o, n);
+  if (!v && PyErr_ExceptionMatches(PyExc_AttributeError)) {
+    PyErr_Clear();
+    v = __pyx_array___getattr__(o, n);
+  }
+  return v;
+}
+
+static PyObject *__pyx_getprop___pyx_array_memview(PyObject *o, CYTHON_UNUSED void *x) {
+  return __pyx_pw_15View_dot_MemoryView_5array_7memview_1__get__(o);
+}
+
+static PyMethodDef __pyx_methods_array[] = {
+  {"__getattr__", (PyCFunction)__pyx_array___getattr__, METH_O|METH_COEXIST, 0},
+  {"__reduce_cython__", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw___pyx_array_1__reduce_cython__, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {"__setstate_cython__", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw___pyx_array_3__setstate_cython__, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {0, 0, 0, 0}
+};
+
+static struct PyGetSetDef __pyx_getsets_array[] = {
+  {(char *)"memview", __pyx_getprop___pyx_array_memview, 0, (char *)0, 0},
+  {0, 0, 0, 0, 0}
+};
+#if CYTHON_USE_TYPE_SPECS
+#if !CYTHON_COMPILING_IN_LIMITED_API
+
+static PyBufferProcs __pyx_tp_as_buffer_array = {
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getreadbuffer*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getwritebuffer*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getsegcount*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getcharbuffer*/
+  #endif
+  __pyx_array_getbuffer, /*bf_getbuffer*/
+  0, /*bf_releasebuffer*/
+};
+#endif
+static PyType_Slot __pyx_type___pyx_array_slots[] = {
+  {Py_tp_dealloc, (void *)__pyx_tp_dealloc_array},
+  {Py_sq_length, (void *)__pyx_array___len__},
+  {Py_sq_item, (void *)__pyx_sq_item_array},
+  {Py_mp_length, (void *)__pyx_array___len__},
+  {Py_mp_subscript, (void *)__pyx_array___getitem__},
+  {Py_mp_ass_subscript, (void *)__pyx_mp_ass_subscript_array},
+  {Py_tp_getattro, (void *)__pyx_tp_getattro_array},
+  #if defined(Py_bf_getbuffer)
+  {Py_bf_getbuffer, (void *)__pyx_array_getbuffer},
+  #endif
+  {Py_tp_methods, (void *)__pyx_methods_array},
+  {Py_tp_getset, (void *)__pyx_getsets_array},
+  {Py_tp_new, (void *)__pyx_tp_new_array},
+  {0, 0},
+};
+static PyType_Spec __pyx_type___pyx_array_spec = {
+  "Cielab.Cielab.array",
+  sizeof(struct __pyx_array_obj),
+  0,
+  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_SEQUENCE,
+  __pyx_type___pyx_array_slots,
+};
+#else
+
+static PySequenceMethods __pyx_tp_as_sequence_array = {
+  __pyx_array___len__, /*sq_length*/
+  0, /*sq_concat*/
+  0, /*sq_repeat*/
+  __pyx_sq_item_array, /*sq_item*/
+  0, /*sq_slice*/
+  0, /*sq_ass_item*/
+  0, /*sq_ass_slice*/
+  0, /*sq_contains*/
+  0, /*sq_inplace_concat*/
+  0, /*sq_inplace_repeat*/
+};
+
+static PyMappingMethods __pyx_tp_as_mapping_array = {
+  __pyx_array___len__, /*mp_length*/
+  __pyx_array___getitem__, /*mp_subscript*/
+  __pyx_mp_ass_subscript_array, /*mp_ass_subscript*/
+};
+
+static PyBufferProcs __pyx_tp_as_buffer_array = {
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getreadbuffer*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getwritebuffer*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getsegcount*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getcharbuffer*/
+  #endif
+  __pyx_array_getbuffer, /*bf_getbuffer*/
+  0, /*bf_releasebuffer*/
+};
+
+static PyTypeObject __pyx_type___pyx_array = {
+  PyVarObject_HEAD_INIT(0, 0)
+  "Cielab.Cielab.""array", /*tp_name*/
+  sizeof(struct __pyx_array_obj), /*tp_basicsize*/
+  0, /*tp_itemsize*/
+  __pyx_tp_dealloc_array, /*tp_dealloc*/
+  #if PY_VERSION_HEX < 0x030800b4
+  0, /*tp_print*/
+  #endif
+  #if PY_VERSION_HEX >= 0x030800b4
+  0, /*tp_vectorcall_offset*/
+  #endif
+  0, /*tp_getattr*/
+  0, /*tp_setattr*/
+  #if PY_MAJOR_VERSION < 3
+  0, /*tp_compare*/
+  #endif
+  #if PY_MAJOR_VERSION >= 3
+  0, /*tp_as_async*/
+  #endif
+  0, /*tp_repr*/
+  0, /*tp_as_number*/
+  &__pyx_tp_as_sequence_array, /*tp_as_sequence*/
+  &__pyx_tp_as_mapping_array, /*tp_as_mapping*/
+  0, /*tp_hash*/
+  0, /*tp_call*/
+  0, /*tp_str*/
+  __pyx_tp_getattro_array, /*tp_getattro*/
+  0, /*tp_setattro*/
+  &__pyx_tp_as_buffer_array, /*tp_as_buffer*/
+  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_SEQUENCE, /*tp_flags*/
+  0, /*tp_doc*/
+  0, /*tp_traverse*/
+  0, /*tp_clear*/
+  0, /*tp_richcompare*/
+  0, /*tp_weaklistoffset*/
+  0, /*tp_iter*/
+  0, /*tp_iternext*/
+  __pyx_methods_array, /*tp_methods*/
+  0, /*tp_members*/
+  __pyx_getsets_array, /*tp_getset*/
+  0, /*tp_base*/
+  0, /*tp_dict*/
+  0, /*tp_descr_get*/
+  0, /*tp_descr_set*/
+  #if !CYTHON_USE_TYPE_SPECS
+  0, /*tp_dictoffset*/
+  #endif
+  0, /*tp_init*/
+  0, /*tp_alloc*/
+  __pyx_tp_new_array, /*tp_new*/
+  0, /*tp_free*/
+  0, /*tp_is_gc*/
+  0, /*tp_bases*/
+  0, /*tp_mro*/
+  0, /*tp_cache*/
+  0, /*tp_subclasses*/
+  0, /*tp_weaklist*/
+  0, /*tp_del*/
+  0, /*tp_version_tag*/
+  #if PY_VERSION_HEX >= 0x030400a1
+  #if CYTHON_USE_TP_FINALIZE
+  0, /*tp_finalize*/
+  #else
+  NULL, /*tp_finalize*/
+  #endif
+  #endif
+  #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800)
+  0, /*tp_vectorcall*/
+  #endif
+  #if __PYX_NEED_TP_PRINT_SLOT == 1
+  0, /*tp_print*/
+  #endif
+  #if PY_VERSION_HEX >= 0x030C0000
+  0, /*tp_watched*/
+  #endif
+  #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 && PY_VERSION_HEX < 0x030a0000
+  0, /*tp_pypy_flags*/
+  #endif
+};
+#endif
+
+static PyObject *__pyx_tp_new_Enum(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+  struct __pyx_MemviewEnum_obj *p;
+  PyObject *o;
+  #if CYTHON_COMPILING_IN_LIMITED_API
+  allocfunc alloc_func = (allocfunc)PyType_GetSlot(t, Py_tp_alloc);
+  o = alloc_func(t, 0);
+  #else
+  if (likely(!__Pyx_PyType_HasFeature(t, Py_TPFLAGS_IS_ABSTRACT))) {
+    o = (*t->tp_alloc)(t, 0);
+  } else {
+    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
+  }
+  if (unlikely(!o)) return 0;
+  #endif
+  p = ((struct __pyx_MemviewEnum_obj *)o);
+  p->name = Py_None; Py_INCREF(Py_None);
+  return o;
+}
+
+static void __pyx_tp_dealloc_Enum(PyObject *o) {
+  struct __pyx_MemviewEnum_obj *p = (struct __pyx_MemviewEnum_obj *)o;
+  #if CYTHON_USE_TP_FINALIZE
+  if (unlikely((PY_VERSION_HEX >= 0x03080000 || __Pyx_PyType_HasFeature(Py_TYPE(o), Py_TPFLAGS_HAVE_FINALIZE)) && __Pyx_PyObject_GetSlot(o, tp_finalize, destructor)) && !__Pyx_PyObject_GC_IsFinalized(o)) {
+    if (__Pyx_PyObject_GetSlot(o, tp_dealloc, destructor) == __pyx_tp_dealloc_Enum) {
+      if (PyObject_CallFinalizerFromDealloc(o)) return;
+    }
+  }
+  #endif
+  PyObject_GC_UnTrack(o);
+  Py_CLEAR(p->name);
+  #if CYTHON_USE_TYPE_SLOTS || CYTHON_COMPILING_IN_PYPY
+  (*Py_TYPE(o)->tp_free)(o);
+  #else
+  {
+    freefunc tp_free = (freefunc)PyType_GetSlot(Py_TYPE(o), Py_tp_free);
+    if (tp_free) tp_free(o);
+  }
+  #endif
+}
+
+static int __pyx_tp_traverse_Enum(PyObject *o, visitproc v, void *a) {
+  int e;
+  struct __pyx_MemviewEnum_obj *p = (struct __pyx_MemviewEnum_obj *)o;
+  if (p->name) {
+    e = (*v)(p->name, a); if (e) return e;
+  }
+  return 0;
+}
+
+static int __pyx_tp_clear_Enum(PyObject *o) {
+  PyObject* tmp;
+  struct __pyx_MemviewEnum_obj *p = (struct __pyx_MemviewEnum_obj *)o;
+  tmp = ((PyObject*)p->name);
+  p->name = Py_None; Py_INCREF(Py_None);
+  Py_XDECREF(tmp);
+  return 0;
+}
+
+static PyObject *__pyx_specialmethod___pyx_MemviewEnum___repr__(PyObject *self, CYTHON_UNUSED PyObject *arg) {
+  return __pyx_MemviewEnum___repr__(self);
+}
+
+static PyMethodDef __pyx_methods_Enum[] = {
+  {"__repr__", (PyCFunction)__pyx_specialmethod___pyx_MemviewEnum___repr__, METH_NOARGS|METH_COEXIST, 0},
+  {"__reduce_cython__", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw___pyx_MemviewEnum_1__reduce_cython__, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {"__setstate_cython__", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw___pyx_MemviewEnum_3__setstate_cython__, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {0, 0, 0, 0}
+};
+#if CYTHON_USE_TYPE_SPECS
+static PyType_Slot __pyx_type___pyx_MemviewEnum_slots[] = {
+  {Py_tp_dealloc, (void *)__pyx_tp_dealloc_Enum},
+  {Py_tp_repr, (void *)__pyx_MemviewEnum___repr__},
+  {Py_tp_traverse, (void *)__pyx_tp_traverse_Enum},
+  {Py_tp_clear, (void *)__pyx_tp_clear_Enum},
+  {Py_tp_methods, (void *)__pyx_methods_Enum},
+  {Py_tp_init, (void *)__pyx_MemviewEnum___init__},
+  {Py_tp_new, (void *)__pyx_tp_new_Enum},
+  {0, 0},
+};
+static PyType_Spec __pyx_type___pyx_MemviewEnum_spec = {
+  "Cielab.Cielab.Enum",
+  sizeof(struct __pyx_MemviewEnum_obj),
+  0,
+  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC,
+  __pyx_type___pyx_MemviewEnum_slots,
+};
+#else
+
+static PyTypeObject __pyx_type___pyx_MemviewEnum = {
+  PyVarObject_HEAD_INIT(0, 0)
+  "Cielab.Cielab.""Enum", /*tp_name*/
+  sizeof(struct __pyx_MemviewEnum_obj), /*tp_basicsize*/
+  0, /*tp_itemsize*/
+  __pyx_tp_dealloc_Enum, /*tp_dealloc*/
+  #if PY_VERSION_HEX < 0x030800b4
+  0, /*tp_print*/
+  #endif
+  #if PY_VERSION_HEX >= 0x030800b4
+  0, /*tp_vectorcall_offset*/
+  #endif
+  0, /*tp_getattr*/
+  0, /*tp_setattr*/
+  #if PY_MAJOR_VERSION < 3
+  0, /*tp_compare*/
+  #endif
+  #if PY_MAJOR_VERSION >= 3
+  0, /*tp_as_async*/
+  #endif
+  __pyx_MemviewEnum___repr__, /*tp_repr*/
+  0, /*tp_as_number*/
+  0, /*tp_as_sequence*/
+  0, /*tp_as_mapping*/
+  0, /*tp_hash*/
+  0, /*tp_call*/
+  0, /*tp_str*/
+  0, /*tp_getattro*/
+  0, /*tp_setattro*/
+  0, /*tp_as_buffer*/
+  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+  0, /*tp_doc*/
+  __pyx_tp_traverse_Enum, /*tp_traverse*/
+  __pyx_tp_clear_Enum, /*tp_clear*/
+  0, /*tp_richcompare*/
+  0, /*tp_weaklistoffset*/
+  0, /*tp_iter*/
+  0, /*tp_iternext*/
+  __pyx_methods_Enum, /*tp_methods*/
+  0, /*tp_members*/
+  0, /*tp_getset*/
+  0, /*tp_base*/
+  0, /*tp_dict*/
+  0, /*tp_descr_get*/
+  0, /*tp_descr_set*/
+  #if !CYTHON_USE_TYPE_SPECS
+  0, /*tp_dictoffset*/
+  #endif
+  __pyx_MemviewEnum___init__, /*tp_init*/
+  0, /*tp_alloc*/
+  __pyx_tp_new_Enum, /*tp_new*/
+  0, /*tp_free*/
+  0, /*tp_is_gc*/
+  0, /*tp_bases*/
+  0, /*tp_mro*/
+  0, /*tp_cache*/
+  0, /*tp_subclasses*/
+  0, /*tp_weaklist*/
+  0, /*tp_del*/
+  0, /*tp_version_tag*/
+  #if PY_VERSION_HEX >= 0x030400a1
+  #if CYTHON_USE_TP_FINALIZE
+  0, /*tp_finalize*/
+  #else
+  NULL, /*tp_finalize*/
+  #endif
+  #endif
+  #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800)
+  0, /*tp_vectorcall*/
+  #endif
+  #if __PYX_NEED_TP_PRINT_SLOT == 1
+  0, /*tp_print*/
+  #endif
+  #if PY_VERSION_HEX >= 0x030C0000
+  0, /*tp_watched*/
+  #endif
+  #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 && PY_VERSION_HEX < 0x030a0000
+  0, /*tp_pypy_flags*/
+  #endif
+};
+#endif
+static struct __pyx_vtabstruct_memoryview __pyx_vtable_memoryview;
+
+static PyObject *__pyx_tp_new_memoryview(PyTypeObject *t, PyObject *a, PyObject *k) {
+  struct __pyx_memoryview_obj *p;
+  PyObject *o;
+  #if CYTHON_COMPILING_IN_LIMITED_API
+  allocfunc alloc_func = (allocfunc)PyType_GetSlot(t, Py_tp_alloc);
+  o = alloc_func(t, 0);
+  #else
+  if (likely(!__Pyx_PyType_HasFeature(t, Py_TPFLAGS_IS_ABSTRACT))) {
+    o = (*t->tp_alloc)(t, 0);
+  } else {
+    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
+  }
+  if (unlikely(!o)) return 0;
+  #endif
+  p = ((struct __pyx_memoryview_obj *)o);
+  p->__pyx_vtab = __pyx_vtabptr_memoryview;
+  p->obj = Py_None; Py_INCREF(Py_None);
+  p->_size = Py_None; Py_INCREF(Py_None);
+  p->_array_interface = Py_None; Py_INCREF(Py_None);
+  p->view.obj = NULL;
+  if (unlikely(__pyx_memoryview___cinit__(o, a, k) < 0)) goto bad;
+  return o;
+  bad:
+  Py_DECREF(o); o = 0;
+  return NULL;
+}
+
+static void __pyx_tp_dealloc_memoryview(PyObject *o) {
+  struct __pyx_memoryview_obj *p = (struct __pyx_memoryview_obj *)o;
+  #if CYTHON_USE_TP_FINALIZE
+  if (unlikely((PY_VERSION_HEX >= 0x03080000 || __Pyx_PyType_HasFeature(Py_TYPE(o), Py_TPFLAGS_HAVE_FINALIZE)) && __Pyx_PyObject_GetSlot(o, tp_finalize, destructor)) && !__Pyx_PyObject_GC_IsFinalized(o)) {
+    if (__Pyx_PyObject_GetSlot(o, tp_dealloc, destructor) == __pyx_tp_dealloc_memoryview) {
+      if (PyObject_CallFinalizerFromDealloc(o)) return;
+    }
+  }
+  #endif
+  PyObject_GC_UnTrack(o);
+  {
+    PyObject *etype, *eval, *etb;
+    PyErr_Fetch(&etype, &eval, &etb);
+    __Pyx_SET_REFCNT(o, Py_REFCNT(o) + 1);
+    __pyx_memoryview___dealloc__(o);
+    __Pyx_SET_REFCNT(o, Py_REFCNT(o) - 1);
+    PyErr_Restore(etype, eval, etb);
+  }
+  Py_CLEAR(p->obj);
+  Py_CLEAR(p->_size);
+  Py_CLEAR(p->_array_interface);
+  #if CYTHON_USE_TYPE_SLOTS || CYTHON_COMPILING_IN_PYPY
+  (*Py_TYPE(o)->tp_free)(o);
+  #else
+  {
+    freefunc tp_free = (freefunc)PyType_GetSlot(Py_TYPE(o), Py_tp_free);
+    if (tp_free) tp_free(o);
+  }
+  #endif
+}
+
+static int __pyx_tp_traverse_memoryview(PyObject *o, visitproc v, void *a) {
+  int e;
+  struct __pyx_memoryview_obj *p = (struct __pyx_memoryview_obj *)o;
+  if (p->obj) {
+    e = (*v)(p->obj, a); if (e) return e;
+  }
+  if (p->_size) {
+    e = (*v)(p->_size, a); if (e) return e;
+  }
+  if (p->_array_interface) {
+    e = (*v)(p->_array_interface, a); if (e) return e;
+  }
+  if (p->view.obj) {
+    e = (*v)(p->view.obj, a); if (e) return e;
+  }
+  return 0;
+}
+
+static int __pyx_tp_clear_memoryview(PyObject *o) {
+  PyObject* tmp;
+  struct __pyx_memoryview_obj *p = (struct __pyx_memoryview_obj *)o;
+  tmp = ((PyObject*)p->obj);
+  p->obj = Py_None; Py_INCREF(Py_None);
+  Py_XDECREF(tmp);
+  tmp = ((PyObject*)p->_size);
+  p->_size = Py_None; Py_INCREF(Py_None);
+  Py_XDECREF(tmp);
+  tmp = ((PyObject*)p->_array_interface);
+  p->_array_interface = Py_None; Py_INCREF(Py_None);
+  Py_XDECREF(tmp);
+  Py_CLEAR(p->view.obj);
+  return 0;
+}
+static PyObject *__pyx_sq_item_memoryview(PyObject *o, Py_ssize_t i) {
+  PyObject *r;
+  PyObject *x = PyInt_FromSsize_t(i); if(!x) return 0;
+  r = Py_TYPE(o)->tp_as_mapping->mp_subscript(o, x);
+  Py_DECREF(x);
+  return r;
+}
+
+static int __pyx_mp_ass_subscript_memoryview(PyObject *o, PyObject *i, PyObject *v) {
+  if (v) {
+    return __pyx_memoryview___setitem__(o, i, v);
+  }
+  else {
+    __Pyx_TypeName o_type_name;
+    o_type_name = __Pyx_PyType_GetName(Py_TYPE(o));
+    PyErr_Format(PyExc_NotImplementedError,
+      "Subscript deletion not supported by " __Pyx_FMT_TYPENAME, o_type_name);
+    __Pyx_DECREF_TypeName(o_type_name);
+    return -1;
+  }
+}
+
+static PyObject *__pyx_getprop___pyx_memoryview_T(PyObject *o, CYTHON_UNUSED void *x) {
+  return __pyx_pw_15View_dot_MemoryView_10memoryview_1T_1__get__(o);
+}
+
+static PyObject *__pyx_getprop___pyx_memoryview_base(PyObject *o, CYTHON_UNUSED void *x) {
+  return __pyx_pw_15View_dot_MemoryView_10memoryview_4base_1__get__(o);
+}
+
+static PyObject *__pyx_getprop___pyx_memoryview_shape(PyObject *o, CYTHON_UNUSED void *x) {
+  return __pyx_pw_15View_dot_MemoryView_10memoryview_5shape_1__get__(o);
+}
+
+static PyObject *__pyx_getprop___pyx_memoryview_strides(PyObject *o, CYTHON_UNUSED void *x) {
+  return __pyx_pw_15View_dot_MemoryView_10memoryview_7strides_1__get__(o);
+}
+
+static PyObject *__pyx_getprop___pyx_memoryview_suboffsets(PyObject *o, CYTHON_UNUSED void *x) {
+  return __pyx_pw_15View_dot_MemoryView_10memoryview_10suboffsets_1__get__(o);
+}
+
+static PyObject *__pyx_getprop___pyx_memoryview_ndim(PyObject *o, CYTHON_UNUSED void *x) {
+  return __pyx_pw_15View_dot_MemoryView_10memoryview_4ndim_1__get__(o);
+}
+
+static PyObject *__pyx_getprop___pyx_memoryview_itemsize(PyObject *o, CYTHON_UNUSED void *x) {
+  return __pyx_pw_15View_dot_MemoryView_10memoryview_8itemsize_1__get__(o);
+}
+
+static PyObject *__pyx_getprop___pyx_memoryview_nbytes(PyObject *o, CYTHON_UNUSED void *x) {
+  return __pyx_pw_15View_dot_MemoryView_10memoryview_6nbytes_1__get__(o);
+}
+
+static PyObject *__pyx_getprop___pyx_memoryview_size(PyObject *o, CYTHON_UNUSED void *x) {
+  return __pyx_pw_15View_dot_MemoryView_10memoryview_4size_1__get__(o);
+}
+
+static PyObject *__pyx_specialmethod___pyx_memoryview___repr__(PyObject *self, CYTHON_UNUSED PyObject *arg) {
+  return __pyx_memoryview___repr__(self);
+}
+
+static PyMethodDef __pyx_methods_memoryview[] = {
+  {"__repr__", (PyCFunction)__pyx_specialmethod___pyx_memoryview___repr__, METH_NOARGS|METH_COEXIST, 0},
+  {"is_c_contig", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_memoryview_is_c_contig, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {"is_f_contig", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_memoryview_is_f_contig, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {"copy", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_memoryview_copy, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {"copy_fortran", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_memoryview_copy_fortran, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {"__reduce_cython__", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw___pyx_memoryview_1__reduce_cython__, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {"__setstate_cython__", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw___pyx_memoryview_3__setstate_cython__, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {0, 0, 0, 0}
+};
+
+static struct PyGetSetDef __pyx_getsets_memoryview[] = {
+  {(char *)"T", __pyx_getprop___pyx_memoryview_T, 0, (char *)0, 0},
+  {(char *)"base", __pyx_getprop___pyx_memoryview_base, 0, (char *)0, 0},
+  {(char *)"shape", __pyx_getprop___pyx_memoryview_shape, 0, (char *)0, 0},
+  {(char *)"strides", __pyx_getprop___pyx_memoryview_strides, 0, (char *)0, 0},
+  {(char *)"suboffsets", __pyx_getprop___pyx_memoryview_suboffsets, 0, (char *)0, 0},
+  {(char *)"ndim", __pyx_getprop___pyx_memoryview_ndim, 0, (char *)0, 0},
+  {(char *)"itemsize", __pyx_getprop___pyx_memoryview_itemsize, 0, (char *)0, 0},
+  {(char *)"nbytes", __pyx_getprop___pyx_memoryview_nbytes, 0, (char *)0, 0},
+  {(char *)"size", __pyx_getprop___pyx_memoryview_size, 0, (char *)0, 0},
+  {0, 0, 0, 0, 0}
+};
+#if CYTHON_USE_TYPE_SPECS
+#if !CYTHON_COMPILING_IN_LIMITED_API
+
+static PyBufferProcs __pyx_tp_as_buffer_memoryview = {
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getreadbuffer*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getwritebuffer*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getsegcount*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getcharbuffer*/
+  #endif
+  __pyx_memoryview_getbuffer, /*bf_getbuffer*/
+  0, /*bf_releasebuffer*/
+};
+#endif
+static PyType_Slot __pyx_type___pyx_memoryview_slots[] = {
+  {Py_tp_dealloc, (void *)__pyx_tp_dealloc_memoryview},
+  {Py_tp_repr, (void *)__pyx_memoryview___repr__},
+  {Py_sq_length, (void *)__pyx_memoryview___len__},
+  {Py_sq_item, (void *)__pyx_sq_item_memoryview},
+  {Py_mp_length, (void *)__pyx_memoryview___len__},
+  {Py_mp_subscript, (void *)__pyx_memoryview___getitem__},
+  {Py_mp_ass_subscript, (void *)__pyx_mp_ass_subscript_memoryview},
+  {Py_tp_str, (void *)__pyx_memoryview___str__},
+  #if defined(Py_bf_getbuffer)
+  {Py_bf_getbuffer, (void *)__pyx_memoryview_getbuffer},
+  #endif
+  {Py_tp_traverse, (void *)__pyx_tp_traverse_memoryview},
+  {Py_tp_clear, (void *)__pyx_tp_clear_memoryview},
+  {Py_tp_methods, (void *)__pyx_methods_memoryview},
+  {Py_tp_getset, (void *)__pyx_getsets_memoryview},
+  {Py_tp_new, (void *)__pyx_tp_new_memoryview},
+  {0, 0},
+};
+static PyType_Spec __pyx_type___pyx_memoryview_spec = {
+  "Cielab.Cielab.memoryview",
+  sizeof(struct __pyx_memoryview_obj),
+  0,
+  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC,
+  __pyx_type___pyx_memoryview_slots,
+};
+#else
+
+static PySequenceMethods __pyx_tp_as_sequence_memoryview = {
+  __pyx_memoryview___len__, /*sq_length*/
+  0, /*sq_concat*/
+  0, /*sq_repeat*/
+  __pyx_sq_item_memoryview, /*sq_item*/
+  0, /*sq_slice*/
+  0, /*sq_ass_item*/
+  0, /*sq_ass_slice*/
+  0, /*sq_contains*/
+  0, /*sq_inplace_concat*/
+  0, /*sq_inplace_repeat*/
+};
+
+static PyMappingMethods __pyx_tp_as_mapping_memoryview = {
+  __pyx_memoryview___len__, /*mp_length*/
+  __pyx_memoryview___getitem__, /*mp_subscript*/
+  __pyx_mp_ass_subscript_memoryview, /*mp_ass_subscript*/
+};
+
+static PyBufferProcs __pyx_tp_as_buffer_memoryview = {
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getreadbuffer*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getwritebuffer*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getsegcount*/
+  #endif
+  #if PY_MAJOR_VERSION < 3
+  0, /*bf_getcharbuffer*/
+  #endif
+  __pyx_memoryview_getbuffer, /*bf_getbuffer*/
+  0, /*bf_releasebuffer*/
+};
+
+static PyTypeObject __pyx_type___pyx_memoryview = {
+  PyVarObject_HEAD_INIT(0, 0)
+  "Cielab.Cielab.""memoryview", /*tp_name*/
+  sizeof(struct __pyx_memoryview_obj), /*tp_basicsize*/
+  0, /*tp_itemsize*/
+  __pyx_tp_dealloc_memoryview, /*tp_dealloc*/
+  #if PY_VERSION_HEX < 0x030800b4
+  0, /*tp_print*/
+  #endif
+  #if PY_VERSION_HEX >= 0x030800b4
+  0, /*tp_vectorcall_offset*/
+  #endif
+  0, /*tp_getattr*/
+  0, /*tp_setattr*/
+  #if PY_MAJOR_VERSION < 3
+  0, /*tp_compare*/
+  #endif
+  #if PY_MAJOR_VERSION >= 3
+  0, /*tp_as_async*/
+  #endif
+  __pyx_memoryview___repr__, /*tp_repr*/
+  0, /*tp_as_number*/
+  &__pyx_tp_as_sequence_memoryview, /*tp_as_sequence*/
+  &__pyx_tp_as_mapping_memoryview, /*tp_as_mapping*/
+  0, /*tp_hash*/
+  0, /*tp_call*/
+  __pyx_memoryview___str__, /*tp_str*/
+  0, /*tp_getattro*/
+  0, /*tp_setattro*/
+  &__pyx_tp_as_buffer_memoryview, /*tp_as_buffer*/
+  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+  0, /*tp_doc*/
+  __pyx_tp_traverse_memoryview, /*tp_traverse*/
+  __pyx_tp_clear_memoryview, /*tp_clear*/
+  0, /*tp_richcompare*/
+  0, /*tp_weaklistoffset*/
+  0, /*tp_iter*/
+  0, /*tp_iternext*/
+  __pyx_methods_memoryview, /*tp_methods*/
+  0, /*tp_members*/
+  __pyx_getsets_memoryview, /*tp_getset*/
+  0, /*tp_base*/
+  0, /*tp_dict*/
+  0, /*tp_descr_get*/
+  0, /*tp_descr_set*/
+  #if !CYTHON_USE_TYPE_SPECS
+  0, /*tp_dictoffset*/
+  #endif
+  0, /*tp_init*/
+  0, /*tp_alloc*/
+  __pyx_tp_new_memoryview, /*tp_new*/
+  0, /*tp_free*/
+  0, /*tp_is_gc*/
+  0, /*tp_bases*/
+  0, /*tp_mro*/
+  0, /*tp_cache*/
+  0, /*tp_subclasses*/
+  0, /*tp_weaklist*/
+  0, /*tp_del*/
+  0, /*tp_version_tag*/
+  #if PY_VERSION_HEX >= 0x030400a1
+  #if CYTHON_USE_TP_FINALIZE
+  0, /*tp_finalize*/
+  #else
+  NULL, /*tp_finalize*/
+  #endif
+  #endif
+  #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800)
+  0, /*tp_vectorcall*/
+  #endif
+  #if __PYX_NEED_TP_PRINT_SLOT == 1
+  0, /*tp_print*/
+  #endif
+  #if PY_VERSION_HEX >= 0x030C0000
+  0, /*tp_watched*/
+  #endif
+  #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 && PY_VERSION_HEX < 0x030a0000
+  0, /*tp_pypy_flags*/
+  #endif
+};
+#endif
+static struct __pyx_vtabstruct__memoryviewslice __pyx_vtable__memoryviewslice;
+
+static PyObject *__pyx_tp_new__memoryviewslice(PyTypeObject *t, PyObject *a, PyObject *k) {
+  struct __pyx_memoryviewslice_obj *p;
+  PyObject *o = __pyx_tp_new_memoryview(t, a, k);
+  if (unlikely(!o)) return 0;
+  p = ((struct __pyx_memoryviewslice_obj *)o);
+  p->__pyx_base.__pyx_vtab = (struct __pyx_vtabstruct_memoryview*)__pyx_vtabptr__memoryviewslice;
+  new((void*)&(p->from_slice)) __Pyx_memviewslice();
+  p->from_object = Py_None; Py_INCREF(Py_None);
+  p->from_slice.memview = NULL;
+  return o;
+}
+
+static void __pyx_tp_dealloc__memoryviewslice(PyObject *o) {
+  struct __pyx_memoryviewslice_obj *p = (struct __pyx_memoryviewslice_obj *)o;
+  #if CYTHON_USE_TP_FINALIZE
+  if (unlikely((PY_VERSION_HEX >= 0x03080000 || __Pyx_PyType_HasFeature(Py_TYPE(o), Py_TPFLAGS_HAVE_FINALIZE)) && __Pyx_PyObject_GetSlot(o, tp_finalize, destructor)) && !__Pyx_PyObject_GC_IsFinalized(o)) {
+    if (__Pyx_PyObject_GetSlot(o, tp_dealloc, destructor) == __pyx_tp_dealloc__memoryviewslice) {
+      if (PyObject_CallFinalizerFromDealloc(o)) return;
+    }
+  }
+  #endif
+  PyObject_GC_UnTrack(o);
+  {
+    PyObject *etype, *eval, *etb;
+    PyErr_Fetch(&etype, &eval, &etb);
+    __Pyx_SET_REFCNT(o, Py_REFCNT(o) + 1);
+    __pyx_memoryviewslice___dealloc__(o);
+    __Pyx_SET_REFCNT(o, Py_REFCNT(o) - 1);
+    PyErr_Restore(etype, eval, etb);
+  }
+  __Pyx_call_destructor(p->from_slice);
+  Py_CLEAR(p->from_object);
+  PyObject_GC_Track(o);
+  __pyx_tp_dealloc_memoryview(o);
+}
+
+static int __pyx_tp_traverse__memoryviewslice(PyObject *o, visitproc v, void *a) {
+  int e;
+  struct __pyx_memoryviewslice_obj *p = (struct __pyx_memoryviewslice_obj *)o;
+  e = __pyx_tp_traverse_memoryview(o, v, a); if (e) return e;
+  if (p->from_object) {
+    e = (*v)(p->from_object, a); if (e) return e;
+  }
+  return 0;
+}
+
+static int __pyx_tp_clear__memoryviewslice(PyObject *o) {
+  PyObject* tmp;
+  struct __pyx_memoryviewslice_obj *p = (struct __pyx_memoryviewslice_obj *)o;
+  __pyx_tp_clear_memoryview(o);
+  tmp = ((PyObject*)p->from_object);
+  p->from_object = Py_None; Py_INCREF(Py_None);
+  Py_XDECREF(tmp);
+  __PYX_XCLEAR_MEMVIEW(&p->from_slice, 1);
+  return 0;
+}
+
+static PyMethodDef __pyx_methods__memoryviewslice[] = {
+  {"__reduce_cython__", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw___pyx_memoryviewslice_1__reduce_cython__, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {"__setstate_cython__", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw___pyx_memoryviewslice_3__setstate_cython__, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0},
+  {0, 0, 0, 0}
+};
+#if CYTHON_USE_TYPE_SPECS
+static PyType_Slot __pyx_type___pyx_memoryviewslice_slots[] = {
+  {Py_tp_dealloc, (void *)__pyx_tp_dealloc__memoryviewslice},
+  {Py_tp_doc, (void *)PyDoc_STR("Internal class for passing memoryview slices to Python")},
+  {Py_tp_traverse, (void *)__pyx_tp_traverse__memoryviewslice},
+  {Py_tp_clear, (void *)__pyx_tp_clear__memoryviewslice},
+  {Py_tp_methods, (void *)__pyx_methods__memoryviewslice},
+  {Py_tp_new, (void *)__pyx_tp_new__memoryviewslice},
+  {0, 0},
+};
+static PyType_Spec __pyx_type___pyx_memoryviewslice_spec = {
+  "Cielab.Cielab._memoryviewslice",
+  sizeof(struct __pyx_memoryviewslice_obj),
+  0,
+  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC|Py_TPFLAGS_SEQUENCE,
+  __pyx_type___pyx_memoryviewslice_slots,
+};
+#else
+
+static PyTypeObject __pyx_type___pyx_memoryviewslice = {
+  PyVarObject_HEAD_INIT(0, 0)
+  "Cielab.Cielab.""_memoryviewslice", /*tp_name*/
+  sizeof(struct __pyx_memoryviewslice_obj), /*tp_basicsize*/
+  0, /*tp_itemsize*/
+  __pyx_tp_dealloc__memoryviewslice, /*tp_dealloc*/
+  #if PY_VERSION_HEX < 0x030800b4
+  0, /*tp_print*/
+  #endif
+  #if PY_VERSION_HEX >= 0x030800b4
+  0, /*tp_vectorcall_offset*/
+  #endif
+  0, /*tp_getattr*/
+  0, /*tp_setattr*/
+  #if PY_MAJOR_VERSION < 3
+  0, /*tp_compare*/
+  #endif
+  #if PY_MAJOR_VERSION >= 3
+  0, /*tp_as_async*/
+  #endif
+  #if CYTHON_COMPILING_IN_PYPY || 0
+  __pyx_memoryview___repr__, /*tp_repr*/
+  #else
+  0, /*tp_repr*/
+  #endif
+  0, /*tp_as_number*/
+  0, /*tp_as_sequence*/
+  0, /*tp_as_mapping*/
+  0, /*tp_hash*/
+  0, /*tp_call*/
+  #if CYTHON_COMPILING_IN_PYPY || 0
+  __pyx_memoryview___str__, /*tp_str*/
+  #else
+  0, /*tp_str*/
+  #endif
+  0, /*tp_getattro*/
+  0, /*tp_setattro*/
+  0, /*tp_as_buffer*/
+  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC|Py_TPFLAGS_SEQUENCE, /*tp_flags*/
+  PyDoc_STR("Internal class for passing memoryview slices to Python"), /*tp_doc*/
+  __pyx_tp_traverse__memoryviewslice, /*tp_traverse*/
+  __pyx_tp_clear__memoryviewslice, /*tp_clear*/
+  0, /*tp_richcompare*/
+  0, /*tp_weaklistoffset*/
+  0, /*tp_iter*/
+  0, /*tp_iternext*/
+  __pyx_methods__memoryviewslice, /*tp_methods*/
+  0, /*tp_members*/
+  0, /*tp_getset*/
+  0, /*tp_base*/
+  0, /*tp_dict*/
+  0, /*tp_descr_get*/
+  0, /*tp_descr_set*/
+  #if !CYTHON_USE_TYPE_SPECS
+  0, /*tp_dictoffset*/
+  #endif
+  0, /*tp_init*/
+  0, /*tp_alloc*/
+  __pyx_tp_new__memoryviewslice, /*tp_new*/
+  0, /*tp_free*/
+  0, /*tp_is_gc*/
+  0, /*tp_bases*/
+  0, /*tp_mro*/
+  0, /*tp_cache*/
+  0, /*tp_subclasses*/
+  0, /*tp_weaklist*/
+  0, /*tp_del*/
+  0, /*tp_version_tag*/
+  #if PY_VERSION_HEX >= 0x030400a1
+  #if CYTHON_USE_TP_FINALIZE
+  0, /*tp_finalize*/
+  #else
+  NULL, /*tp_finalize*/
+  #endif
+  #endif
+  #if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800)
+  0, /*tp_vectorcall*/
+  #endif
+  #if __PYX_NEED_TP_PRINT_SLOT == 1
+  0, /*tp_print*/
+  #endif
+  #if PY_VERSION_HEX >= 0x030C0000
+  0, /*tp_watched*/
+  #endif
+  #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 && PY_VERSION_HEX < 0x030a0000
+  0, /*tp_pypy_flags*/
+  #endif
+};
+#endif
+
+static PyMethodDef __pyx_methods[] = {
+  {"array3d_mean", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_1array3d_mean, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_array3d_mean},
+  {"array3d_stats", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_3array3d_stats, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_2array3d_stats},
+  {"xyz_adobe98", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_5xyz_adobe98, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_4xyz_adobe98},
+  {"adobe98_xyz", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_7adobe98_xyz, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_6adobe98_xyz},
+  {"rgb_to_xyz", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_9rgb_to_xyz, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_8rgb_to_xyz},
+  {"xyz_to_rgb", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_11xyz_to_rgb, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_10xyz_to_rgb},
+  {"xyz_to_cielab", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_13xyz_to_cielab, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_12xyz_to_cielab},
+  {"cielab_to_xyz", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_15cielab_to_xyz, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_14cielab_to_xyz},
+  {"rgb_to_cielab", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_17rgb_to_cielab, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_16rgb_to_cielab},
+  {"cielab_to_rgb", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_19cielab_to_rgb, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_18cielab_to_rgb},
+  {"rgb_2_cielab", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_21rgb_2_cielab, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_20rgb_2_cielab},
+  {"cielab_2_rgb", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_23cielab_2_rgb, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_22cielab_2_rgb},
+  {"WhiteBalance", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_25WhiteBalance, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_24WhiteBalance},
+  {"WhiteBalanceInplace", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_27WhiteBalanceInplace, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_26WhiteBalanceInplace},
+  {"white_balance_grayworld", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_29white_balance_grayworld, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_28white_balance_grayworld},
+  {"white_balance_SDWGW", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_31white_balance_SDWGW, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_30white_balance_SDWGW},
+  {"adobe2rgb", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_33adobe2rgb, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_32adobe2rgb},
+  {"rgb2adobe", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_35rgb2adobe, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_34rgb2adobe},
+  {"rgb2adobe_inplace", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_37rgb2adobe_inplace, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_36rgb2adobe_inplace},
+  {"adobe2rgb_inplace", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_39adobe2rgb_inplace, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_38adobe2rgb_inplace},
+  {"rgb2xyz", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_6Cielab_6Cielab_41rgb2xyz, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_6Cielab_6Cielab_40rgb2xyz},
+  {0, 0, 0, 0}
+};
+#ifndef CYTHON_SMALL_CODE
+#if defined(__clang__)
+    #define CYTHON_SMALL_CODE
+#elif defined(__GNUC__) && (__GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 3))
+    #define CYTHON_SMALL_CODE __attribute__((cold))
+#else
+    #define CYTHON_SMALL_CODE
+#endif
+#endif
+/* #### Code section: pystring_table ### */
+
+static int __Pyx_CreateStringTabAndInitStrings(void) {
+  __Pyx_StringTabEntry __pyx_string_tab[] = {
+    {&__pyx_kp_u_, __pyx_k_, sizeof(__pyx_k_), 0, 1, 0, 0},
+    {&__pyx_n_u_A, __pyx_k_A, sizeof(__pyx_k_A), 0, 1, 0, 1},
+    {&__pyx_n_s_ASCII, __pyx_k_ASCII, sizeof(__pyx_k_ASCII), 0, 0, 1, 1},
+    {&__pyx_kp_s_All_dimensions_preceding_dimensi, __pyx_k_All_dimensions_preceding_dimensi, sizeof(__pyx_k_All_dimensions_preceding_dimensi), 0, 0, 1, 0},
+    {&__pyx_kp_u_Argument_Illuminant_expect_a_c, __pyx_k_Argument_Illuminant_expect_a_c, sizeof(__pyx_k_Argument_Illuminant_expect_a_c), 0, 1, 0, 0},
+    {&__pyx_kp_u_Argument_model_has_an_invalid_le, __pyx_k_Argument_model_has_an_invalid_le, sizeof(__pyx_k_Argument_model_has_an_invalid_le), 0, 1, 0, 0},
+    {&__pyx_kp_u_Array_must_be_shape_w_h_3, __pyx_k_Array_must_be_shape_w_h_3, sizeof(__pyx_k_Array_must_be_shape_w_h_3), 0, 1, 0, 0},
+    {&__pyx_kp_u_Array_must_be_type_uint8_or_floa, __pyx_k_Array_must_be_type_uint8_or_floa, sizeof(__pyx_k_Array_must_be_type_uint8_or_floa), 0, 1, 0, 0},
+    {&__pyx_kp_u_Array_sizes_cannot_be_null, __pyx_k_Array_sizes_cannot_be_null, sizeof(__pyx_k_Array_sizes_cannot_be_null), 0, 1, 0, 0},
+    {&__pyx_n_s_AssertionError, __pyx_k_AssertionError, sizeof(__pyx_k_AssertionError), 0, 0, 1, 1},
+    {&__pyx_kp_u_Attribute_ref_must_be_D50_or_D6, __pyx_k_Attribute_ref_must_be_D50_or_D6, sizeof(__pyx_k_Attribute_ref_must_be_D50_or_D6), 0, 1, 0, 0},
+    {&__pyx_kp_u_Attribute_ref_must_be_D50_or_D6_2, __pyx_k_Attribute_ref_must_be_D50_or_D6_2, sizeof(__pyx_k_Attribute_ref_must_be_D50_or_D6_2), 0, 1, 0, 0},
+    {&__pyx_kp_u_Attribute_ref_must_be_D65_or_D5, __pyx_k_Attribute_ref_must_be_D65_or_D5, sizeof(__pyx_k_Attribute_ref_must_be_D65_or_D5), 0, 1, 0, 0},
+    {&__pyx_n_s_BLEND_RGB_ADD, __pyx_k_BLEND_RGB_ADD, sizeof(__pyx_k_BLEND_RGB_ADD), 0, 0, 1, 1},
+    {&__pyx_kp_s_Buffer_view_does_not_expose_stri, __pyx_k_Buffer_view_does_not_expose_stri, sizeof(__pyx_k_Buffer_view_does_not_expose_stri), 0, 0, 1, 0},
+    {&__pyx_n_u_C, __pyx_k_C, sizeof(__pyx_k_C), 0, 1, 0, 1},
+    {&__pyx_kp_u_CIELAB_color_space_Convert_CIEL, __pyx_k_CIELAB_color_space_Convert_CIEL, sizeof(__pyx_k_CIELAB_color_space_Convert_CIEL), 0, 1, 0, 0},
+    {&__pyx_kp_u_CIELAB_color_space_Convert_RGB, __pyx_k_CIELAB_color_space_Convert_RGB, sizeof(__pyx_k_CIELAB_color_space_Convert_RGB), 0, 1, 0, 0},
+    {&__pyx_kp_u_CIE_XYZ_to_sRGB_simple_precisio, __pyx_k_CIE_XYZ_to_sRGB_simple_precisio, sizeof(__pyx_k_CIE_XYZ_to_sRGB_simple_precisio), 0, 1, 0, 0},
+    {&__pyx_kp_u_CONVERSION_FROM_XYZ_D65_D50_TO, __pyx_k_CONVERSION_FROM_XYZ_D65_D50_TO, sizeof(__pyx_k_CONVERSION_FROM_XYZ_D65_D50_TO), 0, 1, 0, 0},
+    {&__pyx_kp_u_CONVERT_CIELAB_to_XYZ_e_g_suppo, __pyx_k_CONVERT_CIELAB_to_XYZ_e_g_suppo, sizeof(__pyx_k_CONVERT_CIELAB_to_XYZ_e_g_suppo), 0, 1, 0, 0},
+    {&__pyx_kp_u_CONVERT_RGB_COLOR_VALUES_TO_CIE, __pyx_k_CONVERT_RGB_COLOR_VALUES_TO_CIE, sizeof(__pyx_k_CONVERT_RGB_COLOR_VALUES_TO_CIE), 0, 1, 0, 0},
+    {&__pyx_kp_u_CONVERT_RGB_COLOR_VALUES_TO_CIE_2, __pyx_k_CONVERT_RGB_COLOR_VALUES_TO_CIE_2, sizeof(__pyx_k_CONVERT_RGB_COLOR_VALUES_TO_CIE_2), 0, 1, 0, 0},
+    {&__pyx_kp_u_CONVERT_XYZ_VALUES_TO_CIELAB_e, __pyx_k_CONVERT_XYZ_VALUES_TO_CIELAB_e, sizeof(__pyx_k_CONVERT_XYZ_VALUES_TO_CIELAB_e), 0, 1, 0, 0},
+    {&__pyx_kp_s_Can_only_create_a_buffer_that_is, __pyx_k_Can_only_create_a_buffer_that_is, sizeof(__pyx_k_Can_only_create_a_buffer_that_is), 0, 0, 1, 0},
+    {&__pyx_kp_s_Cannot_assign_to_read_only_memor, __pyx_k_Cannot_assign_to_read_only_memor, sizeof(__pyx_k_Cannot_assign_to_read_only_memor), 0, 0, 1, 0},
+    {&__pyx_kp_s_Cannot_create_writable_memory_vi, __pyx_k_Cannot_create_writable_memory_vi, sizeof(__pyx_k_Cannot_create_writable_memory_vi), 0, 0, 1, 0},
+    {&__pyx_kp_u_Cannot_index_with_type, __pyx_k_Cannot_index_with_type, sizeof(__pyx_k_Cannot_index_with_type), 0, 1, 0, 0},
+    {&__pyx_kp_s_Cannot_transpose_memoryview_with, __pyx_k_Cannot_transpose_memoryview_with, sizeof(__pyx_k_Cannot_transpose_memoryview_with), 0, 0, 1, 0},
+    {&__pyx_n_s_Cielab_config, __pyx_k_Cielab_config, sizeof(__pyx_k_Cielab_config), 0, 0, 1, 1},
+    {&__pyx_kp_u_Conversion_from_24_bit_Adobe_RG, __pyx_k_Conversion_from_24_bit_Adobe_RG, sizeof(__pyx_k_Conversion_from_24_bit_Adobe_RG), 0, 1, 0, 0},
+    {&__pyx_kp_u_Convert_an_ADOBE_98_array_float, __pyx_k_Convert_an_ADOBE_98_array_float, sizeof(__pyx_k_Convert_an_ADOBE_98_array_float), 0, 1, 0, 0},
+    {&__pyx_kp_u_Convert_an_ADOBE_98_array_float_2, __pyx_k_Convert_an_ADOBE_98_array_float_2, sizeof(__pyx_k_Convert_an_ADOBE_98_array_float_2), 0, 1, 0, 0},
+    {&__pyx_kp_u_Convert_an_RGB_array_into_an_AD, __pyx_k_Convert_an_RGB_array_into_an_AD, sizeof(__pyx_k_Convert_an_RGB_array_into_an_AD), 0, 1, 0, 0},
+    {&__pyx_kp_u_Convert_an_RGB_array_into_an_AD_2, __pyx_k_Convert_an_RGB_array_into_an_AD_2, sizeof(__pyx_k_Convert_an_RGB_array_into_an_AD_2), 0, 1, 0, 0},
+    {&__pyx_kp_u_Convert_an_RGB_array_into_an_XY, __pyx_k_Convert_an_RGB_array_into_an_XY, sizeof(__pyx_k_Convert_an_RGB_array_into_an_XY), 0, 1, 0, 0},
+    {&__pyx_n_u_D50, __pyx_k_D50, sizeof(__pyx_k_D50), 0, 1, 0, 1},
+    {&__pyx_n_u_D55, __pyx_k_D55, sizeof(__pyx_k_D55), 0, 1, 0, 1},
+    {&__pyx_n_u_D65, __pyx_k_D65, sizeof(__pyx_k_D65), 0, 1, 0, 1},
+    {&__pyx_kp_s_Dimension_d_is_not_direct, __pyx_k_Dimension_d_is_not_direct, sizeof(__pyx_k_Dimension_d_is_not_direct), 0, 0, 1, 0},
+    {&__pyx_n_u_E, __pyx_k_E, sizeof(__pyx_k_E), 0, 1, 0, 1},
+    {&__pyx_n_s_Ellipsis, __pyx_k_Ellipsis, sizeof(__pyx_k_Ellipsis), 0, 0, 1, 1},
+    {&__pyx_kp_s_Empty_shape_tuple_for_cython_arr, __pyx_k_Empty_shape_tuple_for_cython_arr, sizeof(__pyx_k_Empty_shape_tuple_for_cython_arr), 0, 0, 1, 0},
+    {&__pyx_n_u_ICC, __pyx_k_ICC, sizeof(__pyx_k_ICC), 0, 1, 0, 1},
+    {&__pyx_n_s_ImportError, __pyx_k_ImportError, sizeof(__pyx_k_ImportError), 0, 0, 1, 1},
+    {&__pyx_kp_s_Incompatible_checksums_0x_x_vs_0, __pyx_k_Incompatible_checksums_0x_x_vs_0, sizeof(__pyx_k_Incompatible_checksums_0x_x_vs_0), 0, 0, 1, 0},
+    {&__pyx_n_s_IndexError, __pyx_k_IndexError, sizeof(__pyx_k_IndexError), 0, 0, 1, 1},
+    {&__pyx_kp_s_Index_out_of_bounds_axis_d, __pyx_k_Index_out_of_bounds_axis_d, sizeof(__pyx_k_Index_out_of_bounds_axis_d), 0, 0, 1, 0},
+    {&__pyx_kp_s_Indirect_dimensions_not_supporte, __pyx_k_Indirect_dimensions_not_supporte, sizeof(__pyx_k_Indirect_dimensions_not_supporte), 0, 0, 1, 0},
+    {&__pyx_kp_u_Invalid_mode_expected_c_or_fortr, __pyx_k_Invalid_mode_expected_c_or_fortr, sizeof(__pyx_k_Invalid_mode_expected_c_or_fortr), 0, 1, 0, 0},
+    {&__pyx_kp_u_Invalid_shape_in_axis, __pyx_k_Invalid_shape_in_axis, sizeof(__pyx_k_Invalid_shape_in_axis), 0, 1, 0, 0},
+    {&__pyx_n_s_MemoryError, __pyx_k_MemoryError, sizeof(__pyx_k_MemoryError), 0, 0, 1, 1},
+    {&__pyx_kp_s_MemoryView_of_r_at_0x_x, __pyx_k_MemoryView_of_r_at_0x_x, sizeof(__pyx_k_MemoryView_of_r_at_0x_x), 0, 0, 1, 0},
+    {&__pyx_kp_s_MemoryView_of_r_object, __pyx_k_MemoryView_of_r_object, sizeof(__pyx_k_MemoryView_of_r_object), 0, 0, 1, 0},
+    {&__pyx_n_s_NotImplemented, __pyx_k_NotImplemented, sizeof(__pyx_k_NotImplemented), 0, 0, 1, 1},
+    {&__pyx_n_b_O, __pyx_k_O, sizeof(__pyx_k_O), 0, 0, 0, 1},
+    {&__pyx_n_s_OPENMP, __pyx_k_OPENMP, sizeof(__pyx_k_OPENMP), 0, 0, 1, 1},
+    {&__pyx_kp_u_Out_of_bounds_on_buffer_access_a, __pyx_k_Out_of_bounds_on_buffer_access_a, sizeof(__pyx_k_Out_of_bounds_on_buffer_access_a), 0, 1, 0, 0},
+    {&__pyx_n_u_PYGAME_HIDE_SUPPORT_PROMPT, __pyx_k_PYGAME_HIDE_SUPPORT_PROMPT, sizeof(__pyx_k_PYGAME_HIDE_SUPPORT_PROMPT), 0, 1, 0, 1},
+    {&__pyx_n_s_PickleError, __pyx_k_PickleError, sizeof(__pyx_k_PickleError), 0, 0, 1, 1},
+    {&__pyx_kp_u_Pygame_library_is_missing_on_yo, __pyx_k_Pygame_library_is_missing_on_yo, sizeof(__pyx_k_Pygame_library_is_missing_on_yo), 0, 1, 0, 0},
+    {&__pyx_n_s_RLEACCEL, __pyx_k_RLEACCEL, sizeof(__pyx_k_RLEACCEL), 0, 0, 1, 1},
+    {&__pyx_n_s_SRCALPHA, __pyx_k_SRCALPHA, sizeof(__pyx_k_SRCALPHA), 0, 0, 1, 1},
+    {&__pyx_n_s_Sequence, __pyx_k_Sequence, sizeof(__pyx_k_Sequence), 0, 0, 1, 1},
+    {&__pyx_kp_s_Step_may_not_be_zero_axis_d, __pyx_k_Step_may_not_be_zero_axis_d, sizeof(__pyx_k_Step_may_not_be_zero_axis_d), 0, 0, 1, 0},
+    {&__pyx_n_s_Surface, __pyx_k_Surface, sizeof(__pyx_k_Surface), 0, 0, 1, 1},
+    {&__pyx_n_s_THREAD_NUMBER, __pyx_k_THREAD_NUMBER, sizeof(__pyx_k_THREAD_NUMBER), 0, 0, 1, 1},
+    {&__pyx_kp_u_The_Gray_World_algorithm_for_il, __pyx_k_The_Gray_World_algorithm_for_il, sizeof(__pyx_k_The_Gray_World_algorithm_for_il), 0, 1, 0, 0},
+    {&__pyx_kp_u_The_Gray_World_algorithm_for_il_2, __pyx_k_The_Gray_World_algorithm_for_il_2, sizeof(__pyx_k_The_Gray_World_algorithm_for_il_2), 0, 1, 0, 0},
+    {&__pyx_n_s_TypeError, __pyx_k_TypeError, sizeof(__pyx_k_TypeError), 0, 0, 1, 1},
+    {&__pyx_kp_s_Unable_to_convert_item_to_object, __pyx_k_Unable_to_convert_item_to_object, sizeof(__pyx_k_Unable_to_convert_item_to_object), 0, 0, 1, 0},
+    {&__pyx_n_s_ValueError, __pyx_k_ValueError, sizeof(__pyx_k_ValueError), 0, 0, 1, 1},
+    {&__pyx_n_s_View_MemoryView, __pyx_k_View_MemoryView, sizeof(__pyx_k_View_MemoryView), 0, 0, 1, 1},
+    {&__pyx_kp_u_WhiteBalanceInplace_line_2055, __pyx_k_WhiteBalanceInplace_line_2055, sizeof(__pyx_k_WhiteBalanceInplace_line_2055), 0, 1, 0, 0},
+    {&__pyx_kp_u_WhiteBalance_line_1890, __pyx_k_WhiteBalance_line_1890, sizeof(__pyx_k_WhiteBalance_line_1890), 0, 1, 0, 0},
+    {&__pyx_kp_u__12, __pyx_k__12, sizeof(__pyx_k__12), 0, 1, 0, 0},
+    {&__pyx_kp_u__2, __pyx_k__2, sizeof(__pyx_k__2), 0, 1, 0, 0},
+    {&__pyx_kp_u__26, __pyx_k__26, sizeof(__pyx_k__26), 0, 1, 0, 0},
+    {&__pyx_n_s__3, __pyx_k__3, sizeof(__pyx_k__3), 0, 0, 1, 1},
+    {&__pyx_n_s__41, __pyx_k__41, sizeof(__pyx_k__41), 0, 0, 1, 1},
+    {&__pyx_kp_u__6, __pyx_k__6, sizeof(__pyx_k__6), 0, 1, 0, 0},
+    {&__pyx_kp_u__7, __pyx_k__7, sizeof(__pyx_k__7), 0, 1, 0, 0},
+    {&__pyx_n_s_a, __pyx_k_a, sizeof(__pyx_k_a), 0, 0, 1, 1},
+    {&__pyx_n_u_a, __pyx_k_a, sizeof(__pyx_k_a), 0, 1, 0, 1},
+    {&__pyx_n_s_abc, __pyx_k_abc, sizeof(__pyx_k_abc), 0, 0, 1, 1},
+    {&__pyx_kp_u_adobe2rgb_inplace_line_2817, __pyx_k_adobe2rgb_inplace_line_2817, sizeof(__pyx_k_adobe2rgb_inplace_line_2817), 0, 1, 0, 0},
+    {&__pyx_kp_u_adobe2rgb_line_2343, __pyx_k_adobe2rgb_line_2343, sizeof(__pyx_k_adobe2rgb_line_2343), 0, 1, 0, 0},
+    {&__pyx_n_s_adobe98_array, __pyx_k_adobe98_array, sizeof(__pyx_k_adobe98_array), 0, 0, 1, 1},
+    {&__pyx_kp_u_adobe98_array_argument_must_be_s, __pyx_k_adobe98_array_argument_must_be_s, sizeof(__pyx_k_adobe98_array_argument_must_be_s), 0, 1, 0, 0},
+    {&__pyx_kp_u_adobe98_array_invalid_dimensions, __pyx_k_adobe98_array_invalid_dimensions, sizeof(__pyx_k_adobe98_array_invalid_dimensions), 0, 1, 0, 0},
+    {&__pyx_kp_u_adobe98_array_invalid_dimensions_2, __pyx_k_adobe98_array_invalid_dimensions_2, sizeof(__pyx_k_adobe98_array_invalid_dimensions_2), 0, 1, 0, 0},
+    {&__pyx_kp_u_adobe98_xyz_line_555, __pyx_k_adobe98_xyz_line_555, sizeof(__pyx_k_adobe98_xyz_line_555), 0, 1, 0, 0},
+    {&__pyx_n_s_allocate_buffer, __pyx_k_allocate_buffer, sizeof(__pyx_k_allocate_buffer), 0, 0, 1, 1},
+    {&__pyx_kp_u_and, __pyx_k_and, sizeof(__pyx_k_and), 0, 1, 0, 0},
+    {&__pyx_n_s_arange, __pyx_k_arange, sizeof(__pyx_k_arange), 0, 0, 1, 1},
+    {&__pyx_n_s_array, __pyx_k_array, sizeof(__pyx_k_array), 0, 0, 1, 1},
+    {&__pyx_n_s_array3d, __pyx_k_array3d, sizeof(__pyx_k_array3d), 0, 0, 1, 1},
+    {&__pyx_n_s_array_alpha, __pyx_k_array_alpha, sizeof(__pyx_k_array_alpha), 0, 0, 1, 1},
+    {&__pyx_n_s_asarray, __pyx_k_asarray, sizeof(__pyx_k_asarray), 0, 0, 1, 1},
+    {&__pyx_n_s_ascontiguousarray, __pyx_k_ascontiguousarray, sizeof(__pyx_k_ascontiguousarray), 0, 0, 1, 1},
+    {&__pyx_n_s_b, __pyx_k_b, sizeof(__pyx_k_b), 0, 0, 1, 1},
+    {&__pyx_n_s_base, __pyx_k_base, sizeof(__pyx_k_base), 0, 0, 1, 1},
+    {&__pyx_n_s_blue_mean, __pyx_k_blue_mean, sizeof(__pyx_k_blue_mean), 0, 0, 1, 1},
+    {&__pyx_n_s_blue_std_dev, __pyx_k_blue_std_dev, sizeof(__pyx_k_blue_std_dev), 0, 0, 1, 1},
+    {&__pyx_n_s_c, __pyx_k_c, sizeof(__pyx_k_c), 0, 0, 1, 1},
+    {&__pyx_n_u_c, __pyx_k_c, sizeof(__pyx_k_c), 0, 1, 0, 1},
+    {&__pyx_n_s_c1, __pyx_k_c1, sizeof(__pyx_k_c1), 0, 0, 1, 1},
+    {&__pyx_kp_u_cielab_2_rgb_line_1691, __pyx_k_cielab_2_rgb_line_1691, sizeof(__pyx_k_cielab_2_rgb_line_1691), 0, 1, 0, 0},
+    {&__pyx_kp_u_cielab_to_rgb_line_1357, __pyx_k_cielab_to_rgb_line_1357, sizeof(__pyx_k_cielab_to_rgb_line_1357), 0, 1, 0, 0},
+    {&__pyx_kp_u_cielab_to_xyz_line_1095, __pyx_k_cielab_to_xyz_line_1095, sizeof(__pyx_k_cielab_to_xyz_line_1095), 0, 1, 0, 0},
+    {&__pyx_n_s_class, __pyx_k_class, sizeof(__pyx_k_class), 0, 0, 1, 1},
+    {&__pyx_n_s_class_getitem, __pyx_k_class_getitem, sizeof(__pyx_k_class_getitem), 0, 0, 1, 1},
+    {&__pyx_n_s_cline_in_traceback, __pyx_k_cline_in_traceback, sizeof(__pyx_k_cline_in_traceback), 0, 0, 1, 1},
+    {&__pyx_n_s_collections, __pyx_k_collections, sizeof(__pyx_k_collections), 0, 0, 1, 1},
+    {&__pyx_kp_s_collections_abc, __pyx_k_collections_abc, sizeof(__pyx_k_collections_abc), 0, 0, 1, 0},
+    {&__pyx_kp_s_contiguous_and_direct, __pyx_k_contiguous_and_direct, sizeof(__pyx_k_contiguous_and_direct), 0, 0, 1, 0},
+    {&__pyx_kp_s_contiguous_and_indirect, __pyx_k_contiguous_and_indirect, sizeof(__pyx_k_contiguous_and_indirect), 0, 0, 1, 0},
+    {&__pyx_n_s_count, __pyx_k_count, sizeof(__pyx_k_count), 0, 0, 1, 1},
+    {&__pyx_n_s_ctypes, __pyx_k_ctypes, sizeof(__pyx_k_ctypes), 0, 0, 1, 1},
+    {&__pyx_n_u_d50, __pyx_k_d50, sizeof(__pyx_k_d50), 0, 1, 0, 1},
+    {&__pyx_n_u_d55, __pyx_k_d55, sizeof(__pyx_k_d55), 0, 1, 0, 1},
+    {&__pyx_n_u_d65, __pyx_k_d65, sizeof(__pyx_k_d65), 0, 1, 0, 1},
+    {&__pyx_n_s_dict, __pyx_k_dict, sizeof(__pyx_k_dict), 0, 0, 1, 1},
+    {&__pyx_kp_u_disable, __pyx_k_disable, sizeof(__pyx_k_disable), 0, 1, 0, 0},
+    {&__pyx_n_s_dstack, __pyx_k_dstack, sizeof(__pyx_k_dstack), 0, 0, 1, 1},
+    {&__pyx_n_s_dtype, __pyx_k_dtype, sizeof(__pyx_k_dtype), 0, 0, 1, 1},
+    {&__pyx_n_s_dtype_is_object, __pyx_k_dtype_is_object, sizeof(__pyx_k_dtype_is_object), 0, 0, 1, 1},
+    {&__pyx_n_u_e, __pyx_k_e, sizeof(__pyx_k_e), 0, 1, 0, 1},
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+static int __Pyx_modinit_variable_import_code(void) {
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+static int __Pyx_modinit_function_import_code(void) {
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+
+#if PY_MAJOR_VERSION >= 3
+#if CYTHON_PEP489_MULTI_PHASE_INIT
+static PyObject* __pyx_pymod_create(PyObject *spec, PyModuleDef *def); /*proto*/
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+static PyModuleDef_Slot __pyx_moduledef_slots[] = {
+  {Py_mod_create, (void*)__pyx_pymod_create},
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+  {0, NULL}
+};
+#endif
+
+#ifdef __cplusplus
+namespace {
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+  #else
+  static struct PyModuleDef __pyx_moduledef =
+  #endif
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+      __pyx_moduledef_slots, /* m_slots */
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+    #if CYTHON_USE_MODULE_STATE
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+      __pyx_m_clear, /* m_clear */
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+      NULL, /* m_clear */
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+  #ifdef __cplusplus
+} /* anonymous namespace */
+#endif
+#endif
+
+#ifndef CYTHON_NO_PYINIT_EXPORT
+#define __Pyx_PyMODINIT_FUNC PyMODINIT_FUNC
+#elif PY_MAJOR_VERSION < 3
+#ifdef __cplusplus
+#define __Pyx_PyMODINIT_FUNC extern "C" void
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+#define __Pyx_PyMODINIT_FUNC void
+#endif
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+#ifdef __cplusplus
+#define __Pyx_PyMODINIT_FUNC extern "C" PyObject *
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+#define __Pyx_PyMODINIT_FUNC PyObject *
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+#endif
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+
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+{
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+}
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+}
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+static CYTHON_SMALL_CODE int __Pyx_copy_spec_to_module(PyObject *spec, PyObject *module, const char* from_name, const char* to_name, int allow_none)
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+}
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+}
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+        return (equals == Py_EQ);
+    } else if (PyBytes_CheckExact(s1) & PyBytes_CheckExact(s2)) {
+        const char *ps1, *ps2;
+        Py_ssize_t length = PyBytes_GET_SIZE(s1);
+        if (length != PyBytes_GET_SIZE(s2))
+            return (equals == Py_NE);
+        ps1 = PyBytes_AS_STRING(s1);
+        ps2 = PyBytes_AS_STRING(s2);
+        if (ps1[0] != ps2[0]) {
+            return (equals == Py_NE);
+        } else if (length == 1) {
+            return (equals == Py_EQ);
+        } else {
+            int result;
+#if CYTHON_USE_UNICODE_INTERNALS && (PY_VERSION_HEX < 0x030B0000)
+            Py_hash_t hash1, hash2;
+            hash1 = ((PyBytesObject*)s1)->ob_shash;
+            hash2 = ((PyBytesObject*)s2)->ob_shash;
+            if (hash1 != hash2 && hash1 != -1 && hash2 != -1) {
+                return (equals == Py_NE);
+            }
+#endif
+            result = memcmp(ps1, ps2, (size_t)length);
+            return (equals == Py_EQ) ? (result == 0) : (result != 0);
+        }
+    } else if ((s1 == Py_None) & PyBytes_CheckExact(s2)) {
+        return (equals == Py_NE);
+    } else if ((s2 == Py_None) & PyBytes_CheckExact(s1)) {
+        return (equals == Py_NE);
+    } else {
+        int result;
+        PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
+        if (!py_result)
+            return -1;
+        result = __Pyx_PyObject_IsTrue(py_result);
+        Py_DECREF(py_result);
+        return result;
+    }
+#endif
+}
+
+/* UnicodeEquals */
+static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals) {
+#if CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API
+    return PyObject_RichCompareBool(s1, s2, equals);
+#else
+#if PY_MAJOR_VERSION < 3
+    PyObject* owned_ref = NULL;
+#endif
+    int s1_is_unicode, s2_is_unicode;
+    if (s1 == s2) {
+        goto return_eq;
+    }
+    s1_is_unicode = PyUnicode_CheckExact(s1);
+    s2_is_unicode = PyUnicode_CheckExact(s2);
+#if PY_MAJOR_VERSION < 3
+    if ((s1_is_unicode & (!s2_is_unicode)) && PyString_CheckExact(s2)) {
+        owned_ref = PyUnicode_FromObject(s2);
+        if (unlikely(!owned_ref))
+            return -1;
+        s2 = owned_ref;
+        s2_is_unicode = 1;
+    } else if ((s2_is_unicode & (!s1_is_unicode)) && PyString_CheckExact(s1)) {
+        owned_ref = PyUnicode_FromObject(s1);
+        if (unlikely(!owned_ref))
+            return -1;
+        s1 = owned_ref;
+        s1_is_unicode = 1;
+    } else if (((!s2_is_unicode) & (!s1_is_unicode))) {
+        return __Pyx_PyBytes_Equals(s1, s2, equals);
+    }
+#endif
+    if (s1_is_unicode & s2_is_unicode) {
+        Py_ssize_t length;
+        int kind;
+        void *data1, *data2;
+        if (unlikely(__Pyx_PyUnicode_READY(s1) < 0) || unlikely(__Pyx_PyUnicode_READY(s2) < 0))
+            return -1;
+        length = __Pyx_PyUnicode_GET_LENGTH(s1);
+        if (length != __Pyx_PyUnicode_GET_LENGTH(s2)) {
+            goto return_ne;
+        }
+#if CYTHON_USE_UNICODE_INTERNALS
+        {
+            Py_hash_t hash1, hash2;
+        #if CYTHON_PEP393_ENABLED
+            hash1 = ((PyASCIIObject*)s1)->hash;
+            hash2 = ((PyASCIIObject*)s2)->hash;
+        #else
+            hash1 = ((PyUnicodeObject*)s1)->hash;
+            hash2 = ((PyUnicodeObject*)s2)->hash;
+        #endif
+            if (hash1 != hash2 && hash1 != -1 && hash2 != -1) {
+                goto return_ne;
+            }
+        }
+#endif
+        kind = __Pyx_PyUnicode_KIND(s1);
+        if (kind != __Pyx_PyUnicode_KIND(s2)) {
+            goto return_ne;
+        }
+        data1 = __Pyx_PyUnicode_DATA(s1);
+        data2 = __Pyx_PyUnicode_DATA(s2);
+        if (__Pyx_PyUnicode_READ(kind, data1, 0) != __Pyx_PyUnicode_READ(kind, data2, 0)) {
+            goto return_ne;
+        } else if (length == 1) {
+            goto return_eq;
+        } else {
+            int result = memcmp(data1, data2, (size_t)(length * kind));
+            #if PY_MAJOR_VERSION < 3
+            Py_XDECREF(owned_ref);
+            #endif
+            return (equals == Py_EQ) ? (result == 0) : (result != 0);
+        }
+    } else if ((s1 == Py_None) & s2_is_unicode) {
+        goto return_ne;
+    } else if ((s2 == Py_None) & s1_is_unicode) {
+        goto return_ne;
+    } else {
+        int result;
+        PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
+        #if PY_MAJOR_VERSION < 3
+        Py_XDECREF(owned_ref);
+        #endif
+        if (!py_result)
+            return -1;
+        result = __Pyx_PyObject_IsTrue(py_result);
+        Py_DECREF(py_result);
+        return result;
+    }
+return_eq:
+    #if PY_MAJOR_VERSION < 3
+    Py_XDECREF(owned_ref);
+    #endif
+    return (equals == Py_EQ);
+return_ne:
+    #if PY_MAJOR_VERSION < 3
+    Py_XDECREF(owned_ref);
+    #endif
+    return (equals == Py_NE);
+#endif
+}
+
+/* fastcall */
+#if CYTHON_METH_FASTCALL
+static CYTHON_INLINE PyObject * __Pyx_GetKwValue_FASTCALL(PyObject *kwnames, PyObject *const *kwvalues, PyObject *s)
+{
+    Py_ssize_t i, n = PyTuple_GET_SIZE(kwnames);
+    for (i = 0; i < n; i++)
+    {
+        if (s == PyTuple_GET_ITEM(kwnames, i)) return kwvalues[i];
+    }
+    for (i = 0; i < n; i++)
+    {
+        int eq = __Pyx_PyUnicode_Equals(s, PyTuple_GET_ITEM(kwnames, i), Py_EQ);
+        if (unlikely(eq != 0)) {
+            if (unlikely(eq < 0)) return NULL;
+            return kwvalues[i];
+        }
+    }
+    return NULL;
+}
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030d0000
+CYTHON_UNUSED static PyObject *__Pyx_KwargsAsDict_FASTCALL(PyObject *kwnames, PyObject *const *kwvalues) {
+    Py_ssize_t i, nkwargs = PyTuple_GET_SIZE(kwnames);
+    PyObject *dict;
+    dict = PyDict_New();
+    if (unlikely(!dict))
+        return NULL;
+    for (i=0; i<nkwargs; i++) {
+        PyObject *key = PyTuple_GET_ITEM(kwnames, i);
+        if (unlikely(PyDict_SetItem(dict, key, kwvalues[i]) < 0))
+            goto bad;
+    }
+    return dict;
+bad:
+    Py_DECREF(dict);
+    return NULL;
+}
+#endif
+#endif
+
+/* RaiseArgTupleInvalid */
+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 *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";
+    }
+    PyErr_Format(PyExc_TypeError,
+                 "%.200s() takes %.8s %" CYTHON_FORMAT_SSIZE_T "d positional argument%.1s (%" CYTHON_FORMAT_SSIZE_T "d given)",
+                 func_name, more_or_less, num_expected,
+                 (num_expected == 1) ? "" : "s", num_found);
+}
+
+/* RaiseDoubleKeywords */
+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_AsString(kw_name));
+        #endif
+}
+
+/* ParseKeywords */
+static int __Pyx_ParseOptionalKeywords(
+    PyObject *kwds,
+    PyObject *const *kwvalues,
+    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;
+    int kwds_is_tuple = CYTHON_METH_FASTCALL && likely(PyTuple_Check(kwds));
+    while (1) {
+        Py_XDECREF(key); key = NULL;
+        Py_XDECREF(value); value = NULL;
+        if (kwds_is_tuple) {
+            Py_ssize_t size;
+#if CYTHON_ASSUME_SAFE_MACROS
+            size = PyTuple_GET_SIZE(kwds);
+#else
+            size = PyTuple_Size(kwds);
+            if (size < 0) goto bad;
+#endif
+            if (pos >= size) break;
+#if CYTHON_AVOID_BORROWED_REFS
+            key = __Pyx_PySequence_ITEM(kwds, pos);
+            if (!key) goto bad;
+#elif CYTHON_ASSUME_SAFE_MACROS
+            key = PyTuple_GET_ITEM(kwds, pos);
+#else
+            key = PyTuple_GetItem(kwds, pos);
+            if (!key) goto bad;
+#endif
+            value = kwvalues[pos];
+            pos++;
+        }
+        else
+        {
+            if (!PyDict_Next(kwds, &pos, &key, &value)) break;
+#if CYTHON_AVOID_BORROWED_REFS
+            Py_INCREF(key);
+#endif
+        }
+        name = first_kw_arg;
+        while (*name && (**name != key)) name++;
+        if (*name) {
+            values[name-argnames] = value;
+#if CYTHON_AVOID_BORROWED_REFS
+            Py_INCREF(value);
+            Py_DECREF(key);
+#endif
+            key = NULL;
+            value = NULL;
+            continue;
+        }
+#if !CYTHON_AVOID_BORROWED_REFS
+        Py_INCREF(key);
+#endif
+        Py_INCREF(value);
+        name = first_kw_arg;
+        #if PY_MAJOR_VERSION < 3
+        if (likely(PyString_Check(key))) {
+            while (*name) {
+                if ((CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**name) == PyString_GET_SIZE(key))
+                        && _PyString_Eq(**name, key)) {
+                    values[name-argnames] = value;
+#if CYTHON_AVOID_BORROWED_REFS
+                    value = NULL;
+#endif
+                    break;
+                }
+                name++;
+            }
+            if (*name) continue;
+            else {
+                PyObject*** argname = argnames;
+                while (argname != first_kw_arg) {
+                    if ((**argname == key) || (
+                            (CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**argname) == PyString_GET_SIZE(key))
+                             && _PyString_Eq(**argname, key))) {
+                        goto arg_passed_twice;
+                    }
+                    argname++;
+                }
+            }
+        } else
+        #endif
+        if (likely(PyUnicode_Check(key))) {
+            while (*name) {
+                int cmp = (
+                #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
+                    (__Pyx_PyUnicode_GET_LENGTH(**name) != __Pyx_PyUnicode_GET_LENGTH(key)) ? 1 :
+                #endif
+                    PyUnicode_Compare(**name, key)
+                );
+                if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
+                if (cmp == 0) {
+                    values[name-argnames] = value;
+#if CYTHON_AVOID_BORROWED_REFS
+                    value = NULL;
+#endif
+                    break;
+                }
+                name++;
+            }
+            if (*name) continue;
+            else {
+                PyObject*** argname = argnames;
+                while (argname != first_kw_arg) {
+                    int cmp = (**argname == key) ? 0 :
+                    #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
+                        (__Pyx_PyUnicode_GET_LENGTH(**argname) != __Pyx_PyUnicode_GET_LENGTH(key)) ? 1 :
+                    #endif
+                        PyUnicode_Compare(**argname, key);
+                    if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
+                    if (cmp == 0) goto arg_passed_twice;
+                    argname++;
+                }
+            }
+        } else
+            goto invalid_keyword_type;
+        if (kwds2) {
+            if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad;
+        } else {
+            goto invalid_keyword;
+        }
+    }
+    Py_XDECREF(key);
+    Py_XDECREF(value);
+    return 0;
+arg_passed_twice:
+    __Pyx_RaiseDoubleKeywordsError(function_name, key);
+    goto bad;
+invalid_keyword_type:
+    PyErr_Format(PyExc_TypeError,
+        "%.200s() keywords must be strings", function_name);
+    goto bad;
+invalid_keyword:
+    #if PY_MAJOR_VERSION < 3
+    PyErr_Format(PyExc_TypeError,
+        "%.200s() got an unexpected keyword argument '%.200s'",
+        function_name, PyString_AsString(key));
+    #else
+    PyErr_Format(PyExc_TypeError,
+        "%s() got an unexpected keyword argument '%U'",
+        function_name, key);
+    #endif
+bad:
+    Py_XDECREF(key);
+    Py_XDECREF(value);
+    return -1;
+}
+
+/* ArgTypeTest */
+static int __Pyx__ArgTypeTest(PyObject *obj, PyTypeObject *type, const char *name, int exact)
+{
+    __Pyx_TypeName type_name;
+    __Pyx_TypeName obj_type_name;
+    if (unlikely(!type)) {
+        PyErr_SetString(PyExc_SystemError, "Missing type object");
+        return 0;
+    }
+    else if (exact) {
+        #if PY_MAJOR_VERSION == 2
+        if ((type == &PyBaseString_Type) && likely(__Pyx_PyBaseString_CheckExact(obj))) return 1;
+        #endif
+    }
+    else {
+        if (likely(__Pyx_TypeCheck(obj, type))) return 1;
+    }
+    type_name = __Pyx_PyType_GetName(type);
+    obj_type_name = __Pyx_PyType_GetName(Py_TYPE(obj));
+    PyErr_Format(PyExc_TypeError,
+        "Argument '%.200s' has incorrect type (expected " __Pyx_FMT_TYPENAME
+        ", got " __Pyx_FMT_TYPENAME ")", name, type_name, obj_type_name);
+    __Pyx_DECREF_TypeName(type_name);
+    __Pyx_DECREF_TypeName(obj_type_name);
+    return 0;
+}
+
+/* RaiseException */
+#if PY_MAJOR_VERSION < 3
+static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) {
+    __Pyx_PyThreadState_declare
+    CYTHON_UNUSED_VAR(cause);
+    Py_XINCREF(type);
+    if (!value || value == Py_None)
+        value = NULL;
+    else
+        Py_INCREF(value);
+    if (!tb || tb == Py_None)
+        tb = NULL;
+    else {
+        Py_INCREF(tb);
+        if (!PyTraceBack_Check(tb)) {
+            PyErr_SetString(PyExc_TypeError,
+                "raise: arg 3 must be a traceback or None");
+            goto raise_error;
+        }
+    }
+    if (PyType_Check(type)) {
+#if CYTHON_COMPILING_IN_PYPY
+        if (!value) {
+            Py_INCREF(Py_None);
+            value = Py_None;
+        }
+#endif
+        PyErr_NormalizeException(&type, &value, &tb);
+    } else {
+        if (value) {
+            PyErr_SetString(PyExc_TypeError,
+                "instance exception may not have a separate value");
+            goto raise_error;
+        }
+        value = type;
+        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;
+        }
+    }
+    __Pyx_PyThreadState_assign
+    __Pyx_ErrRestore(type, value, tb);
+    return;
+raise_error:
+    Py_XDECREF(value);
+    Py_XDECREF(type);
+    Py_XDECREF(tb);
+    return;
+}
+#else
+static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) {
+    PyObject* owned_instance = NULL;
+    if (tb == Py_None) {
+        tb = 0;
+    } else if (tb && !PyTraceBack_Check(tb)) {
+        PyErr_SetString(PyExc_TypeError,
+            "raise: arg 3 must be a traceback or None");
+        goto bad;
+    }
+    if (value == Py_None)
+        value = 0;
+    if (PyExceptionInstance_Check(type)) {
+        if (value) {
+            PyErr_SetString(PyExc_TypeError,
+                "instance exception may not have a separate value");
+            goto bad;
+        }
+        value = type;
+        type = (PyObject*) Py_TYPE(value);
+    } else if (PyExceptionClass_Check(type)) {
+        PyObject *instance_class = NULL;
+        if (value && PyExceptionInstance_Check(value)) {
+            instance_class = (PyObject*) Py_TYPE(value);
+            if (instance_class != type) {
+                int is_subclass = PyObject_IsSubclass(instance_class, type);
+                if (!is_subclass) {
+                    instance_class = NULL;
+                } else if (unlikely(is_subclass == -1)) {
+                    goto bad;
+                } else {
+                    type = instance_class;
+                }
+            }
+        }
+        if (!instance_class) {
+            PyObject *args;
+            if (!value)
+                args = PyTuple_New(0);
+            else if (PyTuple_Check(value)) {
+                Py_INCREF(value);
+                args = value;
+            } else
+                args = PyTuple_Pack(1, value);
+            if (!args)
+                goto bad;
+            owned_instance = PyObject_Call(type, args, NULL);
+            Py_DECREF(args);
+            if (!owned_instance)
+                goto bad;
+            value = owned_instance;
+            if (!PyExceptionInstance_Check(value)) {
+                PyErr_Format(PyExc_TypeError,
+                             "calling %R should have returned an instance of "
+                             "BaseException, not %R",
+                             type, Py_TYPE(value));
+                goto bad;
+            }
+        }
+    } else {
+        PyErr_SetString(PyExc_TypeError,
+            "raise: exception class must be a subclass of BaseException");
+        goto bad;
+    }
+    if (cause) {
+        PyObject *fixed_cause;
+        if (cause == Py_None) {
+            fixed_cause = NULL;
+        } else if (PyExceptionClass_Check(cause)) {
+            fixed_cause = PyObject_CallObject(cause, NULL);
+            if (fixed_cause == NULL)
+                goto bad;
+        } else if (PyExceptionInstance_Check(cause)) {
+            fixed_cause = cause;
+            Py_INCREF(fixed_cause);
+        } else {
+            PyErr_SetString(PyExc_TypeError,
+                            "exception causes must derive from "
+                            "BaseException");
+            goto bad;
+        }
+        PyException_SetCause(value, fixed_cause);
+    }
+    PyErr_SetObject(type, value);
+    if (tb) {
+      #if PY_VERSION_HEX >= 0x030C00A6
+        PyException_SetTraceback(value, tb);
+      #elif CYTHON_FAST_THREAD_STATE
+        PyThreadState *tstate = __Pyx_PyThreadState_Current;
+        PyObject* tmp_tb = tstate->curexc_traceback;
+        if (tb != tmp_tb) {
+            Py_INCREF(tb);
+            tstate->curexc_traceback = tb;
+            Py_XDECREF(tmp_tb);
+        }
+#else
+        PyObject *tmp_type, *tmp_value, *tmp_tb;
+        PyErr_Fetch(&tmp_type, &tmp_value, &tmp_tb);
+        Py_INCREF(tb);
+        PyErr_Restore(tmp_type, tmp_value, tb);
+        Py_XDECREF(tmp_tb);
+#endif
+    }
+bad:
+    Py_XDECREF(owned_instance);
+    return;
+}
+#endif
+
+/* PyFunctionFastCall */
+#if CYTHON_FAST_PYCALL && !CYTHON_VECTORCALL
+static PyObject* __Pyx_PyFunction_FastCallNoKw(PyCodeObject *co, PyObject **args, Py_ssize_t na,
+                                               PyObject *globals) {
+    PyFrameObject *f;
+    PyThreadState *tstate = __Pyx_PyThreadState_Current;
+    PyObject **fastlocals;
+    Py_ssize_t i;
+    PyObject *result;
+    assert(globals != NULL);
+    /* XXX Perhaps we should create a specialized
+       PyFrame_New() that doesn't take locals, but does
+       take builtins without sanity checking them.
+       */
+    assert(tstate != NULL);
+    f = PyFrame_New(tstate, co, globals, NULL);
+    if (f == NULL) {
+        return NULL;
+    }
+    fastlocals = __Pyx_PyFrame_GetLocalsplus(f);
+    for (i = 0; i < na; i++) {
+        Py_INCREF(*args);
+        fastlocals[i] = *args++;
+    }
+    result = PyEval_EvalFrameEx(f,0);
+    ++tstate->recursion_depth;
+    Py_DECREF(f);
+    --tstate->recursion_depth;
+    return result;
+}
+static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, Py_ssize_t nargs, PyObject *kwargs) {
+    PyCodeObject *co = (PyCodeObject *)PyFunction_GET_CODE(func);
+    PyObject *globals = PyFunction_GET_GLOBALS(func);
+    PyObject *argdefs = PyFunction_GET_DEFAULTS(func);
+    PyObject *closure;
+#if PY_MAJOR_VERSION >= 3
+    PyObject *kwdefs;
+#endif
+    PyObject *kwtuple, **k;
+    PyObject **d;
+    Py_ssize_t nd;
+    Py_ssize_t nk;
+    PyObject *result;
+    assert(kwargs == NULL || PyDict_Check(kwargs));
+    nk = kwargs ? PyDict_Size(kwargs) : 0;
+    #if PY_MAJOR_VERSION < 3
+    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object"))) {
+        return NULL;
+    }
+    #else
+    if (unlikely(Py_EnterRecursiveCall(" while calling a Python object"))) {
+        return NULL;
+    }
+    #endif
+    if (
+#if PY_MAJOR_VERSION >= 3
+            co->co_kwonlyargcount == 0 &&
+#endif
+            likely(kwargs == NULL || nk == 0) &&
+            co->co_flags == (CO_OPTIMIZED | CO_NEWLOCALS | CO_NOFREE)) {
+        if (argdefs == NULL && co->co_argcount == nargs) {
+            result = __Pyx_PyFunction_FastCallNoKw(co, args, nargs, globals);
+            goto done;
+        }
+        else if (nargs == 0 && argdefs != NULL
+                 && co->co_argcount == Py_SIZE(argdefs)) {
+            /* function called with no arguments, but all parameters have
+               a default value: use default values as arguments .*/
+            args = &PyTuple_GET_ITEM(argdefs, 0);
+            result =__Pyx_PyFunction_FastCallNoKw(co, args, Py_SIZE(argdefs), globals);
+            goto done;
+        }
+    }
+    if (kwargs != NULL) {
+        Py_ssize_t pos, i;
+        kwtuple = PyTuple_New(2 * nk);
+        if (kwtuple == NULL) {
+            result = NULL;
+            goto done;
+        }
+        k = &PyTuple_GET_ITEM(kwtuple, 0);
+        pos = i = 0;
+        while (PyDict_Next(kwargs, &pos, &k[i], &k[i+1])) {
+            Py_INCREF(k[i]);
+            Py_INCREF(k[i+1]);
+            i += 2;
+        }
+        nk = i / 2;
+    }
+    else {
+        kwtuple = NULL;
+        k = NULL;
+    }
+    closure = PyFunction_GET_CLOSURE(func);
+#if PY_MAJOR_VERSION >= 3
+    kwdefs = PyFunction_GET_KW_DEFAULTS(func);
+#endif
+    if (argdefs != NULL) {
+        d = &PyTuple_GET_ITEM(argdefs, 0);
+        nd = Py_SIZE(argdefs);
+    }
+    else {
+        d = NULL;
+        nd = 0;
+    }
+#if PY_MAJOR_VERSION >= 3
+    result = PyEval_EvalCodeEx((PyObject*)co, globals, (PyObject *)NULL,
+                               args, (int)nargs,
+                               k, (int)nk,
+                               d, (int)nd, kwdefs, closure);
+#else
+    result = PyEval_EvalCodeEx(co, globals, (PyObject *)NULL,
+                               args, (int)nargs,
+                               k, (int)nk,
+                               d, (int)nd, closure);
+#endif
+    Py_XDECREF(kwtuple);
+done:
+    Py_LeaveRecursiveCall();
+    return result;
+}
+#endif
+
+/* PyObjectCall */
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw) {
+    PyObject *result;
+    ternaryfunc call = Py_TYPE(func)->tp_call;
+    if (unlikely(!call))
+        return PyObject_Call(func, arg, kw);
+    #if PY_MAJOR_VERSION < 3
+    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
+        return NULL;
+    #else
+    if (unlikely(Py_EnterRecursiveCall(" while calling a Python object")))
+        return NULL;
+    #endif
+    result = (*call)(func, arg, kw);
+    Py_LeaveRecursiveCall();
+    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
+        PyErr_SetString(
+            PyExc_SystemError,
+            "NULL result without error in PyObject_Call");
+    }
+    return result;
+}
+#endif
+
+/* PyObjectCallMethO */
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg) {
+    PyObject *self, *result;
+    PyCFunction cfunc;
+    cfunc = __Pyx_CyOrPyCFunction_GET_FUNCTION(func);
+    self = __Pyx_CyOrPyCFunction_GET_SELF(func);
+    #if PY_MAJOR_VERSION < 3
+    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
+        return NULL;
+    #else
+    if (unlikely(Py_EnterRecursiveCall(" while calling a Python object")))
+        return NULL;
+    #endif
+    result = cfunc(self, arg);
+    Py_LeaveRecursiveCall();
+    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
+        PyErr_SetString(
+            PyExc_SystemError,
+            "NULL result without error in PyObject_Call");
+    }
+    return result;
+}
+#endif
+
+/* PyObjectFastCall */
+#if PY_VERSION_HEX < 0x03090000 || CYTHON_COMPILING_IN_LIMITED_API
+static PyObject* __Pyx_PyObject_FastCall_fallback(PyObject *func, PyObject **args, size_t nargs, PyObject *kwargs) {
+    PyObject *argstuple;
+    PyObject *result = 0;
+    size_t i;
+    argstuple = PyTuple_New((Py_ssize_t)nargs);
+    if (unlikely(!argstuple)) return NULL;
+    for (i = 0; i < nargs; i++) {
+        Py_INCREF(args[i]);
+        if (__Pyx_PyTuple_SET_ITEM(argstuple, (Py_ssize_t)i, args[i]) < 0) goto bad;
+    }
+    result = __Pyx_PyObject_Call(func, argstuple, kwargs);
+  bad:
+    Py_DECREF(argstuple);
+    return result;
+}
+#endif
+static CYTHON_INLINE PyObject* __Pyx_PyObject_FastCallDict(PyObject *func, PyObject **args, size_t _nargs, PyObject *kwargs) {
+    Py_ssize_t nargs = __Pyx_PyVectorcall_NARGS(_nargs);
+#if CYTHON_COMPILING_IN_CPYTHON
+    if (nargs == 0 && kwargs == NULL) {
+        if (__Pyx_CyOrPyCFunction_Check(func) && likely( __Pyx_CyOrPyCFunction_GET_FLAGS(func) & METH_NOARGS))
+            return __Pyx_PyObject_CallMethO(func, NULL);
+    }
+    else if (nargs == 1 && kwargs == NULL) {
+        if (__Pyx_CyOrPyCFunction_Check(func) && likely( __Pyx_CyOrPyCFunction_GET_FLAGS(func) & METH_O))
+            return __Pyx_PyObject_CallMethO(func, args[0]);
+    }
+#endif
+    #if PY_VERSION_HEX < 0x030800B1
+    #if CYTHON_FAST_PYCCALL
+    if (PyCFunction_Check(func)) {
+        if (kwargs) {
+            return _PyCFunction_FastCallDict(func, args, nargs, kwargs);
+        } else {
+            return _PyCFunction_FastCallKeywords(func, args, nargs, NULL);
+        }
+    }
+    #if PY_VERSION_HEX >= 0x030700A1
+    if (!kwargs && __Pyx_IS_TYPE(func, &PyMethodDescr_Type)) {
+        return _PyMethodDescr_FastCallKeywords(func, args, nargs, NULL);
+    }
+    #endif
+    #endif
+    #if CYTHON_FAST_PYCALL
+    if (PyFunction_Check(func)) {
+        return __Pyx_PyFunction_FastCallDict(func, args, nargs, kwargs);
+    }
+    #endif
+    #endif
+    if (kwargs == NULL) {
+        #if CYTHON_VECTORCALL
+        #if PY_VERSION_HEX < 0x03090000
+        vectorcallfunc f = _PyVectorcall_Function(func);
+        #else
+        vectorcallfunc f = PyVectorcall_Function(func);
+        #endif
+        if (f) {
+            return f(func, args, (size_t)nargs, NULL);
+        }
+        #elif defined(__Pyx_CyFunction_USED) && CYTHON_BACKPORT_VECTORCALL
+        if (__Pyx_CyFunction_CheckExact(func)) {
+            __pyx_vectorcallfunc f = __Pyx_CyFunction_func_vectorcall(func);
+            if (f) return f(func, args, (size_t)nargs, NULL);
+        }
+        #endif
+    }
+    if (nargs == 0) {
+        return __Pyx_PyObject_Call(func, __pyx_empty_tuple, kwargs);
+    }
+    #if PY_VERSION_HEX >= 0x03090000 && !CYTHON_COMPILING_IN_LIMITED_API
+    return PyObject_VectorcallDict(func, args, (size_t)nargs, kwargs);
+    #else
+    return __Pyx_PyObject_FastCall_fallback(func, args, (size_t)nargs, kwargs);
+    #endif
+}
+
+/* RaiseUnexpectedTypeError */
+static int
+__Pyx_RaiseUnexpectedTypeError(const char *expected, PyObject *obj)
+{
+    __Pyx_TypeName obj_type_name = __Pyx_PyType_GetName(Py_TYPE(obj));
+    PyErr_Format(PyExc_TypeError, "Expected %s, got " __Pyx_FMT_TYPENAME,
+                 expected, obj_type_name);
+    __Pyx_DECREF_TypeName(obj_type_name);
+    return 0;
+}
+
+/* CIntToDigits */
+static const char DIGIT_PAIRS_10[2*10*10+1] = {
+    "00010203040506070809"
+    "10111213141516171819"
+    "20212223242526272829"
+    "30313233343536373839"
+    "40414243444546474849"
+    "50515253545556575859"
+    "60616263646566676869"
+    "70717273747576777879"
+    "80818283848586878889"
+    "90919293949596979899"
+};
+static const char DIGIT_PAIRS_8[2*8*8+1] = {
+    "0001020304050607"
+    "1011121314151617"
+    "2021222324252627"
+    "3031323334353637"
+    "4041424344454647"
+    "5051525354555657"
+    "6061626364656667"
+    "7071727374757677"
+};
+static const char DIGITS_HEX[2*16+1] = {
+    "0123456789abcdef"
+    "0123456789ABCDEF"
+};
+
+/* BuildPyUnicode */
+static PyObject* __Pyx_PyUnicode_BuildFromAscii(Py_ssize_t ulength, char* chars, int clength,
+                                                int prepend_sign, char padding_char) {
+    PyObject *uval;
+    Py_ssize_t uoffset = ulength - clength;
+#if CYTHON_USE_UNICODE_INTERNALS
+    Py_ssize_t i;
+#if CYTHON_PEP393_ENABLED
+    void *udata;
+    uval = PyUnicode_New(ulength, 127);
+    if (unlikely(!uval)) return NULL;
+    udata = PyUnicode_DATA(uval);
+#else
+    Py_UNICODE *udata;
+    uval = PyUnicode_FromUnicode(NULL, ulength);
+    if (unlikely(!uval)) return NULL;
+    udata = PyUnicode_AS_UNICODE(uval);
+#endif
+    if (uoffset > 0) {
+        i = 0;
+        if (prepend_sign) {
+            __Pyx_PyUnicode_WRITE(PyUnicode_1BYTE_KIND, udata, 0, '-');
+            i++;
+        }
+        for (; i < uoffset; i++) {
+            __Pyx_PyUnicode_WRITE(PyUnicode_1BYTE_KIND, udata, i, padding_char);
+        }
+    }
+    for (i=0; i < clength; i++) {
+        __Pyx_PyUnicode_WRITE(PyUnicode_1BYTE_KIND, udata, uoffset+i, chars[i]);
+    }
+#else
+    {
+        PyObject *sign = NULL, *padding = NULL;
+        uval = NULL;
+        if (uoffset > 0) {
+            prepend_sign = !!prepend_sign;
+            if (uoffset > prepend_sign) {
+                padding = PyUnicode_FromOrdinal(padding_char);
+                if (likely(padding) && uoffset > prepend_sign + 1) {
+                    PyObject *tmp;
+                    PyObject *repeat = PyInt_FromSsize_t(uoffset - prepend_sign);
+                    if (unlikely(!repeat)) goto done_or_error;
+                    tmp = PyNumber_Multiply(padding, repeat);
+                    Py_DECREF(repeat);
+                    Py_DECREF(padding);
+                    padding = tmp;
+                }
+                if (unlikely(!padding)) goto done_or_error;
+            }
+            if (prepend_sign) {
+                sign = PyUnicode_FromOrdinal('-');
+                if (unlikely(!sign)) goto done_or_error;
+            }
+        }
+        uval = PyUnicode_DecodeASCII(chars, clength, NULL);
+        if (likely(uval) && padding) {
+            PyObject *tmp = PyNumber_Add(padding, uval);
+            Py_DECREF(uval);
+            uval = tmp;
+        }
+        if (likely(uval) && sign) {
+            PyObject *tmp = PyNumber_Add(sign, uval);
+            Py_DECREF(uval);
+            uval = tmp;
+        }
+done_or_error:
+        Py_XDECREF(padding);
+        Py_XDECREF(sign);
+    }
+#endif
+    return uval;
+}
+
+/* CIntToPyUnicode */
+static CYTHON_INLINE PyObject* __Pyx_PyUnicode_From_int(int value, Py_ssize_t width, char padding_char, char format_char) {
+    char digits[sizeof(int)*3+2];
+    char *dpos, *end = digits + sizeof(int)*3+2;
+    const char *hex_digits = DIGITS_HEX;
+    Py_ssize_t length, ulength;
+    int prepend_sign, last_one_off;
+    int remaining;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wconversion"
+#endif
+    const int neg_one = (int) -1, const_zero = (int) 0;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic pop
+#endif
+    const int is_unsigned = neg_one > const_zero;
+    if (format_char == 'X') {
+        hex_digits += 16;
+        format_char = 'x';
+    }
+    remaining = value;
+    last_one_off = 0;
+    dpos = end;
+    do {
+        int digit_pos;
+        switch (format_char) {
+        case 'o':
+            digit_pos = abs((int)(remaining % (8*8)));
+            remaining = (int) (remaining / (8*8));
+            dpos -= 2;
+            memcpy(dpos, DIGIT_PAIRS_8 + digit_pos * 2, 2);
+            last_one_off = (digit_pos < 8);
+            break;
+        case 'd':
+            digit_pos = abs((int)(remaining % (10*10)));
+            remaining = (int) (remaining / (10*10));
+            dpos -= 2;
+            memcpy(dpos, DIGIT_PAIRS_10 + digit_pos * 2, 2);
+            last_one_off = (digit_pos < 10);
+            break;
+        case 'x':
+            *(--dpos) = hex_digits[abs((int)(remaining % 16))];
+            remaining = (int) (remaining / 16);
+            break;
+        default:
+            assert(0);
+            break;
+        }
+    } while (unlikely(remaining != 0));
+    assert(!last_one_off || *dpos == '0');
+    dpos += last_one_off;
+    length = end - dpos;
+    ulength = length;
+    prepend_sign = 0;
+    if (!is_unsigned && value <= neg_one) {
+        if (padding_char == ' ' || width <= length + 1) {
+            *(--dpos) = '-';
+            ++length;
+        } else {
+            prepend_sign = 1;
+        }
+        ++ulength;
+    }
+    if (width > ulength) {
+        ulength = width;
+    }
+    if (ulength == 1) {
+        return PyUnicode_FromOrdinal(*dpos);
+    }
+    return __Pyx_PyUnicode_BuildFromAscii(ulength, dpos, (int) length, prepend_sign, padding_char);
+}
+
+/* CIntToPyUnicode */
+static CYTHON_INLINE PyObject* __Pyx_PyUnicode_From_Py_ssize_t(Py_ssize_t value, Py_ssize_t width, char padding_char, char format_char) {
+    char digits[sizeof(Py_ssize_t)*3+2];
+    char *dpos, *end = digits + sizeof(Py_ssize_t)*3+2;
+    const char *hex_digits = DIGITS_HEX;
+    Py_ssize_t length, ulength;
+    int prepend_sign, last_one_off;
+    Py_ssize_t remaining;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wconversion"
+#endif
+    const Py_ssize_t neg_one = (Py_ssize_t) -1, const_zero = (Py_ssize_t) 0;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic pop
+#endif
+    const int is_unsigned = neg_one > const_zero;
+    if (format_char == 'X') {
+        hex_digits += 16;
+        format_char = 'x';
+    }
+    remaining = value;
+    last_one_off = 0;
+    dpos = end;
+    do {
+        int digit_pos;
+        switch (format_char) {
+        case 'o':
+            digit_pos = abs((int)(remaining % (8*8)));
+            remaining = (Py_ssize_t) (remaining / (8*8));
+            dpos -= 2;
+            memcpy(dpos, DIGIT_PAIRS_8 + digit_pos * 2, 2);
+            last_one_off = (digit_pos < 8);
+            break;
+        case 'd':
+            digit_pos = abs((int)(remaining % (10*10)));
+            remaining = (Py_ssize_t) (remaining / (10*10));
+            dpos -= 2;
+            memcpy(dpos, DIGIT_PAIRS_10 + digit_pos * 2, 2);
+            last_one_off = (digit_pos < 10);
+            break;
+        case 'x':
+            *(--dpos) = hex_digits[abs((int)(remaining % 16))];
+            remaining = (Py_ssize_t) (remaining / 16);
+            break;
+        default:
+            assert(0);
+            break;
+        }
+    } while (unlikely(remaining != 0));
+    assert(!last_one_off || *dpos == '0');
+    dpos += last_one_off;
+    length = end - dpos;
+    ulength = length;
+    prepend_sign = 0;
+    if (!is_unsigned && value <= neg_one) {
+        if (padding_char == ' ' || width <= length + 1) {
+            *(--dpos) = '-';
+            ++length;
+        } else {
+            prepend_sign = 1;
+        }
+        ++ulength;
+    }
+    if (width > ulength) {
+        ulength = width;
+    }
+    if (ulength == 1) {
+        return PyUnicode_FromOrdinal(*dpos);
+    }
+    return __Pyx_PyUnicode_BuildFromAscii(ulength, dpos, (int) length, prepend_sign, padding_char);
+}
+
+/* JoinPyUnicode */
+static PyObject* __Pyx_PyUnicode_Join(PyObject* value_tuple, Py_ssize_t value_count, Py_ssize_t result_ulength,
+                                      Py_UCS4 max_char) {
+#if CYTHON_USE_UNICODE_INTERNALS && CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
+    PyObject *result_uval;
+    int result_ukind, kind_shift;
+    Py_ssize_t i, char_pos;
+    void *result_udata;
+    CYTHON_MAYBE_UNUSED_VAR(max_char);
+#if CYTHON_PEP393_ENABLED
+    result_uval = PyUnicode_New(result_ulength, max_char);
+    if (unlikely(!result_uval)) return NULL;
+    result_ukind = (max_char <= 255) ? PyUnicode_1BYTE_KIND : (max_char <= 65535) ? PyUnicode_2BYTE_KIND : PyUnicode_4BYTE_KIND;
+    kind_shift = (result_ukind == PyUnicode_4BYTE_KIND) ? 2 : result_ukind - 1;
+    result_udata = PyUnicode_DATA(result_uval);
+#else
+    result_uval = PyUnicode_FromUnicode(NULL, result_ulength);
+    if (unlikely(!result_uval)) return NULL;
+    result_ukind = sizeof(Py_UNICODE);
+    kind_shift = (result_ukind == 4) ? 2 : result_ukind - 1;
+    result_udata = PyUnicode_AS_UNICODE(result_uval);
+#endif
+    assert(kind_shift == 2 || kind_shift == 1 || kind_shift == 0);
+    char_pos = 0;
+    for (i=0; i < value_count; i++) {
+        int ukind;
+        Py_ssize_t ulength;
+        void *udata;
+        PyObject *uval = PyTuple_GET_ITEM(value_tuple, i);
+        if (unlikely(__Pyx_PyUnicode_READY(uval)))
+            goto bad;
+        ulength = __Pyx_PyUnicode_GET_LENGTH(uval);
+        if (unlikely(!ulength))
+            continue;
+        if (unlikely((PY_SSIZE_T_MAX >> kind_shift) - ulength < char_pos))
+            goto overflow;
+        ukind = __Pyx_PyUnicode_KIND(uval);
+        udata = __Pyx_PyUnicode_DATA(uval);
+        if (!CYTHON_PEP393_ENABLED || ukind == result_ukind) {
+            memcpy((char *)result_udata + (char_pos << kind_shift), udata, (size_t) (ulength << kind_shift));
+        } else {
+            #if PY_VERSION_HEX >= 0x030d0000
+            if (unlikely(PyUnicode_CopyCharacters(result_uval, char_pos, uval, 0, ulength) < 0)) goto bad;
+            #elif CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030300F0 || defined(_PyUnicode_FastCopyCharacters)
+            _PyUnicode_FastCopyCharacters(result_uval, char_pos, uval, 0, ulength);
+            #else
+            Py_ssize_t j;
+            for (j=0; j < ulength; j++) {
+                Py_UCS4 uchar = __Pyx_PyUnicode_READ(ukind, udata, j);
+                __Pyx_PyUnicode_WRITE(result_ukind, result_udata, char_pos+j, uchar);
+            }
+            #endif
+        }
+        char_pos += ulength;
+    }
+    return result_uval;
+overflow:
+    PyErr_SetString(PyExc_OverflowError, "join() result is too long for a Python string");
+bad:
+    Py_DECREF(result_uval);
+    return NULL;
+#else
+    CYTHON_UNUSED_VAR(max_char);
+    CYTHON_UNUSED_VAR(result_ulength);
+    CYTHON_UNUSED_VAR(value_count);
+    return PyUnicode_Join(__pyx_empty_unicode, value_tuple);
+#endif
+}
+
+/* GetAttr */
+static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *o, PyObject *n) {
+#if CYTHON_USE_TYPE_SLOTS
+#if PY_MAJOR_VERSION >= 3
+    if (likely(PyUnicode_Check(n)))
+#else
+    if (likely(PyString_Check(n)))
+#endif
+        return __Pyx_PyObject_GetAttrStr(o, n);
+#endif
+    return PyObject_GetAttr(o, n);
+}
+
+/* GetItemInt */
+static PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j) {
+    PyObject *r;
+    if (unlikely(!j)) return NULL;
+    r = PyObject_GetItem(o, j);
+    Py_DECREF(j);
+    return r;
+}
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
+                                                              CYTHON_NCP_UNUSED int wraparound,
+                                                              CYTHON_NCP_UNUSED int boundscheck) {
+#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
+    Py_ssize_t wrapped_i = i;
+    if (wraparound & unlikely(i < 0)) {
+        wrapped_i += PyList_GET_SIZE(o);
+    }
+    if ((!boundscheck) || likely(__Pyx_is_valid_index(wrapped_i, PyList_GET_SIZE(o)))) {
+        PyObject *r = PyList_GET_ITEM(o, wrapped_i);
+        Py_INCREF(r);
+        return r;
+    }
+    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+#else
+    return PySequence_GetItem(o, i);
+#endif
+}
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
+                                                              CYTHON_NCP_UNUSED int wraparound,
+                                                              CYTHON_NCP_UNUSED int boundscheck) {
+#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
+    Py_ssize_t wrapped_i = i;
+    if (wraparound & unlikely(i < 0)) {
+        wrapped_i += PyTuple_GET_SIZE(o);
+    }
+    if ((!boundscheck) || likely(__Pyx_is_valid_index(wrapped_i, PyTuple_GET_SIZE(o)))) {
+        PyObject *r = PyTuple_GET_ITEM(o, wrapped_i);
+        Py_INCREF(r);
+        return r;
+    }
+    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+#else
+    return PySequence_GetItem(o, i);
+#endif
+}
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i, int is_list,
+                                                     CYTHON_NCP_UNUSED int wraparound,
+                                                     CYTHON_NCP_UNUSED int boundscheck) {
+#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS && CYTHON_USE_TYPE_SLOTS
+    if (is_list || PyList_CheckExact(o)) {
+        Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyList_GET_SIZE(o);
+        if ((!boundscheck) || (likely(__Pyx_is_valid_index(n, PyList_GET_SIZE(o))))) {
+            PyObject *r = PyList_GET_ITEM(o, n);
+            Py_INCREF(r);
+            return r;
+        }
+    }
+    else if (PyTuple_CheckExact(o)) {
+        Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyTuple_GET_SIZE(o);
+        if ((!boundscheck) || likely(__Pyx_is_valid_index(n, PyTuple_GET_SIZE(o)))) {
+            PyObject *r = PyTuple_GET_ITEM(o, n);
+            Py_INCREF(r);
+            return r;
+        }
+    } else {
+        PyMappingMethods *mm = Py_TYPE(o)->tp_as_mapping;
+        PySequenceMethods *sm = Py_TYPE(o)->tp_as_sequence;
+        if (mm && mm->mp_subscript) {
+            PyObject *r, *key = PyInt_FromSsize_t(i);
+            if (unlikely(!key)) return NULL;
+            r = mm->mp_subscript(o, key);
+            Py_DECREF(key);
+            return r;
+        }
+        if (likely(sm && sm->sq_item)) {
+            if (wraparound && unlikely(i < 0) && likely(sm->sq_length)) {
+                Py_ssize_t l = sm->sq_length(o);
+                if (likely(l >= 0)) {
+                    i += l;
+                } else {
+                    if (!PyErr_ExceptionMatches(PyExc_OverflowError))
+                        return NULL;
+                    PyErr_Clear();
+                }
+            }
+            return sm->sq_item(o, i);
+        }
+    }
+#else
+    if (is_list || !PyMapping_Check(o)) {
+        return PySequence_GetItem(o, i);
+    }
+#endif
+    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+}
+
+/* PyObjectCallOneArg */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
+    PyObject *args[2] = {NULL, arg};
+    return __Pyx_PyObject_FastCall(func, args+1, 1 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET);
+}
+
+/* ObjectGetItem */
+#if CYTHON_USE_TYPE_SLOTS
+static PyObject *__Pyx_PyObject_GetIndex(PyObject *obj, PyObject *index) {
+    PyObject *runerr = NULL;
+    Py_ssize_t key_value;
+    key_value = __Pyx_PyIndex_AsSsize_t(index);
+    if (likely(key_value != -1 || !(runerr = PyErr_Occurred()))) {
+        return __Pyx_GetItemInt_Fast(obj, key_value, 0, 1, 1);
+    }
+    if (PyErr_GivenExceptionMatches(runerr, PyExc_OverflowError)) {
+        __Pyx_TypeName index_type_name = __Pyx_PyType_GetName(Py_TYPE(index));
+        PyErr_Clear();
+        PyErr_Format(PyExc_IndexError,
+            "cannot fit '" __Pyx_FMT_TYPENAME "' into an index-sized integer", index_type_name);
+        __Pyx_DECREF_TypeName(index_type_name);
+    }
+    return NULL;
+}
+static PyObject *__Pyx_PyObject_GetItem_Slow(PyObject *obj, PyObject *key) {
+    __Pyx_TypeName obj_type_name;
+    if (likely(PyType_Check(obj))) {
+        PyObject *meth = __Pyx_PyObject_GetAttrStrNoError(obj, __pyx_n_s_class_getitem);
+        if (!meth) {
+            PyErr_Clear();
+        } else {
+            PyObject *result = __Pyx_PyObject_CallOneArg(meth, key);
+            Py_DECREF(meth);
+            return result;
+        }
+    }
+    obj_type_name = __Pyx_PyType_GetName(Py_TYPE(obj));
+    PyErr_Format(PyExc_TypeError,
+        "'" __Pyx_FMT_TYPENAME "' object is not subscriptable", obj_type_name);
+    __Pyx_DECREF_TypeName(obj_type_name);
+    return NULL;
+}
+static PyObject *__Pyx_PyObject_GetItem(PyObject *obj, PyObject *key) {
+    PyTypeObject *tp = Py_TYPE(obj);
+    PyMappingMethods *mm = tp->tp_as_mapping;
+    PySequenceMethods *sm = tp->tp_as_sequence;
+    if (likely(mm && mm->mp_subscript)) {
+        return mm->mp_subscript(obj, key);
+    }
+    if (likely(sm && sm->sq_item)) {
+        return __Pyx_PyObject_GetIndex(obj, key);
+    }
+    return __Pyx_PyObject_GetItem_Slow(obj, key);
+}
+#endif
+
+/* KeywordStringCheck */
+static int __Pyx_CheckKeywordStrings(
+    PyObject *kw,
+    const char* function_name,
+    int kw_allowed)
+{
+    PyObject* key = 0;
+    Py_ssize_t pos = 0;
+#if CYTHON_COMPILING_IN_PYPY
+    if (!kw_allowed && PyDict_Next(kw, &pos, &key, 0))
+        goto invalid_keyword;
+    return 1;
+#else
+    if (CYTHON_METH_FASTCALL && likely(PyTuple_Check(kw))) {
+        Py_ssize_t kwsize;
+#if CYTHON_ASSUME_SAFE_MACROS
+        kwsize = PyTuple_GET_SIZE(kw);
+#else
+        kwsize = PyTuple_Size(kw);
+        if (kwsize < 0) return 0;
+#endif
+        if (unlikely(kwsize == 0))
+            return 1;
+        if (!kw_allowed) {
+#if CYTHON_ASSUME_SAFE_MACROS
+            key = PyTuple_GET_ITEM(kw, 0);
+#else
+            key = PyTuple_GetItem(kw, pos);
+            if (!key) return 0;
+#endif
+            goto invalid_keyword;
+        }
+#if PY_VERSION_HEX < 0x03090000
+        for (pos = 0; pos < kwsize; pos++) {
+#if CYTHON_ASSUME_SAFE_MACROS
+            key = PyTuple_GET_ITEM(kw, pos);
+#else
+            key = PyTuple_GetItem(kw, pos);
+            if (!key) return 0;
+#endif
+            if (unlikely(!PyUnicode_Check(key)))
+                goto invalid_keyword_type;
+        }
+#endif
+        return 1;
+    }
+    while (PyDict_Next(kw, &pos, &key, 0)) {
+        #if PY_MAJOR_VERSION < 3
+        if (unlikely(!PyString_Check(key)))
+        #endif
+            if (unlikely(!PyUnicode_Check(key)))
+                goto invalid_keyword_type;
+    }
+    if (!kw_allowed && unlikely(key))
+        goto invalid_keyword;
+    return 1;
+invalid_keyword_type:
+    PyErr_Format(PyExc_TypeError,
+        "%.200s() keywords must be strings", function_name);
+    return 0;
+#endif
+invalid_keyword:
+    #if PY_MAJOR_VERSION < 3
+    PyErr_Format(PyExc_TypeError,
+        "%.200s() got an unexpected keyword argument '%.200s'",
+        function_name, PyString_AsString(key));
+    #else
+    PyErr_Format(PyExc_TypeError,
+        "%s() got an unexpected keyword argument '%U'",
+        function_name, key);
+    #endif
+    return 0;
+}
+
+/* DivInt[Py_ssize_t] */
+static CYTHON_INLINE Py_ssize_t __Pyx_div_Py_ssize_t(Py_ssize_t a, Py_ssize_t b) {
+    Py_ssize_t q = a / b;
+    Py_ssize_t r = a - q*b;
+    q -= ((r != 0) & ((r ^ b) < 0));
+    return q;
+}
+
+/* GetAttr3 */
+#if __PYX_LIMITED_VERSION_HEX < 0x030d00A1
+static PyObject *__Pyx_GetAttr3Default(PyObject *d) {
+    __Pyx_PyThreadState_declare
+    __Pyx_PyThreadState_assign
+    if (unlikely(!__Pyx_PyErr_ExceptionMatches(PyExc_AttributeError)))
+        return NULL;
+    __Pyx_PyErr_Clear();
+    Py_INCREF(d);
+    return d;
+}
+#endif
+static CYTHON_INLINE PyObject *__Pyx_GetAttr3(PyObject *o, PyObject *n, PyObject *d) {
+    PyObject *r;
+#if __PYX_LIMITED_VERSION_HEX >= 0x030d00A1
+    int res = PyObject_GetOptionalAttr(o, n, &r);
+    return (res != 0) ? r : __Pyx_NewRef(d);
+#else
+  #if CYTHON_USE_TYPE_SLOTS
+    if (likely(PyString_Check(n))) {
+        r = __Pyx_PyObject_GetAttrStrNoError(o, n);
+        if (unlikely(!r) && likely(!PyErr_Occurred())) {
+            r = __Pyx_NewRef(d);
+        }
+        return r;
+    }
+  #endif
+    r = PyObject_GetAttr(o, n);
+    return (likely(r)) ? r : __Pyx_GetAttr3Default(d);
+#endif
+}
+
+/* PyDictVersioning */
+#if CYTHON_USE_DICT_VERSIONS && CYTHON_USE_TYPE_SLOTS
+static CYTHON_INLINE PY_UINT64_T __Pyx_get_tp_dict_version(PyObject *obj) {
+    PyObject *dict = Py_TYPE(obj)->tp_dict;
+    return likely(dict) ? __PYX_GET_DICT_VERSION(dict) : 0;
+}
+static CYTHON_INLINE PY_UINT64_T __Pyx_get_object_dict_version(PyObject *obj) {
+    PyObject **dictptr = NULL;
+    Py_ssize_t offset = Py_TYPE(obj)->tp_dictoffset;
+    if (offset) {
+#if CYTHON_COMPILING_IN_CPYTHON
+        dictptr = (likely(offset > 0)) ? (PyObject **) ((char *)obj + offset) : _PyObject_GetDictPtr(obj);
+#else
+        dictptr = _PyObject_GetDictPtr(obj);
+#endif
+    }
+    return (dictptr && *dictptr) ? __PYX_GET_DICT_VERSION(*dictptr) : 0;
+}
+static CYTHON_INLINE int __Pyx_object_dict_version_matches(PyObject* obj, PY_UINT64_T tp_dict_version, PY_UINT64_T obj_dict_version) {
+    PyObject *dict = Py_TYPE(obj)->tp_dict;
+    if (unlikely(!dict) || unlikely(tp_dict_version != __PYX_GET_DICT_VERSION(dict)))
+        return 0;
+    return obj_dict_version == __Pyx_get_object_dict_version(obj);
+}
+#endif
+
+/* GetModuleGlobalName */
+#if CYTHON_USE_DICT_VERSIONS
+static PyObject *__Pyx__GetModuleGlobalName(PyObject *name, PY_UINT64_T *dict_version, PyObject **dict_cached_value)
+#else
+static CYTHON_INLINE PyObject *__Pyx__GetModuleGlobalName(PyObject *name)
+#endif
+{
+    PyObject *result;
+#if !CYTHON_AVOID_BORROWED_REFS
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1 && PY_VERSION_HEX < 0x030d0000
+    result = _PyDict_GetItem_KnownHash(__pyx_d, name, ((PyASCIIObject *) name)->hash);
+    __PYX_UPDATE_DICT_CACHE(__pyx_d, result, *dict_cached_value, *dict_version)
+    if (likely(result)) {
+        return __Pyx_NewRef(result);
+    } else if (unlikely(PyErr_Occurred())) {
+        return NULL;
+    }
+#elif CYTHON_COMPILING_IN_LIMITED_API
+    if (unlikely(!__pyx_m)) {
+        return NULL;
+    }
+    result = PyObject_GetAttr(__pyx_m, name);
+    if (likely(result)) {
+        return result;
+    }
+#else
+    result = PyDict_GetItem(__pyx_d, name);
+    __PYX_UPDATE_DICT_CACHE(__pyx_d, result, *dict_cached_value, *dict_version)
+    if (likely(result)) {
+        return __Pyx_NewRef(result);
+    }
+#endif
+#else
+    result = PyObject_GetItem(__pyx_d, name);
+    __PYX_UPDATE_DICT_CACHE(__pyx_d, result, *dict_cached_value, *dict_version)
+    if (likely(result)) {
+        return __Pyx_NewRef(result);
+    }
+    PyErr_Clear();
+#endif
+    return __Pyx_GetBuiltinName(name);
+}
+
+/* RaiseTooManyValuesToUnpack */
+static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected) {
+    PyErr_Format(PyExc_ValueError,
+                 "too many values to unpack (expected %" CYTHON_FORMAT_SSIZE_T "d)", expected);
+}
+
+/* RaiseNeedMoreValuesToUnpack */
+static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {
+    PyErr_Format(PyExc_ValueError,
+                 "need more than %" CYTHON_FORMAT_SSIZE_T "d value%.1s to unpack",
+                 index, (index == 1) ? "" : "s");
+}
+
+/* RaiseNoneIterError */
+static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void) {
+    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
+}
+
+/* ExtTypeTest */
+static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
+    __Pyx_TypeName obj_type_name;
+    __Pyx_TypeName type_name;
+    if (unlikely(!type)) {
+        PyErr_SetString(PyExc_SystemError, "Missing type object");
+        return 0;
+    }
+    if (likely(__Pyx_TypeCheck(obj, type)))
+        return 1;
+    obj_type_name = __Pyx_PyType_GetName(Py_TYPE(obj));
+    type_name = __Pyx_PyType_GetName(type);
+    PyErr_Format(PyExc_TypeError,
+                 "Cannot convert " __Pyx_FMT_TYPENAME " to " __Pyx_FMT_TYPENAME,
+                 obj_type_name, type_name);
+    __Pyx_DECREF_TypeName(obj_type_name);
+    __Pyx_DECREF_TypeName(type_name);
+    return 0;
+}
+
+/* GetTopmostException */
+#if CYTHON_USE_EXC_INFO_STACK && CYTHON_FAST_THREAD_STATE
+static _PyErr_StackItem *
+__Pyx_PyErr_GetTopmostException(PyThreadState *tstate)
+{
+    _PyErr_StackItem *exc_info = tstate->exc_info;
+    while ((exc_info->exc_value == NULL || exc_info->exc_value == Py_None) &&
+           exc_info->previous_item != NULL)
+    {
+        exc_info = exc_info->previous_item;
+    }
+    return exc_info;
+}
+#endif
+
+/* SaveResetException */
+#if CYTHON_FAST_THREAD_STATE
+static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
+  #if CYTHON_USE_EXC_INFO_STACK && PY_VERSION_HEX >= 0x030B00a4
+    _PyErr_StackItem *exc_info = __Pyx_PyErr_GetTopmostException(tstate);
+    PyObject *exc_value = exc_info->exc_value;
+    if (exc_value == NULL || exc_value == Py_None) {
+        *value = NULL;
+        *type = NULL;
+        *tb = NULL;
+    } else {
+        *value = exc_value;
+        Py_INCREF(*value);
+        *type = (PyObject*) Py_TYPE(exc_value);
+        Py_INCREF(*type);
+        *tb = PyException_GetTraceback(exc_value);
+    }
+  #elif CYTHON_USE_EXC_INFO_STACK
+    _PyErr_StackItem *exc_info = __Pyx_PyErr_GetTopmostException(tstate);
+    *type = exc_info->exc_type;
+    *value = exc_info->exc_value;
+    *tb = exc_info->exc_traceback;
+    Py_XINCREF(*type);
+    Py_XINCREF(*value);
+    Py_XINCREF(*tb);
+  #else
+    *type = tstate->exc_type;
+    *value = tstate->exc_value;
+    *tb = tstate->exc_traceback;
+    Py_XINCREF(*type);
+    Py_XINCREF(*value);
+    Py_XINCREF(*tb);
+  #endif
+}
+static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
+  #if CYTHON_USE_EXC_INFO_STACK && PY_VERSION_HEX >= 0x030B00a4
+    _PyErr_StackItem *exc_info = tstate->exc_info;
+    PyObject *tmp_value = exc_info->exc_value;
+    exc_info->exc_value = value;
+    Py_XDECREF(tmp_value);
+    Py_XDECREF(type);
+    Py_XDECREF(tb);
+  #else
+    PyObject *tmp_type, *tmp_value, *tmp_tb;
+    #if CYTHON_USE_EXC_INFO_STACK
+    _PyErr_StackItem *exc_info = tstate->exc_info;
+    tmp_type = exc_info->exc_type;
+    tmp_value = exc_info->exc_value;
+    tmp_tb = exc_info->exc_traceback;
+    exc_info->exc_type = type;
+    exc_info->exc_value = value;
+    exc_info->exc_traceback = tb;
+    #else
+    tmp_type = tstate->exc_type;
+    tmp_value = tstate->exc_value;
+    tmp_tb = tstate->exc_traceback;
+    tstate->exc_type = type;
+    tstate->exc_value = value;
+    tstate->exc_traceback = tb;
+    #endif
+    Py_XDECREF(tmp_type);
+    Py_XDECREF(tmp_value);
+    Py_XDECREF(tmp_tb);
+  #endif
+}
+#endif
+
+/* GetException */
+#if CYTHON_FAST_THREAD_STATE
+static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb)
+#else
+static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb)
+#endif
+{
+    PyObject *local_type = NULL, *local_value, *local_tb = NULL;
+#if CYTHON_FAST_THREAD_STATE
+    PyObject *tmp_type, *tmp_value, *tmp_tb;
+  #if PY_VERSION_HEX >= 0x030C00A6
+    local_value = tstate->current_exception;
+    tstate->current_exception = 0;
+    if (likely(local_value)) {
+        local_type = (PyObject*) Py_TYPE(local_value);
+        Py_INCREF(local_type);
+        local_tb = PyException_GetTraceback(local_value);
+    }
+  #else
+    local_type = tstate->curexc_type;
+    local_value = tstate->curexc_value;
+    local_tb = tstate->curexc_traceback;
+    tstate->curexc_type = 0;
+    tstate->curexc_value = 0;
+    tstate->curexc_traceback = 0;
+  #endif
+#else
+    PyErr_Fetch(&local_type, &local_value, &local_tb);
+#endif
+    PyErr_NormalizeException(&local_type, &local_value, &local_tb);
+#if CYTHON_FAST_THREAD_STATE && PY_VERSION_HEX >= 0x030C00A6
+    if (unlikely(tstate->current_exception))
+#elif CYTHON_FAST_THREAD_STATE
+    if (unlikely(tstate->curexc_type))
+#else
+    if (unlikely(PyErr_Occurred()))
+#endif
+        goto bad;
+    #if PY_MAJOR_VERSION >= 3
+    if (local_tb) {
+        if (unlikely(PyException_SetTraceback(local_value, local_tb) < 0))
+            goto bad;
+    }
+    #endif
+    Py_XINCREF(local_tb);
+    Py_XINCREF(local_type);
+    Py_XINCREF(local_value);
+    *type = local_type;
+    *value = local_value;
+    *tb = local_tb;
+#if CYTHON_FAST_THREAD_STATE
+    #if CYTHON_USE_EXC_INFO_STACK
+    {
+        _PyErr_StackItem *exc_info = tstate->exc_info;
+      #if PY_VERSION_HEX >= 0x030B00a4
+        tmp_value = exc_info->exc_value;
+        exc_info->exc_value = local_value;
+        tmp_type = NULL;
+        tmp_tb = NULL;
+        Py_XDECREF(local_type);
+        Py_XDECREF(local_tb);
+      #else
+        tmp_type = exc_info->exc_type;
+        tmp_value = exc_info->exc_value;
+        tmp_tb = exc_info->exc_traceback;
+        exc_info->exc_type = local_type;
+        exc_info->exc_value = local_value;
+        exc_info->exc_traceback = local_tb;
+      #endif
+    }
+    #else
+    tmp_type = tstate->exc_type;
+    tmp_value = tstate->exc_value;
+    tmp_tb = tstate->exc_traceback;
+    tstate->exc_type = local_type;
+    tstate->exc_value = local_value;
+    tstate->exc_traceback = local_tb;
+    #endif
+    Py_XDECREF(tmp_type);
+    Py_XDECREF(tmp_value);
+    Py_XDECREF(tmp_tb);
+#else
+    PyErr_SetExcInfo(local_type, local_value, local_tb);
+#endif
+    return 0;
+bad:
+    *type = 0;
+    *value = 0;
+    *tb = 0;
+    Py_XDECREF(local_type);
+    Py_XDECREF(local_value);
+    Py_XDECREF(local_tb);
+    return -1;
+}
+
+/* SwapException */
+#if CYTHON_FAST_THREAD_STATE
+static CYTHON_INLINE void __Pyx__ExceptionSwap(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
+    PyObject *tmp_type, *tmp_value, *tmp_tb;
+  #if CYTHON_USE_EXC_INFO_STACK && PY_VERSION_HEX >= 0x030B00a4
+    _PyErr_StackItem *exc_info = tstate->exc_info;
+    tmp_value = exc_info->exc_value;
+    exc_info->exc_value = *value;
+    if (tmp_value == NULL || tmp_value == Py_None) {
+        Py_XDECREF(tmp_value);
+        tmp_value = NULL;
+        tmp_type = NULL;
+        tmp_tb = NULL;
+    } else {
+        tmp_type = (PyObject*) Py_TYPE(tmp_value);
+        Py_INCREF(tmp_type);
+        #if CYTHON_COMPILING_IN_CPYTHON
+        tmp_tb = ((PyBaseExceptionObject*) tmp_value)->traceback;
+        Py_XINCREF(tmp_tb);
+        #else
+        tmp_tb = PyException_GetTraceback(tmp_value);
+        #endif
+    }
+  #elif CYTHON_USE_EXC_INFO_STACK
+    _PyErr_StackItem *exc_info = tstate->exc_info;
+    tmp_type = exc_info->exc_type;
+    tmp_value = exc_info->exc_value;
+    tmp_tb = exc_info->exc_traceback;
+    exc_info->exc_type = *type;
+    exc_info->exc_value = *value;
+    exc_info->exc_traceback = *tb;
+  #else
+    tmp_type = tstate->exc_type;
+    tmp_value = tstate->exc_value;
+    tmp_tb = tstate->exc_traceback;
+    tstate->exc_type = *type;
+    tstate->exc_value = *value;
+    tstate->exc_traceback = *tb;
+  #endif
+    *type = tmp_type;
+    *value = tmp_value;
+    *tb = tmp_tb;
+}
+#else
+static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb) {
+    PyObject *tmp_type, *tmp_value, *tmp_tb;
+    PyErr_GetExcInfo(&tmp_type, &tmp_value, &tmp_tb);
+    PyErr_SetExcInfo(*type, *value, *tb);
+    *type = tmp_type;
+    *value = tmp_value;
+    *tb = tmp_tb;
+}
+#endif
+
+/* Import */
+static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) {
+    PyObject *module = 0;
+    PyObject *empty_dict = 0;
+    PyObject *empty_list = 0;
+    #if PY_MAJOR_VERSION < 3
+    PyObject *py_import;
+    py_import = __Pyx_PyObject_GetAttrStr(__pyx_b, __pyx_n_s_import);
+    if (unlikely(!py_import))
+        goto bad;
+    if (!from_list) {
+        empty_list = PyList_New(0);
+        if (unlikely(!empty_list))
+            goto bad;
+        from_list = empty_list;
+    }
+    #endif
+    empty_dict = PyDict_New();
+    if (unlikely(!empty_dict))
+        goto bad;
+    {
+        #if PY_MAJOR_VERSION >= 3
+        if (level == -1) {
+            if (strchr(__Pyx_MODULE_NAME, '.') != NULL) {
+                module = PyImport_ImportModuleLevelObject(
+                    name, __pyx_d, empty_dict, from_list, 1);
+                if (unlikely(!module)) {
+                    if (unlikely(!PyErr_ExceptionMatches(PyExc_ImportError)))
+                        goto bad;
+                    PyErr_Clear();
+                }
+            }
+            level = 0;
+        }
+        #endif
+        if (!module) {
+            #if PY_MAJOR_VERSION < 3
+            PyObject *py_level = PyInt_FromLong(level);
+            if (unlikely(!py_level))
+                goto bad;
+            module = PyObject_CallFunctionObjArgs(py_import,
+                name, __pyx_d, empty_dict, from_list, py_level, (PyObject *)NULL);
+            Py_DECREF(py_level);
+            #else
+            module = PyImport_ImportModuleLevelObject(
+                name, __pyx_d, empty_dict, from_list, level);
+            #endif
+        }
+    }
+bad:
+    Py_XDECREF(empty_dict);
+    Py_XDECREF(empty_list);
+    #if PY_MAJOR_VERSION < 3
+    Py_XDECREF(py_import);
+    #endif
+    return module;
+}
+
+/* ImportDottedModule */
+#if PY_MAJOR_VERSION >= 3
+static PyObject *__Pyx__ImportDottedModule_Error(PyObject *name, PyObject *parts_tuple, Py_ssize_t count) {
+    PyObject *partial_name = NULL, *slice = NULL, *sep = NULL;
+    if (unlikely(PyErr_Occurred())) {
+        PyErr_Clear();
+    }
+    if (likely(PyTuple_GET_SIZE(parts_tuple) == count)) {
+        partial_name = name;
+    } else {
+        slice = PySequence_GetSlice(parts_tuple, 0, count);
+        if (unlikely(!slice))
+            goto bad;
+        sep = PyUnicode_FromStringAndSize(".", 1);
+        if (unlikely(!sep))
+            goto bad;
+        partial_name = PyUnicode_Join(sep, slice);
+    }
+    PyErr_Format(
+#if PY_MAJOR_VERSION < 3
+        PyExc_ImportError,
+        "No module named '%s'", PyString_AS_STRING(partial_name));
+#else
+#if PY_VERSION_HEX >= 0x030600B1
+        PyExc_ModuleNotFoundError,
+#else
+        PyExc_ImportError,
+#endif
+        "No module named '%U'", partial_name);
+#endif
+bad:
+    Py_XDECREF(sep);
+    Py_XDECREF(slice);
+    Py_XDECREF(partial_name);
+    return NULL;
+}
+#endif
+#if PY_MAJOR_VERSION >= 3
+static PyObject *__Pyx__ImportDottedModule_Lookup(PyObject *name) {
+    PyObject *imported_module;
+#if PY_VERSION_HEX < 0x030700A1 || (CYTHON_COMPILING_IN_PYPY && PYPY_VERSION_NUM  < 0x07030400)
+    PyObject *modules = PyImport_GetModuleDict();
+    if (unlikely(!modules))
+        return NULL;
+    imported_module = __Pyx_PyDict_GetItemStr(modules, name);
+    Py_XINCREF(imported_module);
+#else
+    imported_module = PyImport_GetModule(name);
+#endif
+    return imported_module;
+}
+#endif
+#if PY_MAJOR_VERSION >= 3
+static PyObject *__Pyx_ImportDottedModule_WalkParts(PyObject *module, PyObject *name, PyObject *parts_tuple) {
+    Py_ssize_t i, nparts;
+    nparts = PyTuple_GET_SIZE(parts_tuple);
+    for (i=1; i < nparts && module; i++) {
+        PyObject *part, *submodule;
+#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
+        part = PyTuple_GET_ITEM(parts_tuple, i);
+#else
+        part = PySequence_ITEM(parts_tuple, i);
+#endif
+        submodule = __Pyx_PyObject_GetAttrStrNoError(module, part);
+#if !(CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS)
+        Py_DECREF(part);
+#endif
+        Py_DECREF(module);
+        module = submodule;
+    }
+    if (unlikely(!module)) {
+        return __Pyx__ImportDottedModule_Error(name, parts_tuple, i);
+    }
+    return module;
+}
+#endif
+static PyObject *__Pyx__ImportDottedModule(PyObject *name, PyObject *parts_tuple) {
+#if PY_MAJOR_VERSION < 3
+    PyObject *module, *from_list, *star = __pyx_n_s__3;
+    CYTHON_UNUSED_VAR(parts_tuple);
+    from_list = PyList_New(1);
+    if (unlikely(!from_list))
+        return NULL;
+    Py_INCREF(star);
+    PyList_SET_ITEM(from_list, 0, star);
+    module = __Pyx_Import(name, from_list, 0);
+    Py_DECREF(from_list);
+    return module;
+#else
+    PyObject *imported_module;
+    PyObject *module = __Pyx_Import(name, NULL, 0);
+    if (!parts_tuple || unlikely(!module))
+        return module;
+    imported_module = __Pyx__ImportDottedModule_Lookup(name);
+    if (likely(imported_module)) {
+        Py_DECREF(module);
+        return imported_module;
+    }
+    PyErr_Clear();
+    return __Pyx_ImportDottedModule_WalkParts(module, name, parts_tuple);
+#endif
+}
+static PyObject *__Pyx_ImportDottedModule(PyObject *name, PyObject *parts_tuple) {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030400B1
+    PyObject *module = __Pyx__ImportDottedModule_Lookup(name);
+    if (likely(module)) {
+        PyObject *spec = __Pyx_PyObject_GetAttrStrNoError(module, __pyx_n_s_spec);
+        if (likely(spec)) {
+            PyObject *unsafe = __Pyx_PyObject_GetAttrStrNoError(spec, __pyx_n_s_initializing);
+            if (likely(!unsafe || !__Pyx_PyObject_IsTrue(unsafe))) {
+                Py_DECREF(spec);
+                spec = NULL;
+            }
+            Py_XDECREF(unsafe);
+        }
+        if (likely(!spec)) {
+            PyErr_Clear();
+            return module;
+        }
+        Py_DECREF(spec);
+        Py_DECREF(module);
+    } else if (PyErr_Occurred()) {
+        PyErr_Clear();
+    }
+#endif
+    return __Pyx__ImportDottedModule(name, parts_tuple);
+}
+
+/* FastTypeChecks */
+#if CYTHON_COMPILING_IN_CPYTHON
+static int __Pyx_InBases(PyTypeObject *a, PyTypeObject *b) {
+    while (a) {
+        a = __Pyx_PyType_GetSlot(a, tp_base, PyTypeObject*);
+        if (a == b)
+            return 1;
+    }
+    return b == &PyBaseObject_Type;
+}
+static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b) {
+    PyObject *mro;
+    if (a == b) return 1;
+    mro = a->tp_mro;
+    if (likely(mro)) {
+        Py_ssize_t i, n;
+        n = PyTuple_GET_SIZE(mro);
+        for (i = 0; i < n; i++) {
+            if (PyTuple_GET_ITEM(mro, i) == (PyObject *)b)
+                return 1;
+        }
+        return 0;
+    }
+    return __Pyx_InBases(a, b);
+}
+static CYTHON_INLINE int __Pyx_IsAnySubtype2(PyTypeObject *cls, PyTypeObject *a, PyTypeObject *b) {
+    PyObject *mro;
+    if (cls == a || cls == b) return 1;
+    mro = cls->tp_mro;
+    if (likely(mro)) {
+        Py_ssize_t i, n;
+        n = PyTuple_GET_SIZE(mro);
+        for (i = 0; i < n; i++) {
+            PyObject *base = PyTuple_GET_ITEM(mro, i);
+            if (base == (PyObject *)a || base == (PyObject *)b)
+                return 1;
+        }
+        return 0;
+    }
+    return __Pyx_InBases(cls, a) || __Pyx_InBases(cls, b);
+}
+#if PY_MAJOR_VERSION == 2
+static int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject* exc_type2) {
+    PyObject *exception, *value, *tb;
+    int res;
+    __Pyx_PyThreadState_declare
+    __Pyx_PyThreadState_assign
+    __Pyx_ErrFetch(&exception, &value, &tb);
+    res = exc_type1 ? PyObject_IsSubclass(err, exc_type1) : 0;
+    if (unlikely(res == -1)) {
+        PyErr_WriteUnraisable(err);
+        res = 0;
+    }
+    if (!res) {
+        res = PyObject_IsSubclass(err, exc_type2);
+        if (unlikely(res == -1)) {
+            PyErr_WriteUnraisable(err);
+            res = 0;
+        }
+    }
+    __Pyx_ErrRestore(exception, value, tb);
+    return res;
+}
+#else
+static CYTHON_INLINE int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject *exc_type2) {
+    if (exc_type1) {
+        return __Pyx_IsAnySubtype2((PyTypeObject*)err, (PyTypeObject*)exc_type1, (PyTypeObject*)exc_type2);
+    } else {
+        return __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type2);
+    }
+}
+#endif
+static int __Pyx_PyErr_GivenExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
+    Py_ssize_t i, n;
+    assert(PyExceptionClass_Check(exc_type));
+    n = PyTuple_GET_SIZE(tuple);
+#if PY_MAJOR_VERSION >= 3
+    for (i=0; i<n; i++) {
+        if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
+    }
+#endif
+    for (i=0; i<n; i++) {
+        PyObject *t = PyTuple_GET_ITEM(tuple, i);
+        #if PY_MAJOR_VERSION < 3
+        if (likely(exc_type == t)) return 1;
+        #endif
+        if (likely(PyExceptionClass_Check(t))) {
+            if (__Pyx_inner_PyErr_GivenExceptionMatches2(exc_type, NULL, t)) return 1;
+        } else {
+        }
+    }
+    return 0;
+}
+static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject* exc_type) {
+    if (likely(err == exc_type)) return 1;
+    if (likely(PyExceptionClass_Check(err))) {
+        if (likely(PyExceptionClass_Check(exc_type))) {
+            return __Pyx_inner_PyErr_GivenExceptionMatches2(err, NULL, exc_type);
+        } else if (likely(PyTuple_Check(exc_type))) {
+            return __Pyx_PyErr_GivenExceptionMatchesTuple(err, exc_type);
+        } else {
+        }
+    }
+    return PyErr_GivenExceptionMatches(err, exc_type);
+}
+static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *exc_type1, PyObject *exc_type2) {
+    assert(PyExceptionClass_Check(exc_type1));
+    assert(PyExceptionClass_Check(exc_type2));
+    if (likely(err == exc_type1 || err == exc_type2)) return 1;
+    if (likely(PyExceptionClass_Check(err))) {
+        return __Pyx_inner_PyErr_GivenExceptionMatches2(err, exc_type1, exc_type2);
+    }
+    return (PyErr_GivenExceptionMatches(err, exc_type1) || PyErr_GivenExceptionMatches(err, exc_type2));
+}
+#endif
+
+/* PySequenceMultiply */
+static PyObject* __Pyx_PySequence_Multiply_Generic(PyObject *seq, Py_ssize_t mul) {
+    PyObject *result, *pymul = PyInt_FromSsize_t(mul);
+    if (unlikely(!pymul))
+        return NULL;
+    result = PyNumber_Multiply(seq, pymul);
+    Py_DECREF(pymul);
+    return result;
+}
+static CYTHON_INLINE PyObject* __Pyx_PySequence_Multiply(PyObject *seq, Py_ssize_t mul) {
+#if CYTHON_USE_TYPE_SLOTS
+    PyTypeObject *type = Py_TYPE(seq);
+    if (likely(type->tp_as_sequence && type->tp_as_sequence->sq_repeat)) {
+        return type->tp_as_sequence->sq_repeat(seq, mul);
+    } else
+#endif
+    {
+        return __Pyx_PySequence_Multiply_Generic(seq, mul);
+    }
+}
+
+/* SetItemInt */
+static int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v) {
+    int r;
+    if (unlikely(!j)) return -1;
+    r = PyObject_SetItem(o, j, v);
+    Py_DECREF(j);
+    return r;
+}
+static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v, int is_list,
+                                               CYTHON_NCP_UNUSED int wraparound, CYTHON_NCP_UNUSED int boundscheck) {
+#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS && CYTHON_USE_TYPE_SLOTS
+    if (is_list || PyList_CheckExact(o)) {
+        Py_ssize_t n = (!wraparound) ? i : ((likely(i >= 0)) ? i : i + PyList_GET_SIZE(o));
+        if ((!boundscheck) || likely(__Pyx_is_valid_index(n, PyList_GET_SIZE(o)))) {
+            PyObject* old = PyList_GET_ITEM(o, n);
+            Py_INCREF(v);
+            PyList_SET_ITEM(o, n, v);
+            Py_DECREF(old);
+            return 1;
+        }
+    } else {
+        PyMappingMethods *mm = Py_TYPE(o)->tp_as_mapping;
+        PySequenceMethods *sm = Py_TYPE(o)->tp_as_sequence;
+        if (mm && mm->mp_ass_subscript) {
+            int r;
+            PyObject *key = PyInt_FromSsize_t(i);
+            if (unlikely(!key)) return -1;
+            r = mm->mp_ass_subscript(o, key, v);
+            Py_DECREF(key);
+            return r;
+        }
+        if (likely(sm && sm->sq_ass_item)) {
+            if (wraparound && unlikely(i < 0) && likely(sm->sq_length)) {
+                Py_ssize_t l = sm->sq_length(o);
+                if (likely(l >= 0)) {
+                    i += l;
+                } else {
+                    if (!PyErr_ExceptionMatches(PyExc_OverflowError))
+                        return -1;
+                    PyErr_Clear();
+                }
+            }
+            return sm->sq_ass_item(o, i, v);
+        }
+    }
+#else
+    if (is_list || !PyMapping_Check(o))
+    {
+        return PySequence_SetItem(o, i, v);
+    }
+#endif
+    return __Pyx_SetItemInt_Generic(o, PyInt_FromSsize_t(i), v);
+}
+
+/* RaiseUnboundLocalError */
+static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname) {
+    PyErr_Format(PyExc_UnboundLocalError, "local variable '%s' referenced before assignment", varname);
+}
+
+/* DivInt[long] */
+static CYTHON_INLINE long __Pyx_div_long(long a, long b) {
+    long q = a / b;
+    long r = a - q*b;
+    q -= ((r != 0) & ((r ^ b) < 0));
+    return q;
+}
+
+/* ImportFrom */
+static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name) {
+    PyObject* value = __Pyx_PyObject_GetAttrStr(module, name);
+    if (unlikely(!value) && PyErr_ExceptionMatches(PyExc_AttributeError)) {
+        const char* module_name_str = 0;
+        PyObject* module_name = 0;
+        PyObject* module_dot = 0;
+        PyObject* full_name = 0;
+        PyErr_Clear();
+        module_name_str = PyModule_GetName(module);
+        if (unlikely(!module_name_str)) { goto modbad; }
+        module_name = PyUnicode_FromString(module_name_str);
+        if (unlikely(!module_name)) { goto modbad; }
+        module_dot = PyUnicode_Concat(module_name, __pyx_kp_u__2);
+        if (unlikely(!module_dot)) { goto modbad; }
+        full_name = PyUnicode_Concat(module_dot, name);
+        if (unlikely(!full_name)) { goto modbad; }
+        #if PY_VERSION_HEX < 0x030700A1 || (CYTHON_COMPILING_IN_PYPY && PYPY_VERSION_NUM  < 0x07030400)
+        {
+            PyObject *modules = PyImport_GetModuleDict();
+            if (unlikely(!modules))
+                goto modbad;
+            value = PyObject_GetItem(modules, full_name);
+        }
+        #else
+        value = PyImport_GetModule(full_name);
+        #endif
+      modbad:
+        Py_XDECREF(full_name);
+        Py_XDECREF(module_dot);
+        Py_XDECREF(module_name);
+    }
+    if (unlikely(!value)) {
+        PyErr_Format(PyExc_ImportError,
+        #if PY_MAJOR_VERSION < 3
+            "cannot import name %.230s", PyString_AS_STRING(name));
+        #else
+            "cannot import name %S", name);
+        #endif
+    }
+    return value;
+}
+
+/* HasAttr */
+#if __PYX_LIMITED_VERSION_HEX < 0x030d00A1
+static CYTHON_INLINE int __Pyx_HasAttr(PyObject *o, PyObject *n) {
+    PyObject *r;
+    if (unlikely(!__Pyx_PyBaseString_Check(n))) {
+        PyErr_SetString(PyExc_TypeError,
+                        "hasattr(): attribute name must be string");
+        return -1;
+    }
+    r = __Pyx_GetAttr(o, n);
+    if (!r) {
+        PyErr_Clear();
+        return 0;
+    } else {
+        Py_DECREF(r);
+        return 1;
+    }
+}
+#endif
+
+/* SliceObject */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_GetSlice(PyObject* obj,
+        Py_ssize_t cstart, Py_ssize_t cstop,
+        PyObject** _py_start, PyObject** _py_stop, PyObject** _py_slice,
+        int has_cstart, int has_cstop, int wraparound) {
+    __Pyx_TypeName obj_type_name;
+#if CYTHON_USE_TYPE_SLOTS
+    PyMappingMethods* mp;
+#if PY_MAJOR_VERSION < 3
+    PySequenceMethods* ms = Py_TYPE(obj)->tp_as_sequence;
+    if (likely(ms && ms->sq_slice)) {
+        if (!has_cstart) {
+            if (_py_start && (*_py_start != Py_None)) {
+                cstart = __Pyx_PyIndex_AsSsize_t(*_py_start);
+                if ((cstart == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
+            } else
+                cstart = 0;
+        }
+        if (!has_cstop) {
+            if (_py_stop && (*_py_stop != Py_None)) {
+                cstop = __Pyx_PyIndex_AsSsize_t(*_py_stop);
+                if ((cstop == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
+            } else
+                cstop = PY_SSIZE_T_MAX;
+        }
+        if (wraparound && unlikely((cstart < 0) | (cstop < 0)) && likely(ms->sq_length)) {
+            Py_ssize_t l = ms->sq_length(obj);
+            if (likely(l >= 0)) {
+                if (cstop < 0) {
+                    cstop += l;
+                    if (cstop < 0) cstop = 0;
+                }
+                if (cstart < 0) {
+                    cstart += l;
+                    if (cstart < 0) cstart = 0;
+                }
+            } else {
+                if (!PyErr_ExceptionMatches(PyExc_OverflowError))
+                    goto bad;
+                PyErr_Clear();
+            }
+        }
+        return ms->sq_slice(obj, cstart, cstop);
+    }
+#else
+    CYTHON_UNUSED_VAR(wraparound);
+#endif
+    mp = Py_TYPE(obj)->tp_as_mapping;
+    if (likely(mp && mp->mp_subscript))
+#else
+    CYTHON_UNUSED_VAR(wraparound);
+#endif
+    {
+        PyObject* result;
+        PyObject *py_slice, *py_start, *py_stop;
+        if (_py_slice) {
+            py_slice = *_py_slice;
+        } else {
+            PyObject* owned_start = NULL;
+            PyObject* owned_stop = NULL;
+            if (_py_start) {
+                py_start = *_py_start;
+            } else {
+                if (has_cstart) {
+                    owned_start = py_start = PyInt_FromSsize_t(cstart);
+                    if (unlikely(!py_start)) goto bad;
+                } else
+                    py_start = Py_None;
+            }
+            if (_py_stop) {
+                py_stop = *_py_stop;
+            } else {
+                if (has_cstop) {
+                    owned_stop = py_stop = PyInt_FromSsize_t(cstop);
+                    if (unlikely(!py_stop)) {
+                        Py_XDECREF(owned_start);
+                        goto bad;
+                    }
+                } else
+                    py_stop = Py_None;
+            }
+            py_slice = PySlice_New(py_start, py_stop, Py_None);
+            Py_XDECREF(owned_start);
+            Py_XDECREF(owned_stop);
+            if (unlikely(!py_slice)) goto bad;
+        }
+#if CYTHON_USE_TYPE_SLOTS
+        result = mp->mp_subscript(obj, py_slice);
+#else
+        result = PyObject_GetItem(obj, py_slice);
+#endif
+        if (!_py_slice) {
+            Py_DECREF(py_slice);
+        }
+        return result;
+    }
+    obj_type_name = __Pyx_PyType_GetName(Py_TYPE(obj));
+    PyErr_Format(PyExc_TypeError,
+        "'" __Pyx_FMT_TYPENAME "' object is unsliceable", obj_type_name);
+    __Pyx_DECREF_TypeName(obj_type_name);
+bad:
+    return NULL;
+}
+
+/* IterFinish */
+static CYTHON_INLINE int __Pyx_IterFinish(void) {
+    PyObject* exc_type;
+    __Pyx_PyThreadState_declare
+    __Pyx_PyThreadState_assign
+    exc_type = __Pyx_PyErr_CurrentExceptionType();
+    if (unlikely(exc_type)) {
+        if (unlikely(!__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration)))
+            return -1;
+        __Pyx_PyErr_Clear();
+        return 0;
+    }
+    return 0;
+}
+
+/* UnpackItemEndCheck */
+static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected) {
+    if (unlikely(retval)) {
+        Py_DECREF(retval);
+        __Pyx_RaiseTooManyValuesError(expected);
+        return -1;
+    }
+    return __Pyx_IterFinish();
+}
+
+/* UnpackUnboundCMethod */
+static PyObject *__Pyx_SelflessCall(PyObject *method, PyObject *args, PyObject *kwargs) {
+    PyObject *result;
+    PyObject *selfless_args = PyTuple_GetSlice(args, 1, PyTuple_Size(args));
+    if (unlikely(!selfless_args)) return NULL;
+    result = PyObject_Call(method, selfless_args, kwargs);
+    Py_DECREF(selfless_args);
+    return result;
+}
+static PyMethodDef __Pyx_UnboundCMethod_Def = {
+     "CythonUnboundCMethod",
+     __PYX_REINTERPRET_FUNCION(PyCFunction, __Pyx_SelflessCall),
+     METH_VARARGS | METH_KEYWORDS,
+     NULL
+};
+static int __Pyx_TryUnpackUnboundCMethod(__Pyx_CachedCFunction* target) {
+    PyObject *method;
+    method = __Pyx_PyObject_GetAttrStr(target->type, *target->method_name);
+    if (unlikely(!method))
+        return -1;
+    target->method = method;
+#if CYTHON_COMPILING_IN_CPYTHON
+    #if PY_MAJOR_VERSION >= 3
+    if (likely(__Pyx_TypeCheck(method, &PyMethodDescr_Type)))
+    #else
+    if (likely(!__Pyx_CyOrPyCFunction_Check(method)))
+    #endif
+    {
+        PyMethodDescrObject *descr = (PyMethodDescrObject*) method;
+        target->func = descr->d_method->ml_meth;
+        target->flag = descr->d_method->ml_flags & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_STACKLESS);
+    } else
+#endif
+#if CYTHON_COMPILING_IN_PYPY
+#else
+    if (PyCFunction_Check(method))
+#endif
+    {
+        PyObject *self;
+        int self_found;
+#if CYTHON_COMPILING_IN_LIMITED_API || CYTHON_COMPILING_IN_PYPY
+        self = PyObject_GetAttrString(method, "__self__");
+        if (!self) {
+            PyErr_Clear();
+        }
+#else
+        self = PyCFunction_GET_SELF(method);
+#endif
+        self_found = (self && self != Py_None);
+#if CYTHON_COMPILING_IN_LIMITED_API || CYTHON_COMPILING_IN_PYPY
+        Py_XDECREF(self);
+#endif
+        if (self_found) {
+            PyObject *unbound_method = PyCFunction_New(&__Pyx_UnboundCMethod_Def, method);
+            if (unlikely(!unbound_method)) return -1;
+            Py_DECREF(method);
+            target->method = unbound_method;
+        }
+    }
+    return 0;
+}
+
+/* CallUnboundCMethod0 */
+static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self) {
+    PyObject *args, *result = NULL;
+    if (unlikely(!cfunc->method) && unlikely(__Pyx_TryUnpackUnboundCMethod(cfunc) < 0)) return NULL;
+#if CYTHON_ASSUME_SAFE_MACROS
+    args = PyTuple_New(1);
+    if (unlikely(!args)) goto bad;
+    Py_INCREF(self);
+    PyTuple_SET_ITEM(args, 0, self);
+#else
+    args = PyTuple_Pack(1, self);
+    if (unlikely(!args)) goto bad;
+#endif
+    result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
+    Py_DECREF(args);
+bad:
+    return result;
+}
+
+/* ErrOccurredWithGIL */
+static CYTHON_INLINE int __Pyx_ErrOccurredWithGIL(void) {
+  int err;
+  #ifdef WITH_THREAD
+  PyGILState_STATE _save = PyGILState_Ensure();
+  #endif
+  err = !!PyErr_Occurred();
+  #ifdef WITH_THREAD
+  PyGILState_Release(_save);
+  #endif
+  return err;
+}
+
+/* SoftComplexToDouble */
+static double __Pyx_SoftComplexToDouble(__pyx_t_double_complex value, int have_gil) {
+    if (unlikely(__Pyx_CIMAG(value))) {
+        PyGILState_STATE gilstate;
+        if (!have_gil)
+            gilstate = PyGILState_Ensure();
+        PyErr_SetString(PyExc_TypeError,
+            "Cannot convert 'complex' with non-zero imaginary component to 'double' "
+            "(this most likely comes from the '**' operator; "
+            "use 'cython.cpow(True)' to return 'nan' instead of a "
+            "complex number).");
+        if (!have_gil)
+            PyGILState_Release(gilstate);
+        return -1.;
+    }
+    return __Pyx_CREAL(value);
+}
+
+/* PyObject_GenericGetAttrNoDict */
+#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
+static PyObject *__Pyx_RaiseGenericGetAttributeError(PyTypeObject *tp, PyObject *attr_name) {
+    __Pyx_TypeName type_name = __Pyx_PyType_GetName(tp);
+    PyErr_Format(PyExc_AttributeError,
+#if PY_MAJOR_VERSION >= 3
+                 "'" __Pyx_FMT_TYPENAME "' object has no attribute '%U'",
+                 type_name, attr_name);
+#else
+                 "'" __Pyx_FMT_TYPENAME "' object has no attribute '%.400s'",
+                 type_name, PyString_AS_STRING(attr_name));
+#endif
+    __Pyx_DECREF_TypeName(type_name);
+    return NULL;
+}
+static CYTHON_INLINE PyObject* __Pyx_PyObject_GenericGetAttrNoDict(PyObject* obj, PyObject* attr_name) {
+    PyObject *descr;
+    PyTypeObject *tp = Py_TYPE(obj);
+    if (unlikely(!PyString_Check(attr_name))) {
+        return PyObject_GenericGetAttr(obj, attr_name);
+    }
+    assert(!tp->tp_dictoffset);
+    descr = _PyType_Lookup(tp, attr_name);
+    if (unlikely(!descr)) {
+        return __Pyx_RaiseGenericGetAttributeError(tp, attr_name);
+    }
+    Py_INCREF(descr);
+    #if PY_MAJOR_VERSION < 3
+    if (likely(PyType_HasFeature(Py_TYPE(descr), Py_TPFLAGS_HAVE_CLASS)))
+    #endif
+    {
+        descrgetfunc f = Py_TYPE(descr)->tp_descr_get;
+        if (unlikely(f)) {
+            PyObject *res = f(descr, obj, (PyObject *)tp);
+            Py_DECREF(descr);
+            return res;
+        }
+    }
+    return descr;
+}
+#endif
+
+/* PyObject_GenericGetAttr */
+#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
+static PyObject* __Pyx_PyObject_GenericGetAttr(PyObject* obj, PyObject* attr_name) {
+    if (unlikely(Py_TYPE(obj)->tp_dictoffset)) {
+        return PyObject_GenericGetAttr(obj, attr_name);
+    }
+    return __Pyx_PyObject_GenericGetAttrNoDict(obj, attr_name);
+}
+#endif
+
+/* FixUpExtensionType */
+#if CYTHON_USE_TYPE_SPECS
+static int __Pyx_fix_up_extension_type_from_spec(PyType_Spec *spec, PyTypeObject *type) {
+#if PY_VERSION_HEX > 0x030900B1 || CYTHON_COMPILING_IN_LIMITED_API
+    CYTHON_UNUSED_VAR(spec);
+    CYTHON_UNUSED_VAR(type);
+#else
+    const PyType_Slot *slot = spec->slots;
+    while (slot && slot->slot && slot->slot != Py_tp_members)
+        slot++;
+    if (slot && slot->slot == Py_tp_members) {
+        int changed = 0;
+#if !(PY_VERSION_HEX <= 0x030900b1 && CYTHON_COMPILING_IN_CPYTHON)
+        const
+#endif
+            PyMemberDef *memb = (PyMemberDef*) slot->pfunc;
+        while (memb && memb->name) {
+            if (memb->name[0] == '_' && memb->name[1] == '_') {
+#if PY_VERSION_HEX < 0x030900b1
+                if (strcmp(memb->name, "__weaklistoffset__") == 0) {
+                    assert(memb->type == T_PYSSIZET);
+                    assert(memb->flags == READONLY);
+                    type->tp_weaklistoffset = memb->offset;
+                    changed = 1;
+                }
+                else if (strcmp(memb->name, "__dictoffset__") == 0) {
+                    assert(memb->type == T_PYSSIZET);
+                    assert(memb->flags == READONLY);
+                    type->tp_dictoffset = memb->offset;
+                    changed = 1;
+                }
+#if CYTHON_METH_FASTCALL
+                else if (strcmp(memb->name, "__vectorcalloffset__") == 0) {
+                    assert(memb->type == T_PYSSIZET);
+                    assert(memb->flags == READONLY);
+#if PY_VERSION_HEX >= 0x030800b4
+                    type->tp_vectorcall_offset = memb->offset;
+#else
+                    type->tp_print = (printfunc) memb->offset;
+#endif
+                    changed = 1;
+                }
+#endif
+#else
+                if ((0));
+#endif
+#if PY_VERSION_HEX <= 0x030900b1 && CYTHON_COMPILING_IN_CPYTHON
+                else if (strcmp(memb->name, "__module__") == 0) {
+                    PyObject *descr;
+                    assert(memb->type == T_OBJECT);
+                    assert(memb->flags == 0 || memb->flags == READONLY);
+                    descr = PyDescr_NewMember(type, memb);
+                    if (unlikely(!descr))
+                        return -1;
+                    if (unlikely(PyDict_SetItem(type->tp_dict, PyDescr_NAME(descr), descr) < 0)) {
+                        Py_DECREF(descr);
+                        return -1;
+                    }
+                    Py_DECREF(descr);
+                    changed = 1;
+                }
+#endif
+            }
+            memb++;
+        }
+        if (changed)
+            PyType_Modified(type);
+    }
+#endif
+    return 0;
+}
+#endif
+
+/* PyObjectCallNoArg */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func) {
+    PyObject *arg[2] = {NULL, NULL};
+    return __Pyx_PyObject_FastCall(func, arg + 1, 0 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET);
+}
+
+/* PyObjectGetMethod */
+static int __Pyx_PyObject_GetMethod(PyObject *obj, PyObject *name, PyObject **method) {
+    PyObject *attr;
+#if CYTHON_UNPACK_METHODS && CYTHON_COMPILING_IN_CPYTHON && CYTHON_USE_PYTYPE_LOOKUP
+    __Pyx_TypeName type_name;
+    PyTypeObject *tp = Py_TYPE(obj);
+    PyObject *descr;
+    descrgetfunc f = NULL;
+    PyObject **dictptr, *dict;
+    int meth_found = 0;
+    assert (*method == NULL);
+    if (unlikely(tp->tp_getattro != PyObject_GenericGetAttr)) {
+        attr = __Pyx_PyObject_GetAttrStr(obj, name);
+        goto try_unpack;
+    }
+    if (unlikely(tp->tp_dict == NULL) && unlikely(PyType_Ready(tp) < 0)) {
+        return 0;
+    }
+    descr = _PyType_Lookup(tp, name);
+    if (likely(descr != NULL)) {
+        Py_INCREF(descr);
+#if defined(Py_TPFLAGS_METHOD_DESCRIPTOR) && Py_TPFLAGS_METHOD_DESCRIPTOR
+        if (__Pyx_PyType_HasFeature(Py_TYPE(descr), Py_TPFLAGS_METHOD_DESCRIPTOR))
+#elif PY_MAJOR_VERSION >= 3
+        #ifdef __Pyx_CyFunction_USED
+        if (likely(PyFunction_Check(descr) || __Pyx_IS_TYPE(descr, &PyMethodDescr_Type) || __Pyx_CyFunction_Check(descr)))
+        #else
+        if (likely(PyFunction_Check(descr) || __Pyx_IS_TYPE(descr, &PyMethodDescr_Type)))
+        #endif
+#else
+        #ifdef __Pyx_CyFunction_USED
+        if (likely(PyFunction_Check(descr) || __Pyx_CyFunction_Check(descr)))
+        #else
+        if (likely(PyFunction_Check(descr)))
+        #endif
+#endif
+        {
+            meth_found = 1;
+        } else {
+            f = Py_TYPE(descr)->tp_descr_get;
+            if (f != NULL && PyDescr_IsData(descr)) {
+                attr = f(descr, obj, (PyObject *)Py_TYPE(obj));
+                Py_DECREF(descr);
+                goto try_unpack;
+            }
+        }
+    }
+    dictptr = _PyObject_GetDictPtr(obj);
+    if (dictptr != NULL && (dict = *dictptr) != NULL) {
+        Py_INCREF(dict);
+        attr = __Pyx_PyDict_GetItemStr(dict, name);
+        if (attr != NULL) {
+            Py_INCREF(attr);
+            Py_DECREF(dict);
+            Py_XDECREF(descr);
+            goto try_unpack;
+        }
+        Py_DECREF(dict);
+    }
+    if (meth_found) {
+        *method = descr;
+        return 1;
+    }
+    if (f != NULL) {
+        attr = f(descr, obj, (PyObject *)Py_TYPE(obj));
+        Py_DECREF(descr);
+        goto try_unpack;
+    }
+    if (likely(descr != NULL)) {
+        *method = descr;
+        return 0;
+    }
+    type_name = __Pyx_PyType_GetName(tp);
+    PyErr_Format(PyExc_AttributeError,
+#if PY_MAJOR_VERSION >= 3
+                 "'" __Pyx_FMT_TYPENAME "' object has no attribute '%U'",
+                 type_name, name);
+#else
+                 "'" __Pyx_FMT_TYPENAME "' object has no attribute '%.400s'",
+                 type_name, PyString_AS_STRING(name));
+#endif
+    __Pyx_DECREF_TypeName(type_name);
+    return 0;
+#else
+    attr = __Pyx_PyObject_GetAttrStr(obj, name);
+    goto try_unpack;
+#endif
+try_unpack:
+#if CYTHON_UNPACK_METHODS
+    if (likely(attr) && PyMethod_Check(attr) && likely(PyMethod_GET_SELF(attr) == obj)) {
+        PyObject *function = PyMethod_GET_FUNCTION(attr);
+        Py_INCREF(function);
+        Py_DECREF(attr);
+        *method = function;
+        return 1;
+    }
+#endif
+    *method = attr;
+    return 0;
+}
+
+/* PyObjectCallMethod0 */
+static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name) {
+    PyObject *method = NULL, *result = NULL;
+    int is_method = __Pyx_PyObject_GetMethod(obj, method_name, &method);
+    if (likely(is_method)) {
+        result = __Pyx_PyObject_CallOneArg(method, obj);
+        Py_DECREF(method);
+        return result;
+    }
+    if (unlikely(!method)) goto bad;
+    result = __Pyx_PyObject_CallNoArg(method);
+    Py_DECREF(method);
+bad:
+    return result;
+}
+
+/* ValidateBasesTuple */
+#if CYTHON_COMPILING_IN_CPYTHON || CYTHON_COMPILING_IN_LIMITED_API || CYTHON_USE_TYPE_SPECS
+static int __Pyx_validate_bases_tuple(const char *type_name, Py_ssize_t dictoffset, PyObject *bases) {
+    Py_ssize_t i, n;
+#if CYTHON_ASSUME_SAFE_MACROS
+    n = PyTuple_GET_SIZE(bases);
+#else
+    n = PyTuple_Size(bases);
+    if (n < 0) return -1;
+#endif
+    for (i = 1; i < n; i++)
+    {
+#if CYTHON_AVOID_BORROWED_REFS
+        PyObject *b0 = PySequence_GetItem(bases, i);
+        if (!b0) return -1;
+#elif CYTHON_ASSUME_SAFE_MACROS
+        PyObject *b0 = PyTuple_GET_ITEM(bases, i);
+#else
+        PyObject *b0 = PyTuple_GetItem(bases, i);
+        if (!b0) return -1;
+#endif
+        PyTypeObject *b;
+#if PY_MAJOR_VERSION < 3
+        if (PyClass_Check(b0))
+        {
+            PyErr_Format(PyExc_TypeError, "base class '%.200s' is an old-style class",
+                         PyString_AS_STRING(((PyClassObject*)b0)->cl_name));
+#if CYTHON_AVOID_BORROWED_REFS
+            Py_DECREF(b0);
+#endif
+            return -1;
+        }
+#endif
+        b = (PyTypeObject*) b0;
+        if (!__Pyx_PyType_HasFeature(b, Py_TPFLAGS_HEAPTYPE))
+        {
+            __Pyx_TypeName b_name = __Pyx_PyType_GetName(b);
+            PyErr_Format(PyExc_TypeError,
+                "base class '" __Pyx_FMT_TYPENAME "' is not a heap type", b_name);
+            __Pyx_DECREF_TypeName(b_name);
+#if CYTHON_AVOID_BORROWED_REFS
+            Py_DECREF(b0);
+#endif
+            return -1;
+        }
+        if (dictoffset == 0)
+        {
+            Py_ssize_t b_dictoffset = 0;
+#if CYTHON_USE_TYPE_SLOTS || CYTHON_COMPILING_IN_PYPY
+            b_dictoffset = b->tp_dictoffset;
+#else
+            PyObject *py_b_dictoffset = PyObject_GetAttrString((PyObject*)b, "__dictoffset__");
+            if (!py_b_dictoffset) goto dictoffset_return;
+            b_dictoffset = PyLong_AsSsize_t(py_b_dictoffset);
+            Py_DECREF(py_b_dictoffset);
+            if (b_dictoffset == -1 && PyErr_Occurred()) goto dictoffset_return;
+#endif
+            if (b_dictoffset) {
+                {
+                    __Pyx_TypeName b_name = __Pyx_PyType_GetName(b);
+                    PyErr_Format(PyExc_TypeError,
+                        "extension type '%.200s' has no __dict__ slot, "
+                        "but base type '" __Pyx_FMT_TYPENAME "' has: "
+                        "either add 'cdef dict __dict__' to the extension type "
+                        "or add '__slots__ = [...]' to the base type",
+                        type_name, b_name);
+                    __Pyx_DECREF_TypeName(b_name);
+                }
+#if !(CYTHON_USE_TYPE_SLOTS || CYTHON_COMPILING_IN_PYPY)
+              dictoffset_return:
+#endif
+#if CYTHON_AVOID_BORROWED_REFS
+                Py_DECREF(b0);
+#endif
+                return -1;
+            }
+        }
+#if CYTHON_AVOID_BORROWED_REFS
+        Py_DECREF(b0);
+#endif
+    }
+    return 0;
+}
+#endif
+
+/* PyType_Ready */
+static int __Pyx_PyType_Ready(PyTypeObject *t) {
+#if CYTHON_USE_TYPE_SPECS || !(CYTHON_COMPILING_IN_CPYTHON || CYTHON_COMPILING_IN_LIMITED_API) || defined(PYSTON_MAJOR_VERSION)
+    (void)__Pyx_PyObject_CallMethod0;
+#if CYTHON_USE_TYPE_SPECS
+    (void)__Pyx_validate_bases_tuple;
+#endif
+    return PyType_Ready(t);
+#else
+    int r;
+    PyObject *bases = __Pyx_PyType_GetSlot(t, tp_bases, PyObject*);
+    if (bases && unlikely(__Pyx_validate_bases_tuple(t->tp_name, t->tp_dictoffset, bases) == -1))
+        return -1;
+#if PY_VERSION_HEX >= 0x03050000 && !defined(PYSTON_MAJOR_VERSION)
+    {
+        int gc_was_enabled;
+    #if PY_VERSION_HEX >= 0x030A00b1
+        gc_was_enabled = PyGC_Disable();
+        (void)__Pyx_PyObject_CallMethod0;
+    #else
+        PyObject *ret, *py_status;
+        PyObject *gc = NULL;
+        #if PY_VERSION_HEX >= 0x030700a1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM+0 >= 0x07030400)
+        gc = PyImport_GetModule(__pyx_kp_u_gc);
+        #endif
+        if (unlikely(!gc)) gc = PyImport_Import(__pyx_kp_u_gc);
+        if (unlikely(!gc)) return -1;
+        py_status = __Pyx_PyObject_CallMethod0(gc, __pyx_kp_u_isenabled);
+        if (unlikely(!py_status)) {
+            Py_DECREF(gc);
+            return -1;
+        }
+        gc_was_enabled = __Pyx_PyObject_IsTrue(py_status);
+        Py_DECREF(py_status);
+        if (gc_was_enabled > 0) {
+            ret = __Pyx_PyObject_CallMethod0(gc, __pyx_kp_u_disable);
+            if (unlikely(!ret)) {
+                Py_DECREF(gc);
+                return -1;
+            }
+            Py_DECREF(ret);
+        } else if (unlikely(gc_was_enabled == -1)) {
+            Py_DECREF(gc);
+            return -1;
+        }
+    #endif
+        t->tp_flags |= Py_TPFLAGS_HEAPTYPE;
+#if PY_VERSION_HEX >= 0x030A0000
+        t->tp_flags |= Py_TPFLAGS_IMMUTABLETYPE;
+#endif
+#else
+        (void)__Pyx_PyObject_CallMethod0;
+#endif
+    r = PyType_Ready(t);
+#if PY_VERSION_HEX >= 0x03050000 && !defined(PYSTON_MAJOR_VERSION)
+        t->tp_flags &= ~Py_TPFLAGS_HEAPTYPE;
+    #if PY_VERSION_HEX >= 0x030A00b1
+        if (gc_was_enabled)
+            PyGC_Enable();
+    #else
+        if (gc_was_enabled) {
+            PyObject *tp, *v, *tb;
+            PyErr_Fetch(&tp, &v, &tb);
+            ret = __Pyx_PyObject_CallMethod0(gc, __pyx_kp_u_enable);
+            if (likely(ret || r == -1)) {
+                Py_XDECREF(ret);
+                PyErr_Restore(tp, v, tb);
+            } else {
+                Py_XDECREF(tp);
+                Py_XDECREF(v);
+                Py_XDECREF(tb);
+                r = -1;
+            }
+        }
+        Py_DECREF(gc);
+    #endif
+    }
+#endif
+    return r;
+#endif
+}
+
+/* SetVTable */
+static int __Pyx_SetVtable(PyTypeObject *type, void *vtable) {
+    PyObject *ob = PyCapsule_New(vtable, 0, 0);
+    if (unlikely(!ob))
+        goto bad;
+#if CYTHON_COMPILING_IN_LIMITED_API
+    if (unlikely(PyObject_SetAttr((PyObject *) type, __pyx_n_s_pyx_vtable, ob) < 0))
+#else
+    if (unlikely(PyDict_SetItem(type->tp_dict, __pyx_n_s_pyx_vtable, ob) < 0))
+#endif
+        goto bad;
+    Py_DECREF(ob);
+    return 0;
+bad:
+    Py_XDECREF(ob);
+    return -1;
+}
+
+/* GetVTable */
+static void* __Pyx_GetVtable(PyTypeObject *type) {
+    void* ptr;
+#if CYTHON_COMPILING_IN_LIMITED_API
+    PyObject *ob = PyObject_GetAttr((PyObject *)type, __pyx_n_s_pyx_vtable);
+#else
+    PyObject *ob = PyObject_GetItem(type->tp_dict, __pyx_n_s_pyx_vtable);
+#endif
+    if (!ob)
+        goto bad;
+    ptr = PyCapsule_GetPointer(ob, 0);
+    if (!ptr && !PyErr_Occurred())
+        PyErr_SetString(PyExc_RuntimeError, "invalid vtable found for imported type");
+    Py_DECREF(ob);
+    return ptr;
+bad:
+    Py_XDECREF(ob);
+    return NULL;
+}
+
+/* MergeVTables */
+#if !CYTHON_COMPILING_IN_LIMITED_API
+static int __Pyx_MergeVtables(PyTypeObject *type) {
+    int i;
+    void** base_vtables;
+    __Pyx_TypeName tp_base_name;
+    __Pyx_TypeName base_name;
+    void* unknown = (void*)-1;
+    PyObject* bases = type->tp_bases;
+    int base_depth = 0;
+    {
+        PyTypeObject* base = type->tp_base;
+        while (base) {
+            base_depth += 1;
+            base = base->tp_base;
+        }
+    }
+    base_vtables = (void**) malloc(sizeof(void*) * (size_t)(base_depth + 1));
+    base_vtables[0] = unknown;
+    for (i = 1; i < PyTuple_GET_SIZE(bases); i++) {
+        void* base_vtable = __Pyx_GetVtable(((PyTypeObject*)PyTuple_GET_ITEM(bases, i)));
+        if (base_vtable != NULL) {
+            int j;
+            PyTypeObject* base = type->tp_base;
+            for (j = 0; j < base_depth; j++) {
+                if (base_vtables[j] == unknown) {
+                    base_vtables[j] = __Pyx_GetVtable(base);
+                    base_vtables[j + 1] = unknown;
+                }
+                if (base_vtables[j] == base_vtable) {
+                    break;
+                } else if (base_vtables[j] == NULL) {
+                    goto bad;
+                }
+                base = base->tp_base;
+            }
+        }
+    }
+    PyErr_Clear();
+    free(base_vtables);
+    return 0;
+bad:
+    tp_base_name = __Pyx_PyType_GetName(type->tp_base);
+    base_name = __Pyx_PyType_GetName((PyTypeObject*)PyTuple_GET_ITEM(bases, i));
+    PyErr_Format(PyExc_TypeError,
+        "multiple bases have vtable conflict: '" __Pyx_FMT_TYPENAME "' and '" __Pyx_FMT_TYPENAME "'", tp_base_name, base_name);
+    __Pyx_DECREF_TypeName(tp_base_name);
+    __Pyx_DECREF_TypeName(base_name);
+    free(base_vtables);
+    return -1;
+}
+#endif
+
+/* SetupReduce */
+#if !CYTHON_COMPILING_IN_LIMITED_API
+static int __Pyx_setup_reduce_is_named(PyObject* meth, PyObject* name) {
+  int ret;
+  PyObject *name_attr;
+  name_attr = __Pyx_PyObject_GetAttrStrNoError(meth, __pyx_n_s_name_2);
+  if (likely(name_attr)) {
+      ret = PyObject_RichCompareBool(name_attr, name, Py_EQ);
+  } else {
+      ret = -1;
+  }
+  if (unlikely(ret < 0)) {
+      PyErr_Clear();
+      ret = 0;
+  }
+  Py_XDECREF(name_attr);
+  return ret;
+}
+static int __Pyx_setup_reduce(PyObject* type_obj) {
+    int ret = 0;
+    PyObject *object_reduce = NULL;
+    PyObject *object_getstate = NULL;
+    PyObject *object_reduce_ex = NULL;
+    PyObject *reduce = NULL;
+    PyObject *reduce_ex = NULL;
+    PyObject *reduce_cython = NULL;
+    PyObject *setstate = NULL;
+    PyObject *setstate_cython = NULL;
+    PyObject *getstate = NULL;
+#if CYTHON_USE_PYTYPE_LOOKUP
+    getstate = _PyType_Lookup((PyTypeObject*)type_obj, __pyx_n_s_getstate);
+#else
+    getstate = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_getstate);
+    if (!getstate && PyErr_Occurred()) {
+        goto __PYX_BAD;
+    }
+#endif
+    if (getstate) {
+#if CYTHON_USE_PYTYPE_LOOKUP
+        object_getstate = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_getstate);
+#else
+        object_getstate = __Pyx_PyObject_GetAttrStrNoError((PyObject*)&PyBaseObject_Type, __pyx_n_s_getstate);
+        if (!object_getstate && PyErr_Occurred()) {
+            goto __PYX_BAD;
+        }
+#endif
+        if (object_getstate != getstate) {
+            goto __PYX_GOOD;
+        }
+    }
+#if CYTHON_USE_PYTYPE_LOOKUP
+    object_reduce_ex = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD;
+#else
+    object_reduce_ex = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD;
+#endif
+    reduce_ex = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce_ex); if (unlikely(!reduce_ex)) goto __PYX_BAD;
+    if (reduce_ex == object_reduce_ex) {
+#if CYTHON_USE_PYTYPE_LOOKUP
+        object_reduce = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto __PYX_BAD;
+#else
+        object_reduce = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto __PYX_BAD;
+#endif
+        reduce = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce); if (unlikely(!reduce)) goto __PYX_BAD;
+        if (reduce == object_reduce || __Pyx_setup_reduce_is_named(reduce, __pyx_n_s_reduce_cython)) {
+            reduce_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_reduce_cython);
+            if (likely(reduce_cython)) {
+                ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce, reduce_cython); if (unlikely(ret < 0)) goto __PYX_BAD;
+                ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce_cython); if (unlikely(ret < 0)) goto __PYX_BAD;
+            } else if (reduce == object_reduce || PyErr_Occurred()) {
+                goto __PYX_BAD;
+            }
+            setstate = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_setstate);
+            if (!setstate) PyErr_Clear();
+            if (!setstate || __Pyx_setup_reduce_is_named(setstate, __pyx_n_s_setstate_cython)) {
+                setstate_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_setstate_cython);
+                if (likely(setstate_cython)) {
+                    ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate, setstate_cython); if (unlikely(ret < 0)) goto __PYX_BAD;
+                    ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate_cython); if (unlikely(ret < 0)) goto __PYX_BAD;
+                } else if (!setstate || PyErr_Occurred()) {
+                    goto __PYX_BAD;
+                }
+            }
+            PyType_Modified((PyTypeObject*)type_obj);
+        }
+    }
+    goto __PYX_GOOD;
+__PYX_BAD:
+    if (!PyErr_Occurred()) {
+        __Pyx_TypeName type_obj_name =
+            __Pyx_PyType_GetName((PyTypeObject*)type_obj);
+        PyErr_Format(PyExc_RuntimeError,
+            "Unable to initialize pickling for " __Pyx_FMT_TYPENAME, type_obj_name);
+        __Pyx_DECREF_TypeName(type_obj_name);
+    }
+    ret = -1;
+__PYX_GOOD:
+#if !CYTHON_USE_PYTYPE_LOOKUP
+    Py_XDECREF(object_reduce);
+    Py_XDECREF(object_reduce_ex);
+    Py_XDECREF(object_getstate);
+    Py_XDECREF(getstate);
+#endif
+    Py_XDECREF(reduce);
+    Py_XDECREF(reduce_ex);
+    Py_XDECREF(reduce_cython);
+    Py_XDECREF(setstate);
+    Py_XDECREF(setstate_cython);
+    return ret;
+}
+#endif
+
+/* TypeImport */
+#ifndef __PYX_HAVE_RT_ImportType_3_0_8
+#define __PYX_HAVE_RT_ImportType_3_0_8
+static PyTypeObject *__Pyx_ImportType_3_0_8(PyObject *module, const char *module_name, const char *class_name,
+    size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_3_0_8 check_size)
+{
+    PyObject *result = 0;
+    char warning[200];
+    Py_ssize_t basicsize;
+    Py_ssize_t itemsize;
+#if CYTHON_COMPILING_IN_LIMITED_API
+    PyObject *py_basicsize;
+    PyObject *py_itemsize;
+#endif
+    result = PyObject_GetAttrString(module, class_name);
+    if (!result)
+        goto bad;
+    if (!PyType_Check(result)) {
+        PyErr_Format(PyExc_TypeError,
+            "%.200s.%.200s is not a type object",
+            module_name, class_name);
+        goto bad;
+    }
+#if !CYTHON_COMPILING_IN_LIMITED_API
+    basicsize = ((PyTypeObject *)result)->tp_basicsize;
+    itemsize = ((PyTypeObject *)result)->tp_itemsize;
+#else
+    py_basicsize = PyObject_GetAttrString(result, "__basicsize__");
+    if (!py_basicsize)
+        goto bad;
+    basicsize = PyLong_AsSsize_t(py_basicsize);
+    Py_DECREF(py_basicsize);
+    py_basicsize = 0;
+    if (basicsize == (Py_ssize_t)-1 && PyErr_Occurred())
+        goto bad;
+    py_itemsize = PyObject_GetAttrString(result, "__itemsize__");
+    if (!py_itemsize)
+        goto bad;
+    itemsize = PyLong_AsSsize_t(py_itemsize);
+    Py_DECREF(py_itemsize);
+    py_itemsize = 0;
+    if (itemsize == (Py_ssize_t)-1 && PyErr_Occurred())
+        goto bad;
+#endif
+    if (itemsize) {
+        if (size % alignment) {
+            alignment = size % alignment;
+        }
+        if (itemsize < (Py_ssize_t)alignment)
+            itemsize = (Py_ssize_t)alignment;
+    }
+    if ((size_t)(basicsize + itemsize) < size) {
+        PyErr_Format(PyExc_ValueError,
+            "%.200s.%.200s size changed, may indicate binary incompatibility. "
+            "Expected %zd from C header, got %zd from PyObject",
+            module_name, class_name, size, basicsize+itemsize);
+        goto bad;
+    }
+    if (check_size == __Pyx_ImportType_CheckSize_Error_3_0_8 &&
+            ((size_t)basicsize > size || (size_t)(basicsize + itemsize) < size)) {
+        PyErr_Format(PyExc_ValueError,
+            "%.200s.%.200s size changed, may indicate binary incompatibility. "
+            "Expected %zd from C header, got %zd-%zd from PyObject",
+            module_name, class_name, size, basicsize, basicsize+itemsize);
+        goto bad;
+    }
+    else if (check_size == __Pyx_ImportType_CheckSize_Warn_3_0_8 && (size_t)basicsize > size) {
+        PyOS_snprintf(warning, sizeof(warning),
+            "%s.%s size changed, may indicate binary incompatibility. "
+            "Expected %zd from C header, got %zd from PyObject",
+            module_name, class_name, size, basicsize);
+        if (PyErr_WarnEx(NULL, warning, 0) < 0) goto bad;
+    }
+    return (PyTypeObject *)result;
+bad:
+    Py_XDECREF(result);
+    return NULL;
+}
+#endif
+
+/* CLineInTraceback */
+#ifndef CYTHON_CLINE_IN_TRACEBACK
+static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) {
+    PyObject *use_cline;
+    PyObject *ptype, *pvalue, *ptraceback;
+#if CYTHON_COMPILING_IN_CPYTHON
+    PyObject **cython_runtime_dict;
+#endif
+    CYTHON_MAYBE_UNUSED_VAR(tstate);
+    if (unlikely(!__pyx_cython_runtime)) {
+        return c_line;
+    }
+    __Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
+#if CYTHON_COMPILING_IN_CPYTHON
+    cython_runtime_dict = _PyObject_GetDictPtr(__pyx_cython_runtime);
+    if (likely(cython_runtime_dict)) {
+        __PYX_PY_DICT_LOOKUP_IF_MODIFIED(
+            use_cline, *cython_runtime_dict,
+            __Pyx_PyDict_GetItemStr(*cython_runtime_dict, __pyx_n_s_cline_in_traceback))
+    } else
+#endif
+    {
+      PyObject *use_cline_obj = __Pyx_PyObject_GetAttrStrNoError(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback);
+      if (use_cline_obj) {
+        use_cline = PyObject_Not(use_cline_obj) ? Py_False : Py_True;
+        Py_DECREF(use_cline_obj);
+      } else {
+        PyErr_Clear();
+        use_cline = NULL;
+      }
+    }
+    if (!use_cline) {
+        c_line = 0;
+        (void) PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False);
+    }
+    else if (use_cline == Py_False || (use_cline != Py_True && PyObject_Not(use_cline) != 0)) {
+        c_line = 0;
+    }
+    __Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
+    return c_line;
+}
+#endif
+
+/* CodeObjectCache */
+#if !CYTHON_COMPILING_IN_LIMITED_API
+static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line) {
+    int start = 0, mid = 0, end = count - 1;
+    if (end >= 0 && code_line > entries[end].code_line) {
+        return count;
+    }
+    while (start < end) {
+        mid = start + (end - start) / 2;
+        if (code_line < entries[mid].code_line) {
+            end = mid;
+        } else if (code_line > entries[mid].code_line) {
+             start = mid + 1;
+        } else {
+            return mid;
+        }
+    }
+    if (code_line <= entries[mid].code_line) {
+        return mid;
+    } else {
+        return mid + 1;
+    }
+}
+static PyCodeObject *__pyx_find_code_object(int code_line) {
+    PyCodeObject* code_object;
+    int pos;
+    if (unlikely(!code_line) || unlikely(!__pyx_code_cache.entries)) {
+        return NULL;
+    }
+    pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
+    if (unlikely(pos >= __pyx_code_cache.count) || unlikely(__pyx_code_cache.entries[pos].code_line != code_line)) {
+        return NULL;
+    }
+    code_object = __pyx_code_cache.entries[pos].code_object;
+    Py_INCREF(code_object);
+    return code_object;
+}
+static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) {
+    int pos, i;
+    __Pyx_CodeObjectCacheEntry* entries = __pyx_code_cache.entries;
+    if (unlikely(!code_line)) {
+        return;
+    }
+    if (unlikely(!entries)) {
+        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry));
+        if (likely(entries)) {
+            __pyx_code_cache.entries = entries;
+            __pyx_code_cache.max_count = 64;
+            __pyx_code_cache.count = 1;
+            entries[0].code_line = code_line;
+            entries[0].code_object = code_object;
+            Py_INCREF(code_object);
+        }
+        return;
+    }
+    pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
+    if ((pos < __pyx_code_cache.count) && unlikely(__pyx_code_cache.entries[pos].code_line == code_line)) {
+        PyCodeObject* tmp = entries[pos].code_object;
+        entries[pos].code_object = code_object;
+        Py_DECREF(tmp);
+        return;
+    }
+    if (__pyx_code_cache.count == __pyx_code_cache.max_count) {
+        int new_max = __pyx_code_cache.max_count + 64;
+        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc(
+            __pyx_code_cache.entries, ((size_t)new_max) * sizeof(__Pyx_CodeObjectCacheEntry));
+        if (unlikely(!entries)) {
+            return;
+        }
+        __pyx_code_cache.entries = entries;
+        __pyx_code_cache.max_count = new_max;
+    }
+    for (i=__pyx_code_cache.count; i>pos; i--) {
+        entries[i] = entries[i-1];
+    }
+    entries[pos].code_line = code_line;
+    entries[pos].code_object = code_object;
+    __pyx_code_cache.count++;
+    Py_INCREF(code_object);
+}
+#endif
+
+/* AddTraceback */
+#include "compile.h"
+#include "frameobject.h"
+#include "traceback.h"
+#if PY_VERSION_HEX >= 0x030b00a6 && !CYTHON_COMPILING_IN_LIMITED_API
+  #ifndef Py_BUILD_CORE
+    #define Py_BUILD_CORE 1
+  #endif
+  #include "internal/pycore_frame.h"
+#endif
+#if CYTHON_COMPILING_IN_LIMITED_API
+static PyObject *__Pyx_PyCode_Replace_For_AddTraceback(PyObject *code, PyObject *scratch_dict,
+                                                       PyObject *firstlineno, PyObject *name) {
+    PyObject *replace = NULL;
+    if (unlikely(PyDict_SetItemString(scratch_dict, "co_firstlineno", firstlineno))) return NULL;
+    if (unlikely(PyDict_SetItemString(scratch_dict, "co_name", name))) return NULL;
+    replace = PyObject_GetAttrString(code, "replace");
+    if (likely(replace)) {
+        PyObject *result;
+        result = PyObject_Call(replace, __pyx_empty_tuple, scratch_dict);
+        Py_DECREF(replace);
+        return result;
+    }
+    PyErr_Clear();
+    #if __PYX_LIMITED_VERSION_HEX < 0x030780000
+    {
+        PyObject *compiled = NULL, *result = NULL;
+        if (unlikely(PyDict_SetItemString(scratch_dict, "code", code))) return NULL;
+        if (unlikely(PyDict_SetItemString(scratch_dict, "type", (PyObject*)(&PyType_Type)))) return NULL;
+        compiled = Py_CompileString(
+            "out = type(code)(\n"
+            "  code.co_argcount, code.co_kwonlyargcount, code.co_nlocals, code.co_stacksize,\n"
+            "  code.co_flags, code.co_code, code.co_consts, code.co_names,\n"
+            "  code.co_varnames, code.co_filename, co_name, co_firstlineno,\n"
+            "  code.co_lnotab)\n", "<dummy>", Py_file_input);
+        if (!compiled) return NULL;
+        result = PyEval_EvalCode(compiled, scratch_dict, scratch_dict);
+        Py_DECREF(compiled);
+        if (!result) PyErr_Print();
+        Py_DECREF(result);
+        result = PyDict_GetItemString(scratch_dict, "out");
+        if (result) Py_INCREF(result);
+        return result;
+    }
+    #else
+    return NULL;
+    #endif
+}
+static void __Pyx_AddTraceback(const char *funcname, int c_line,
+                               int py_line, const char *filename) {
+    PyObject *code_object = NULL, *py_py_line = NULL, *py_funcname = NULL, *dict = NULL;
+    PyObject *replace = NULL, *getframe = NULL, *frame = NULL;
+    PyObject *exc_type, *exc_value, *exc_traceback;
+    int success = 0;
+    if (c_line) {
+        (void) __pyx_cfilenm;
+        (void) __Pyx_CLineForTraceback(__Pyx_PyThreadState_Current, c_line);
+    }
+    PyErr_Fetch(&exc_type, &exc_value, &exc_traceback);
+    code_object = Py_CompileString("_getframe()", filename, Py_eval_input);
+    if (unlikely(!code_object)) goto bad;
+    py_py_line = PyLong_FromLong(py_line);
+    if (unlikely(!py_py_line)) goto bad;
+    py_funcname = PyUnicode_FromString(funcname);
+    if (unlikely(!py_funcname)) goto bad;
+    dict = PyDict_New();
+    if (unlikely(!dict)) goto bad;
+    {
+        PyObject *old_code_object = code_object;
+        code_object = __Pyx_PyCode_Replace_For_AddTraceback(code_object, dict, py_py_line, py_funcname);
+        Py_DECREF(old_code_object);
+    }
+    if (unlikely(!code_object)) goto bad;
+    getframe = PySys_GetObject("_getframe");
+    if (unlikely(!getframe)) goto bad;
+    if (unlikely(PyDict_SetItemString(dict, "_getframe", getframe))) goto bad;
+    frame = PyEval_EvalCode(code_object, dict, dict);
+    if (unlikely(!frame) || frame == Py_None) goto bad;
+    success = 1;
+  bad:
+    PyErr_Restore(exc_type, exc_value, exc_traceback);
+    Py_XDECREF(code_object);
+    Py_XDECREF(py_py_line);
+    Py_XDECREF(py_funcname);
+    Py_XDECREF(dict);
+    Py_XDECREF(replace);
+    if (success) {
+        PyTraceBack_Here(
+            (struct _frame*)frame);
+    }
+    Py_XDECREF(frame);
+}
+#else
+static PyCodeObject* __Pyx_CreateCodeObjectForTraceback(
+            const char *funcname, int c_line,
+            int py_line, const char *filename) {
+    PyCodeObject *py_code = NULL;
+    PyObject *py_funcname = NULL;
+    #if PY_MAJOR_VERSION < 3
+    PyObject *py_srcfile = NULL;
+    py_srcfile = PyString_FromString(filename);
+    if (!py_srcfile) goto bad;
+    #endif
+    if (c_line) {
+        #if PY_MAJOR_VERSION < 3
+        py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
+        if (!py_funcname) goto bad;
+        #else
+        py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
+        if (!py_funcname) goto bad;
+        funcname = PyUnicode_AsUTF8(py_funcname);
+        if (!funcname) goto bad;
+        #endif
+    }
+    else {
+        #if PY_MAJOR_VERSION < 3
+        py_funcname = PyString_FromString(funcname);
+        if (!py_funcname) goto bad;
+        #endif
+    }
+    #if PY_MAJOR_VERSION < 3
+    py_code = __Pyx_PyCode_New(
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        __pyx_empty_bytes, /*PyObject *code,*/
+        __pyx_empty_tuple, /*PyObject *consts,*/
+        __pyx_empty_tuple, /*PyObject *names,*/
+        __pyx_empty_tuple, /*PyObject *varnames,*/
+        __pyx_empty_tuple, /*PyObject *freevars,*/
+        __pyx_empty_tuple, /*PyObject *cellvars,*/
+        py_srcfile,   /*PyObject *filename,*/
+        py_funcname,  /*PyObject *name,*/
+        py_line,
+        __pyx_empty_bytes  /*PyObject *lnotab*/
+    );
+    Py_DECREF(py_srcfile);
+    #else
+    py_code = PyCode_NewEmpty(filename, funcname, py_line);
+    #endif
+    Py_XDECREF(py_funcname);
+    return py_code;
+bad:
+    Py_XDECREF(py_funcname);
+    #if PY_MAJOR_VERSION < 3
+    Py_XDECREF(py_srcfile);
+    #endif
+    return NULL;
+}
+static void __Pyx_AddTraceback(const char *funcname, int c_line,
+                               int py_line, const char *filename) {
+    PyCodeObject *py_code = 0;
+    PyFrameObject *py_frame = 0;
+    PyThreadState *tstate = __Pyx_PyThreadState_Current;
+    PyObject *ptype, *pvalue, *ptraceback;
+    if (c_line) {
+        c_line = __Pyx_CLineForTraceback(tstate, c_line);
+    }
+    py_code = __pyx_find_code_object(c_line ? -c_line : py_line);
+    if (!py_code) {
+        __Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
+        py_code = __Pyx_CreateCodeObjectForTraceback(
+            funcname, c_line, py_line, filename);
+        if (!py_code) {
+            /* If the code object creation fails, then we should clear the
+               fetched exception references and propagate the new exception */
+            Py_XDECREF(ptype);
+            Py_XDECREF(pvalue);
+            Py_XDECREF(ptraceback);
+            goto bad;
+        }
+        __Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
+        __pyx_insert_code_object(c_line ? -c_line : py_line, py_code);
+    }
+    py_frame = PyFrame_New(
+        tstate,            /*PyThreadState *tstate,*/
+        py_code,           /*PyCodeObject *code,*/
+        __pyx_d,    /*PyObject *globals,*/
+        0                  /*PyObject *locals*/
+    );
+    if (!py_frame) goto bad;
+    __Pyx_PyFrame_SetLineNumber(py_frame, py_line);
+    PyTraceBack_Here(py_frame);
+bad:
+    Py_XDECREF(py_code);
+    Py_XDECREF(py_frame);
+}
+#endif
+
+#if PY_MAJOR_VERSION < 3
+static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags) {
+    __Pyx_TypeName obj_type_name;
+    if (PyObject_CheckBuffer(obj)) return PyObject_GetBuffer(obj, view, flags);
+        if (__Pyx_TypeCheck(obj, __pyx_array_type)) return __pyx_array_getbuffer(obj, view, flags);
+        if (__Pyx_TypeCheck(obj, __pyx_memoryview_type)) return __pyx_memoryview_getbuffer(obj, view, flags);
+    obj_type_name = __Pyx_PyType_GetName(Py_TYPE(obj));
+    PyErr_Format(PyExc_TypeError,
+                 "'" __Pyx_FMT_TYPENAME "' does not have the buffer interface",
+                 obj_type_name);
+    __Pyx_DECREF_TypeName(obj_type_name);
+    return -1;
+}
+static void __Pyx_ReleaseBuffer(Py_buffer *view) {
+    PyObject *obj = view->obj;
+    if (!obj) return;
+    if (PyObject_CheckBuffer(obj)) {
+        PyBuffer_Release(view);
+        return;
+    }
+    if ((0)) {}
+    view->obj = NULL;
+    Py_DECREF(obj);
+}
+#endif
+
+
+/* MemviewSliceIsContig */
+static int
+__pyx_memviewslice_is_contig(const __Pyx_memviewslice mvs, char order, int ndim)
+{
+    int i, index, step, start;
+    Py_ssize_t itemsize = mvs.memview->view.itemsize;
+    if (order == 'F') {
+        step = 1;
+        start = 0;
+    } else {
+        step = -1;
+        start = ndim - 1;
+    }
+    for (i = 0; i < ndim; i++) {
+        index = start + step * i;
+        if (mvs.suboffsets[index] >= 0 || mvs.strides[index] != itemsize)
+            return 0;
+        itemsize *= mvs.shape[index];
+    }
+    return 1;
+}
+
+/* OverlappingSlices */
+static void
+__pyx_get_array_memory_extents(__Pyx_memviewslice *slice,
+                               void **out_start, void **out_end,
+                               int ndim, size_t itemsize)
+{
+    char *start, *end;
+    int i;
+    start = end = slice->data;
+    for (i = 0; i < ndim; i++) {
+        Py_ssize_t stride = slice->strides[i];
+        Py_ssize_t extent = slice->shape[i];
+        if (extent == 0) {
+            *out_start = *out_end = start;
+            return;
+        } else {
+            if (stride > 0)
+                end += stride * (extent - 1);
+            else
+                start += stride * (extent - 1);
+        }
+    }
+    *out_start = start;
+    *out_end = end + itemsize;
+}
+static int
+__pyx_slices_overlap(__Pyx_memviewslice *slice1,
+                     __Pyx_memviewslice *slice2,
+                     int ndim, size_t itemsize)
+{
+    void *start1, *end1, *start2, *end2;
+    __pyx_get_array_memory_extents(slice1, &start1, &end1, ndim, itemsize);
+    __pyx_get_array_memory_extents(slice2, &start2, &end2, ndim, itemsize);
+    return (start1 < end2) && (start2 < end1);
+}
+
+/* CIntFromPyVerify */
+#define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\
+    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0)
+#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\
+    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1)
+#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\
+    {\
+        func_type value = func_value;\
+        if (sizeof(target_type) < sizeof(func_type)) {\
+            if (unlikely(value != (func_type) (target_type) value)) {\
+                func_type zero = 0;\
+                if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\
+                    return (target_type) -1;\
+                if (is_unsigned && unlikely(value < zero))\
+                    goto raise_neg_overflow;\
+                else\
+                    goto raise_overflow;\
+            }\
+        }\
+        return (target_type) value;\
+    }
+
+/* IsLittleEndian */
+static CYTHON_INLINE int __Pyx_Is_Little_Endian(void)
+{
+  union {
+    uint32_t u32;
+    uint8_t u8[4];
+  } S;
+  S.u32 = 0x01020304;
+  return S.u8[0] == 4;
+}
+
+/* BufferFormatCheck */
+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->new_packmode = '@';
+  ctx->enc_packmode = '@';
+  ctx->new_count = 1;
+  ctx->enc_count = 0;
+  ctx->enc_type = 0;
+  ctx->is_complex = 0;
+  ctx->is_valid_array = 0;
+  ctx->struct_alignment = 0;
+  while (type->typegroup == 'S') {
+    ++ctx->head;
+    ctx->head->field = type->fields;
+    ctx->head->parent_offset = 0;
+    type = type->fields->type;
+  }
+}
+static int __Pyx_BufFmt_ParseNumber(const char** ts) {
+    int count;
+    const char* t = *ts;
+    if (*t < '0' || *t > '9') {
+      return -1;
+    } else {
+        count = *t++ - '0';
+        while (*t >= '0' && *t <= '9') {
+            count *= 10;
+            count += *t++ - '0';
+        }
+    }
+    *ts = t;
+    return count;
+}
+static int __Pyx_BufFmt_ExpectNumber(const char **ts) {
+    int number = __Pyx_BufFmt_ParseNumber(ts);
+    if (number == -1)
+        PyErr_Format(PyExc_ValueError,\
+                     "Does not understand character buffer dtype format string ('%c')", **ts);
+    return number;
+}
+static void __Pyx_BufFmt_RaiseUnexpectedChar(char ch) {
+  PyErr_Format(PyExc_ValueError,
+               "Unexpected format string character: '%c'", ch);
+}
+static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
+  switch (ch) {
+    case '?': return "'bool'";
+    case 'c': return "'char'";
+    case 'b': return "'signed 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 's': case 'p': return "a string";
+    case 0: return "end";
+    default: return "unparsable format string";
+  }
+}
+static size_t __Pyx_BufFmt_TypeCharToStandardSize(char ch, int is_complex) {
+  switch (ch) {
+    case '?': case 'c': case 'b': case 'B': case 's': case 'p': 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 '?': case 'c': case 'b': case 'B': case 's': case 'p': 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_st_longlong;
+#endif
+static size_t __Pyx_BufFmt_TypeCharToAlignment(char ch, int is_complex) {
+  CYTHON_UNUSED_VAR(is_complex);
+  switch (ch) {
+    case '?': case 'c': case 'b': case 'B': case 's': case 'p': 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_st_longlong) - 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;
+    }
+}
+/* These are for computing the padding at the end of the struct to align
+   on the first member of the struct. This will probably the same as above,
+   but we don't have any guarantees.
+ */
+typedef struct { short x; char c; } __Pyx_pad_short;
+typedef struct { int x; char c; } __Pyx_pad_int;
+typedef struct { long x; char c; } __Pyx_pad_long;
+typedef struct { float x; char c; } __Pyx_pad_float;
+typedef struct { double x; char c; } __Pyx_pad_double;
+typedef struct { long double x; char c; } __Pyx_pad_longdouble;
+typedef struct { void *x; char c; } __Pyx_pad_void_p;
+#ifdef HAVE_LONG_LONG
+typedef struct { PY_LONG_LONG x; char c; } __Pyx_pad_longlong;
+#endif
+static size_t __Pyx_BufFmt_TypeCharToPadding(char ch, int is_complex) {
+  CYTHON_UNUSED_VAR(is_complex);
+  switch (ch) {
+    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
+    case 'h': case 'H': return sizeof(__Pyx_pad_short) - sizeof(short);
+    case 'i': case 'I': return sizeof(__Pyx_pad_int) - sizeof(int);
+    case 'l': case 'L': return sizeof(__Pyx_pad_long) - sizeof(long);
+#ifdef HAVE_LONG_LONG
+    case 'q': case 'Q': return sizeof(__Pyx_pad_longlong) - sizeof(PY_LONG_LONG);
+#endif
+    case 'f': return sizeof(__Pyx_pad_float) - sizeof(float);
+    case 'd': return sizeof(__Pyx_pad_double) - sizeof(double);
+    case 'g': return sizeof(__Pyx_pad_longdouble) - sizeof(long double);
+    case 'P': case 'O': return sizeof(__Pyx_pad_void_p) - sizeof(void*);
+    default:
+      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
+      return 0;
+    }
+}
+static char __Pyx_BufFmt_TypeCharToGroup(char ch, int is_complex) {
+  switch (ch) {
+    case 'c':
+        return 'H';
+    case 'b': case 'h': case 'i':
+    case 'l': case 'q': case 's': case 'p':
+        return 'I';
+    case '?': case 'B': case 'H': case 'I': case 'L': case 'Q':
+        return 'U';
+    case 'f': case 'd': case 'g':
+        return (is_complex ? 'C' : 'R');
+    case 'O':
+        return 'O';
+    case 'P':
+        return 'P';
+    default: {
+      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
+      return 0;
+    }
+  }
+}
+static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
+  if (ctx->head == NULL || ctx->head->field == &ctx->root) {
+    const char* expected;
+    const char* quote;
+    if (ctx->head == NULL) {
+      expected = "end";
+      quote = "";
+    } else {
+      expected = ctx->head->field->type->name;
+      quote = "'";
+    }
+    PyErr_Format(PyExc_ValueError,
+                 "Buffer dtype mismatch, expected %s%s%s but got %s",
+                 quote, expected, quote,
+                 __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex));
+  } else {
+    __Pyx_StructField* field = ctx->head->field;
+    __Pyx_StructField* parent = (ctx->head - 1)->field;
+    PyErr_Format(PyExc_ValueError,
+                 "Buffer dtype mismatch, expected '%s' but got %s in '%s.%s'",
+                 field->type->name, __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex),
+                 parent->type->name, field->name);
+  }
+}
+static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
+  char group;
+  size_t size, offset, arraysize = 1;
+  if (ctx->enc_type == 0) return 0;
+  if (ctx->head->field->type->arraysize[0]) {
+    int i, ndim = 0;
+    if (ctx->enc_type == 's' || ctx->enc_type == 'p') {
+        ctx->is_valid_array = ctx->head->field->type->ndim == 1;
+        ndim = 1;
+        if (ctx->enc_count != ctx->head->field->type->arraysize[0]) {
+            PyErr_Format(PyExc_ValueError,
+                         "Expected a dimension of size %zu, got %zu",
+                         ctx->head->field->type->arraysize[0], ctx->enc_count);
+            return -1;
+        }
+    }
+    if (!ctx->is_valid_array) {
+      PyErr_Format(PyExc_ValueError, "Expected %d dimensions, got %d",
+                   ctx->head->field->type->ndim, ndim);
+      return -1;
+    }
+    for (i = 0; i < ctx->head->field->type->ndim; i++) {
+      arraysize *= ctx->head->field->type->arraysize[i];
+    }
+    ctx->is_valid_array = 0;
+    ctx->enc_count = 1;
+  }
+  group = __Pyx_BufFmt_TypeCharToGroup(ctx->enc_type, ctx->is_complex);
+  do {
+    __Pyx_StructField* field = ctx->head->field;
+    __Pyx_TypeInfo* type = field->type;
+    if (ctx->enc_packmode == '@' || ctx->enc_packmode == '^') {
+      size = __Pyx_BufFmt_TypeCharToNativeSize(ctx->enc_type, ctx->is_complex);
+    } else {
+      size = __Pyx_BufFmt_TypeCharToStandardSize(ctx->enc_type, ctx->is_complex);
+    }
+    if (ctx->enc_packmode == '@') {
+      size_t align_at = __Pyx_BufFmt_TypeCharToAlignment(ctx->enc_type, ctx->is_complex);
+      size_t 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 (ctx->struct_alignment == 0)
+          ctx->struct_alignment = __Pyx_BufFmt_TypeCharToPadding(ctx->enc_type,
+                                                                 ctx->is_complex);
+    }
+    if (type->size != size || type->typegroup != group) {
+      if (type->typegroup == 'C' && type->fields != NULL) {
+        size_t parent_offset = ctx->head->parent_offset + field->offset;
+        ++ctx->head;
+        ctx->head->field = type->fields;
+        ctx->head->parent_offset = parent_offset;
+        continue;
+      }
+      if ((type->typegroup == 'H' || group == 'H') && type->size == size) {
+      } else {
+          __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 %" CYTHON_FORMAT_SSIZE_T "d but %" CYTHON_FORMAT_SSIZE_T "d expected",
+                   (Py_ssize_t)ctx->fmt_offset, (Py_ssize_t)offset);
+      return -1;
+    }
+    ctx->fmt_offset += size;
+    if (arraysize)
+      ctx->fmt_offset += (arraysize - 1) * size;
+    --ctx->enc_count;
+    while (1) {
+      if (field == &ctx->root) {
+        ctx->head = NULL;
+        if (ctx->enc_count != 0) {
+          __Pyx_BufFmt_RaiseExpected(ctx);
+          return -1;
+        }
+        break;
+      }
+      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;
+        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_parse_array(__Pyx_BufFmt_Context* ctx, const char** tsp)
+{
+    const char *ts = *tsp;
+    int i = 0, number, ndim;
+    ++ts;
+    if (ctx->new_count != 1) {
+        PyErr_SetString(PyExc_ValueError,
+                        "Cannot handle repeated arrays in format string");
+        return -1;
+    }
+    if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return -1;
+    ndim = ctx->head->field->type->ndim;
+    while (*ts && *ts != ')') {
+        switch (*ts) {
+            case ' ': case '\f': case '\r': case '\n': case '\t': case '\v':  continue;
+            default:  break;
+        }
+        number = __Pyx_BufFmt_ExpectNumber(&ts);
+        if (number == -1) return -1;
+        if (i < ndim && (size_t) number != ctx->head->field->type->arraysize[i]) {
+            PyErr_Format(PyExc_ValueError,
+                        "Expected a dimension of size %zu, got %d",
+                        ctx->head->field->type->arraysize[i], number);
+            return -1;
+        }
+        if (*ts != ',' && *ts != ')') {
+            PyErr_Format(PyExc_ValueError,
+                                "Expected a comma in format string, got '%c'", *ts);
+            return -1;
+        }
+        if (*ts == ',') ts++;
+        i++;
+    }
+    if (i != ndim) {
+        PyErr_Format(PyExc_ValueError, "Expected %d dimension(s), got %d",
+                            ctx->head->field->type->ndim, i);
+        return -1;
+    }
+    if (!*ts) {
+        PyErr_SetString(PyExc_ValueError,
+                        "Unexpected end of format string, expected ')'");
+        return -1;
+    }
+    ctx->is_valid_array = 1;
+    ctx->new_count = 1;
+    *tsp = ++ts;
+    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 '\r':
+      case '\n':
+        ++ts;
+        break;
+      case '<':
+        if (!__Pyx_Is_Little_Endian()) {
+          PyErr_SetString(PyExc_ValueError, "Little-endian buffer not supported on big-endian compiler");
+          return NULL;
+        }
+        ctx->new_packmode = '=';
+        ++ts;
+        break;
+      case '>':
+      case '!':
+        if (__Pyx_Is_Little_Endian()) {
+          PyErr_SetString(PyExc_ValueError, "Big-endian buffer not supported on little-endian compiler");
+          return NULL;
+        }
+        ctx->new_packmode = '=';
+        ++ts;
+        break;
+      case '=':
+      case '@':
+      case '^':
+        ctx->new_packmode = *ts++;
+        break;
+      case 'T':
+        {
+          const char* ts_after_sub;
+          size_t i, struct_count = ctx->new_count;
+          size_t struct_alignment = ctx->struct_alignment;
+          ctx->new_count = 1;
+          ++ts;
+          if (*ts != '{') {
+            PyErr_SetString(PyExc_ValueError, "Buffer acquisition: Expected '{' after 'T'");
+            return NULL;
+          }
+          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
+          ctx->enc_type = 0;
+          ctx->enc_count = 0;
+          ctx->struct_alignment = 0;
+          ++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;
+          if (struct_alignment) ctx->struct_alignment = struct_alignment;
+        }
+        break;
+      case '}':
+        {
+          size_t alignment = ctx->struct_alignment;
+          ++ts;
+          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
+          ctx->enc_type = 0;
+          if (alignment && ctx->fmt_offset % alignment) {
+            ctx->fmt_offset += alignment - (ctx->fmt_offset % alignment);
+          }
+        }
+        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;
+        ctx->enc_packmode = ctx->new_packmode;
+        ++ts;
+        break;
+      case 'Z':
+        got_Z = 1;
+        ++ts;
+        if (*ts != 'f' && *ts != 'd' && *ts != 'g') {
+          __Pyx_BufFmt_RaiseUnexpectedChar('Z');
+          return NULL;
+        }
+        CYTHON_FALLTHROUGH;
+      case '?': 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': case 'p':
+        if ((ctx->enc_type == *ts) && (got_Z == ctx->is_complex) &&
+            (ctx->enc_packmode == ctx->new_packmode) && (!ctx->is_valid_array)) {
+          ctx->enc_count += ctx->new_count;
+          ctx->new_count = 1;
+          got_Z = 0;
+          ++ts;
+          break;
+        }
+        CYTHON_FALLTHROUGH;
+      case 's':
+        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
+        ctx->enc_count = ctx->new_count;
+        ctx->enc_packmode = ctx->new_packmode;
+        ctx->enc_type = *ts;
+        ctx->is_complex = got_Z;
+        ++ts;
+        ctx->new_count = 1;
+        got_Z = 0;
+        break;
+      case ':':
+        ++ts;
+        while(*ts != ':') ++ts;
+        ++ts;
+        break;
+      case '(':
+        if (__pyx_buffmt_parse_array(ctx, &ts) < 0) return NULL;
+        break;
+      default:
+        {
+          int number = __Pyx_BufFmt_ExpectNumber(&ts);
+          if (number == -1) return NULL;
+          ctx->new_count = (size_t)number;
+        }
+    }
+  }
+}
+
+/* TypeInfoCompare */
+  static int
+__pyx_typeinfo_cmp(__Pyx_TypeInfo *a, __Pyx_TypeInfo *b)
+{
+    int i;
+    if (!a || !b)
+        return 0;
+    if (a == b)
+        return 1;
+    if (a->size != b->size || a->typegroup != b->typegroup ||
+            a->is_unsigned != b->is_unsigned || a->ndim != b->ndim) {
+        if (a->typegroup == 'H' || b->typegroup == 'H') {
+            return a->size == b->size;
+        } else {
+            return 0;
+        }
+    }
+    if (a->ndim) {
+        for (i = 0; i < a->ndim; i++)
+            if (a->arraysize[i] != b->arraysize[i])
+                return 0;
+    }
+    if (a->typegroup == 'S') {
+        if (a->flags != b->flags)
+            return 0;
+        if (a->fields || b->fields) {
+            if (!(a->fields && b->fields))
+                return 0;
+            for (i = 0; a->fields[i].type && b->fields[i].type; i++) {
+                __Pyx_StructField *field_a = a->fields + i;
+                __Pyx_StructField *field_b = b->fields + i;
+                if (field_a->offset != field_b->offset ||
+                    !__pyx_typeinfo_cmp(field_a->type, field_b->type))
+                    return 0;
+            }
+            return !a->fields[i].type && !b->fields[i].type;
+        }
+    }
+    return 1;
+}
+
+/* MemviewSliceValidateAndInit */
+  static int
+__pyx_check_strides(Py_buffer *buf, int dim, int ndim, int spec)
+{
+    if (buf->shape[dim] <= 1)
+        return 1;
+    if (buf->strides) {
+        if (spec & __Pyx_MEMVIEW_CONTIG) {
+            if (spec & (__Pyx_MEMVIEW_PTR|__Pyx_MEMVIEW_FULL)) {
+                if (unlikely(buf->strides[dim] != sizeof(void *))) {
+                    PyErr_Format(PyExc_ValueError,
+                                 "Buffer is not indirectly contiguous "
+                                 "in dimension %d.", dim);
+                    goto fail;
+                }
+            } else if (unlikely(buf->strides[dim] != buf->itemsize)) {
+                PyErr_SetString(PyExc_ValueError,
+                                "Buffer and memoryview are not contiguous "
+                                "in the same dimension.");
+                goto fail;
+            }
+        }
+        if (spec & __Pyx_MEMVIEW_FOLLOW) {
+            Py_ssize_t stride = buf->strides[dim];
+            if (stride < 0)
+                stride = -stride;
+            if (unlikely(stride < buf->itemsize)) {
+                PyErr_SetString(PyExc_ValueError,
+                                "Buffer and memoryview are not contiguous "
+                                "in the same dimension.");
+                goto fail;
+            }
+        }
+    } else {
+        if (unlikely(spec & __Pyx_MEMVIEW_CONTIG && dim != ndim - 1)) {
+            PyErr_Format(PyExc_ValueError,
+                         "C-contiguous buffer is not contiguous in "
+                         "dimension %d", dim);
+            goto fail;
+        } else if (unlikely(spec & (__Pyx_MEMVIEW_PTR))) {
+            PyErr_Format(PyExc_ValueError,
+                         "C-contiguous buffer is not indirect in "
+                         "dimension %d", dim);
+            goto fail;
+        } else if (unlikely(buf->suboffsets)) {
+            PyErr_SetString(PyExc_ValueError,
+                            "Buffer exposes suboffsets but no strides");
+            goto fail;
+        }
+    }
+    return 1;
+fail:
+    return 0;
+}
+static int
+__pyx_check_suboffsets(Py_buffer *buf, int dim, int ndim, int spec)
+{
+    CYTHON_UNUSED_VAR(ndim);
+    if (spec & __Pyx_MEMVIEW_DIRECT) {
+        if (unlikely(buf->suboffsets && buf->suboffsets[dim] >= 0)) {
+            PyErr_Format(PyExc_ValueError,
+                         "Buffer not compatible with direct access "
+                         "in dimension %d.", dim);
+            goto fail;
+        }
+    }
+    if (spec & __Pyx_MEMVIEW_PTR) {
+        if (unlikely(!buf->suboffsets || (buf->suboffsets[dim] < 0))) {
+            PyErr_Format(PyExc_ValueError,
+                         "Buffer is not indirectly accessible "
+                         "in dimension %d.", dim);
+            goto fail;
+        }
+    }
+    return 1;
+fail:
+    return 0;
+}
+static int
+__pyx_verify_contig(Py_buffer *buf, int ndim, int c_or_f_flag)
+{
+    int i;
+    if (c_or_f_flag & __Pyx_IS_F_CONTIG) {
+        Py_ssize_t stride = 1;
+        for (i = 0; i < ndim; i++) {
+            if (unlikely(stride * buf->itemsize != buf->strides[i]  &&  buf->shape[i] > 1)) {
+                PyErr_SetString(PyExc_ValueError,
+                    "Buffer not fortran contiguous.");
+                goto fail;
+            }
+            stride = stride * buf->shape[i];
+        }
+    } else if (c_or_f_flag & __Pyx_IS_C_CONTIG) {
+        Py_ssize_t stride = 1;
+        for (i = ndim - 1; i >- 1; i--) {
+            if (unlikely(stride * buf->itemsize != buf->strides[i]  &&  buf->shape[i] > 1)) {
+                PyErr_SetString(PyExc_ValueError,
+                    "Buffer not C contiguous.");
+                goto fail;
+            }
+            stride = stride * buf->shape[i];
+        }
+    }
+    return 1;
+fail:
+    return 0;
+}
+static int __Pyx_ValidateAndInit_memviewslice(
+                int *axes_specs,
+                int c_or_f_flag,
+                int buf_flags,
+                int ndim,
+                __Pyx_TypeInfo *dtype,
+                __Pyx_BufFmt_StackElem stack[],
+                __Pyx_memviewslice *memviewslice,
+                PyObject *original_obj)
+{
+    struct __pyx_memoryview_obj *memview, *new_memview;
+    __Pyx_RefNannyDeclarations
+    Py_buffer *buf;
+    int i, spec = 0, retval = -1;
+    __Pyx_BufFmt_Context ctx;
+    int from_memoryview = __pyx_memoryview_check(original_obj);
+    __Pyx_RefNannySetupContext("ValidateAndInit_memviewslice", 0);
+    if (from_memoryview && __pyx_typeinfo_cmp(dtype, ((struct __pyx_memoryview_obj *)
+                                                            original_obj)->typeinfo)) {
+        memview = (struct __pyx_memoryview_obj *) original_obj;
+        new_memview = NULL;
+    } else {
+        memview = (struct __pyx_memoryview_obj *) __pyx_memoryview_new(
+                                            original_obj, buf_flags, 0, dtype);
+        new_memview = memview;
+        if (unlikely(!memview))
+            goto fail;
+    }
+    buf = &memview->view;
+    if (unlikely(buf->ndim != ndim)) {
+        PyErr_Format(PyExc_ValueError,
+                "Buffer has wrong number of dimensions (expected %d, got %d)",
+                ndim, buf->ndim);
+        goto fail;
+    }
+    if (new_memview) {
+        __Pyx_BufFmt_Init(&ctx, stack, dtype);
+        if (unlikely(!__Pyx_BufFmt_CheckString(&ctx, buf->format))) goto fail;
+    }
+    if (unlikely((unsigned) buf->itemsize != dtype->size)) {
+        PyErr_Format(PyExc_ValueError,
+                     "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "u byte%s) "
+                     "does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "u byte%s)",
+                     buf->itemsize,
+                     (buf->itemsize > 1) ? "s" : "",
+                     dtype->name,
+                     dtype->size,
+                     (dtype->size > 1) ? "s" : "");
+        goto fail;
+    }
+    if (buf->len > 0) {
+        for (i = 0; i < ndim; i++) {
+            spec = axes_specs[i];
+            if (unlikely(!__pyx_check_strides(buf, i, ndim, spec)))
+                goto fail;
+            if (unlikely(!__pyx_check_suboffsets(buf, i, ndim, spec)))
+                goto fail;
+        }
+        if (unlikely(buf->strides && !__pyx_verify_contig(buf, ndim, c_or_f_flag)))
+            goto fail;
+    }
+    if (unlikely(__Pyx_init_memviewslice(memview, ndim, memviewslice,
+                                         new_memview != NULL) == -1)) {
+        goto fail;
+    }
+    retval = 0;
+    goto no_fail;
+fail:
+    Py_XDECREF(new_memview);
+    retval = -1;
+no_fail:
+    __Pyx_RefNannyFinishContext();
+    return retval;
+}
+
+/* ObjectToMemviewSlice */
+  static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_float(PyObject *obj, int writable_flag) {
+    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
+    __Pyx_BufFmt_StackElem stack[1];
+    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
+    int retcode;
+    if (obj == Py_None) {
+        result.memview = (struct __pyx_memoryview_obj *) Py_None;
+        return result;
+    }
+    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
+                                                 PyBUF_RECORDS_RO | writable_flag, 1,
+                                                 &__Pyx_TypeInfo_float, stack,
+                                                 &result, obj);
+    if (unlikely(retcode == -1))
+        goto __pyx_fail;
+    return result;
+__pyx_fail:
+    result.memview = NULL;
+    result.data = NULL;
+    return result;
+}
+
+/* Declarations */
+  #if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
+  #ifdef __cplusplus
+    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
+      return ::std::complex< double >(x, y);
+    }
+  #else
+    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
+      return x + y*(__pyx_t_double_complex)_Complex_I;
+    }
+  #endif
+#else
+    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
+      __pyx_t_double_complex z;
+      z.real = x;
+      z.imag = y;
+      return z;
+    }
+#endif
+
+/* Arithmetic */
+  #if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
+#else
+    static CYTHON_INLINE int __Pyx_c_eq_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+       return (a.real == b.real) && (a.imag == b.imag);
+    }
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+        __pyx_t_double_complex z;
+        z.real = a.real + b.real;
+        z.imag = a.imag + b.imag;
+        return z;
+    }
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+        __pyx_t_double_complex z;
+        z.real = a.real - b.real;
+        z.imag = a.imag - b.imag;
+        return z;
+    }
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+        __pyx_t_double_complex z;
+        z.real = a.real * b.real - a.imag * b.imag;
+        z.imag = a.real * b.imag + a.imag * b.real;
+        return z;
+    }
+    #if 1
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+        if (b.imag == 0) {
+            return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
+        } else if (fabs(b.real) >= fabs(b.imag)) {
+            if (b.real == 0 && b.imag == 0) {
+                return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.imag);
+            } else {
+                double r = b.imag / b.real;
+                double s = (double)(1.0) / (b.real + b.imag * r);
+                return __pyx_t_double_complex_from_parts(
+                    (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
+            }
+        } else {
+            double r = b.real / b.imag;
+            double s = (double)(1.0) / (b.imag + b.real * r);
+            return __pyx_t_double_complex_from_parts(
+                (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
+        }
+    }
+    #else
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+        if (b.imag == 0) {
+            return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
+        } else {
+            double denom = b.real * b.real + b.imag * b.imag;
+            return __pyx_t_double_complex_from_parts(
+                (a.real * b.real + a.imag * b.imag) / denom,
+                (a.imag * b.real - a.real * b.imag) / denom);
+        }
+    }
+    #endif
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg_double(__pyx_t_double_complex a) {
+        __pyx_t_double_complex z;
+        z.real = -a.real;
+        z.imag = -a.imag;
+        return z;
+    }
+    static CYTHON_INLINE int __Pyx_c_is_zero_double(__pyx_t_double_complex a) {
+       return (a.real == 0) && (a.imag == 0);
+    }
+    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj_double(__pyx_t_double_complex a) {
+        __pyx_t_double_complex z;
+        z.real =  a.real;
+        z.imag = -a.imag;
+        return z;
+    }
+    #if 1
+        static CYTHON_INLINE double __Pyx_c_abs_double(__pyx_t_double_complex z) {
+          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
+            return sqrt(z.real*z.real + z.imag*z.imag);
+          #else
+            return hypot(z.real, z.imag);
+          #endif
+        }
+        static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
+            __pyx_t_double_complex z;
+            double r, lnr, theta, z_r, z_theta;
+            if (b.imag == 0 && b.real == (int)b.real) {
+                if (b.real < 0) {
+                    double denom = a.real * a.real + a.imag * a.imag;
+                    a.real = a.real / denom;
+                    a.imag = -a.imag / denom;
+                    b.real = -b.real;
+                }
+                switch ((int)b.real) {
+                    case 0:
+                        z.real = 1;
+                        z.imag = 0;
+                        return z;
+                    case 1:
+                        return a;
+                    case 2:
+                        return __Pyx_c_prod_double(a, a);
+                    case 3:
+                        z = __Pyx_c_prod_double(a, a);
+                        return __Pyx_c_prod_double(z, a);
+                    case 4:
+                        z = __Pyx_c_prod_double(a, a);
+                        return __Pyx_c_prod_double(z, z);
+                }
+            }
+            if (a.imag == 0) {
+                if (a.real == 0) {
+                    return a;
+                } else if ((b.imag == 0) && (a.real >= 0)) {
+                    z.real = pow(a.real, b.real);
+                    z.imag = 0;
+                    return z;
+                } else if (a.real > 0) {
+                    r = a.real;
+                    theta = 0;
+                } else {
+                    r = -a.real;
+                    theta = atan2(0.0, -1.0);
+                }
+            } else {
+                r = __Pyx_c_abs_double(a);
+                theta = atan2(a.imag, a.real);
+            }
+            lnr = log(r);
+            z_r = exp(lnr * b.real - theta * b.imag);
+            z_theta = theta * b.real + lnr * b.imag;
+            z.real = z_r * cos(z_theta);
+            z.imag = z_r * sin(z_theta);
+            return z;
+        }
+    #endif
+#endif
+
+/* ObjectToMemviewSlice */
+  static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_float(PyObject *obj, int writable_flag) {
+    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
+    __Pyx_BufFmt_StackElem stack[1];
+    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
+    int retcode;
+    if (obj == Py_None) {
+        result.memview = (struct __pyx_memoryview_obj *) Py_None;
+        return result;
+    }
+    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
+                                                 PyBUF_RECORDS_RO | writable_flag, 2,
+                                                 &__Pyx_TypeInfo_float, stack,
+                                                 &result, obj);
+    if (unlikely(retcode == -1))
+        goto __pyx_fail;
+    return result;
+__pyx_fail:
+    result.memview = NULL;
+    result.data = NULL;
+    return result;
+}
+
+/* ObjectToMemviewSlice */
+  static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_float__const__(PyObject *obj, int writable_flag) {
+    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
+    __Pyx_BufFmt_StackElem stack[1];
+    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
+    int retcode;
+    if (obj == Py_None) {
+        result.memview = (struct __pyx_memoryview_obj *) Py_None;
+        return result;
+    }
+    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
+                                                 PyBUF_RECORDS_RO | writable_flag, 1,
+                                                 &__Pyx_TypeInfo_float__const__, stack,
+                                                 &result, obj);
+    if (unlikely(retcode == -1))
+        goto __pyx_fail;
+    return result;
+__pyx_fail:
+    result.memview = NULL;
+    result.data = NULL;
+    return result;
+}
+
+/* ObjectToMemviewSlice */
+  static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsdsds_unsigned_char(PyObject *obj, int writable_flag) {
+    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
+    __Pyx_BufFmt_StackElem stack[1];
+    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
+    int retcode;
+    if (obj == Py_None) {
+        result.memview = (struct __pyx_memoryview_obj *) Py_None;
+        return result;
+    }
+    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
+                                                 PyBUF_RECORDS_RO | writable_flag, 3,
+                                                 &__Pyx_TypeInfo_unsigned_char, stack,
+                                                 &result, obj);
+    if (unlikely(retcode == -1))
+        goto __pyx_fail;
+    return result;
+__pyx_fail:
+    result.memview = NULL;
+    result.data = NULL;
+    return result;
+}
+
+/* ObjectToMemviewSlice */
+  static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsdsds_float(PyObject *obj, int writable_flag) {
+    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
+    __Pyx_BufFmt_StackElem stack[1];
+    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
+    int retcode;
+    if (obj == Py_None) {
+        result.memview = (struct __pyx_memoryview_obj *) Py_None;
+        return result;
+    }
+    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
+                                                 PyBUF_RECORDS_RO | writable_flag, 3,
+                                                 &__Pyx_TypeInfo_float, stack,
+                                                 &result, obj);
+    if (unlikely(retcode == -1))
+        goto __pyx_fail;
+    return result;
+__pyx_fail:
+    result.memview = NULL;
+    result.data = NULL;
+    return result;
+}
+
+static PyObject* __pyx_convert__to_py_struct__im_stats(struct im_stats s) {
+    PyObject* res;
+    PyObject* member;
+    res = __Pyx_PyDict_NewPresized(6); if (unlikely(!res)) return NULL;
+    member = PyFloat_FromDouble(s.red_mean); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_red_mean, member) < 0)) goto bad;
+    Py_DECREF(member);
+    member = PyFloat_FromDouble(s.red_std_dev); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_red_std_dev, member) < 0)) goto bad;
+    Py_DECREF(member);
+    member = PyFloat_FromDouble(s.green_mean); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_green_mean, member) < 0)) goto bad;
+    Py_DECREF(member);
+    member = PyFloat_FromDouble(s.green_std_dev); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_green_std_dev, member) < 0)) goto bad;
+    Py_DECREF(member);
+    member = PyFloat_FromDouble(s.blue_mean); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_blue_mean, member) < 0)) goto bad;
+    Py_DECREF(member);
+    member = PyFloat_FromDouble(s.blue_std_dev); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_blue_std_dev, member) < 0)) goto bad;
+    Py_DECREF(member);
+    return res;
+    bad:
+    Py_XDECREF(member);
+    Py_DECREF(res);
+    return NULL;
+  }
+  static PyObject* __pyx_convert__to_py_struct__rgb(struct rgb s) {
+    PyObject* res;
+    PyObject* member;
+    res = __Pyx_PyDict_NewPresized(3); if (unlikely(!res)) return NULL;
+    member = PyFloat_FromDouble(s.r); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_r, member) < 0)) goto bad;
+    Py_DECREF(member);
+    member = PyFloat_FromDouble(s.g); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_g, member) < 0)) goto bad;
+    Py_DECREF(member);
+    member = PyFloat_FromDouble(s.b); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_b, member) < 0)) goto bad;
+    Py_DECREF(member);
+    return res;
+    bad:
+    Py_XDECREF(member);
+    Py_DECREF(res);
+    return NULL;
+  }
+  static PyObject* __pyx_convert__to_py_struct__xyz(struct xyz s) {
+    PyObject* res;
+    PyObject* member;
+    res = __Pyx_PyDict_NewPresized(3); if (unlikely(!res)) return NULL;
+    member = PyFloat_FromDouble(s.x); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_x, member) < 0)) goto bad;
+    Py_DECREF(member);
+    member = PyFloat_FromDouble(s.y); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_y, member) < 0)) goto bad;
+    Py_DECREF(member);
+    member = PyFloat_FromDouble(s.z); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_z, member) < 0)) goto bad;
+    Py_DECREF(member);
+    return res;
+    bad:
+    Py_XDECREF(member);
+    Py_DECREF(res);
+    return NULL;
+  }
+  static PyObject* __pyx_convert__to_py_struct__lab(struct lab s) {
+    PyObject* res;
+    PyObject* member;
+    res = __Pyx_PyDict_NewPresized(3); if (unlikely(!res)) return NULL;
+    member = PyFloat_FromDouble(s.l); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_l, member) < 0)) goto bad;
+    Py_DECREF(member);
+    member = PyFloat_FromDouble(s.a); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_a, member) < 0)) goto bad;
+    Py_DECREF(member);
+    member = PyFloat_FromDouble(s.b); if (unlikely(!member)) goto bad;
+    if (unlikely(PyDict_SetItem(res, __pyx_n_s_b, member) < 0)) goto bad;
+    Py_DECREF(member);
+    return res;
+    bad:
+    Py_XDECREF(member);
+    Py_DECREF(res);
+    return NULL;
+  }
+  /* MemviewDtypeToObject */
+  static CYTHON_INLINE PyObject *__pyx_memview_get_float__const__(const char *itemp) {
+    return (PyObject *) PyFloat_FromDouble(*(float const  *) itemp);
+}
+
+/* ObjectToMemviewSlice */
+  static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_d_d_dc_float(PyObject *obj, int writable_flag) {
+    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
+    __Pyx_BufFmt_StackElem stack[1];
+    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_FOLLOW), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_FOLLOW), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_CONTIG) };
+    int retcode;
+    if (obj == Py_None) {
+        result.memview = (struct __pyx_memoryview_obj *) Py_None;
+        return result;
+    }
+    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, __Pyx_IS_C_CONTIG,
+                                                 (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT) | writable_flag, 3,
+                                                 &__Pyx_TypeInfo_float, stack,
+                                                 &result, obj);
+    if (unlikely(retcode == -1))
+        goto __pyx_fail;
+    return result;
+__pyx_fail:
+    result.memview = NULL;
+    result.data = NULL;
+    return result;
+}
+
+/* MemviewDtypeToObject */
+  static CYTHON_INLINE PyObject *__pyx_memview_get_float(const char *itemp) {
+    return (PyObject *) PyFloat_FromDouble(*(float *) itemp);
+}
+static CYTHON_INLINE int __pyx_memview_set_float(const char *itemp, PyObject *obj) {
+    float value = __pyx_PyFloat_AsFloat(obj);
+    if (unlikely((value == (float)-1) && PyErr_Occurred()))
+        return 0;
+    *(float *) itemp = value;
+    return 1;
+}
+
+/* ObjectToMemviewSlice */
+  static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_d_d_dc_unsigned_char(PyObject *obj, int writable_flag) {
+    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
+    __Pyx_BufFmt_StackElem stack[1];
+    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_FOLLOW), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_FOLLOW), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_CONTIG) };
+    int retcode;
+    if (obj == Py_None) {
+        result.memview = (struct __pyx_memoryview_obj *) Py_None;
+        return result;
+    }
+    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, __Pyx_IS_C_CONTIG,
+                                                 (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT) | writable_flag, 3,
+                                                 &__Pyx_TypeInfo_unsigned_char, stack,
+                                                 &result, obj);
+    if (unlikely(retcode == -1))
+        goto __pyx_fail;
+    return result;
+__pyx_fail:
+    result.memview = NULL;
+    result.data = NULL;
+    return result;
+}
+
+/* MemviewDtypeToObject */
+  static CYTHON_INLINE PyObject *__pyx_memview_get_unsigned_char(const char *itemp) {
+    return (PyObject *) __Pyx_PyInt_From_unsigned_char(*(unsigned char *) itemp);
+}
+static CYTHON_INLINE int __pyx_memview_set_unsigned_char(const char *itemp, PyObject *obj) {
+    unsigned char value = __Pyx_PyInt_As_unsigned_char(obj);
+    if (unlikely((value == (unsigned char)-1) && PyErr_Occurred()))
+        return 0;
+    *(unsigned char *) itemp = value;
+    return 1;
+}
+
+/* Declarations */
+  #if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
+  #ifdef __cplusplus
+    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
+      return ::std::complex< float >(x, y);
+    }
+  #else
+    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
+      return x + y*(__pyx_t_float_complex)_Complex_I;
+    }
+  #endif
+#else
+    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
+      __pyx_t_float_complex z;
+      z.real = x;
+      z.imag = y;
+      return z;
+    }
+#endif
+
+/* Arithmetic */
+  #if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
+#else
+    static CYTHON_INLINE int __Pyx_c_eq_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+       return (a.real == b.real) && (a.imag == b.imag);
+    }
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sum_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+        __pyx_t_float_complex z;
+        z.real = a.real + b.real;
+        z.imag = a.imag + b.imag;
+        return z;
+    }
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_diff_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+        __pyx_t_float_complex z;
+        z.real = a.real - b.real;
+        z.imag = a.imag - b.imag;
+        return z;
+    }
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prod_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+        __pyx_t_float_complex z;
+        z.real = a.real * b.real - a.imag * b.imag;
+        z.imag = a.real * b.imag + a.imag * b.real;
+        return z;
+    }
+    #if 1
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+        if (b.imag == 0) {
+            return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.real);
+        } else if (fabsf(b.real) >= fabsf(b.imag)) {
+            if (b.real == 0 && b.imag == 0) {
+                return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.imag);
+            } else {
+                float r = b.imag / b.real;
+                float s = (float)(1.0) / (b.real + b.imag * r);
+                return __pyx_t_float_complex_from_parts(
+                    (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
+            }
+        } else {
+            float r = b.real / b.imag;
+            float s = (float)(1.0) / (b.imag + b.real * r);
+            return __pyx_t_float_complex_from_parts(
+                (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
+        }
+    }
+    #else
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+        if (b.imag == 0) {
+            return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.real);
+        } else {
+            float denom = b.real * b.real + b.imag * b.imag;
+            return __pyx_t_float_complex_from_parts(
+                (a.real * b.real + a.imag * b.imag) / denom,
+                (a.imag * b.real - a.real * b.imag) / denom);
+        }
+    }
+    #endif
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_neg_float(__pyx_t_float_complex a) {
+        __pyx_t_float_complex z;
+        z.real = -a.real;
+        z.imag = -a.imag;
+        return z;
+    }
+    static CYTHON_INLINE int __Pyx_c_is_zero_float(__pyx_t_float_complex a) {
+       return (a.real == 0) && (a.imag == 0);
+    }
+    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conj_float(__pyx_t_float_complex a) {
+        __pyx_t_float_complex z;
+        z.real =  a.real;
+        z.imag = -a.imag;
+        return z;
+    }
+    #if 1
+        static CYTHON_INLINE float __Pyx_c_abs_float(__pyx_t_float_complex z) {
+          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
+            return sqrtf(z.real*z.real + z.imag*z.imag);
+          #else
+            return hypotf(z.real, z.imag);
+          #endif
+        }
+        static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_pow_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
+            __pyx_t_float_complex z;
+            float r, lnr, theta, z_r, z_theta;
+            if (b.imag == 0 && b.real == (int)b.real) {
+                if (b.real < 0) {
+                    float denom = a.real * a.real + a.imag * a.imag;
+                    a.real = a.real / denom;
+                    a.imag = -a.imag / denom;
+                    b.real = -b.real;
+                }
+                switch ((int)b.real) {
+                    case 0:
+                        z.real = 1;
+                        z.imag = 0;
+                        return z;
+                    case 1:
+                        return a;
+                    case 2:
+                        return __Pyx_c_prod_float(a, a);
+                    case 3:
+                        z = __Pyx_c_prod_float(a, a);
+                        return __Pyx_c_prod_float(z, a);
+                    case 4:
+                        z = __Pyx_c_prod_float(a, a);
+                        return __Pyx_c_prod_float(z, z);
+                }
+            }
+            if (a.imag == 0) {
+                if (a.real == 0) {
+                    return a;
+                } else if ((b.imag == 0) && (a.real >= 0)) {
+                    z.real = powf(a.real, b.real);
+                    z.imag = 0;
+                    return z;
+                } else if (a.real > 0) {
+                    r = a.real;
+                    theta = 0;
+                } else {
+                    r = -a.real;
+                    theta = atan2f(0.0, -1.0);
+                }
+            } else {
+                r = __Pyx_c_abs_float(a);
+                theta = atan2f(a.imag, a.real);
+            }
+            lnr = logf(r);
+            z_r = expf(lnr * b.real - theta * b.imag);
+            z_theta = theta * b.real + lnr * b.imag;
+            z.real = z_r * cosf(z_theta);
+            z.imag = z_r * sinf(z_theta);
+            return z;
+        }
+    #endif
+#endif
+
+/* MemviewSliceCopyTemplate */
+  static __Pyx_memviewslice
+__pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs,
+                                 const char *mode, int ndim,
+                                 size_t sizeof_dtype, int contig_flag,
+                                 int dtype_is_object)
+{
+    __Pyx_RefNannyDeclarations
+    int i;
+    __Pyx_memviewslice new_mvs = { 0, 0, { 0 }, { 0 }, { 0 } };
+    struct __pyx_memoryview_obj *from_memview = from_mvs->memview;
+    Py_buffer *buf = &from_memview->view;
+    PyObject *shape_tuple = NULL;
+    PyObject *temp_int = NULL;
+    struct __pyx_array_obj *array_obj = NULL;
+    struct __pyx_memoryview_obj *memview_obj = NULL;
+    __Pyx_RefNannySetupContext("__pyx_memoryview_copy_new_contig", 0);
+    for (i = 0; i < ndim; i++) {
+        if (unlikely(from_mvs->suboffsets[i] >= 0)) {
+            PyErr_Format(PyExc_ValueError, "Cannot copy memoryview slice with "
+                                           "indirect dimensions (axis %d)", i);
+            goto fail;
+        }
+    }
+    shape_tuple = PyTuple_New(ndim);
+    if (unlikely(!shape_tuple)) {
+        goto fail;
+    }
+    __Pyx_GOTREF(shape_tuple);
+    for(i = 0; i < ndim; i++) {
+        temp_int = PyInt_FromSsize_t(from_mvs->shape[i]);
+        if(unlikely(!temp_int)) {
+            goto fail;
+        } else {
+            PyTuple_SET_ITEM(shape_tuple, i, temp_int);
+            temp_int = NULL;
+        }
+    }
+    array_obj = __pyx_array_new(shape_tuple, sizeof_dtype, buf->format, (char *) mode, NULL);
+    if (unlikely(!array_obj)) {
+        goto fail;
+    }
+    __Pyx_GOTREF(array_obj);
+    memview_obj = (struct __pyx_memoryview_obj *) __pyx_memoryview_new(
+                                    (PyObject *) array_obj, contig_flag,
+                                    dtype_is_object,
+                                    from_mvs->memview->typeinfo);
+    if (unlikely(!memview_obj))
+        goto fail;
+    if (unlikely(__Pyx_init_memviewslice(memview_obj, ndim, &new_mvs, 1) < 0))
+        goto fail;
+    if (unlikely(__pyx_memoryview_copy_contents(*from_mvs, new_mvs, ndim, ndim,
+                                                dtype_is_object) < 0))
+        goto fail;
+    goto no_fail;
+fail:
+    __Pyx_XDECREF(new_mvs.memview);
+    new_mvs.memview = NULL;
+    new_mvs.data = NULL;
+no_fail:
+    __Pyx_XDECREF(shape_tuple);
+    __Pyx_XDECREF(temp_int);
+    __Pyx_XDECREF(array_obj);
+    __Pyx_RefNannyFinishContext();
+    return new_mvs;
+}
+
+/* MemviewSliceInit */
+  static int
+__Pyx_init_memviewslice(struct __pyx_memoryview_obj *memview,
+                        int ndim,
+                        __Pyx_memviewslice *memviewslice,
+                        int memview_is_new_reference)
+{
+    __Pyx_RefNannyDeclarations
+    int i, retval=-1;
+    Py_buffer *buf = &memview->view;
+    __Pyx_RefNannySetupContext("init_memviewslice", 0);
+    if (unlikely(memviewslice->memview || memviewslice->data)) {
+        PyErr_SetString(PyExc_ValueError,
+            "memviewslice is already initialized!");
+        goto fail;
+    }
+    if (buf->strides) {
+        for (i = 0; i < ndim; i++) {
+            memviewslice->strides[i] = buf->strides[i];
+        }
+    } else {
+        Py_ssize_t stride = buf->itemsize;
+        for (i = ndim - 1; i >= 0; i--) {
+            memviewslice->strides[i] = stride;
+            stride *= buf->shape[i];
+        }
+    }
+    for (i = 0; i < ndim; i++) {
+        memviewslice->shape[i]   = buf->shape[i];
+        if (buf->suboffsets) {
+            memviewslice->suboffsets[i] = buf->suboffsets[i];
+        } else {
+            memviewslice->suboffsets[i] = -1;
+        }
+    }
+    memviewslice->memview = memview;
+    memviewslice->data = (char *)buf->buf;
+    if (__pyx_add_acquisition_count(memview) == 0 && !memview_is_new_reference) {
+        Py_INCREF(memview);
+    }
+    retval = 0;
+    goto no_fail;
+fail:
+    memviewslice->memview = 0;
+    memviewslice->data = 0;
+    retval = -1;
+no_fail:
+    __Pyx_RefNannyFinishContext();
+    return retval;
+}
+#ifndef Py_NO_RETURN
+#define Py_NO_RETURN
+#endif
+static void __pyx_fatalerror(const char *fmt, ...) Py_NO_RETURN {
+    va_list vargs;
+    char msg[200];
+#if PY_VERSION_HEX >= 0x030A0000 || defined(HAVE_STDARG_PROTOTYPES)
+    va_start(vargs, fmt);
+#else
+    va_start(vargs);
+#endif
+    vsnprintf(msg, 200, fmt, vargs);
+    va_end(vargs);
+    Py_FatalError(msg);
+}
+static CYTHON_INLINE int
+__pyx_add_acquisition_count_locked(__pyx_atomic_int_type *acquisition_count,
+                                   PyThread_type_lock lock)
+{
+    int result;
+    PyThread_acquire_lock(lock, 1);
+    result = (*acquisition_count)++;
+    PyThread_release_lock(lock);
+    return result;
+}
+static CYTHON_INLINE int
+__pyx_sub_acquisition_count_locked(__pyx_atomic_int_type *acquisition_count,
+                                   PyThread_type_lock lock)
+{
+    int result;
+    PyThread_acquire_lock(lock, 1);
+    result = (*acquisition_count)--;
+    PyThread_release_lock(lock);
+    return result;
+}
+static CYTHON_INLINE void
+__Pyx_INC_MEMVIEW(__Pyx_memviewslice *memslice, int have_gil, int lineno)
+{
+    __pyx_nonatomic_int_type old_acquisition_count;
+    struct __pyx_memoryview_obj *memview = memslice->memview;
+    if (unlikely(!memview || (PyObject *) memview == Py_None)) {
+        return;
+    }
+    old_acquisition_count = __pyx_add_acquisition_count(memview);
+    if (unlikely(old_acquisition_count <= 0)) {
+        if (likely(old_acquisition_count == 0)) {
+            if (have_gil) {
+                Py_INCREF((PyObject *) memview);
+            } else {
+                PyGILState_STATE _gilstate = PyGILState_Ensure();
+                Py_INCREF((PyObject *) memview);
+                PyGILState_Release(_gilstate);
+            }
+        } else {
+            __pyx_fatalerror("Acquisition count is %d (line %d)",
+                             old_acquisition_count+1, lineno);
+        }
+    }
+}
+static CYTHON_INLINE void __Pyx_XCLEAR_MEMVIEW(__Pyx_memviewslice *memslice,
+                                             int have_gil, int lineno) {
+    __pyx_nonatomic_int_type old_acquisition_count;
+    struct __pyx_memoryview_obj *memview = memslice->memview;
+    if (unlikely(!memview || (PyObject *) memview == Py_None)) {
+        memslice->memview = NULL;
+        return;
+    }
+    old_acquisition_count = __pyx_sub_acquisition_count(memview);
+    memslice->data = NULL;
+    if (likely(old_acquisition_count > 1)) {
+        memslice->memview = NULL;
+    } else if (likely(old_acquisition_count == 1)) {
+        if (have_gil) {
+            Py_CLEAR(memslice->memview);
+        } else {
+            PyGILState_STATE _gilstate = PyGILState_Ensure();
+            Py_CLEAR(memslice->memview);
+            PyGILState_Release(_gilstate);
+        }
+    } else {
+        __pyx_fatalerror("Acquisition count is %d (line %d)",
+                         old_acquisition_count-1, lineno);
+    }
+}
+
+/* CIntFromPy */
+  static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wconversion"
+#endif
+    const int neg_one = (int) -1, const_zero = (int) 0;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic pop
+#endif
+    const int is_unsigned = neg_one > const_zero;
+#if PY_MAJOR_VERSION < 3
+    if (likely(PyInt_Check(x))) {
+        if ((sizeof(int) < sizeof(long))) {
+            __PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x))
+        } else {
+            long val = PyInt_AS_LONG(x);
+            if (is_unsigned && unlikely(val < 0)) {
+                goto raise_neg_overflow;
+            }
+            return (int) val;
+        }
+    } else
+#endif
+    if (likely(PyLong_Check(x))) {
+        if (is_unsigned) {
+#if CYTHON_USE_PYLONG_INTERNALS
+            if (unlikely(__Pyx_PyLong_IsNeg(x))) {
+                goto raise_neg_overflow;
+            } else if (__Pyx_PyLong_IsCompact(x)) {
+                __PYX_VERIFY_RETURN_INT(int, __Pyx_compact_upylong, __Pyx_PyLong_CompactValueUnsigned(x))
+            } else {
+                const digit* digits = __Pyx_PyLong_Digits(x);
+                assert(__Pyx_PyLong_DigitCount(x) > 1);
+                switch (__Pyx_PyLong_DigitCount(x)) {
+                    case 2:
+                        if ((8 * sizeof(int) > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(int) >= 2 * PyLong_SHIFT)) {
+                                return (int) (((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
+                            }
+                        }
+                        break;
+                    case 3:
+                        if ((8 * sizeof(int) > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(int) >= 3 * PyLong_SHIFT)) {
+                                return (int) (((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
+                            }
+                        }
+                        break;
+                    case 4:
+                        if ((8 * sizeof(int) > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(int) >= 4 * PyLong_SHIFT)) {
+                                return (int) (((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
+                            }
+                        }
+                        break;
+                }
+            }
+#endif
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030C00A7
+            if (unlikely(Py_SIZE(x) < 0)) {
+                goto raise_neg_overflow;
+            }
+#else
+            {
+                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
+                if (unlikely(result < 0))
+                    return (int) -1;
+                if (unlikely(result == 1))
+                    goto raise_neg_overflow;
+            }
+#endif
+            if ((sizeof(int) <= sizeof(unsigned long))) {
+                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned long, PyLong_AsUnsignedLong(x))
+#ifdef HAVE_LONG_LONG
+            } else if ((sizeof(int) <= sizeof(unsigned PY_LONG_LONG))) {
+                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
+#endif
+            }
+        } else {
+#if CYTHON_USE_PYLONG_INTERNALS
+            if (__Pyx_PyLong_IsCompact(x)) {
+                __PYX_VERIFY_RETURN_INT(int, __Pyx_compact_pylong, __Pyx_PyLong_CompactValue(x))
+            } else {
+                const digit* digits = __Pyx_PyLong_Digits(x);
+                assert(__Pyx_PyLong_DigitCount(x) > 1);
+                switch (__Pyx_PyLong_SignedDigitCount(x)) {
+                    case -2:
+                        if ((8 * sizeof(int) - 1 > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(int) - 1 > 2 * PyLong_SHIFT)) {
+                                return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+                            }
+                        }
+                        break;
+                    case 2:
+                        if ((8 * sizeof(int) > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(int) - 1 > 2 * PyLong_SHIFT)) {
+                                return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+                            }
+                        }
+                        break;
+                    case -3:
+                        if ((8 * sizeof(int) - 1 > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(int) - 1 > 3 * PyLong_SHIFT)) {
+                                return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+                            }
+                        }
+                        break;
+                    case 3:
+                        if ((8 * sizeof(int) > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(int) - 1 > 3 * PyLong_SHIFT)) {
+                                return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+                            }
+                        }
+                        break;
+                    case -4:
+                        if ((8 * sizeof(int) - 1 > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(int) - 1 > 4 * PyLong_SHIFT)) {
+                                return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+                            }
+                        }
+                        break;
+                    case 4:
+                        if ((8 * sizeof(int) > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(int) - 1 > 4 * PyLong_SHIFT)) {
+                                return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
+                            }
+                        }
+                        break;
+                }
+            }
+#endif
+            if ((sizeof(int) <= sizeof(long))) {
+                __PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x))
+#ifdef HAVE_LONG_LONG
+            } else if ((sizeof(int) <= sizeof(PY_LONG_LONG))) {
+                __PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
+#endif
+            }
+        }
+        {
+            int val;
+            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
+#if PY_MAJOR_VERSION < 3
+            if (likely(v) && !PyLong_Check(v)) {
+                PyObject *tmp = v;
+                v = PyNumber_Long(tmp);
+                Py_DECREF(tmp);
+            }
+#endif
+            if (likely(v)) {
+                int ret = -1;
+#if PY_VERSION_HEX < 0x030d0000 && !(CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API) || defined(_PyLong_AsByteArray)
+                int one = 1; int is_little = (int)*(unsigned char *)&one;
+                unsigned char *bytes = (unsigned char *)&val;
+                ret = _PyLong_AsByteArray((PyLongObject *)v,
+                                           bytes, sizeof(val),
+                                           is_little, !is_unsigned);
+#else
+                PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
+                int bits, remaining_bits, is_negative = 0;
+                long idigit;
+                int chunk_size = (sizeof(long) < 8) ? 30 : 62;
+                if (unlikely(!PyLong_CheckExact(v))) {
+                    PyObject *tmp = v;
+                    v = PyNumber_Long(v);
+                    assert(PyLong_CheckExact(v));
+                    Py_DECREF(tmp);
+                    if (unlikely(!v)) return (int) -1;
+                }
+#if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+                if (Py_SIZE(x) == 0)
+                    return (int) 0;
+                is_negative = Py_SIZE(x) < 0;
+#else
+                {
+                    int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
+                    if (unlikely(result < 0))
+                        return (int) -1;
+                    is_negative = result == 1;
+                }
+#endif
+                if (is_unsigned && unlikely(is_negative)) {
+                    goto raise_neg_overflow;
+                } else if (is_negative) {
+                    stepval = PyNumber_Invert(v);
+                    if (unlikely(!stepval))
+                        return (int) -1;
+                } else {
+                    stepval = __Pyx_NewRef(v);
+                }
+                val = (int) 0;
+                mask = PyLong_FromLong((1L << chunk_size) - 1); if (unlikely(!mask)) goto done;
+                shift = PyLong_FromLong(chunk_size); if (unlikely(!shift)) goto done;
+                for (bits = 0; bits < (int) sizeof(int) * 8 - chunk_size; bits += chunk_size) {
+                    PyObject *tmp, *digit;
+                    digit = PyNumber_And(stepval, mask);
+                    if (unlikely(!digit)) goto done;
+                    idigit = PyLong_AsLong(digit);
+                    Py_DECREF(digit);
+                    if (unlikely(idigit < 0)) goto done;
+                    tmp = PyNumber_Rshift(stepval, shift);
+                    if (unlikely(!tmp)) goto done;
+                    Py_DECREF(stepval); stepval = tmp;
+                    val |= ((int) idigit) << bits;
+                    #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+                    if (Py_SIZE(stepval) == 0)
+                        goto unpacking_done;
+                    #endif
+                }
+                idigit = PyLong_AsLong(stepval);
+                if (unlikely(idigit < 0)) goto done;
+                remaining_bits = ((int) sizeof(int) * 8) - bits - (is_unsigned ? 0 : 1);
+                if (unlikely(idigit >= (1L << remaining_bits)))
+                    goto raise_overflow;
+                val |= ((int) idigit) << bits;
+            #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+            unpacking_done:
+            #endif
+                if (!is_unsigned) {
+                    if (unlikely(val & (((int) 1) << (sizeof(int) * 8 - 1))))
+                        goto raise_overflow;
+                    if (is_negative)
+                        val = ~val;
+                }
+                ret = 0;
+            done:
+                Py_XDECREF(shift);
+                Py_XDECREF(mask);
+                Py_XDECREF(stepval);
+#endif
+                Py_DECREF(v);
+                if (likely(!ret))
+                    return val;
+            }
+            return (int) -1;
+        }
+    } else {
+        int val;
+        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
+        if (!tmp) return (int) -1;
+        val = __Pyx_PyInt_As_int(tmp);
+        Py_DECREF(tmp);
+        return val;
+    }
+raise_overflow:
+    PyErr_SetString(PyExc_OverflowError,
+        "value too large to convert to int");
+    return (int) -1;
+raise_neg_overflow:
+    PyErr_SetString(PyExc_OverflowError,
+        "can't convert negative value to int");
+    return (int) -1;
+}
+
+/* CIntToPy */
+  static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_int(unsigned int value) {
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wconversion"
+#endif
+    const unsigned int neg_one = (unsigned int) -1, const_zero = (unsigned int) 0;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic pop
+#endif
+    const int is_unsigned = neg_one > const_zero;
+    if (is_unsigned) {
+        if (sizeof(unsigned int) < sizeof(long)) {
+            return PyInt_FromLong((long) value);
+        } else if (sizeof(unsigned int) <= sizeof(unsigned long)) {
+            return PyLong_FromUnsignedLong((unsigned long) value);
+#ifdef HAVE_LONG_LONG
+        } else if (sizeof(unsigned int) <= sizeof(unsigned PY_LONG_LONG)) {
+            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
+#endif
+        }
+    } else {
+        if (sizeof(unsigned int) <= sizeof(long)) {
+            return PyInt_FromLong((long) value);
+#ifdef HAVE_LONG_LONG
+        } else if (sizeof(unsigned int) <= sizeof(PY_LONG_LONG)) {
+            return PyLong_FromLongLong((PY_LONG_LONG) value);
+#endif
+        }
+    }
+    {
+        int one = 1; int little = (int)*(unsigned char *)&one;
+        unsigned char *bytes = (unsigned char *)&value;
+#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
+        return _PyLong_FromByteArray(bytes, sizeof(unsigned int),
+                                     little, !is_unsigned);
+#else
+        PyObject *from_bytes, *result = NULL;
+        PyObject *py_bytes = NULL, *arg_tuple = NULL, *kwds = NULL, *order_str = NULL;
+        from_bytes = PyObject_GetAttrString((PyObject*)&PyLong_Type, "from_bytes");
+        if (!from_bytes) return NULL;
+        py_bytes = PyBytes_FromStringAndSize((char*)bytes, sizeof(unsigned int));
+        if (!py_bytes) goto limited_bad;
+        order_str = PyUnicode_FromString(little ? "little" : "big");
+        if (!order_str) goto limited_bad;
+        arg_tuple = PyTuple_Pack(2, py_bytes, order_str);
+        if (!arg_tuple) goto limited_bad;
+        if (!is_unsigned) {
+            kwds = PyDict_New();
+            if (!kwds) goto limited_bad;
+            if (PyDict_SetItemString(kwds, "signed", __Pyx_NewRef(Py_True))) goto limited_bad;
+        }
+        result = PyObject_Call(from_bytes, arg_tuple, kwds);
+        limited_bad:
+        Py_XDECREF(kwds);
+        Py_XDECREF(arg_tuple);
+        Py_XDECREF(order_str);
+        Py_XDECREF(py_bytes);
+        Py_XDECREF(from_bytes);
+        return result;
+#endif
+    }
+}
+
+/* CIntToPy */
+  static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wconversion"
+#endif
+    const int neg_one = (int) -1, const_zero = (int) 0;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic pop
+#endif
+    const int is_unsigned = neg_one > const_zero;
+    if (is_unsigned) {
+        if (sizeof(int) < sizeof(long)) {
+            return PyInt_FromLong((long) value);
+        } else if (sizeof(int) <= sizeof(unsigned long)) {
+            return PyLong_FromUnsignedLong((unsigned long) value);
+#ifdef HAVE_LONG_LONG
+        } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
+            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
+#endif
+        }
+    } else {
+        if (sizeof(int) <= sizeof(long)) {
+            return PyInt_FromLong((long) value);
+#ifdef HAVE_LONG_LONG
+        } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
+            return PyLong_FromLongLong((PY_LONG_LONG) value);
+#endif
+        }
+    }
+    {
+        int one = 1; int little = (int)*(unsigned char *)&one;
+        unsigned char *bytes = (unsigned char *)&value;
+#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
+        return _PyLong_FromByteArray(bytes, sizeof(int),
+                                     little, !is_unsigned);
+#else
+        PyObject *from_bytes, *result = NULL;
+        PyObject *py_bytes = NULL, *arg_tuple = NULL, *kwds = NULL, *order_str = NULL;
+        from_bytes = PyObject_GetAttrString((PyObject*)&PyLong_Type, "from_bytes");
+        if (!from_bytes) return NULL;
+        py_bytes = PyBytes_FromStringAndSize((char*)bytes, sizeof(int));
+        if (!py_bytes) goto limited_bad;
+        order_str = PyUnicode_FromString(little ? "little" : "big");
+        if (!order_str) goto limited_bad;
+        arg_tuple = PyTuple_Pack(2, py_bytes, order_str);
+        if (!arg_tuple) goto limited_bad;
+        if (!is_unsigned) {
+            kwds = PyDict_New();
+            if (!kwds) goto limited_bad;
+            if (PyDict_SetItemString(kwds, "signed", __Pyx_NewRef(Py_True))) goto limited_bad;
+        }
+        result = PyObject_Call(from_bytes, arg_tuple, kwds);
+        limited_bad:
+        Py_XDECREF(kwds);
+        Py_XDECREF(arg_tuple);
+        Py_XDECREF(order_str);
+        Py_XDECREF(py_bytes);
+        Py_XDECREF(from_bytes);
+        return result;
+#endif
+    }
+}
+
+/* CIntToPy */
+  static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_char(unsigned char value) {
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wconversion"
+#endif
+    const unsigned char neg_one = (unsigned char) -1, const_zero = (unsigned char) 0;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic pop
+#endif
+    const int is_unsigned = neg_one > const_zero;
+    if (is_unsigned) {
+        if (sizeof(unsigned char) < sizeof(long)) {
+            return PyInt_FromLong((long) value);
+        } else if (sizeof(unsigned char) <= sizeof(unsigned long)) {
+            return PyLong_FromUnsignedLong((unsigned long) value);
+#ifdef HAVE_LONG_LONG
+        } else if (sizeof(unsigned char) <= sizeof(unsigned PY_LONG_LONG)) {
+            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
+#endif
+        }
+    } else {
+        if (sizeof(unsigned char) <= sizeof(long)) {
+            return PyInt_FromLong((long) value);
+#ifdef HAVE_LONG_LONG
+        } else if (sizeof(unsigned char) <= sizeof(PY_LONG_LONG)) {
+            return PyLong_FromLongLong((PY_LONG_LONG) value);
+#endif
+        }
+    }
+    {
+        int one = 1; int little = (int)*(unsigned char *)&one;
+        unsigned char *bytes = (unsigned char *)&value;
+#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
+        return _PyLong_FromByteArray(bytes, sizeof(unsigned char),
+                                     little, !is_unsigned);
+#else
+        PyObject *from_bytes, *result = NULL;
+        PyObject *py_bytes = NULL, *arg_tuple = NULL, *kwds = NULL, *order_str = NULL;
+        from_bytes = PyObject_GetAttrString((PyObject*)&PyLong_Type, "from_bytes");
+        if (!from_bytes) return NULL;
+        py_bytes = PyBytes_FromStringAndSize((char*)bytes, sizeof(unsigned char));
+        if (!py_bytes) goto limited_bad;
+        order_str = PyUnicode_FromString(little ? "little" : "big");
+        if (!order_str) goto limited_bad;
+        arg_tuple = PyTuple_Pack(2, py_bytes, order_str);
+        if (!arg_tuple) goto limited_bad;
+        if (!is_unsigned) {
+            kwds = PyDict_New();
+            if (!kwds) goto limited_bad;
+            if (PyDict_SetItemString(kwds, "signed", __Pyx_NewRef(Py_True))) goto limited_bad;
+        }
+        result = PyObject_Call(from_bytes, arg_tuple, kwds);
+        limited_bad:
+        Py_XDECREF(kwds);
+        Py_XDECREF(arg_tuple);
+        Py_XDECREF(order_str);
+        Py_XDECREF(py_bytes);
+        Py_XDECREF(from_bytes);
+        return result;
+#endif
+    }
+}
+
+/* CIntFromPy */
+  static CYTHON_INLINE unsigned char __Pyx_PyInt_As_unsigned_char(PyObject *x) {
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wconversion"
+#endif
+    const unsigned char neg_one = (unsigned char) -1, const_zero = (unsigned char) 0;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic pop
+#endif
+    const int is_unsigned = neg_one > const_zero;
+#if PY_MAJOR_VERSION < 3
+    if (likely(PyInt_Check(x))) {
+        if ((sizeof(unsigned char) < sizeof(long))) {
+            __PYX_VERIFY_RETURN_INT(unsigned char, long, PyInt_AS_LONG(x))
+        } else {
+            long val = PyInt_AS_LONG(x);
+            if (is_unsigned && unlikely(val < 0)) {
+                goto raise_neg_overflow;
+            }
+            return (unsigned char) val;
+        }
+    } else
+#endif
+    if (likely(PyLong_Check(x))) {
+        if (is_unsigned) {
+#if CYTHON_USE_PYLONG_INTERNALS
+            if (unlikely(__Pyx_PyLong_IsNeg(x))) {
+                goto raise_neg_overflow;
+            } else if (__Pyx_PyLong_IsCompact(x)) {
+                __PYX_VERIFY_RETURN_INT(unsigned char, __Pyx_compact_upylong, __Pyx_PyLong_CompactValueUnsigned(x))
+            } else {
+                const digit* digits = __Pyx_PyLong_Digits(x);
+                assert(__Pyx_PyLong_DigitCount(x) > 1);
+                switch (__Pyx_PyLong_DigitCount(x)) {
+                    case 2:
+                        if ((8 * sizeof(unsigned char) > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(unsigned char, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(unsigned char) >= 2 * PyLong_SHIFT)) {
+                                return (unsigned char) (((((unsigned char)digits[1]) << PyLong_SHIFT) | (unsigned char)digits[0]));
+                            }
+                        }
+                        break;
+                    case 3:
+                        if ((8 * sizeof(unsigned char) > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(unsigned char, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(unsigned char) >= 3 * PyLong_SHIFT)) {
+                                return (unsigned char) (((((((unsigned char)digits[2]) << PyLong_SHIFT) | (unsigned char)digits[1]) << PyLong_SHIFT) | (unsigned char)digits[0]));
+                            }
+                        }
+                        break;
+                    case 4:
+                        if ((8 * sizeof(unsigned char) > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(unsigned char, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(unsigned char) >= 4 * PyLong_SHIFT)) {
+                                return (unsigned char) (((((((((unsigned char)digits[3]) << PyLong_SHIFT) | (unsigned char)digits[2]) << PyLong_SHIFT) | (unsigned char)digits[1]) << PyLong_SHIFT) | (unsigned char)digits[0]));
+                            }
+                        }
+                        break;
+                }
+            }
+#endif
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030C00A7
+            if (unlikely(Py_SIZE(x) < 0)) {
+                goto raise_neg_overflow;
+            }
+#else
+            {
+                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
+                if (unlikely(result < 0))
+                    return (unsigned char) -1;
+                if (unlikely(result == 1))
+                    goto raise_neg_overflow;
+            }
+#endif
+            if ((sizeof(unsigned char) <= sizeof(unsigned long))) {
+                __PYX_VERIFY_RETURN_INT_EXC(unsigned char, unsigned long, PyLong_AsUnsignedLong(x))
+#ifdef HAVE_LONG_LONG
+            } else if ((sizeof(unsigned char) <= sizeof(unsigned PY_LONG_LONG))) {
+                __PYX_VERIFY_RETURN_INT_EXC(unsigned char, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
+#endif
+            }
+        } else {
+#if CYTHON_USE_PYLONG_INTERNALS
+            if (__Pyx_PyLong_IsCompact(x)) {
+                __PYX_VERIFY_RETURN_INT(unsigned char, __Pyx_compact_pylong, __Pyx_PyLong_CompactValue(x))
+            } else {
+                const digit* digits = __Pyx_PyLong_Digits(x);
+                assert(__Pyx_PyLong_DigitCount(x) > 1);
+                switch (__Pyx_PyLong_SignedDigitCount(x)) {
+                    case -2:
+                        if ((8 * sizeof(unsigned char) - 1 > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(unsigned char, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(unsigned char) - 1 > 2 * PyLong_SHIFT)) {
+                                return (unsigned char) (((unsigned char)-1)*(((((unsigned char)digits[1]) << PyLong_SHIFT) | (unsigned char)digits[0])));
+                            }
+                        }
+                        break;
+                    case 2:
+                        if ((8 * sizeof(unsigned char) > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(unsigned char, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(unsigned char) - 1 > 2 * PyLong_SHIFT)) {
+                                return (unsigned char) ((((((unsigned char)digits[1]) << PyLong_SHIFT) | (unsigned char)digits[0])));
+                            }
+                        }
+                        break;
+                    case -3:
+                        if ((8 * sizeof(unsigned char) - 1 > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(unsigned char, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(unsigned char) - 1 > 3 * PyLong_SHIFT)) {
+                                return (unsigned char) (((unsigned char)-1)*(((((((unsigned char)digits[2]) << PyLong_SHIFT) | (unsigned char)digits[1]) << PyLong_SHIFT) | (unsigned char)digits[0])));
+                            }
+                        }
+                        break;
+                    case 3:
+                        if ((8 * sizeof(unsigned char) > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(unsigned char, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(unsigned char) - 1 > 3 * PyLong_SHIFT)) {
+                                return (unsigned char) ((((((((unsigned char)digits[2]) << PyLong_SHIFT) | (unsigned char)digits[1]) << PyLong_SHIFT) | (unsigned char)digits[0])));
+                            }
+                        }
+                        break;
+                    case -4:
+                        if ((8 * sizeof(unsigned char) - 1 > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(unsigned char, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(unsigned char) - 1 > 4 * PyLong_SHIFT)) {
+                                return (unsigned char) (((unsigned char)-1)*(((((((((unsigned char)digits[3]) << PyLong_SHIFT) | (unsigned char)digits[2]) << PyLong_SHIFT) | (unsigned char)digits[1]) << PyLong_SHIFT) | (unsigned char)digits[0])));
+                            }
+                        }
+                        break;
+                    case 4:
+                        if ((8 * sizeof(unsigned char) > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(unsigned char, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(unsigned char) - 1 > 4 * PyLong_SHIFT)) {
+                                return (unsigned char) ((((((((((unsigned char)digits[3]) << PyLong_SHIFT) | (unsigned char)digits[2]) << PyLong_SHIFT) | (unsigned char)digits[1]) << PyLong_SHIFT) | (unsigned char)digits[0])));
+                            }
+                        }
+                        break;
+                }
+            }
+#endif
+            if ((sizeof(unsigned char) <= sizeof(long))) {
+                __PYX_VERIFY_RETURN_INT_EXC(unsigned char, long, PyLong_AsLong(x))
+#ifdef HAVE_LONG_LONG
+            } else if ((sizeof(unsigned char) <= sizeof(PY_LONG_LONG))) {
+                __PYX_VERIFY_RETURN_INT_EXC(unsigned char, PY_LONG_LONG, PyLong_AsLongLong(x))
+#endif
+            }
+        }
+        {
+            unsigned char val;
+            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
+#if PY_MAJOR_VERSION < 3
+            if (likely(v) && !PyLong_Check(v)) {
+                PyObject *tmp = v;
+                v = PyNumber_Long(tmp);
+                Py_DECREF(tmp);
+            }
+#endif
+            if (likely(v)) {
+                int ret = -1;
+#if PY_VERSION_HEX < 0x030d0000 && !(CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API) || defined(_PyLong_AsByteArray)
+                int one = 1; int is_little = (int)*(unsigned char *)&one;
+                unsigned char *bytes = (unsigned char *)&val;
+                ret = _PyLong_AsByteArray((PyLongObject *)v,
+                                           bytes, sizeof(val),
+                                           is_little, !is_unsigned);
+#else
+                PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
+                int bits, remaining_bits, is_negative = 0;
+                long idigit;
+                int chunk_size = (sizeof(long) < 8) ? 30 : 62;
+                if (unlikely(!PyLong_CheckExact(v))) {
+                    PyObject *tmp = v;
+                    v = PyNumber_Long(v);
+                    assert(PyLong_CheckExact(v));
+                    Py_DECREF(tmp);
+                    if (unlikely(!v)) return (unsigned char) -1;
+                }
+#if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+                if (Py_SIZE(x) == 0)
+                    return (unsigned char) 0;
+                is_negative = Py_SIZE(x) < 0;
+#else
+                {
+                    int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
+                    if (unlikely(result < 0))
+                        return (unsigned char) -1;
+                    is_negative = result == 1;
+                }
+#endif
+                if (is_unsigned && unlikely(is_negative)) {
+                    goto raise_neg_overflow;
+                } else if (is_negative) {
+                    stepval = PyNumber_Invert(v);
+                    if (unlikely(!stepval))
+                        return (unsigned char) -1;
+                } else {
+                    stepval = __Pyx_NewRef(v);
+                }
+                val = (unsigned char) 0;
+                mask = PyLong_FromLong((1L << chunk_size) - 1); if (unlikely(!mask)) goto done;
+                shift = PyLong_FromLong(chunk_size); if (unlikely(!shift)) goto done;
+                for (bits = 0; bits < (int) sizeof(unsigned char) * 8 - chunk_size; bits += chunk_size) {
+                    PyObject *tmp, *digit;
+                    digit = PyNumber_And(stepval, mask);
+                    if (unlikely(!digit)) goto done;
+                    idigit = PyLong_AsLong(digit);
+                    Py_DECREF(digit);
+                    if (unlikely(idigit < 0)) goto done;
+                    tmp = PyNumber_Rshift(stepval, shift);
+                    if (unlikely(!tmp)) goto done;
+                    Py_DECREF(stepval); stepval = tmp;
+                    val |= ((unsigned char) idigit) << bits;
+                    #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+                    if (Py_SIZE(stepval) == 0)
+                        goto unpacking_done;
+                    #endif
+                }
+                idigit = PyLong_AsLong(stepval);
+                if (unlikely(idigit < 0)) goto done;
+                remaining_bits = ((int) sizeof(unsigned char) * 8) - bits - (is_unsigned ? 0 : 1);
+                if (unlikely(idigit >= (1L << remaining_bits)))
+                    goto raise_overflow;
+                val |= ((unsigned char) idigit) << bits;
+            #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+            unpacking_done:
+            #endif
+                if (!is_unsigned) {
+                    if (unlikely(val & (((unsigned char) 1) << (sizeof(unsigned char) * 8 - 1))))
+                        goto raise_overflow;
+                    if (is_negative)
+                        val = ~val;
+                }
+                ret = 0;
+            done:
+                Py_XDECREF(shift);
+                Py_XDECREF(mask);
+                Py_XDECREF(stepval);
+#endif
+                Py_DECREF(v);
+                if (likely(!ret))
+                    return val;
+            }
+            return (unsigned char) -1;
+        }
+    } else {
+        unsigned char val;
+        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
+        if (!tmp) return (unsigned char) -1;
+        val = __Pyx_PyInt_As_unsigned_char(tmp);
+        Py_DECREF(tmp);
+        return val;
+    }
+raise_overflow:
+    PyErr_SetString(PyExc_OverflowError,
+        "value too large to convert to unsigned char");
+    return (unsigned char) -1;
+raise_neg_overflow:
+    PyErr_SetString(PyExc_OverflowError,
+        "can't convert negative value to unsigned char");
+    return (unsigned char) -1;
+}
+
+/* CIntFromPy */
+  static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wconversion"
+#endif
+    const long neg_one = (long) -1, const_zero = (long) 0;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic pop
+#endif
+    const int is_unsigned = neg_one > const_zero;
+#if PY_MAJOR_VERSION < 3
+    if (likely(PyInt_Check(x))) {
+        if ((sizeof(long) < sizeof(long))) {
+            __PYX_VERIFY_RETURN_INT(long, long, PyInt_AS_LONG(x))
+        } else {
+            long val = PyInt_AS_LONG(x);
+            if (is_unsigned && unlikely(val < 0)) {
+                goto raise_neg_overflow;
+            }
+            return (long) val;
+        }
+    } else
+#endif
+    if (likely(PyLong_Check(x))) {
+        if (is_unsigned) {
+#if CYTHON_USE_PYLONG_INTERNALS
+            if (unlikely(__Pyx_PyLong_IsNeg(x))) {
+                goto raise_neg_overflow;
+            } else if (__Pyx_PyLong_IsCompact(x)) {
+                __PYX_VERIFY_RETURN_INT(long, __Pyx_compact_upylong, __Pyx_PyLong_CompactValueUnsigned(x))
+            } else {
+                const digit* digits = __Pyx_PyLong_Digits(x);
+                assert(__Pyx_PyLong_DigitCount(x) > 1);
+                switch (__Pyx_PyLong_DigitCount(x)) {
+                    case 2:
+                        if ((8 * sizeof(long) > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(long) >= 2 * PyLong_SHIFT)) {
+                                return (long) (((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
+                            }
+                        }
+                        break;
+                    case 3:
+                        if ((8 * sizeof(long) > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(long) >= 3 * PyLong_SHIFT)) {
+                                return (long) (((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
+                            }
+                        }
+                        break;
+                    case 4:
+                        if ((8 * sizeof(long) > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(long) >= 4 * PyLong_SHIFT)) {
+                                return (long) (((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
+                            }
+                        }
+                        break;
+                }
+            }
+#endif
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030C00A7
+            if (unlikely(Py_SIZE(x) < 0)) {
+                goto raise_neg_overflow;
+            }
+#else
+            {
+                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
+                if (unlikely(result < 0))
+                    return (long) -1;
+                if (unlikely(result == 1))
+                    goto raise_neg_overflow;
+            }
+#endif
+            if ((sizeof(long) <= sizeof(unsigned long))) {
+                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned long, PyLong_AsUnsignedLong(x))
+#ifdef HAVE_LONG_LONG
+            } else if ((sizeof(long) <= sizeof(unsigned PY_LONG_LONG))) {
+                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
+#endif
+            }
+        } else {
+#if CYTHON_USE_PYLONG_INTERNALS
+            if (__Pyx_PyLong_IsCompact(x)) {
+                __PYX_VERIFY_RETURN_INT(long, __Pyx_compact_pylong, __Pyx_PyLong_CompactValue(x))
+            } else {
+                const digit* digits = __Pyx_PyLong_Digits(x);
+                assert(__Pyx_PyLong_DigitCount(x) > 1);
+                switch (__Pyx_PyLong_SignedDigitCount(x)) {
+                    case -2:
+                        if ((8 * sizeof(long) - 1 > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(long) - 1 > 2 * PyLong_SHIFT)) {
+                                return (long) (((long)-1)*(((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
+                            }
+                        }
+                        break;
+                    case 2:
+                        if ((8 * sizeof(long) > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(long) - 1 > 2 * PyLong_SHIFT)) {
+                                return (long) ((((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
+                            }
+                        }
+                        break;
+                    case -3:
+                        if ((8 * sizeof(long) - 1 > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(long) - 1 > 3 * PyLong_SHIFT)) {
+                                return (long) (((long)-1)*(((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
+                            }
+                        }
+                        break;
+                    case 3:
+                        if ((8 * sizeof(long) > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(long) - 1 > 3 * PyLong_SHIFT)) {
+                                return (long) ((((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
+                            }
+                        }
+                        break;
+                    case -4:
+                        if ((8 * sizeof(long) - 1 > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(long) - 1 > 4 * PyLong_SHIFT)) {
+                                return (long) (((long)-1)*(((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
+                            }
+                        }
+                        break;
+                    case 4:
+                        if ((8 * sizeof(long) > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(long) - 1 > 4 * PyLong_SHIFT)) {
+                                return (long) ((((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
+                            }
+                        }
+                        break;
+                }
+            }
+#endif
+            if ((sizeof(long) <= sizeof(long))) {
+                __PYX_VERIFY_RETURN_INT_EXC(long, long, PyLong_AsLong(x))
+#ifdef HAVE_LONG_LONG
+            } else if ((sizeof(long) <= sizeof(PY_LONG_LONG))) {
+                __PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x))
+#endif
+            }
+        }
+        {
+            long val;
+            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
+#if PY_MAJOR_VERSION < 3
+            if (likely(v) && !PyLong_Check(v)) {
+                PyObject *tmp = v;
+                v = PyNumber_Long(tmp);
+                Py_DECREF(tmp);
+            }
+#endif
+            if (likely(v)) {
+                int ret = -1;
+#if PY_VERSION_HEX < 0x030d0000 && !(CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API) || defined(_PyLong_AsByteArray)
+                int one = 1; int is_little = (int)*(unsigned char *)&one;
+                unsigned char *bytes = (unsigned char *)&val;
+                ret = _PyLong_AsByteArray((PyLongObject *)v,
+                                           bytes, sizeof(val),
+                                           is_little, !is_unsigned);
+#else
+                PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
+                int bits, remaining_bits, is_negative = 0;
+                long idigit;
+                int chunk_size = (sizeof(long) < 8) ? 30 : 62;
+                if (unlikely(!PyLong_CheckExact(v))) {
+                    PyObject *tmp = v;
+                    v = PyNumber_Long(v);
+                    assert(PyLong_CheckExact(v));
+                    Py_DECREF(tmp);
+                    if (unlikely(!v)) return (long) -1;
+                }
+#if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+                if (Py_SIZE(x) == 0)
+                    return (long) 0;
+                is_negative = Py_SIZE(x) < 0;
+#else
+                {
+                    int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
+                    if (unlikely(result < 0))
+                        return (long) -1;
+                    is_negative = result == 1;
+                }
+#endif
+                if (is_unsigned && unlikely(is_negative)) {
+                    goto raise_neg_overflow;
+                } else if (is_negative) {
+                    stepval = PyNumber_Invert(v);
+                    if (unlikely(!stepval))
+                        return (long) -1;
+                } else {
+                    stepval = __Pyx_NewRef(v);
+                }
+                val = (long) 0;
+                mask = PyLong_FromLong((1L << chunk_size) - 1); if (unlikely(!mask)) goto done;
+                shift = PyLong_FromLong(chunk_size); if (unlikely(!shift)) goto done;
+                for (bits = 0; bits < (int) sizeof(long) * 8 - chunk_size; bits += chunk_size) {
+                    PyObject *tmp, *digit;
+                    digit = PyNumber_And(stepval, mask);
+                    if (unlikely(!digit)) goto done;
+                    idigit = PyLong_AsLong(digit);
+                    Py_DECREF(digit);
+                    if (unlikely(idigit < 0)) goto done;
+                    tmp = PyNumber_Rshift(stepval, shift);
+                    if (unlikely(!tmp)) goto done;
+                    Py_DECREF(stepval); stepval = tmp;
+                    val |= ((long) idigit) << bits;
+                    #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+                    if (Py_SIZE(stepval) == 0)
+                        goto unpacking_done;
+                    #endif
+                }
+                idigit = PyLong_AsLong(stepval);
+                if (unlikely(idigit < 0)) goto done;
+                remaining_bits = ((int) sizeof(long) * 8) - bits - (is_unsigned ? 0 : 1);
+                if (unlikely(idigit >= (1L << remaining_bits)))
+                    goto raise_overflow;
+                val |= ((long) idigit) << bits;
+            #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+            unpacking_done:
+            #endif
+                if (!is_unsigned) {
+                    if (unlikely(val & (((long) 1) << (sizeof(long) * 8 - 1))))
+                        goto raise_overflow;
+                    if (is_negative)
+                        val = ~val;
+                }
+                ret = 0;
+            done:
+                Py_XDECREF(shift);
+                Py_XDECREF(mask);
+                Py_XDECREF(stepval);
+#endif
+                Py_DECREF(v);
+                if (likely(!ret))
+                    return val;
+            }
+            return (long) -1;
+        }
+    } else {
+        long val;
+        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
+        if (!tmp) return (long) -1;
+        val = __Pyx_PyInt_As_long(tmp);
+        Py_DECREF(tmp);
+        return val;
+    }
+raise_overflow:
+    PyErr_SetString(PyExc_OverflowError,
+        "value too large to convert to long");
+    return (long) -1;
+raise_neg_overflow:
+    PyErr_SetString(PyExc_OverflowError,
+        "can't convert negative value to long");
+    return (long) -1;
+}
+
+/* CIntToPy */
+  static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wconversion"
+#endif
+    const long neg_one = (long) -1, const_zero = (long) 0;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic pop
+#endif
+    const int is_unsigned = neg_one > const_zero;
+    if (is_unsigned) {
+        if (sizeof(long) < sizeof(long)) {
+            return PyInt_FromLong((long) value);
+        } else if (sizeof(long) <= sizeof(unsigned long)) {
+            return PyLong_FromUnsignedLong((unsigned long) value);
+#ifdef HAVE_LONG_LONG
+        } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
+            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
+#endif
+        }
+    } else {
+        if (sizeof(long) <= sizeof(long)) {
+            return PyInt_FromLong((long) value);
+#ifdef HAVE_LONG_LONG
+        } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
+            return PyLong_FromLongLong((PY_LONG_LONG) value);
+#endif
+        }
+    }
+    {
+        int one = 1; int little = (int)*(unsigned char *)&one;
+        unsigned char *bytes = (unsigned char *)&value;
+#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
+        return _PyLong_FromByteArray(bytes, sizeof(long),
+                                     little, !is_unsigned);
+#else
+        PyObject *from_bytes, *result = NULL;
+        PyObject *py_bytes = NULL, *arg_tuple = NULL, *kwds = NULL, *order_str = NULL;
+        from_bytes = PyObject_GetAttrString((PyObject*)&PyLong_Type, "from_bytes");
+        if (!from_bytes) return NULL;
+        py_bytes = PyBytes_FromStringAndSize((char*)bytes, sizeof(long));
+        if (!py_bytes) goto limited_bad;
+        order_str = PyUnicode_FromString(little ? "little" : "big");
+        if (!order_str) goto limited_bad;
+        arg_tuple = PyTuple_Pack(2, py_bytes, order_str);
+        if (!arg_tuple) goto limited_bad;
+        if (!is_unsigned) {
+            kwds = PyDict_New();
+            if (!kwds) goto limited_bad;
+            if (PyDict_SetItemString(kwds, "signed", __Pyx_NewRef(Py_True))) goto limited_bad;
+        }
+        result = PyObject_Call(from_bytes, arg_tuple, kwds);
+        limited_bad:
+        Py_XDECREF(kwds);
+        Py_XDECREF(arg_tuple);
+        Py_XDECREF(order_str);
+        Py_XDECREF(py_bytes);
+        Py_XDECREF(from_bytes);
+        return result;
+#endif
+    }
+}
+
+/* CIntFromPy */
+  static CYTHON_INLINE char __Pyx_PyInt_As_char(PyObject *x) {
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic push
+#pragma GCC diagnostic ignored "-Wconversion"
+#endif
+    const char neg_one = (char) -1, const_zero = (char) 0;
+#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
+#pragma GCC diagnostic pop
+#endif
+    const int is_unsigned = neg_one > const_zero;
+#if PY_MAJOR_VERSION < 3
+    if (likely(PyInt_Check(x))) {
+        if ((sizeof(char) < sizeof(long))) {
+            __PYX_VERIFY_RETURN_INT(char, long, PyInt_AS_LONG(x))
+        } else {
+            long val = PyInt_AS_LONG(x);
+            if (is_unsigned && unlikely(val < 0)) {
+                goto raise_neg_overflow;
+            }
+            return (char) val;
+        }
+    } else
+#endif
+    if (likely(PyLong_Check(x))) {
+        if (is_unsigned) {
+#if CYTHON_USE_PYLONG_INTERNALS
+            if (unlikely(__Pyx_PyLong_IsNeg(x))) {
+                goto raise_neg_overflow;
+            } else if (__Pyx_PyLong_IsCompact(x)) {
+                __PYX_VERIFY_RETURN_INT(char, __Pyx_compact_upylong, __Pyx_PyLong_CompactValueUnsigned(x))
+            } else {
+                const digit* digits = __Pyx_PyLong_Digits(x);
+                assert(__Pyx_PyLong_DigitCount(x) > 1);
+                switch (__Pyx_PyLong_DigitCount(x)) {
+                    case 2:
+                        if ((8 * sizeof(char) > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(char, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(char) >= 2 * PyLong_SHIFT)) {
+                                return (char) (((((char)digits[1]) << PyLong_SHIFT) | (char)digits[0]));
+                            }
+                        }
+                        break;
+                    case 3:
+                        if ((8 * sizeof(char) > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(char, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(char) >= 3 * PyLong_SHIFT)) {
+                                return (char) (((((((char)digits[2]) << PyLong_SHIFT) | (char)digits[1]) << PyLong_SHIFT) | (char)digits[0]));
+                            }
+                        }
+                        break;
+                    case 4:
+                        if ((8 * sizeof(char) > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(char, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(char) >= 4 * PyLong_SHIFT)) {
+                                return (char) (((((((((char)digits[3]) << PyLong_SHIFT) | (char)digits[2]) << PyLong_SHIFT) | (char)digits[1]) << PyLong_SHIFT) | (char)digits[0]));
+                            }
+                        }
+                        break;
+                }
+            }
+#endif
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030C00A7
+            if (unlikely(Py_SIZE(x) < 0)) {
+                goto raise_neg_overflow;
+            }
+#else
+            {
+                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
+                if (unlikely(result < 0))
+                    return (char) -1;
+                if (unlikely(result == 1))
+                    goto raise_neg_overflow;
+            }
+#endif
+            if ((sizeof(char) <= sizeof(unsigned long))) {
+                __PYX_VERIFY_RETURN_INT_EXC(char, unsigned long, PyLong_AsUnsignedLong(x))
+#ifdef HAVE_LONG_LONG
+            } else if ((sizeof(char) <= sizeof(unsigned PY_LONG_LONG))) {
+                __PYX_VERIFY_RETURN_INT_EXC(char, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
+#endif
+            }
+        } else {
+#if CYTHON_USE_PYLONG_INTERNALS
+            if (__Pyx_PyLong_IsCompact(x)) {
+                __PYX_VERIFY_RETURN_INT(char, __Pyx_compact_pylong, __Pyx_PyLong_CompactValue(x))
+            } else {
+                const digit* digits = __Pyx_PyLong_Digits(x);
+                assert(__Pyx_PyLong_DigitCount(x) > 1);
+                switch (__Pyx_PyLong_SignedDigitCount(x)) {
+                    case -2:
+                        if ((8 * sizeof(char) - 1 > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(char, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(char) - 1 > 2 * PyLong_SHIFT)) {
+                                return (char) (((char)-1)*(((((char)digits[1]) << PyLong_SHIFT) | (char)digits[0])));
+                            }
+                        }
+                        break;
+                    case 2:
+                        if ((8 * sizeof(char) > 1 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(char, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(char) - 1 > 2 * PyLong_SHIFT)) {
+                                return (char) ((((((char)digits[1]) << PyLong_SHIFT) | (char)digits[0])));
+                            }
+                        }
+                        break;
+                    case -3:
+                        if ((8 * sizeof(char) - 1 > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(char, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(char) - 1 > 3 * PyLong_SHIFT)) {
+                                return (char) (((char)-1)*(((((((char)digits[2]) << PyLong_SHIFT) | (char)digits[1]) << PyLong_SHIFT) | (char)digits[0])));
+                            }
+                        }
+                        break;
+                    case 3:
+                        if ((8 * sizeof(char) > 2 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(char, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(char) - 1 > 3 * PyLong_SHIFT)) {
+                                return (char) ((((((((char)digits[2]) << PyLong_SHIFT) | (char)digits[1]) << PyLong_SHIFT) | (char)digits[0])));
+                            }
+                        }
+                        break;
+                    case -4:
+                        if ((8 * sizeof(char) - 1 > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(char, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(char) - 1 > 4 * PyLong_SHIFT)) {
+                                return (char) (((char)-1)*(((((((((char)digits[3]) << PyLong_SHIFT) | (char)digits[2]) << PyLong_SHIFT) | (char)digits[1]) << PyLong_SHIFT) | (char)digits[0])));
+                            }
+                        }
+                        break;
+                    case 4:
+                        if ((8 * sizeof(char) > 3 * PyLong_SHIFT)) {
+                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
+                                __PYX_VERIFY_RETURN_INT(char, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
+                            } else if ((8 * sizeof(char) - 1 > 4 * PyLong_SHIFT)) {
+                                return (char) ((((((((((char)digits[3]) << PyLong_SHIFT) | (char)digits[2]) << PyLong_SHIFT) | (char)digits[1]) << PyLong_SHIFT) | (char)digits[0])));
+                            }
+                        }
+                        break;
+                }
+            }
+#endif
+            if ((sizeof(char) <= sizeof(long))) {
+                __PYX_VERIFY_RETURN_INT_EXC(char, long, PyLong_AsLong(x))
+#ifdef HAVE_LONG_LONG
+            } else if ((sizeof(char) <= sizeof(PY_LONG_LONG))) {
+                __PYX_VERIFY_RETURN_INT_EXC(char, PY_LONG_LONG, PyLong_AsLongLong(x))
+#endif
+            }
+        }
+        {
+            char val;
+            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
+#if PY_MAJOR_VERSION < 3
+            if (likely(v) && !PyLong_Check(v)) {
+                PyObject *tmp = v;
+                v = PyNumber_Long(tmp);
+                Py_DECREF(tmp);
+            }
+#endif
+            if (likely(v)) {
+                int ret = -1;
+#if PY_VERSION_HEX < 0x030d0000 && !(CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API) || defined(_PyLong_AsByteArray)
+                int one = 1; int is_little = (int)*(unsigned char *)&one;
+                unsigned char *bytes = (unsigned char *)&val;
+                ret = _PyLong_AsByteArray((PyLongObject *)v,
+                                           bytes, sizeof(val),
+                                           is_little, !is_unsigned);
+#else
+                PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
+                int bits, remaining_bits, is_negative = 0;
+                long idigit;
+                int chunk_size = (sizeof(long) < 8) ? 30 : 62;
+                if (unlikely(!PyLong_CheckExact(v))) {
+                    PyObject *tmp = v;
+                    v = PyNumber_Long(v);
+                    assert(PyLong_CheckExact(v));
+                    Py_DECREF(tmp);
+                    if (unlikely(!v)) return (char) -1;
+                }
+#if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+                if (Py_SIZE(x) == 0)
+                    return (char) 0;
+                is_negative = Py_SIZE(x) < 0;
+#else
+                {
+                    int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
+                    if (unlikely(result < 0))
+                        return (char) -1;
+                    is_negative = result == 1;
+                }
+#endif
+                if (is_unsigned && unlikely(is_negative)) {
+                    goto raise_neg_overflow;
+                } else if (is_negative) {
+                    stepval = PyNumber_Invert(v);
+                    if (unlikely(!stepval))
+                        return (char) -1;
+                } else {
+                    stepval = __Pyx_NewRef(v);
+                }
+                val = (char) 0;
+                mask = PyLong_FromLong((1L << chunk_size) - 1); if (unlikely(!mask)) goto done;
+                shift = PyLong_FromLong(chunk_size); if (unlikely(!shift)) goto done;
+                for (bits = 0; bits < (int) sizeof(char) * 8 - chunk_size; bits += chunk_size) {
+                    PyObject *tmp, *digit;
+                    digit = PyNumber_And(stepval, mask);
+                    if (unlikely(!digit)) goto done;
+                    idigit = PyLong_AsLong(digit);
+                    Py_DECREF(digit);
+                    if (unlikely(idigit < 0)) goto done;
+                    tmp = PyNumber_Rshift(stepval, shift);
+                    if (unlikely(!tmp)) goto done;
+                    Py_DECREF(stepval); stepval = tmp;
+                    val |= ((char) idigit) << bits;
+                    #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+                    if (Py_SIZE(stepval) == 0)
+                        goto unpacking_done;
+                    #endif
+                }
+                idigit = PyLong_AsLong(stepval);
+                if (unlikely(idigit < 0)) goto done;
+                remaining_bits = ((int) sizeof(char) * 8) - bits - (is_unsigned ? 0 : 1);
+                if (unlikely(idigit >= (1L << remaining_bits)))
+                    goto raise_overflow;
+                val |= ((char) idigit) << bits;
+            #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
+            unpacking_done:
+            #endif
+                if (!is_unsigned) {
+                    if (unlikely(val & (((char) 1) << (sizeof(char) * 8 - 1))))
+                        goto raise_overflow;
+                    if (is_negative)
+                        val = ~val;
+                }
+                ret = 0;
+            done:
+                Py_XDECREF(shift);
+                Py_XDECREF(mask);
+                Py_XDECREF(stepval);
+#endif
+                Py_DECREF(v);
+                if (likely(!ret))
+                    return val;
+            }
+            return (char) -1;
+        }
+    } else {
+        char val;
+        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
+        if (!tmp) return (char) -1;
+        val = __Pyx_PyInt_As_char(tmp);
+        Py_DECREF(tmp);
+        return val;
+    }
+raise_overflow:
+    PyErr_SetString(PyExc_OverflowError,
+        "value too large to convert to char");
+    return (char) -1;
+raise_neg_overflow:
+    PyErr_SetString(PyExc_OverflowError,
+        "can't convert negative value to char");
+    return (char) -1;
+}
+
+/* FormatTypeName */
+  #if CYTHON_COMPILING_IN_LIMITED_API
+static __Pyx_TypeName
+__Pyx_PyType_GetName(PyTypeObject* tp)
+{
+    PyObject *name = __Pyx_PyObject_GetAttrStr((PyObject *)tp,
+                                               __pyx_n_s_name_2);
+    if (unlikely(name == NULL) || unlikely(!PyUnicode_Check(name))) {
+        PyErr_Clear();
+        Py_XDECREF(name);
+        name = __Pyx_NewRef(__pyx_n_s__41);
+    }
+    return name;
+}
+#endif
+
+/* CheckBinaryVersion */
+  static unsigned long __Pyx_get_runtime_version(void) {
+#if __PYX_LIMITED_VERSION_HEX >= 0x030B00A4
+    return Py_Version & ~0xFFUL;
+#else
+    const char* rt_version = Py_GetVersion();
+    unsigned long version = 0;
+    unsigned long factor = 0x01000000UL;
+    unsigned int digit = 0;
+    int i = 0;
+    while (factor) {
+        while ('0' <= rt_version[i] && rt_version[i] <= '9') {
+            digit = digit * 10 + (unsigned int) (rt_version[i] - '0');
+            ++i;
+        }
+        version += factor * digit;
+        if (rt_version[i] != '.')
+            break;
+        digit = 0;
+        factor >>= 8;
+        ++i;
+    }
+    return version;
+#endif
+}
+static int __Pyx_check_binary_version(unsigned long ct_version, unsigned long rt_version, int allow_newer) {
+    const unsigned long MAJOR_MINOR = 0xFFFF0000UL;
+    if ((rt_version & MAJOR_MINOR) == (ct_version & MAJOR_MINOR))
+        return 0;
+    if (likely(allow_newer && (rt_version & MAJOR_MINOR) > (ct_version & MAJOR_MINOR)))
+        return 1;
+    {
+        char message[200];
+        PyOS_snprintf(message, sizeof(message),
+                      "compile time Python version %d.%d "
+                      "of module '%.100s' "
+                      "%s "
+                      "runtime version %d.%d",
+                       (int) (ct_version >> 24), (int) ((ct_version >> 16) & 0xFF),
+                       __Pyx_MODULE_NAME,
+                       (allow_newer) ? "was newer than" : "does not match",
+                       (int) (rt_version >> 24), (int) ((rt_version >> 16) & 0xFF)
+       );
+        return PyErr_WarnEx(NULL, message, 1);
+    }
+}
+
+/* FunctionExport */
+  static int __Pyx_ExportFunction(const char *name, void (*f)(void), const char *sig) {
+    PyObject *d = 0;
+    PyObject *cobj = 0;
+    union {
+        void (*fp)(void);
+        void *p;
+    } tmp;
+    d = PyObject_GetAttrString(__pyx_m, (char *)"__pyx_capi__");
+    if (!d) {
+        PyErr_Clear();
+        d = PyDict_New();
+        if (!d)
+            goto bad;
+        Py_INCREF(d);
+        if (PyModule_AddObject(__pyx_m, (char *)"__pyx_capi__", d) < 0)
+            goto bad;
+    }
+    tmp.fp = f;
+    cobj = PyCapsule_New(tmp.p, sig, 0);
+    if (!cobj)
+        goto bad;
+    if (PyDict_SetItemString(d, name, cobj) < 0)
+        goto bad;
+    Py_DECREF(cobj);
+    Py_DECREF(d);
+    return 0;
+bad:
+    Py_XDECREF(cobj);
+    Py_XDECREF(d);
+    return -1;
+}
+
+/* InitStrings */
+  #if PY_MAJOR_VERSION >= 3
+static int __Pyx_InitString(__Pyx_StringTabEntry t, PyObject **str) {
+    if (t.is_unicode | t.is_str) {
+        if (t.intern) {
+            *str = PyUnicode_InternFromString(t.s);
+        } else if (t.encoding) {
+            *str = PyUnicode_Decode(t.s, t.n - 1, t.encoding, NULL);
+        } else {
+            *str = PyUnicode_FromStringAndSize(t.s, t.n - 1);
+        }
+    } else {
+        *str = PyBytes_FromStringAndSize(t.s, t.n - 1);
+    }
+    if (!*str)
+        return -1;
+    if (PyObject_Hash(*str) == -1)
+        return -1;
+    return 0;
+}
+#endif
+static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) {
+    while (t->p) {
+        #if PY_MAJOR_VERSION >= 3
+        __Pyx_InitString(*t, t->p);
+        #else
+        if (t->is_unicode) {
+            *t->p = PyUnicode_DecodeUTF8(t->s, t->n - 1, NULL);
+        } else if (t->intern) {
+            *t->p = PyString_InternFromString(t->s);
+        } else {
+            *t->p = PyString_FromStringAndSize(t->s, t->n - 1);
+        }
+        if (!*t->p)
+            return -1;
+        if (PyObject_Hash(*t->p) == -1)
+            return -1;
+        #endif
+        ++t;
+    }
+    return 0;
+}
+
+#include <string.h>
+static CYTHON_INLINE Py_ssize_t __Pyx_ssize_strlen(const char *s) {
+    size_t len = strlen(s);
+    if (unlikely(len > (size_t) PY_SSIZE_T_MAX)) {
+        PyErr_SetString(PyExc_OverflowError, "byte string is too long");
+        return -1;
+    }
+    return (Py_ssize_t) len;
+}
+static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char* c_str) {
+    Py_ssize_t len = __Pyx_ssize_strlen(c_str);
+    if (unlikely(len < 0)) return NULL;
+    return __Pyx_PyUnicode_FromStringAndSize(c_str, len);
+}
+static CYTHON_INLINE PyObject* __Pyx_PyByteArray_FromString(const char* c_str) {
+    Py_ssize_t len = __Pyx_ssize_strlen(c_str);
+    if (unlikely(len < 0)) return NULL;
+    return PyByteArray_FromStringAndSize(c_str, len);
+}
+static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject* o) {
+    Py_ssize_t ignore;
+    return __Pyx_PyObject_AsStringAndSize(o, &ignore);
+}
+#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
+#if !CYTHON_PEP393_ENABLED
+static const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
+    char* defenc_c;
+    PyObject* defenc = _PyUnicode_AsDefaultEncodedString(o, NULL);
+    if (!defenc) return NULL;
+    defenc_c = PyBytes_AS_STRING(defenc);
+#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+    {
+        char* end = defenc_c + PyBytes_GET_SIZE(defenc);
+        char* c;
+        for (c = defenc_c; c < end; c++) {
+            if ((unsigned char) (*c) >= 128) {
+                PyUnicode_AsASCIIString(o);
+                return NULL;
+            }
+        }
+    }
+#endif
+    *length = PyBytes_GET_SIZE(defenc);
+    return defenc_c;
+}
+#else
+static CYTHON_INLINE const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
+    if (unlikely(__Pyx_PyUnicode_READY(o) == -1)) return NULL;
+#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+    if (likely(PyUnicode_IS_ASCII(o))) {
+        *length = PyUnicode_GET_LENGTH(o);
+        return PyUnicode_AsUTF8(o);
+    } else {
+        PyUnicode_AsASCIIString(o);
+        return NULL;
+    }
+#else
+    return PyUnicode_AsUTF8AndSize(o, length);
+#endif
+}
+#endif
+#endif
+static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
+#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
+    if (
+#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+            __Pyx_sys_getdefaultencoding_not_ascii &&
+#endif
+            PyUnicode_Check(o)) {
+        return __Pyx_PyUnicode_AsStringAndSize(o, length);
+    } else
+#endif
+#if (!CYTHON_COMPILING_IN_PYPY && !CYTHON_COMPILING_IN_LIMITED_API) || (defined(PyByteArray_AS_STRING) && defined(PyByteArray_GET_SIZE))
+    if (PyByteArray_Check(o)) {
+        *length = PyByteArray_GET_SIZE(o);
+        return PyByteArray_AS_STRING(o);
+    } else
+#endif
+    {
+        char* result;
+        int r = PyBytes_AsStringAndSize(o, &result, length);
+        if (unlikely(r < 0)) {
+            return NULL;
+        } else {
+            return result;
+        }
+    }
+}
+static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) {
+   int is_true = x == Py_True;
+   if (is_true | (x == Py_False) | (x == Py_None)) return is_true;
+   else return PyObject_IsTrue(x);
+}
+static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject* x) {
+    int retval;
+    if (unlikely(!x)) return -1;
+    retval = __Pyx_PyObject_IsTrue(x);
+    Py_DECREF(x);
+    return retval;
+}
+static PyObject* __Pyx_PyNumber_IntOrLongWrongResultType(PyObject* result, const char* type_name) {
+    __Pyx_TypeName result_type_name = __Pyx_PyType_GetName(Py_TYPE(result));
+#if PY_MAJOR_VERSION >= 3
+    if (PyLong_Check(result)) {
+        if (PyErr_WarnFormat(PyExc_DeprecationWarning, 1,
+                "__int__ returned non-int (type " __Pyx_FMT_TYPENAME ").  "
+                "The ability to return an instance of a strict subclass of int is deprecated, "
+                "and may be removed in a future version of Python.",
+                result_type_name)) {
+            __Pyx_DECREF_TypeName(result_type_name);
+            Py_DECREF(result);
+            return NULL;
+        }
+        __Pyx_DECREF_TypeName(result_type_name);
+        return result;
+    }
+#endif
+    PyErr_Format(PyExc_TypeError,
+                 "__%.4s__ returned non-%.4s (type " __Pyx_FMT_TYPENAME ")",
+                 type_name, type_name, result_type_name);
+    __Pyx_DECREF_TypeName(result_type_name);
+    Py_DECREF(result);
+    return NULL;
+}
+static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) {
+#if CYTHON_USE_TYPE_SLOTS
+  PyNumberMethods *m;
+#endif
+  const char *name = NULL;
+  PyObject *res = NULL;
+#if PY_MAJOR_VERSION < 3
+  if (likely(PyInt_Check(x) || PyLong_Check(x)))
+#else
+  if (likely(PyLong_Check(x)))
+#endif
+    return __Pyx_NewRef(x);
+#if CYTHON_USE_TYPE_SLOTS
+  m = Py_TYPE(x)->tp_as_number;
+  #if PY_MAJOR_VERSION < 3
+  if (m && m->nb_int) {
+    name = "int";
+    res = m->nb_int(x);
+  }
+  else if (m && m->nb_long) {
+    name = "long";
+    res = m->nb_long(x);
+  }
+  #else
+  if (likely(m && m->nb_int)) {
+    name = "int";
+    res = m->nb_int(x);
+  }
+  #endif
+#else
+  if (!PyBytes_CheckExact(x) && !PyUnicode_CheckExact(x)) {
+    res = PyNumber_Int(x);
+  }
+#endif
+  if (likely(res)) {
+#if PY_MAJOR_VERSION < 3
+    if (unlikely(!PyInt_Check(res) && !PyLong_Check(res))) {
+#else
+    if (unlikely(!PyLong_CheckExact(res))) {
+#endif
+        return __Pyx_PyNumber_IntOrLongWrongResultType(res, name);
+    }
+  }
+  else if (!PyErr_Occurred()) {
+    PyErr_SetString(PyExc_TypeError,
+                    "an integer is required");
+  }
+  return res;
+}
+static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) {
+  Py_ssize_t ival;
+  PyObject *x;
+#if PY_MAJOR_VERSION < 3
+  if (likely(PyInt_CheckExact(b))) {
+    if (sizeof(Py_ssize_t) >= sizeof(long))
+        return PyInt_AS_LONG(b);
+    else
+        return PyInt_AsSsize_t(b);
+  }
+#endif
+  if (likely(PyLong_CheckExact(b))) {
+    #if CYTHON_USE_PYLONG_INTERNALS
+    if (likely(__Pyx_PyLong_IsCompact(b))) {
+        return __Pyx_PyLong_CompactValue(b);
+    } else {
+      const digit* digits = __Pyx_PyLong_Digits(b);
+      const Py_ssize_t size = __Pyx_PyLong_SignedDigitCount(b);
+      switch (size) {
+         case 2:
+           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
+             return (Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
+           }
+           break;
+         case -2:
+           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
+             return -(Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
+           }
+           break;
+         case 3:
+           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
+             return (Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
+           }
+           break;
+         case -3:
+           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
+             return -(Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
+           }
+           break;
+         case 4:
+           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
+             return (Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
+           }
+           break;
+         case -4:
+           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
+             return -(Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
+           }
+           break;
+      }
+    }
+    #endif
+    return PyLong_AsSsize_t(b);
+  }
+  x = PyNumber_Index(b);
+  if (!x) return -1;
+  ival = PyInt_AsSsize_t(x);
+  Py_DECREF(x);
+  return ival;
+}
+static CYTHON_INLINE Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject* o) {
+  if (sizeof(Py_hash_t) == sizeof(Py_ssize_t)) {
+    return (Py_hash_t) __Pyx_PyIndex_AsSsize_t(o);
+#if PY_MAJOR_VERSION < 3
+  } else if (likely(PyInt_CheckExact(o))) {
+    return PyInt_AS_LONG(o);
+#endif
+  } else {
+    Py_ssize_t ival;
+    PyObject *x;
+    x = PyNumber_Index(o);
+    if (!x) return -1;
+    ival = PyInt_AsLong(x);
+    Py_DECREF(x);
+    return ival;
+  }
+}
+static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) {
+  return b ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False);
+}
+static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) {
+    return PyInt_FromSize_t(ival);
+}
+
+
+/* #### Code section: utility_code_pragmas_end ### */
+#ifdef _MSC_VER
+#pragma warning( pop )
+#endif
+
+
+
+/* #### Code section: end ### */
+#endif /* Py_PYTHON_H */
diff --git a/Cielab/Cielab.pxd b/Cielab/Cielab.pxd
new file mode 100644
index 0000000..68eb34c
--- /dev/null
+++ b/Cielab/Cielab.pxd
@@ -0,0 +1,212 @@
+# cython: binding=False, boundscheck=False, wraparound=False, nonecheck=False, cdivision=True,
+# profile=False, initializedcheck=False
+# cython: optimize.use_switch=True
+# cython: warn.maybe_uninitialized=False
+# cython: warn.unused=False
+# cython: warn.unused_result=False
+# cython: warn.unused_arg=False
+# cython: language_level=3
+# encoding: utf-8
+
+"""
+                 GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+Copyright Yoann Berenguer
+"""
+
+
+# NUMPY IS REQUIRED
+try:
+    import numpy
+    from numpy import ndarray, zeros, empty, uint8, int32, float64, \
+        float32, dstack, full, ones, asarray, ascontiguousarray, full_like,\
+        int16, arange
+except ImportError:
+    raise ImportError("\n<numpy> library is missing on your system."
+          "\nTry: \n   C:\\pip install numpy on a window command prompt.")
+
+cimport numpy as np
+
+cdef extern from 'Include/Cielab_c.c':
+
+    struct im_stats:
+        float red_mean;
+        float red_std_dev;
+        float green_mean;
+        float green_std_dev;
+        float blue_mean;
+        float blue_std_dev;
+
+    struct lab:
+        float l;
+        float a;
+        float b;
+
+    struct xyz:
+        float x;
+        float y;
+        float z;
+
+    struct rgb:
+        float r
+        float g
+        float b
+
+
+
+
+cpdef tuple array3d_mean(object array)
+cdef tuple array3d_mean_c(object array)
+
+cpdef im_stats array3d_stats(object array)
+
+# --------------------- TRANSFORMATION AT THE PIXEL LEVEL -------------------------------------------------------------
+
+# CONVERT XYZ to RGB (ADOBE 1998) D65/2 & D50
+cpdef rgb xyz_adobe98(float x, float y, float z, str ref=*)nogil
+cdef rgb xyz_adobe98_c(float x, float y, float z, str ref=*)nogil
+
+# CONVERT RGB (ADOBE 1998) TO XYZ D65/2 & D50
+cpdef xyz adobe98_xyz(float r, float g, float b, str ref=*)nogil
+cdef xyz adobe98_xyz_c(float r, float g, float b, str ref=*)nogil
+
+
+# CONVERT COLOR RGB -> XYZ D65 & D50
+cpdef xyz rgb_to_xyz(float r, float g, float b, str ref=*)nogil
+cdef xyz rgb_to_xyz_c(float r, float g, float b, str ref=*)nogil
+
+# CONVERT XYZ -> RGB COLOR D65 & D50
+cpdef rgb xyz_to_rgb(float x, float y, float z, str ref=*)nogil
+cdef rgb xyz_to_rgb_c(float x, float y, float z, str ref=*)nogil
+
+# CONVERT XYZ to CIELAB
+cpdef lab xyz_to_cielab(
+        float x,
+        float y,
+        float z,
+        const float [:] model=*,
+        bint format_8b = *
+)nogil
+cdef lab xyz_to_cielab_c(
+        float x,
+        float y,
+        float z,
+        const float [:] model=*,
+        bint format_8b = *
+)nogil
+
+# CONVERT CIELAB TO XYZ
+cpdef xyz cielab_to_xyz(
+        float l ,
+        float a,
+        float b,
+        const float [:] model=*,
+        bint format_8b = *
+)nogil
+cdef xyz cielab_to_xyz_c(
+        float l ,
+        float a,
+        float b,
+        const float [:] model=*,
+        bint format_8b = *
+)nogil
+
+# CONVERT RGB TO CIELAB
+cpdef lab rgb_to_cielab(
+        float r,
+        float g,
+        float b,
+        const float [:] model=*,
+        bint format_8b=*
+)nogil
+cdef lab rgb_to_cielab_c(
+        float r,
+        float g,
+        float b,
+        const float [:] model=*,
+        bint format_8b=*
+)nogil
+
+
+# CONVERT CIELAB TO RGB
+cpdef rgb cielab_to_rgb(
+        float l,
+        float a,
+        float b,
+        const float [:] model=*,
+        bint format_8b=*
+)nogil
+cdef rgb cielab_to_rgb_c(
+        float l,
+        float a,
+        float b,
+        const float [:] model=*,
+        bint format_8b=*
+)nogil
+
+# --------------------------------------------------------------------------------------------------------------------
+
+# -------------------------------TRANSFORMATION AT THE IMAGE / ARRAY LEVEL -------------------------------------------
+# CONVERT IMAGE RGB TO IMAGE CIELAB
+cpdef rgb_2_cielab(
+        unsigned char[:, :, :] rgb_array,
+        str illuminant =*,
+        bint format_8b=*
+)
+cdef rgb_2_cielab_c(
+        unsigned char[:, :, :] rgb_array,
+        float [:] illuminant_model = *,
+        bint format_8b = *
+)
+
+cpdef cielab_2_rgb(
+        float [:, :, :] lab_array,
+        str illuminant = *,
+        bint format_8b = *
+)
+cdef cielab_2_rgb_c(
+        float [:, :, :] lab_array,
+        const float [:] illuminant_model = *,
+        bint format_8b = *
+)
+
+cpdef WhiteBalance(
+        unsigned char[:, :, :] rgb_array,
+        float c1= *,
+        str illuminant= *,
+        bint format_8b = *
+)
+
+cpdef void WhiteBalanceInplace(
+        unsigned char[:, :, :] rgb_array,
+        float c1= *,
+        str illuminant= *,
+        bint format_8b = *
+)
+
+# Not fully tested in ver 1.0.11
+cpdef white_balance_grayworld(rgb_array)
+# Not fully tested in ver 1.0.11
+cpdef white_balance_SDWGW(rgb_array)
+
+
+cpdef rgb2adobe(unsigned char[:, :, :] rgb_array, str ref=*)
+cdef rgb2adobe_c(unsigned char[:, :, :] rgb_array, str ref=*)
+
+cpdef adobe2rgb(float [:, :, :] adobe98_array, str ref=*)
+cdef adobe2rgb_c(float [:, :, :] adobe98_array, str ref=*)
+
+
+cpdef void rgb2adobe_inplace(unsigned char[:, :, :] rgb_array, str ref=*)
+cdef void rgb2adobe_inplace_c(unsigned char[:, :, :] rgb_array, str ref=*)
+
+cpdef void adobe2rgb_inplace(unsigned char [:, :, :] adobe98_array, str ref=*)
+cdef void adobe2rgb_inplace_c(unsigned char [:, :, :] adobe98_array, str ref=*)
+
+cpdef rgb2xyz(unsigned char[:, :, :] rgb_array, str ref=*)
+cdef rgb2xyz_c(unsigned char[:, :, :] rgb_array, str ref=*)
diff --git a/Cielab/Cielab.pyx b/Cielab/Cielab.pyx
new file mode 100644
index 0000000..cce7583
--- /dev/null
+++ b/Cielab/Cielab.pyx
@@ -0,0 +1,3070 @@
+# cython: binding=False, boundscheck=False, wraparound=False, nonecheck=False, cdivision=True,
+# profile=False, initializedcheck=False, exceptval=False
+# cython: optimize.use_switch=True
+# cython: warn.maybe_uninitialized=False
+# cython: warn.unused=False
+# cython: warn.unused_result=False
+# cython: warn.unused_arg=False
+# cython: language_level=3
+# encoding: utf-8
+
+"""
+                 GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+Copyright Yoann Berenguer
+"""
+import ctypes
+
+try:
+    cimport cython
+    from cython.parallel cimport prange
+
+except ImportError:
+    raise ImportError("\n<cython> library is missing on your system."
+          "\nTry: \n   C:\\pip install cython on a window command prompt.")
+
+
+try:
+    cimport cython
+    from cython.parallel cimport prange
+    from cpython cimport PyObject_CallFunctionObjArgs, PyObject, \
+        PyList_SetSlice, PyObject_HasAttr, PyObject_IsInstance, \
+        PyObject_CallMethod, PyObject_CallObject
+
+
+except ImportError:
+    raise ImportError("\n<cython> library is missing on your system."
+          "\nTry: \n   C:\\pip install cython on a window command prompt.")
+
+
+import os
+os.environ['PYGAME_HIDE_SUPPORT_PROMPT'] = "hide"
+
+try:
+    import pygame
+    from pygame import BLEND_RGB_ADD
+    from pygame import Surface, SRCALPHA, RLEACCEL
+    from pygame.transform import scale, smoothscale
+    from pygame.surfarray import array3d, pixels3d, array_alpha, pixels_alpha, \
+        make_surface
+    from pygame.image import frombuffer
+
+except ImportError:
+    raise ImportError("\n<Pygame> library is missing on your system."
+          "\nTry: \n   C:\\pip install pygame on a window command prompt.")
+
+
+# NUMPY IS REQUIRED
+try:
+    import numpy
+    from numpy import ndarray, zeros, empty, uint8, int32, float64, \
+        float32, dstack, full, ones, asarray, ascontiguousarray, full_like,\
+        int16, arange
+except ImportError:
+    raise ImportError("\n<numpy> library is missing on your system."
+          "\nTry: \n   C:\\pip install numpy on a window command prompt.")
+
+cimport numpy as np
+
+from libc.math cimport sqrtf as sqrt, powf as pow, roundf as round_f
+
+
+DEF SCHEDULE = 'static'
+
+from Cielab.config import OPENMP, THREAD_NUMBER
+
+cdef int THREADS = 1
+
+if OPENMP:
+     THREADS = THREAD_NUMBER
+
+cdef float c_1_255 = <float>1.0/<float>255.0
+
+
+# https://en.wikipedia.org/wiki/Adobe_RGB_color_space#cite_note-AdobeRGBColorImagingEncoding-4
+# https://nanotools.app/rgb-to-xyz?rgb=%28255%2C52%2C1%29
+# https://www.easyrgb.com/en/convert.php#inputFORM
+# https://www.adobe.com/digitalimag/pdfs/AdobeRGB1998.pdf
+# https://ajalt.github.io/colormath/converter/
+# http://www.brucelindbloom.com/index.html?Eqn_RGB_to_XYZ.html
+
+# todo test 8 bits texture
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef tuple array3d_mean(object array):
+    """
+    RETURN MEAN VALUES FOR EACH CHANNELS OF AN RGB ARRAY 
+    
+    Python hook method
+    
+    The input array parameter is a classic python object as the data type will 
+    be determine below (uint8 or float32). This allow to process different array's 
+    data types 
+    
+    :param array: numpy.ndarray type (w, h, 3) of type uint8 or float32 
+    :return : mean values for all channels and pixel count (c)
+    """
+    return array3d_mean_c(array)
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef tuple array3d_mean_c(object array):
+    """
+    RETURN MEAN VALUES FOR EACH CHANNELS OF AN ARRAY 
+    
+    Call this function from Cython otherwise use array3d_mean from python
+    
+    The input array parameter is a classic python object as the data type will 
+    be determine below (uint8 or float32). This allow to process different array's 
+    data types 
+    
+    :param array: numpy.ndarray type (w, h, 3) of type uint8 or float32 
+    :return : mean values for all channels and pixel count (c), (r, g, b, c) with Red, Green, Blue as float and 
+        c as unsigned int
+    
+    """
+
+    cdef:
+        Py_ssize_t w, h, n
+
+    try:
+        w, h, n = array.shape[:3]
+    except Exception as e:
+        raise ValueError("adobe98_array argument must be shape (h, w, 3) type uint8.\n %s " % e)
+
+    if array.dtype != 'uint8' and array.dtype != 'float32':
+        raise TypeError('Array must be type uint8 or float32; %s is not supported.' % array.dtype)
+
+    if n!= 3:
+        raise TypeError('Array must be shape (w, h, 3); (%s, %s, %s) is not supported.' % (w, h, n))
+
+    cdef:
+        int i, j
+        unsigned int c = 0
+
+        float * fr
+        float * fg
+        float * fb
+
+        unsigned char * ur
+        unsigned char * ug
+        unsigned char * ub
+
+        float r = 0
+        float g = 0
+        float b = 0
+
+        unsigned char [:, :, :] u_array = array if array.dtype == 'uint8' else None
+        float [:, :, :] f_array = array if array.dtype == 'float32' else None
+
+    c = w * h
+
+    if array.dtype == 'float32':
+        with nogil:
+            for j in prange(h, schedule='dynamic', num_threads=THREADS):
+                for i in range(w):
+                    fr = &f_array[i, j, 0]
+                    fg = &f_array[i, j, 1]
+                    fb = &f_array[i, j, 2]
+                    r += fr[0]
+                    g += fg[0]
+                    b += fb[0]
+
+    else:
+        with nogil:
+            for j in prange(h, schedule='dynamic', num_threads=THREADS):
+                for i in range(w):
+                    ur = &u_array[i, j, 0]
+                    ug = &u_array[i, j, 1]
+                    ub = &u_array[i, j, 2]
+                    r += ur[0]
+                    g += ug[0]
+                    b += ub[0]
+
+    return <float> r / <float> c, <float> g / <float> c, <float> b / <float> c, c
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef inline im_stats array3d_stats(object array):
+
+    """
+    RETURN MEAN RGB VALUES AND STANDARD DEVIATION FOR EACH CHANNELS
+    
+    Python hook method 
+    
+    Array_ parameter is a python object as the data type will be determine below 
+    
+    :param array: numpy.ndarray; array shape (w, h, 3) type uint8 containing RGB pixels
+    :return: im_stats; returns a structure im_stats containing R,G,B mean values and R,G,B standard deviation.
+        In python this is similar to a dictionary. 
+    
+    """
+
+    cdef:
+        int w, h, i, j
+        unsigned int wh
+        im_stats image_stats
+
+    array_type = array.dtype
+
+    w, h = array.shape[:2]
+
+    wh = w * h * 255
+
+    if wh == 0:
+        raise ValueError('\nArray sizes cannot be null.')
+
+    cdef:
+        float mean_r, mean_g, mean_b, c
+        float dev_r=0.0, dev_g=0.0, dev_b=0.0
+        # array is most likely to be uint8)
+        unsigned char [:, :, :] u_array = array if array_type == 'uint8' else None
+        # array is most likely to be float32
+        float [:, :, :] f_array = array if array_type == 'float32' else None
+
+    # Find the mean values for each channels
+    mean_r, mean_g, mean_b, c = array3d_mean_c(array)
+
+    if array_type == 'uint8':
+        with nogil:
+            for j in range(h):
+                for i in range(w):
+                    dev_r = dev_r + <float>pow(<float>u_array[i, j, 0] - mean_r, <float>2.0)
+                    dev_g = dev_g + <float>pow(<float>u_array[i, j, 1] - mean_g, <float>2.0)
+                    dev_b = dev_b + <float>pow(<float>u_array[i, j, 2] - mean_b, <float>2.0)
+
+    else:
+        with nogil:
+            for j in range(h):
+                for i in range(w):
+                    dev_r = dev_r + <float>pow(f_array[i, j, 0] - mean_r, <float>2.0)
+                    dev_g = dev_g + <float>pow(f_array[i, j, 1] - mean_g, <float>2.0)
+                    dev_b = dev_b + <float>pow(f_array[i, j, 2] - mean_b, <float>2.0)
+
+    cdef float std_dev_r, std_dev_g, std_dev_b
+
+    std_dev_r = <float>sqrt(dev_r/c)
+    std_dev_g = <float>sqrt(dev_g/c)
+    std_dev_b = <float>sqrt(dev_b/c)
+
+    image_stats.red_mean = mean_r * c_1_255
+    image_stats.red_std_dev = std_dev_r * c_1_255
+    image_stats.green_mean = mean_g * c_1_255
+    image_stats.green_std_dev = std_dev_g * c_1_255
+    image_stats.blue_mean = mean_b * c_1_255
+    image_stats.blue_std_dev = std_dev_b * c_1_255
+
+    return image_stats
+
+
+# -----------------------------------------------------------------
+# Illuminant models
+cdef list illuminant_list = ['a','c','e','d50', 'd55', 'd65', 'icc']
+
+# Hooks for python
+model_a = numpy.array([1.0985, 1.0000, 0.3558], dtype=float32)
+model_c = numpy.array([0.9807, 1.0000, 1.1822], dtype=float32)
+model_e = numpy.array([1.0000, 1.0000, 1.0000], dtype=float32)
+model_d50 = numpy.array([0.9642, 1.0000, 0.8251], dtype=float32)
+model_d55 = numpy.array([0.9568, 1.0000, 0.9214], dtype=float32)
+model_d65 = numpy.array([0.9504, 1.0000, 1.0888], dtype=float32)
+model_icc = numpy.array([0.9642, 1.0000, 0.8249], dtype=float32)
+
+# Hooks for cython
+cdef float [:] cielab_model_a = numpy.array([1.0985, 1.0000, 0.3558], dtype=float32)
+cdef float [:] cielab_model_c = numpy.array([0.9807, 1.0000, 1.1822], dtype=float32)
+cdef float [:] cielab_model_e = numpy.array([1.0000, 1.0000, 1.0000], dtype=float32)
+cdef float [:] cielab_model_d50 = numpy.array([0.9642, 1.0000, 0.8251], dtype=float32)
+cdef float [:] cielab_model_d55 = numpy.array([0.9568, 1.0000, 0.9214], dtype=float32)
+cdef float [:] cielab_model_d65 = numpy.array([0.9504, 1.0000, 1.0888], dtype=float32)
+cdef float [:] cielab_model_icc = numpy.array([0.9642, 1.0000, 0.8249], dtype=float32)
+
+# Constants for CIELAB conversions
+cdef float SIGMA = <float>6.0 / <float>29.0
+cdef float SIGMA_SQR = SIGMA ** <float>2.0
+cdef float LAMBDA = <float>16.0 / <float>116.0  # 4/29
+cdef float _1_24 = <float>1.0/<float>2.4
+cdef float _1_3 = <float>1.0/<float>3.0
+cdef float _1_100 = <float>1.0 / <float>100.0
+cdef float _1_116 = <float>1.0 / <float>116.0
+cdef float _1_255 = <float>1.0 / <float>255.0
+cdef float _1_200 = <float>1.0 / <float>200.0
+cdef float _1_500 = <float>1.0 / <float>500.0
+cdef float _255_100 = <float>255.0/<float>100.0
+cdef float _100_255 = <float>100.0/<float>255.0
+
+# Adobe 1998 D65
+cdef float [:, :] Adobe1998_d65=numpy.array([
+[0.5767309,  0.1855540,  0.1881852],
+[0.2973769,  0.6273491,  0.0752741],
+[0.0270343,  0.0706872,  0.9911085]], dtype=numpy.float32)
+
+cdef float [:, :] Adobe1998_d65_inv=numpy.array([
+[2.0413690,  -0.5649464,  -0.3446944],
+[-0.9692660,  1.8760108,  0.0415560],
+[0.0134474,  -0.1183897,  1.0154096]], dtype=numpy.float32)
+
+# sRGB D65
+cdef float [:, :] srgb_d65=numpy.array([
+[0.4124564,  0.3575761,  0.1804375],
+[0.2126729,  0.7151522,  0.0721750],
+[0.0193339,  0.1191920,  0.9503041]], dtype=numpy.float32)
+
+cdef float [:, :] srgb_d65_inv=numpy.array([
+[3.2404542,  -1.5371385,  -0.4985314],
+[-0.9692660,  1.8760108,  0.0415560],
+[0.0556434, -0.2040259,  1.0572252]], dtype=numpy.float32)
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef float [:] cielab_illuminant_c(str illuminant) nogil:
+    """
+    Cython internal function only  
+    
+    :param illuminant: string representing the illuminant model 
+    :return : cython memoryview (selected illuminant model). 
+        1D buffer containing the CIELAB illuminant model 
+    """
+    cdef float [:] illuminant_model
+
+    with gil:
+        illuminant = illuminant.upper()
+
+    if illuminant == 'A':
+        illuminant_model = cielab_model_a
+    elif illuminant == 'C':
+        illuminant_model = cielab_model_c
+    elif illuminant == 'E':
+        illuminant_model = cielab_model_e
+    elif illuminant == 'D50':
+        illuminant_model = cielab_model_d50
+    elif illuminant == 'D55':
+        illuminant_model = cielab_model_d55
+    elif illuminant == 'D65':
+        illuminant_model = cielab_model_d65
+    elif illuminant == 'ICC':
+        illuminant_model = cielab_model_icc
+    else:
+        with gil:
+            raise ValueError(
+                "\nArgument Illuminant expect ('a','c','e',"
+                "'d50', 'd55', 'd65', 'icc'; got %s)" % illuminant)
+
+    return illuminant_model
+
+
+
+
+# ADOBE 1998 RGB COLOR SPACE
+# Corresponding absolute XYZ tristimulus values for the reference
+# display white and black points
+# WHITE point
+cdef float xw, yw, zw
+xw = <float>152.07
+yw = <float>160.00
+zw = <float>174.25
+
+cdef float xk, yk, zk
+# BLACK point
+xk = <float>0.5282
+yk = <float>0.5557
+zk = <float>0.6052
+# xk = <float>0.0
+# yk = <float>0.0
+# zk = <float>0.0
+cdef float ADOBE_GAMMA = <float>1.0 / <float>(<float>563.0/<float>256.0)
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef inline rgb xyz_adobe98(float x, float y, float z, str ref='D65')nogil:
+    """
+    CONVERSION FROM XYZ (D65 & D50) TO 24-BIT ADOBE RGB
+    
+    e.g:
+    >>>rgb = xyz_adobe98(41.246, 21.267, 1.933)
+    {'r': 218.9474334716797, 'g': 0.0, 'b': 0.0}
+    
+    >>>r, g, b = xyz_adobe98(41.246, 21.267, 1.933).values()
+    
+    RGB values are capped in range 0..255
+
+    :param x: X color components 
+    :param y: Y color components 
+    :param z: Z color components 
+    :param ref: reference 'D50' or 'D65' default D65
+    :return : return RGB structure containing RGB values in range [0..255], this will be 
+        identical to a dictionary in python e.g {'r': 218.9474334716797, 'g': 0.0, 'b': 0.0}
+
+    """
+    return xyz_adobe98_c(x, y, z, ref)
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+
+cdef inline rgb xyz_adobe98_c(float x, float y, float z, str ref='D65')nogil:
+    """
+    CONVERSION FROM XYZ (D65) TO 24-BIT ADOBE RGB    
+    
+     e.g:
+    >>>rgb = xyz_adobe98_c(41.246, 21.267, 1.933)
+    {'r': 218.9474334716797, 'g': 0.0, 'b': 0.0}
+    
+    >>>r, g, b = xyz_adobe98_c(41.246, 21.267, 1.933).values()
+    
+    RGB values are capped in range 0..255
+
+    :param x: X color component
+    :param y: Y color component
+    :param z: Z color component
+    :param ref: reference 'D50' or 'D65' default D65
+    :return : return RGB structure containing RGB values in range [0..255], this will be 
+        identical to a dictionary in python e.g {'r': 218.9474334716797, 'g': 0.0, 'b': 0.0}
+
+    """
+    cdef:
+        rgb rgb_
+        float k0
+        float k1
+        float k2
+
+    with gil:
+        ref = ref.upper()
+
+    if ref != 'D50' and ref !='D65':
+        with gil:
+            raise ValueError("\nAttribute ref must be D50 or D65")
+
+    x *= _1_100
+    y *= _1_100
+    z *= _1_100
+
+    k0 = yw - yk
+    k1 = xw - xk
+    k2 = zw - zk
+
+    xa = x * k1 * (yw / xw) + xk
+    ya = y * k0 + yk
+    za = z * k2 * (yw / zw) + zk
+
+    x = (xa - xk) / k1 * (xw / yw)
+    y = (ya - yk) / k0
+    z = (za - zk) / k2 * (zw / yw)
+
+    if ref == 'D65':
+        # Adobe 1998 Calibration D65
+        rgb_.r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944
+        rgb_.g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+        rgb_.b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096
+
+    if ref == 'D50':
+        # D50
+        rgb_.r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404
+        rgb_.g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+        rgb_.b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655
+
+    if rgb_.r < 0.0:
+        rgb_.r = <float>0.0
+    else:
+        rgb_.r = <float>255.0 * pow(rgb_.r, ADOBE_GAMMA)
+
+    if rgb_.g < 0.0:
+        rgb_.g = <float> 0.0
+    else:
+        rgb_.g = <float>255.0 * pow(rgb_.g, ADOBE_GAMMA)
+
+    if rgb_.b < 0.0:
+        rgb_.b = <float> 0.0
+    else:
+        rgb_.b = <float>255.0 * pow(rgb_.b, ADOBE_GAMMA)
+
+
+    # CAP the RGB values 0 .. 255
+    if rgb_.r > 255:
+        rgb_.r = <float> 255.0
+
+    if rgb_.g > 255:
+        rgb_.g = <float> 255.0
+
+    if rgb_.b > 255:
+        rgb_.b = <float> 255.0
+
+    rgb_.r = <float> rgb_.r
+    rgb_.g = <float> rgb_.g
+    rgb_.b = <float> rgb_.b
+
+    return rgb_
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef inline xyz adobe98_xyz(float r, float g, float b, str ref='D65')nogil:
+    """
+    Conversion from 24-bit Adobe RGB to XYZ (D65)
+   
+    e.g
+    >>>xyz = adobe98_xyz(255, 0, 0)
+    {'x': 57.673091888427734, 'y': 29.737689971923828, 'z': 2.703429937362671}
+    
+    >>>x, y, z = adobe98_xyz(255, 0, 0).values()
+    
+    XYZ values are not normalized 
+
+    :param r: Red color components in range 0..255 
+    :param g: Green color components in range 0..255 
+    :param b: Blue color components in range 0..255 
+    :param ref: reference 'D50' or 'D65' default D65
+    :return : return xyz structure containing x,y,z values, this will be 
+        identical to a dictionary in python e.g 
+        {'x': 57.673091888427734, 'y': 29.737689971923828, 'z': 2.703429937362671}
+
+    """
+    return adobe98_xyz_c(r, g, b, ref)
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef inline xyz adobe98_xyz_c(float r, float g, float b, str ref='D65')nogil:
+    """
+    Conversion from 24-bit Adobe RGB to XYZ (D65)
+   
+    e.g
+    >>>xyz = adobe98_xyz_c(255, 0, 0)
+    {'x': 57.673091888427734, 'y': 29.737689971923828, 'z': 2.703429937362671}
+    
+    >>>x, y, z = adobe98_xyz_c(255, 0, 0).values()
+    
+    XYZ values are not normalized 
+    
+    :param r: Red color in range [0.0, 255.0]
+    :param g: Green color in  range [0.0, 255.0]
+    :param b: Blue color in range [0.0, 255.0]
+    :param ref: reference 'D50' or 'D65' default D65
+    :return : return xyz structure containing x,y,z values, this will be 
+        identical to a dictionary in python e.g
+         {'x': 57.673091888427734, 'y': 29.737689971923828, 'z': 2.703429937362671}
+
+    """
+    cdef:
+        xyz xyz_
+
+    with gil:
+        ref = ref.upper()
+
+    if ref != 'D50' and ref != 'D65':
+        with gil:
+            raise ValueError("\nAttribute ref must be D50 or D65")
+
+    r = pow(r * _1_255, <float>2.199)
+    g = pow(g * _1_255, <float>2.199)
+    b = pow(b * _1_255, <float>2.199)
+
+    # Adobe 1998 Calibration D65
+    if ref == 'D65':
+        xyz_.x = r * <float> 0.5767309 + g * <float> 0.1855540 + b * <float> 0.1881852
+        xyz_.y = r * <float> 0.2973769 + g * <float> 0.6273491 + b * <float> 0.0752741
+        xyz_.z = r * <float> 0.0270343 + g * <float> 0.0706872 + b * <float> 0.9911085
+
+    if ref == 'D50':
+        xyz_.x = r * <float> 0.6097559 + g * <float> 0.2052401 + b * <float> 0.1492240
+        xyz_.y = r * <float> 0.3111242 + g * <float> 0.6256560 + b * <float> 0.0632197
+        xyz_.z = r * <float> 0.0194811 + g * <float> 0.0608902 + b * <float> 0.7448387
+
+    xyz_.x *= <float> 100.0
+    xyz_.y *= <float> 100.0
+    xyz_.z *= <float> 100.0
+
+    return xyz_
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef inline xyz rgb_to_xyz(float r, float g, float b, str ref='D65')nogil:
+    """
+    sRGB to CIE XYZ (simple precision) D65/2 & D50°
+
+    Python hook method 
+    
+    e.g
+    
+    >>>xyz = rgb_to_xyz(255, 0, 0)
+    {'x': 41.24563980102539, 'y': 21.267290115356445, 'z': 1.9333901405334473}
+    
+    >>>x, y, z = rgb_to_xyz(255, 0, 0).values()
+    
+    
+    Color component rgb values are in the range of 0 to 255 
+    Like most of RGB to XYZ algorithm out here, this algorithm does 
+    not control the capping of RGB values.
+
+    :param r: float; Red components in range 0.0 .. 255.0 
+    :param g: float; Green component in range 0.0 .. 255.0
+    :param b: float; Blue component in range 0.0..255.0
+    :param ref: reference 'D50' or 'D65' default D65
+    :return : tuple; XYZ tuple, float values 0.0 .. 1.0. 
+        This will be identical to a dictionary in python e.g 
+        {'x': 41.24563980102539, 'y': 21.267290115356445, 'z': 1.9333901405334473}
+    """
+
+    return rgb_to_xyz_c(r, g, b, ref)
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef inline xyz rgb_to_xyz_c(float r, float g, float b, str ref='D65') nogil:
+    """
+    sRGB to CIE XYZ (simple precision) D65/2° & D50
+    
+    e.g
+    
+    >>>xyz = rgb_to_xyz_c(255, 0, 0)
+    {'x': 41.24563980102539, 'y': 21.267290115356445, 'z': 1.9333901405334473}
+    
+    >>>x, y, z = rgb_to_xyz_c(255, 0, 0).values()
+    
+    Prefer calling rgb_to_xyz from Python, otherwise call rgb_to_xyz_c
+    from cython code (faster)
+    
+    Color component rgb values are in the range of 0 to 255
+    Like most of RGB to XYZ algorithm out here, this algorithm does 
+    not control the capping of RGB values.
+    
+    :param r: float; Red components in range 0 .. 255 
+    :param g: float; Green component in range 0 .. 255
+    :param b: float; Blue component in range 0..255
+    :param ref: reference 'D50' or 'D65' default D65
+    :return : tuple; XYZ tuple, float values 0 .. 1.0. 
+        This will be identical to a dictionary in python e.g
+        {'x': 41.24563980102539, 'y': 21.267290115356445, 'z': 1.9333901405334473}
+       
+    
+    """
+    cdef:
+        xyz xyz_
+
+    with gil:
+        ref = ref.upper()
+
+    if ref!='D65' and ref!='D50':
+        with gil:
+            raise ValueError('\nAttribute ref must be D65 or D50.')
+
+    # No capping
+    # if r > 255.0: r = 255.0
+    # if g > 255.0: g = 255.0
+    # if b > 255.0: b = 255.0
+
+    r *= _1_255
+    g *= _1_255
+    b *= _1_255
+
+    if r > 0.04045:
+        r = ((r + <float>0.055) / <float>1.055 ) ** <float>2.4
+    else:
+        r /= <float>12.92
+
+    if g > 0.04045:
+        g = ((g + <float>0.055) / <float>1.055 ) ** <float>2.4
+    else:
+        g /= <float>12.92
+
+    if b > 0.04045:
+        b = ((b + <float>0.055) / <float>1.055 ) ** <float>2.4
+    else:
+        b /= <float>12.92
+
+    r *= <float>100.0
+    g *= <float>100.0
+    b *= <float>100.0
+
+    # These gamma-expanded values (sometimes called "linear values" or "linear-light values")
+    # are multiplied by a matrix to obtain CIE XYZ (the matrix has infinite precision, any
+    # change in its values or adding not zeroes is not allowed)
+
+    if ref == 'D65':
+        # d65
+        xyz_.x = r * <float>0.4124564 + g * <float>0.3575761 + b * <float>0.1804375
+        xyz_.y = r * <float>0.2126729 + g * <float>0.7151522 + b * <float>0.0721750
+        xyz_.z = r * <float>0.0193339 + g * <float>0.1191920 + b * <float>0.9503041
+
+    if ref == 'D50':
+        # d50
+        xyz_.x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+        xyz_.y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169
+        xyz_.z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733
+
+    return xyz_
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef inline rgb xyz_to_rgb(float x, float y, float z, str ref='D65')nogil:
+    """
+    CIE XYZ to sRGB (simple precision) D65/2° & D50
+    
+    e.g 
+    
+    >>>rgb = xyz_to_rgb(41.24, 21.267, 1.933)
+    {'r': 254.98020935058594, 'g': 0.16205523908138275, 'b': 0.0}
+    
+    >>>r, g, b = xyz_to_rgb(41.24, 21.267, 1.933).values()
+    
+    D65 - 2° standard colorimetric observer for CIE XYZ
+    Returned rgb values are capped from 0.0 - 255.0 
+    Python hook method 
+    
+    :param x: X color whose components are in the nominal range [0.0, 1.0]
+    :param y: Y color whose components are in the nominal range [0.0, 1.0]
+    :param z: Z color whose components are in the nominal range [0.0, 1.0]
+    :param ref: reference 'D50' or 'D65' default D65
+    :return : return RGB structure containing RGB values in range [0..255], this will be 
+        identical to a dictionary in python e.g
+        {'r': 254.98020935058594, 'g': 0.16205523908138275, 'b': 0.0}
+
+    """
+    return xyz_to_rgb_c(x, y, z, ref)
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef inline rgb xyz_to_rgb_c(float x, float y, float z, str ref='D65')nogil:
+    """
+    CIE XYZ to sRGB (simple precision) D65/2° & D50
+    
+    e.g 
+    
+    >>>rgb = xyz_to_rgb_c(41.24, 21.267, 1.933)
+    {'r': 254.98020935058594, 'g': 0.16205523908138275, 'b': 0.0}
+    
+    >>>r, g, b = xyz_to_rgb_c(41.24, 21.267, 1.933).values()
+    
+    D65 - 2° standard colorimetric observer for CIE XYZ
+    Prefer calling xyz_to_rgb from python instead otherwise use 
+    xyz_to_rgb_c from cython code
+    
+    Returned rgb values are capped from 0.0 - 255.0 
+    
+    :param x: X color whose components are in the nominal range [0.0, 1.0]
+    :param y: Y color whose components are in the nominal range [0.0, 1.0]
+    :param z: Z color whose components are in the nominal range [0.0, 1.0]
+    :param ref: reference 'D50' or 'D65' default D65
+    :return : return RGB structure containing RGB values in range [0..255], this will be 
+        identical to a dictionary in python e.g
+        {'r': 254.98020935058594, 'g': 0.16205523908138275, 'b': 0.0}
+
+
+    """
+    cdef:
+        rgb rgb_
+
+    # The first step in the calculation of sRGB from CIE XYZ is a linear
+    # transformation, which may be carried out by a matrix multiplication.
+    # (The numerical values below match those in the official sRGB specification,
+    # which corrected small rounding errors in the original publication by
+    # sRGB's creators, and assume the 2° standard colorimetric observer
+    # for CIE XYZ.) This matrix depends on the bitdepth.
+
+    with gil:
+        ref = ref.upper()
+
+    if ref!='D65' and ref!='D50':
+        with gil:
+            raise ValueError('\nAttribute ref must be D65 or D50.')
+
+    if ref == 'D65':
+        # Calibration D65
+        rgb_.r = x * +<float>3.2404542 + y * -<float>1.5371385  + z * -<float>0.4985314
+        rgb_.g = x * -<float>0.9692660 + y * +<float>1.8760108 + z * +<float>0.0415560
+        rgb_.b = x * +<float>0.0556434 + y * -<float>0.2040259 + z * +<float>1.0572252
+
+    if ref == 'D50':
+        # d50
+        rgb_.r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146
+        rgb_.g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+        rgb_.b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427
+
+    rgb_.r*=_1_100
+    rgb_.g*=_1_100
+    rgb_.b*=_1_100
+
+    # These linear RGB values are not the final result;
+    # gamma correction must still be applied. The following formula transforms
+    # the linear values into sRGB:
+    if rgb_.r <= <float>0.0031308:
+        rgb_.r  = <float>12.92 * rgb_.r
+    else:
+        rgb_.r = <float>1.055 * (rgb_.r ** _1_24) - <float>0.055
+
+    if rgb_.g <= <float>0.0031308:
+        rgb_.g = <float> 12.92 * rgb_.g
+    else:
+        rgb_.g = <float> 1.055 * (rgb_.g ** _1_24) - <float>0.055
+
+    if rgb_.b <= <float>0.0031308:
+        rgb_.b = <float>12.92 * rgb_.b
+    else:
+        rgb_.b = <float>1.055 * (rgb_.b ** _1_24) - <float>0.055
+
+
+    rgb_.r*=<float>255.0
+    rgb_.g*=<float>255.0
+    rgb_.b*=<float>255.0
+
+    # CAP the RGB values 0 .. 255
+    if rgb_.r < 0:
+        rgb_.r = <float> 0.0
+    if rgb_.r > 255:
+        rgb_.r = <float> 255.0
+
+    if rgb_.g < 0:
+        rgb_.g = <float> 0.0
+    if rgb_.g > 255:
+        rgb_.g = <float> 255.0
+
+    if rgb_.b < 0:
+        rgb_.b = <float> 0.0
+    if rgb_.b > 255:
+        rgb_.b = <float> 255.0
+
+    # round a float
+    # rgb_.r = <float>round_f(rgb_.r)
+    # rgb_.g = <float>round_f(rgb_.g)
+    # rgb_.b = <float>round_f(rgb_.b)
+    rgb_.r = <float>rgb_.r
+    rgb_.g = <float>rgb_.g
+    rgb_.b = <float>rgb_.b
+
+    return rgb_
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef lab xyz_to_cielab(
+        float x,
+        float y,
+        float z,
+        const float [:] model=cielab_model_d65,
+        bint format_8b = False
+)nogil:
+    """
+    CONVERT XYZ VALUES TO CIELAB  
+
+    e.g
+    
+    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']
+    
+    >>>lab = xyz_to_cielab(41.245, 21.267, 1.9333)  # default d65 
+    {'l': 53.240478515625, 'a': 80.10113525390625, 'b': 67.20298767089844}
+    
+    >>>lab = xyz_to_cielab(41.245, 21.267, 1.9333, model=model_d50)  # d50
+    {'l': 53.240478515625, 'a': 78.28646850585938, 'b': 62.14963912963867} 
+    
+    >>>l, a, b = xyz_to_cielab(41.245, 21.267, 1.9333, model=model_e).values()  # model e
+    
+    Python hook method 
+
+    X, Y, Z describe the color stimulus considered 
+    
+    :param x: X color whose components are in the nominal range [0.0, 1.0]
+    :param y: Y color whose components are in the nominal range [0.0, 1.0]
+    :param z: Z color whose components are in the nominal range [0.0, 1.0]
+    :param model: illuminant color model
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24- 32-bit images (float32) 
+    :return : return structure lab containing the l, a, b values of the xyz -> lab conversion. 
+        This will be identical to a dictionary in python e.g 
+        {'l': 53.240478515625, 'a': 78.28646850585938, 'b': 62.14963912963867} 
+
+    """
+    return xyz_to_cielab_c(x, y, z, model, format_8b)
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef inline lab xyz_to_cielab_c(
+        float x,
+        float y,
+        float z,
+        const float [:] model=cielab_model_d65,
+        bint format_8b = False
+)nogil:
+
+    """
+    CONVERT XYZ VALUES TO LAB 
+    
+    e.g
+    
+    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']
+    
+    >>>lab = xyz_to_cielab_c(41.245, 21.267, 1.9333)  # default d65 
+    {'l': 53.240478515625, 'a': 80.10113525390625, 'b': 67.20298767089844}
+    
+    >>>lab = xyz_to_cielab_c(41.245, 21.267, 1.9333, model=model_d50)  # d50
+    {'l': 53.240478515625, 'a': 78.28646850585938, 'b': 62.14963912963867} 
+    
+    >>>l, a, b = xyz_to_cielab_c(41.245, 21.267, 1.9333, model=model_e).values()  # model e
+    
+    Cython function doing the heavy lifting. 
+    Prefer to call xyz_to_cielab instead from Python otherwise 
+    use xyz_to_cielab_c from cython code.
+     
+    X, Y, Z describe the color stimulus considered 
+    
+    :param x: X color whose components are in the nominal range [0.0, 1.0]
+    :param y: Y color whose components are in the nominal range [0.0, 1.0]
+    :param z: Z color whose components are in the nominal range [0.0, 1.0]
+    :param model: illuminant color model
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24 - 32-bit images (float32) 
+    :return : return structure lab containing the l, a, b values of the xyz -> lab conversion.
+        this will be identical to a dictionary in python e.g
+        {'l': 53.240478515625, 'a': 78.28646850585938, 'b': 62.14963912963867}
+ 
+    """
+    if len(model) != 3:
+        with gil:
+            raise TypeError(
+                'Argument model has an invalid length of %s; expecting 3' % len(model))
+
+    cdef lab lab_
+    cdef float refX, refY, refZ
+
+    refX = model[0]
+    refY = model[1]
+    refZ = model[2]
+
+    x/= refX * <float>100.0
+    y/= refY * <float>100.0
+    z/= refZ * <float>100.0
+
+    # 903.3Actual CIE standard
+    # k / 116.0 = 7.787
+    if x > <float>0.008856:
+        x = <float>pow(x, _1_3)
+    else:
+        x = (<float>7.787 * x) + LAMBDA
+
+    if y > <float>0.008856:
+        y = <float>pow(y, _1_3)
+    else:
+        y = (<float>7.787 * y) + LAMBDA
+
+    if z > <float>0.008856:
+        z = <float>pow(z, _1_3)
+    else:
+        z = (<float>7.787 * z) + LAMBDA
+
+    lab_.l = <float>116.0 * y - <float>16.0
+    lab_.a = <float>500.0 * (x - y)
+    lab_.b = <float>200.0 * (y - z)
+
+    if format_8b:
+        lab_.l *= _255_100
+        lab_.a += <float>128.0
+        lab_.b += <float>128.0
+
+    return lab_
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef inline float inv_f_t(float c)nogil:
+    """
+    From CIELAB to CIEXYZ reverse transformation (function used by cielab_to_xyz_c)
+    This function does not have any other purpose and should not 
+    be call from Python
+    """
+    if c > SIGMA:
+        c = <float>pow(c, <float>3.0)
+    else:
+        c = <float>3.0 * SIGMA_SQR * (c - LAMBDA)
+    return c
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef inline xyz cielab_to_xyz(
+        float l ,
+        float a,
+        float b,
+        const float [:] model=cielab_model_d65,
+        bint format_8b = False
+)nogil:
+    """
+    CONVERT CIELAB to XYZ 
+    
+    e.g:
+    
+    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']
+    
+    >>>xyz = cielab_to_xyz(l, a, b, model=model_d65)
+    {'x': 39.19924545288086, 'y': 21.26700210571289, 'z': 2.1049764156341553}
+    
+    >>>xyz = cielab_to_xyz(l, a, b, model=model_d55)  # d55 
+    
+    >>>x, y, z = cielab_to_xyz(l, a, b, model=model_d65).values()
+    
+    Python hook method 
+
+    The three coordinates of CIELAB represent the lightness of the color (L* = 0 yields 
+    black and L* = 100 indicates diffuse white; specular white may be higher), its position
+    between magenta and green (a*, where negative values indicate green and positive values
+    indicate magenta) and its position between yellow and blue (b*, where negative values
+    indicate blue and positive values indicate yellow). 
+    
+    :param l : float; l perceptual lightness
+    :param a : float; a*, where negative values indicate green and positive values indicate magenta 
+        and its position between yellow and blue
+    :param b : float; b*, where negative values indicate blue and positive values indicate yellow
+    :param model : memoryview array shape (3,) containing the illuminant values 
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24 - 32-bit images (float32)
+    :return : xyz; structure containing XYZ values. This will be identical to a dictionary in python e.g
+        {'x': 39.19924545288086, 'y': 21.26700210571289, 'z': 2.1049764156341553}
+
+    Below all the compatible illuminant models
+    "a"
+    CIE standard illuminant A, [1.0985, 1.0000, 0.3558].
+    Simulates typical, domestic, tungsten-filament lighting with correlated
+     color temperature of 2856 K.
+    "c"
+    CIE standard illuminant C, [0.9807, 1.0000, 1.1822]. Simulates average or
+     north sky daylight with correlated color temperature of 6774 K.
+     Deprecated by CIE.
+    "e"
+    Equal-energy radiator, [1.000, 1.000, 1.000]. Useful as a theoretical reference.
+    "d50"
+    CIE standard illuminant D50, [0.9642, 1.0000, 0.8251]. Simulates warm daylight
+     at sunrise or sunset with correlated color temperature of 5003 K.
+     Also known as horizon light.
+    "d55"
+    CIE standard illuminant D55, [0.9568, 1.0000, 0.9214]. Simulates mid-morning
+    or mid-afternoon daylight with correlated color temperature of 5500 K.
+    "d65"
+    CIE standard illuminant D65, [0.9504, 1.0000, 1.0888].
+     Simulates noon daylight with correlated color temperature of 6504 K.
+    "icc"
+    Profile Connection Space (PCS) illuminant used in ICC profiles.
+     Approximation of [0.9642, 1.000, 0.8249] using fixed-point, signed,
+     32-bit numbers with 16 fractional bits. Actual value:
+     [31595,32768, 27030]/32768.
+
+    """
+    return cielab_to_xyz_c(l, a, b, model, format_8b)
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef inline xyz cielab_to_xyz_c(
+        float l ,
+        float a,
+        float b,
+        const float [:] model=cielab_model_d65,
+        bint format_8b = False
+)nogil:
+    """
+    CONVERT CIELAB to XYZ 
+    
+    e.g:
+    
+    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']
+    
+    >>>xyz = cielab_to_xyz_c(l, a, b, model=model_d65)
+    {'x': 39.19924545288086, 'y': 21.26700210571289, 'z': 2.1049764156341553}
+    
+    >>>xyz = cielab_to_xyz_c(l, a, b, model=model_d55)  # d55 
+    
+    >>>x, y, z = cielab_to_xyz_c(l, a, b, model=model_d65).values()
+    
+    Cython function doing the heavy lifting.
+    Prefer calling this function from cython code and 
+    cielab_to_xyz from python instead
+    
+    :param l : float; l perceptual lightness
+    :param a : float; a*, where negative values indicate green and positive values indicate magenta 
+        and its position between yellow and blue
+    :param b : float; b*, where negative values indicate blue and positive values indicate yellow
+    :param model : memoryview array shape (3,) containing the illuminant values 
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24 - 32-bit images (float32)
+    :return : xyz; structure containing XYZ values. This will be identical to a dictionary in python e.g
+        {'x': 39.19924545288086, 'y': 21.26700210571289, 'z': 2.1049764156341553}
+    """
+    cdef:
+        xyz xyz_
+        float refX, refY, refZ
+        float tmp_
+
+    if len(model) != 3:
+        with gil:
+            raise TypeError(
+                'Argument model has an invalid length of %s; expecting 3' % len(model))
+
+    if format_8b:
+        l /= _255_100
+        a -= <float>128.0
+        b -= <float>128.0
+
+    refX = model[0]
+    refY = model[1]
+    refZ = model[2]
+
+
+    refX *= <float> 100.0
+    refY *= <float> 100.0
+    refZ *= <float> 100.0
+
+    tmp_ = (l + <float> 16.0) * _1_116
+    xyz_.x = refX * inv_f_t(tmp_ + a * _1_500)
+    xyz_.y = refY * inv_f_t(tmp_)
+    xyz_.z = refZ * inv_f_t(tmp_ - b * _1_200)
+
+
+    return xyz_
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef inline lab rgb_to_cielab(
+        float r,
+        float g,
+        float b,
+        const float [:] model=cielab_model_d65,
+        bint format_8b = False
+)nogil:
+    """
+    CONVERT RGB COLOR VALUES TO CIELAB COLOR SPACE 
+    
+    e.g: 
+    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']
+    
+    >>>lab = rgb_to_cielab(255, 255, 255)
+    {'l': 100.0, 'a': 0.012278556823730469, 'b': -0.0018358230590820312}
+    
+    >>>l, a, b = rgb_to_cielab(255, 255, 255, model=model_c).values()
+
+    Python hook method
+    
+    :param r : float; Red component value 0..255 
+    :param g : float; green component value 0..255
+    :param b : float; blue component value 0..255
+    :param model : memoryview array shape (3,) containing the illuminant values
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24-32-bit images (float32)  
+    :return : lab; structure containing the cielab values (l, a, b) type float simple precision.
+        This will be identical to a dictionary in python e.g 
+        {'l': 100.0, 'a': 0.012278556823730469, 'b': -0.0018358230590820312}
+    """
+    return rgb_to_cielab_c(r, g, b, model, format_8b)
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef inline lab rgb_to_cielab_c(
+        float r,
+        float g,
+        float b,
+        const float [:] model=cielab_model_d65,
+        bint format_8b = False
+)nogil:
+    """
+    CONVERT RGB COLOR VALUES TO CIELAB COLOR SPACE 
+    
+    e.g: 
+    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']
+    
+    >>>lab = rgb_to_cielab_c(255, 255, 255)
+    {'l': 100.0, 'a': 0.012278556823730469, 'b': -0.0018358230590820312}
+    
+    >>>l, a, b = rgb_to_cielab_c(255, 255, 255, model=model_c).values()
+    
+    Python hook method
+    
+    :param r : float; Red component value 0..255 
+    :param g : float; green component value 0..255
+    :param b : float; blue component value 0..255
+    :param model : memoryview array shape (3,) containing the illuminant values 
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24-32-bit images (float32) 
+    :return : lab; structure containing the cielab values (l, a, b) type float simple precision.
+        This will be identical to a dictionary in python e.g 
+        {'l': 100.0, 'a': 0.012278556823730469, 'b': -0.0018358230590820312}
+    
+    Below all the compatible illuminant models
+    "a"
+    CIE standard illuminant A, [1.0985, 1.0000, 0.3558].
+    Simulates typical, domestic, tungsten-filament lighting with correlated
+     color temperature of 2856 K.
+    "c"
+    CIE standard illuminant C, [0.9807, 1.0000, 1.1822]. Simulates average or
+     north sky daylight with correlated color temperature of 6774 K.
+     Deprecated by CIE.
+    "e"
+    Equal-energy radiator, [1.000, 1.000, 1.000]. Useful as a theoretical reference.
+    "d50"
+    CIE standard illuminant D50, [0.9642, 1.0000, 0.8251]. Simulates warm daylight
+     at sunrise or sunset with correlated color temperature of 5003 K.
+     Also known as horizon light.
+    "d55"
+    CIE standard illuminant D55, [0.9568, 1.0000, 0.9214]. Simulates mid-morning
+    or mid-afternoon daylight with correlated color temperature of 5500 K.
+    "d65"
+    CIE standard illuminant D65, [0.9504, 1.0000, 1.0888].
+     Simulates noon daylight with correlated color temperature of 6504 K.
+    "icc"
+    Profile Connection Space (PCS) illuminant used in ICC profiles.
+     Approximation of [0.9642, 1.000, 0.8249] using fixed-point, signed,
+     32-bit numbers with 16 fractional bits. Actual value:
+     [31595,32768, 27030]/32768.
+    """
+    cdef xyz xyz_
+    xyz_ = rgb_to_xyz_c(r, g, b)  # forced d65
+    return xyz_to_cielab_c(xyz_.x, xyz_.y, xyz_.z, model, format_8b)
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef inline rgb cielab_to_rgb(
+        float l,
+        float a,
+        float b,
+        const float [:] model=cielab_model_d65,
+        bint format_8b = False
+)nogil:
+    """
+    CONVERT RGB COLOR VALUES TO CIELAB COLOR SPACE
+    
+    e.g: 
+    
+    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']
+      
+    >>>r, g, b = cielab_to_rgb(l, a, b).values()
+    
+    >>>rgb = cielab_to_rgb(l, a, b)
+    {'r': 255.0, 'g': 252.87266540527344, 'b': 0.0}
+
+    Python hook method
+
+    The three coordinates of CIELAB represent the lightness of the color (L* = 0 yields 
+    black and L* = 100 indicates diffuse white; specular white may be higher), its position
+    between magenta and green (a*, where negative values indicate green and positive values
+    indicate magenta) and its position between yellow and blue (b*, where negative values
+    indicate blue and positive values indicate yellow). 
+    
+    :param l : float; l perceptual lightness
+    :param a : float; a*, where negative values indicate green and positive values indicate magenta 
+        and its position between yellow and blue
+    :param b : float; b*, where negative values indicate blue and positive values indicate yellow
+    :param model : memoryview array shape (3,) containing the illuminant values 
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24-32-bit images (float32)
+    :return : rgb; structure containing RGB values (r, g, b) type float simple precision.
+        This will be identical to a dictionary in python e.g:
+        {'r': 255.0, 'g': 252.87266540527344, 'b': 0.0}
+    """
+
+    return cielab_to_rgb_c(l, a, b, model, format_8b)
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef inline rgb cielab_to_rgb_c(
+        float l,
+        float a,
+        float b,
+        const float [:] model=cielab_model_d65,
+        bint format_8b = False
+)nogil:
+    """
+    CONVERT RGB COLOR VALUES TO CIELAB COLOR SPACE 
+
+    e.g: 
+    
+    support illuminant model ['a','c','e','d50', 'd55', 'd65', 'icc']
+      
+    >>>r, g, b = cielab_to_rgb_c(l, a, b).values()
+    
+    >>>rgb = cielab_to_rgb_c(l, a, b)
+    {'r': 255.0, 'g': 252.87266540527344, 'b': 0.0}
+    
+    Python hook method
+
+    The three coordinates of CIELAB represent the lightness of the color (L* = 0 yields 
+    black and L* = 100 indicates diffuse white; specular white may be higher), its position
+    between magenta and green (a*, where negative values indicate green and positive values
+    indicate magenta) and its position between yellow and blue (b*, where negative values
+    indicate blue and positive values indicate yellow). 
+    
+    :param l : float; l perceptual lightness
+    :param a : float; a*, where negative values indicate green and positive values indicate magenta 
+        and its position between yellow and blue
+    :param b : float; b*, where negative values indicate blue and positive values indicate yellow
+    :param model : memoryview array shape (3,) containing the illuminant values 
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24- 32-bit images (float32)
+    :return : rgb; structure containing RGB values (r, g, b) type float simple precision.
+        This will be identical to a dictionary in python e.g: 
+        {'r': 255.0, 'g': 252.87266540527344, 'b': 0.0}
+
+    Below all the compatible illuminant models
+
+    "a"
+    CIE standard illuminant A, [1.0985, 1.0000, 0.3558].
+    Simulates typical, domestic, tungsten-filament lighting with correlated
+     color temperature of 2856 K.
+    "c"
+    CIE standard illuminant C, [0.9807, 1.0000, 1.1822]. Simulates average or
+     north sky daylight with correlated color temperature of 6774 K.
+     Deprecated by CIE.
+    "e"
+    Equal-energy radiator, [1.000, 1.000, 1.000]. Useful as a theoretical reference.
+    "d50"
+    CIE standard illuminant D50, [0.9642, 1.0000, 0.8251]. Simulates warm daylight
+     at sunrise or sunset with correlated color temperature of 5003 K.
+     Also known as horizon light.
+    "d55"
+    CIE standard illuminant D55, [0.9568, 1.0000, 0.9214]. Simulates mid-morning
+    or mid-afternoon daylight with correlated color temperature of 5500 K.
+    "d65"
+    CIE standard illuminant D65, [0.9504, 1.0000, 1.0888].
+     Simulates noon daylight with correlated color temperature of 6504 K.
+    "icc"
+    Profile Connection Space (PCS) illuminant used in ICC profiles.
+     Approximation of [0.9642, 1.000, 0.8249] using fixed-point, signed,
+     32-bit numbers with 16 fractional bits. Actual value:
+     [31595,32768, 27030]/32768.
+    """
+    cdef xyz xyz_
+    xyz_ = cielab_to_xyz_c(l, a, b, model, format_8b)
+    return xyz_to_rgb_c(xyz_.x, xyz_.y, xyz_.z)
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef rgb_2_cielab(
+        unsigned char[:, :, :] rgb_array,
+        str illuminant ='d65',
+        bint format_8b=False
+):
+    """
+    CIELAB color space 
+    Convert RGB image to CIELAB with specific illuminant
+    
+    e.g:
+    
+    >>> arr = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>> cielab_array = rgb_2_cielab(arr)
+    >>> cielab_array = rgb_2_cielab(arr, illuminant='d50')
+
+    
+    Python hook method 
+    
+    :param rgb_array : numpy.ndarray shape (w, h, 3) containing RGB pixel values (uint8) 
+    :param illuminant: Illuminant white point; sting can be 'a','c','e','d50', 'd55', 'd65', 'icc' 
+        see below for more details about the illuminant argument.
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24 - 32-bit images (float32) 
+    :return : Image converted to CIELAB color space (conversion in simple precision).
+        
+    "a"
+    CIE standard illuminant A, [1.0985, 1.0000, 0.3558].
+    Simulates typical, domestic, tungsten-filament lighting with correlated
+     color temperature of 2856 K.
+    "c"
+    CIE standard illuminant C, [0.9807, 1.0000, 1.1822]. Simulates average or
+     north sky daylight with correlated color temperature of 6774 K.
+     Deprecated by CIE.
+    "e"
+    Equal-energy radiator, [1.000, 1.000, 1.000]. Useful as a theoretical reference.
+    "d50"
+    CIE standard illuminant D50, [0.9642, 1.0000, 0.8251]. Simulates warm daylight
+     at sunrise or sunset with correlated color temperature of 5003 K.
+     Also known as horizon light.
+    "d55"
+    CIE standard illuminant D55, [0.9568, 1.0000, 0.9214]. Simulates mid-morning
+    or mid-afternoon daylight with correlated color temperature of 5500 K.
+    "d65"
+    CIE standard illuminant D65, [0.9504, 1.0000, 1.0888].
+     Simulates noon daylight with correlated color temperature of 6504 K.
+    "icc"
+    Profile Connection Space (PCS) illuminant used in ICC profiles.
+     Approximation of [0.9642, 1.000, 0.8249] using fixed-point, signed,
+     32-bit numbers with 16 fractional bits. Actual value:
+     [31595,32768, 27030]/32768.
+    """
+
+    cdef float [:] illuminant_model
+
+    illuminant_model = cielab_illuminant_c(illuminant)
+
+    return rgb_2_cielab_c(rgb_array, illuminant_model, format_8b)
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef rgb_2_cielab_c(
+        unsigned char[:, :, :] rgb_array,
+        const float [:] illuminant_model = cielab_model_d65,
+        bint format_8b = False
+):
+
+    """
+    CIELAB color space (convert RGB array to CIELAB with specific illuminant) 
+    
+    e.g:
+    
+    >>> arr = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>> cielab_array = rgb_2_cielab_c(arr)
+    >>> cielab_array = rgb_2_cielab_c(arr, illuminant='d50')
+    
+    Cython function doing the heavy lifting, prefer calling this function from cython code
+    and call cielab from python instead
+
+    :param rgb_array : numpy.ndarray shape (w, h, 3) containing RGB pixel values (uint8)
+    :param illuminant_model: Illuminant white point; string can be 'a','c','e','d50', 'd55', 'd65', 'icc'
+        default is cielab_model_d65
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24 - 32-bit images (float32)
+    :return : numpy array shape(w h, 3) converted to CIELAB color space (conversion in simple precision)
+    """
+
+
+    cdef Py_ssize_t w, h, dim
+
+    try:
+        w, h, dim = rgb_array.shape[:3]
+    except Exception as e:
+        raise ValueError(
+            "adobe98_array argument must be shape (h, w, 3) type uint8.\n %s " % e)
+
+    if dim != 3 and dim != 4:
+        raise TypeError(
+            "adobe98_array invalid dimensions "
+            "for RGB or RGBA array pixels; got (%s, %s, %s).\n" % (w, h, dim))
+
+    cdef:
+        int i, j
+        float [:, :, ::1 ] tmp = empty((w, h, 3), dtype=numpy.float32)
+        float l_, a_, b_
+        float refX, refY, refZ
+        float r, g, b, x, y, z
+
+
+    with nogil:
+        for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):
+            for j in range(h):
+
+                # RGB values in nominal range [0, 1].
+                r = <float>rgb_array[i, j, 0] * _1_255
+                g = <float>rgb_array[i, j, 1] * _1_255
+                b = <float>rgb_array[i, j, 2] * _1_255
+
+                # The same operation is performed on all three channels,
+                # but the operation depends on the companding function associated with the RGB color system.
+
+                # Inverse sRGB Companding
+                if r > <float>0.04045:
+                    r = ((r + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    r = r / <float> 12.92
+
+                if g > <float>0.04045:
+                    g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    g = g / <float> 12.92
+
+                if b > <float>0.04045:
+                    b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    b = b / <float> 12.92
+
+                r = r * <float> 100.0
+                g = g * <float> 100.0
+                b = b * <float> 100.0
+
+                # These gamma-expanded values (sometimes called "linear values" or "linear-light values")
+                # are multiplied by a matrix to obtain CIE XYZ (the matrix has infinite precision, any
+                # change in its values or adding not zeroes is not allowed)
+
+                # Calibration D65
+                x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+                y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
+                z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+
+                refX = illuminant_model[0]
+                refY = illuminant_model[1]
+                refZ = illuminant_model[2]
+
+                x = x / (refX * <float> 100.0)
+                y = y / (refY * <float> 100.0)
+                z = z / (refZ * <float> 100.0)
+
+                if x > <float>0.008856:
+                    x = <float> pow(x, _1_3)
+                else:
+                    x = (<float> 7.787 * x) + LAMBDA
+
+                if y > <float>0.008856:
+                    y = <float> pow(y, _1_3)
+                else:
+                    y = (<float> 7.787 * y) + LAMBDA
+
+                if z > <float>0.008856:
+                    z = <float> pow(z, _1_3)
+                else:
+                    z = (<float> 7.787 * z) + LAMBDA
+
+                l_ = <float> 116.0 * y - <float> 16.0
+                a_ = <float> 500.0 * (x - y)
+                b_ = <float> 200.0 * (y - z)
+
+                if not format_8b:
+                    l_ = l_ * _255_100
+                    a_ = a_ + <float> 128.0
+                    b_ = b_ + <float> 128.0
+
+                tmp[i, j , 0] = l_
+                tmp[i, j , 1] = a_
+                tmp[i, j , 2] = b_
+
+    return numpy.asarray(tmp, dtype=numpy.float32)
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef cielab_2_rgb(
+        float [:, :, :] lab_array,
+        str illuminant ='d65',
+        bint format_8b=False
+):
+    """
+    CIELAB color space
+    Convert CIELAB image to RGB with specific illuminant
+
+    e.g:
+    
+    >>> arr = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>> rgb_array = cielab_2_rgb(arr)
+    >>> rgb_array = cielab_2_rgb(arr, illuminant='d50')
+    
+    Python hook method
+
+    :param lab_array : numpy.ndarray shape (w, h, 3) containing cielab values (l, a, b float32)
+    :param illuminant: Illuminant white point; sting can be 'a','c','e','d50', 'd55', 'd65', 'icc'
+        see below for more details about the illuminant argument.
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24 - 32-bit images (float32)    
+    :return : Image converted to CIELAB color space (conversion in simple precision).
+    
+    "a"
+    CIE standard illuminant A, [1.0985, 1.0000, 0.3558].
+    Simulates typical, domestic, tungsten-filament lighting with correlated
+     color temperature of 2856 K.
+    "c"
+    CIE standard illuminant C, [0.9807, 1.0000, 1.1822]. Simulates average or
+     north sky daylight with correlated color temperature of 6774 K.
+     Deprecated by CIE.
+    "e"
+    Equal-energy radiator, [1.000, 1.000, 1.000]. Useful as a theoretical reference.
+    "d50"
+    CIE standard illuminant D50, [0.9642, 1.0000, 0.8251]. Simulates warm daylight
+     at sunrise or sunset with correlated color temperature of 5003 K.
+     Also known as horizon light.
+    "d55"
+    CIE standard illuminant D55, [0.9568, 1.0000, 0.9214]. Simulates mid-morning
+    or mid-afternoon daylight with correlated color temperature of 5500 K.
+    "d65"
+    CIE standard illuminant D65, [0.9504, 1.0000, 1.0888].
+     Simulates noon daylight with correlated color temperature of 6504 K.
+    "icc"
+    Profile Connection Space (PCS) illuminant used in ICC profiles.
+     Approximation of [0.9642, 1.000, 0.8249] using fixed-point, signed,
+     32-bit numbers with 16 fractional bits. Actual value:
+     [31595,32768, 27030]/32768.
+    """
+
+    cdef float [:] illuminant_model
+
+    illuminant_model = cielab_illuminant_c(illuminant)
+
+    return cielab_2_rgb_c(lab_array, illuminant_model, format_8b)
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef cielab_2_rgb_c(
+        float [:, :, :] lab_array,
+        const float [:] illuminant_model = cielab_model_d65,
+        bint format_8b = False
+):
+    """
+    CIELAB color space (convert CIELAB image to RGB with specific illuminant)
+
+    e.g:
+    
+    >>> arr = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>> rgb_array = cielab_2_rgb_c(arr)
+    >>> rgb_array = cielab_2_rgb_c(arr, illuminant='d50')
+    
+    Cython function doing the heavy lifting, prefer calling this function from cython code
+    and call cielab from python instead
+    
+    :param lab_array : numpy.ndarray shape (w, h, 3) containing cielab values (l, a, b float32)
+    :param illuminant_model: Illuminant white point; sting can be 'a','c','e','d50', 'd55', 'd65', 'icc'
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24-32-bit images (float32) 
+    :return : numpy array shape(w h, 3) converted to CIELAB color space (conversion in simple precision)
+    """
+
+
+    cdef Py_ssize_t w, h, dim
+
+    try:
+        w, h, dim = lab_array.shape[:3]
+    except Exception as e:
+        raise ValueError("adobe98_array argument must be shape (h, w, 3) type uint8.\n %s " % e)
+
+    if dim != 3 and dim != 4:
+        raise TypeError(
+            "adobe98_array invalid dimensions "
+            "for RGB or RGBA array pixels; got (%s, %s, %s).\n" % (w, h, dim))
+
+    cdef:
+        int i, j
+        float l_, a_, b_
+        unsigned char [:, :, ::1 ] rbg_array = empty((w, h, 3), dtype=numpy.uint8)
+        float r, g, b
+        float x, y, z
+        float refX, refY, refZ
+        float tmp_
+
+    with nogil:
+        for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):
+            for j in range(h):
+
+                l_ = lab_array[i, j, 0]
+                a_ = lab_array[i, j, 1]
+                b_ = lab_array[i, j, 2]
+
+                if not format_8b:
+                    # l_ = l_ / _255_100
+                    l_ = l_ * _100_255
+                    a_ = a_ - <float>128.0
+                    b_ = b_ - <float>128.0
+
+                refX = illuminant_model[0] * <float>100.0
+                refY = illuminant_model[1] * <float>100.0
+                refZ = illuminant_model[2] * <float>100.0
+
+                tmp_ = (l_ + <float> 16.0) * _1_116
+                x = refX * inv_f_t(tmp_ + a_ * _1_500)
+                y = refY * inv_f_t(tmp_)
+                z = refZ * inv_f_t(tmp_ - b_ * _1_200)
+
+                # d65
+                r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+                g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+                b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+
+                r = r * <float> 0.01
+                g = g * <float> 0.01
+                b = b * <float> 0.01
+
+                # These linear RGB values are not the final result;
+                # gamma correction must still be applied. The following formula transforms
+                # the linear values into sRGB:
+                if r <= <float>0.0031308:
+                    r = <float> 12.92 * r
+                else:
+                    r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+
+                if g <= <float>0.0031308:
+                    g = <float> 12.92 * g
+                else:
+                    g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+
+                if b <= <float>0.0031308:
+                    b = <float> 12.92 * b
+                else:
+                    b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+
+                r *= <float> 255.0
+                g *= <float> 255.0
+                b *= <float> 255.0
+
+                # CAP the RGB values 0 .. 255
+                if r < 0:
+                    r = <float> 0.0
+                if r > 255:
+                    r = <float> 255.0
+
+                if g < 0:
+                    g = <float> 0.0
+                if g > 255:
+                    g = <float> 255.0
+
+                if b < 0:
+                    b = <float> 0.0
+                if b > 255:
+                    b = <float> 255.0
+
+                rbg_array[i, j , 0] = <unsigned char> round_f(r)
+                rbg_array[i, j , 1] = <unsigned char> round_f(g)
+                rbg_array[i, j , 2] = <unsigned char> round_f(b)
+
+    return numpy.asarray(rbg_array)
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef WhiteBalance(
+        unsigned char[:, :, :] rgb_array,
+        float c1=1.0,
+        str illuminant='D65',
+        bint format_8b = False
+):
+
+    """
+    The Gray World algorithm for illuminant estimation assumes that
+    the average color of the world is gray, or achromatic. Therefore,
+    it calculates the scene illuminant as the average RGB value in the image.
+    
+    e.g
+    >>>arr = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>>white_balance = WhiteBalance(arr)
+    >>>white_balance = WhiteBalance(arr, illuminant='d50')
+    
+    :param rgb_array: numpy.ndarray containing RGB pixels uint8 values in range 0..255
+    :param c1 :
+    :param illuminant: Illuminant white point; sting can be 'a','c','e','d50', 'd55', 'd65', 'icc'
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24 - 32-bit images (float32)
+    :return : Returns numpy.ndarray shape (w, h, 3) type uint8; white balanced
+    """
+
+    cdef float [:] illuminant_model_
+
+    illuminant = illuminant.upper()
+    illuminant_model_ = cielab_illuminant_c(illuminant)
+
+    cdef Py_ssize_t w, h, dim
+
+    try:
+        w, h, dim = rgb_array.shape[:3]
+    except Exception as e:
+        raise ValueError(
+            "adobe98_array argument must be shape (h, w, 3) type uint8.\n %s " % e)
+
+    if dim != 3 and dim != 4:
+        raise TypeError(
+            "adobe98_array invalid dimensions "
+            "for RGB or RGBA array pixels; got (%s, %s, %s).\n" % (w, h, dim))
+
+    cdef:
+        int i, j
+        unsigned char [:, :, :] rgb_array_new = empty((w, h, 3), dtype=numpy.uint8)
+        float l_, a_, b_
+        float r, g, b
+        float x, y, z
+        float refX, refY, refZ
+        float ll = 0
+        float tmp_
+
+    # Convert RGB array into CIELAB equivalent
+    lab_array = \
+        rgb_2_cielab_c(rgb_array, illuminant_model=illuminant_model_, format_8b=format_8b)
+
+    cdef:
+        float avg_l, avg_a, avg_b, pixels_number
+
+    # Returns the mean values for l, a, b (LAB mean values)
+    avg_l, avg_a, avg_b, pixels_number = array3d_mean_c(lab_array)
+    avg_a -= <float>128.0
+    avg_b -= <float>128.0
+
+    cdef float [:, :, :] cielab_array = lab_array
+
+    with nogil:
+        for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):
+            for j in range(h):
+
+                l_ = cielab_array[i, j, 0]
+                a_ = cielab_array[i, j, 1]
+                b_ = cielab_array[i, j, 2]
+
+                ll = l_  * _1_255
+
+                a_ = a_ - avg_a * ll * <float> c1
+                b_ = b_ - avg_b * ll * <float> c1
+
+                if not format_8b:
+                    # l_ = l_ / _255_100
+                    l_ = l_ * _100_255
+                    a_ = a_ - <float>128.0
+                    b_ = b_ - <float>128.0
+
+                refX = illuminant_model_[0] * <float> 100.0
+                refY = illuminant_model_[1] * <float> 100.0
+                refZ = illuminant_model_[2] * <float> 100.0
+
+                tmp_ = (l_ + <float> 16.0) * _1_116
+                x = refX * inv_f_t(tmp_ + a_ * _1_500)
+                y = refY * inv_f_t(tmp_)
+                z = refZ * inv_f_t(tmp_ - b_ * _1_200)
+
+                # d65
+                # if illuminant == 'D65':
+                r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+                g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+                b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+
+                # if illuminant == 'D50':
+                #     # # XYZ to sRGB [M]-1
+                #     r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146
+                #     g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+                #     b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427
+
+                r = r * <float> 0.01
+                g = g * <float> 0.01
+                b = b * <float> 0.01
+
+                # These linear RGB values are not the final result;
+                # gamma correction must still be applied. The following formula transforms
+                # the linear values into sRGB:
+                if r <= <float>0.0031308:
+                    r = <float> 12.92 * r
+                else:
+                    r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+
+                if g <= <float>0.0031308:
+                    g = <float> 12.92 * g
+                else:
+                    g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+
+                if b <= <float>0.0031308:
+                    b = <float> 12.92 * b
+                else:
+                    b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+
+                r *= <float> 255.0
+                g *= <float> 255.0
+                b *= <float> 255.0
+
+                # CAP the RGB values 0 .. 255
+                if r < 0:
+                    r = <float> 0.0
+                if r > 255:
+                    r = <float> 255.0
+
+                if g < 0:
+                    g = <float> 0.0
+                if g > 255:
+                    g = <float> 255.0
+
+                if b < 0:
+                    b = <float> 0.0
+                if b > 255:
+                    b = <float> 255.0
+
+                rgb_array_new[i, j, 0] = <unsigned char> round_f(r)
+                rgb_array_new[i, j, 1] = <unsigned char> round_f(g)
+                rgb_array_new[i, j, 2] = <unsigned char> round_f(b)
+
+    return numpy.array(rgb_array_new)
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef void WhiteBalanceInplace(
+        unsigned char[:, :, :] rgb_array,
+        float c1=1.0,
+        str illuminant='D65',
+        bint format_8b = False
+):
+
+    """
+    The Gray World algorithm for illuminant estimation assumes that
+    the average color of the world is gray, or achromatic. Therefore,
+    it calculates the scene illuminant as the average RGB value in the image.
+    
+    e.g
+    >>>arr = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>>WhiteBalance(arr)
+    >>>WhiteBalance(arr, illuminant='d50')
+    
+    :param rgb_array: numpy.ndarray containing RGB pixels uint8 values in range 0..255
+    :param c1 :
+    :param illuminant: Illuminant white point; sting can be 'a','c','e','d50', 'd55', 'd65', 'icc'
+    :param format_8b : True | False; Default False; Set this variable to True when using 8-bit images/surfaces
+        otherwise set it to False for 24 - 32-bit images (float32)
+    :return : void
+    """
+
+    cdef float [:] illuminant_model
+
+    illuminant = illuminant.upper()
+    illuminant_model = cielab_illuminant_c(illuminant)
+
+    cdef Py_ssize_t w, h, dim
+
+    try:
+        w, h, dim = rgb_array.shape[:3]
+    except Exception as e:
+        raise ValueError("adobe98_array argument must be shape (h, w, 3) type uint8.\n %s " % e)
+
+    if dim != 3 and dim != 4:
+        raise TypeError(
+            "adobe98_array invalid dimensions "
+            "for RGB or RGBA array pixels; got (%s, %s, %s).\n" % (w, h, dim))
+
+    cdef:
+        int i, j
+        float l_, a_, b_
+        float r, g, b
+        float x, y, z
+        float refX, refY, refZ
+        float ll = 0
+        float tmp_
+
+    # Convert RGB array into CIELAB equivalent
+    lab_array = \
+        rgb_2_cielab_c(rgb_array, illuminant_model=illuminant_model)
+
+    cdef:
+        float avg_l, avg_a, avg_b, pixels_number
+
+    # Returns the mean values for l, a, b (LAB mean values)
+    avg_l, avg_a, avg_b, pixels_number = array3d_mean_c(lab_array)
+    avg_a -= <float>128.0
+    avg_b -= <float>128.0
+
+    cdef float [:, :, :] cielab_array = lab_array
+
+    with nogil:
+        for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):
+            for j in range(h):
+
+                l_ = cielab_array[i, j, 0]
+                a_ = cielab_array[i, j, 1]
+                b_ = cielab_array[i, j, 2]
+
+
+                ll = l_  * _1_255
+
+                a_ = a_ - avg_a * ll * <float> c1
+                b_ = b_ - avg_b * ll * <float> c1
+
+                if format_8b:
+                    l_ = l_ * _100_255
+                    a_ = a_ - <float>128.0
+                    b_ = b_ - <float>128.0
+
+                refX = illuminant_model[0] * <float> 100.0
+                refY = illuminant_model[1] * <float> 100.0
+                refZ = illuminant_model[2] * <float> 100.0
+
+                tmp_ = (l_ + <float> 16.0) * _1_116
+                x = refX * inv_f_t(tmp_ + a_ * _1_500)
+                y = refY * inv_f_t(tmp_)
+                z = refZ * inv_f_t(tmp_ - b_ * _1_200)
+
+                # d65
+                r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+                g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+                b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+
+                r = r * <float> 0.01
+                g = g * <float> 0.01
+                b = b * <float> 0.01
+
+                # These linear RGB values are not the final result;
+                # gamma correction must still be applied. The following formula transforms
+                # the linear values into sRGB:
+                if r <= <float>0.0031308:
+                    r = <float> 12.92 * r
+                else:
+                    r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+
+                if g <= <float>0.0031308:
+                    g = <float> 12.92 * g
+                else:
+                    g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+
+                if b <= <float>0.0031308:
+                    b = <float> 12.92 * b
+                else:
+                    b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+
+                r *= <float> 255.0
+                g *= <float> 255.0
+                b *= <float> 255.0
+
+                # CAP the RGB values 0 .. 255
+                if r < 0:
+                    r = <float> 0.0
+                if r > 255:
+                    r = <float> 255.0
+
+                if g < 0:
+                    g = <float> 0.0
+                if g > 255:
+                    g = <float> 255.0
+
+                if b < 0:
+                    b = <float> 0.0
+                if b > 255:
+                    b = <float> 255.0
+
+                rgb_array[i, j, 0] = <unsigned char> round_f(r)
+                rgb_array[i, j, 1] = <unsigned char> round_f(g)
+                rgb_array[i, j, 2] = <unsigned char> round_f(b)
+
+
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef white_balance_grayworld(rgb_array):
+
+    """
+    The Gray World algorithm for illuminant estimation assumes that
+    the average color of the world is gray, or achromatic. Therefore,
+    it calculates the scene illuminant as the average RGB value in the image.
+    
+    :param rgb_array: numpy.ndarray containing RGB pixels uint8 values in range 0..255
+    :return : void
+    """
+
+
+    """
+    cdef Py_ssize_t w, h, dim
+
+    try:
+        w, h, dim = rgb_array.shape[:3]
+    except Exception as e:
+        raise ValueError("adobe98_array argument must be shape (h, w, 3) type uint8.\n %s " % e)
+
+    if dim != 3 and dim != 4:
+        raise TypeError(
+            "adobe98_array invalid dimensions "
+            "for RGB or RGBA array pixels; got (%s, %s, %s).\n" % (w, h, dim))
+
+    cdef:
+        int i, j
+        float r, g, b, alpha, beta
+        float avg_r, avg_g, avg_b, pixels_number
+
+    avg_r, avg_g, avg_b, pixels_number = array3d_mean_c(rgb_array)
+
+    cdef unsigned char [:, :, ::1 ] rgb_array = rgb_array
+
+    avg_r *= _1_255
+    avg_g *= _1_255
+    avg_b *= _1_255
+    alpha = avg_g / avg_r
+    beta = avg_g / avg_b
+
+    with nogil:
+        for i in prange(w):
+            for j in range(h):
+                r, g, b = rgb_array[i, j, 0], rgb_array[i, j, 1], rgb_array[i, j, 2]
+                rgb_array[i, j, 0] = <unsigned char>(min(r * alpha, 255))
+                rgb_array[i, j, 1] = <unsigned char>g
+                rgb_array[i, j, 2] = <unsigned char>(min(b * beta, 255))
+
+    return numpy.array(rgb_array)
+    """
+
+    # Not fully tested
+    raise NotImplemented
+
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef white_balance_SDWGW(rgb_array):
+
+    """
+    The Standard Deviation Weighted Gray World (SDWGW) is an extension of gray-world. It subdivides the
+    image into n blocks and for each one of them calculates standard deviations and means of the R, G, and
+    B channels. SDWGD defines standard deviation-weighted averages of each colour channels
+
+    :param rgb_array: numpy.ndarray containing RGB pixels uint8 values in range 0..255
+   
+    """
+
+    """
+    cdef Py_ssize_t w, h, dim
+
+    try:
+        w, h, dim = rgb_array.shape[:3]
+    except Exception as e:
+        raise ValueError("adobe98_array argument must be shape (h, w, 3) type uint8.\n %s " % e)
+
+    if dim != 3 and dim != 4:
+        raise TypeError(
+            "adobe98_array invalid dimensions "
+            "for RGB or RGBA array pixels; got (%s, %s, %s).\n" % (w, h, dim))
+
+    cdef:
+        int i, j
+        float l_, a_, b_
+        float r, g, b
+        float x, y, z
+        float refX, refY, refZ
+        float ll = 0
+        float tmp_
+
+    cdef:
+        float avg_r, avg_g, avg_b, pixels_number
+
+    avg_r, std_r, avg_g, std_g, avg_b, std_b = array3d_stats(rgb_array)
+
+    cdef unsigned char [:, :, ::1 ] rgb_array = rgb_array
+
+    avg_r *= _1_255
+    avg_g *= _1_255
+    avg_b *= _1_255
+    alpha = avg_g / avg_r
+    beta = avg_g / avg_b
+
+    with nogil:
+        for i in range(w):
+            for j in range(h):
+                r, g, b = rgb_array[i, j, 0], rgb_array[i, j, 1], rgb_array[i, j, 2]
+                rgb_array[i, j, 0] = <unsigned char>(min(r * alpha, 255))
+                rgb_array[i, j, 1] = <unsigned char>g
+                rgb_array[i, j, 2] = <unsigned char>(min(b * beta, 255))
+
+    return numpy.array(rgb_array)
+    """
+    # Not fully tested
+    raise NotImplemented
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef adobe2rgb(float [:, :, :] adobe98_array, str ref='D65'):
+    """
+    Convert an ADOBE 98 array (float) into an SRGB array(uint8) 
+    Works with D50 & D65 illuminant only
+    
+    e.g: 
+    
+    >>> arrf = numpy.empty((640, 480, 3), dtype=numpy.float32)
+    >>> adobe_rgb = adobe2rgb(arrf)
+
+    :param adobe98_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (float) 
+    :param ref: str; Illuminant white point; sting can be 'd50', 'd65' 
+    :return : New array containing RGB equivalent values after conversion. 
+     Array shape (w, h, 3) of type uint8
+    """
+    return adobe2rgb_c(adobe98_array, ref)
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef adobe2rgb_c(float[:, :, :] adobe98_array, str ref='D65'):
+
+    """
+    Convert an ADOBE 98 array (float) into an SRGB array(uint8) 
+    Works with D50 & D65 illuminant only
+
+    >>> arrf = numpy.empty((640, 480, 3), dtype=numpy.float32)
+    >>> adobe_rgb = adobe2rgb_c(arrf)
+    
+    :param adobe98_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (float) 
+    :param ref: str; Illuminant white point; sting can be 'd50', 'd65' 
+    :return : New array containing RGB equivalent values after conversion. 
+     Array shape (w, h, 3) of type uint8
+    """
+    cdef Py_ssize_t w, h, dim
+
+    try:
+       w, h, dim = adobe98_array.shape[:3]
+    except Exception as e:
+       raise ValueError(
+           f"\nadobe98_array argument must be shape (w, h, 3|4) type float.\n {e}")
+
+
+    ref = ref.upper()
+
+    if ref != 'D50' and ref != 'D65':
+        raise ValueError('\nAttribute ref must be D50 or D65 got %s' % ref)
+
+    if dim != 3 and dim != 4:
+       raise TypeError(
+           'adobe98_array invalid dimensions '
+           'for RGB or RGBA array pixels; got ({}, {}, {}).\n'.format(w, h, dim))
+    cdef:
+       int i, j
+       unsigned char [:, :, ::1 ] rgb_array = empty((w, h, 3), dtype=numpy.uint8)
+       float r, g, b, x, y, z
+
+    with nogil:
+        for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):
+            for j in range(h):
+
+                r = pow(adobe98_array[i, j, 0] * _1_255, <float> 2.199)
+                g = pow(adobe98_array[i, j, 1] * _1_255, <float> 2.199)
+                b = pow(adobe98_array[i, j, 2] * _1_255, <float> 2.199)
+
+                # Adobe 1998 Calibration D65
+                if ref == 'D65':
+                    # ADOBE RGB to XYZ [M]
+                    x = r * <float> 0.5767309 + g * <float> 0.1855540 + b * <float> 0.1881852
+                    y = r * <float> 0.2973769 + g * <float> 0.6273491 + b * <float> 0.0752741
+                    z = r * <float> 0.0270343 + g * <float> 0.0706872 + b * <float> 0.9911085
+
+                    # XYZ to sRGB [M]-1
+                    r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+                    g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+                    b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+
+                if ref == 'D50':
+                    # ADOBE RGB to XYZ [M]
+                    x = r * <float> 0.6097559 + g * <float> 0.2052401 + b * <float> 0.1492240
+                    y = r * <float> 0.3111242 + g * <float> 0.6256560 + b * <float> 0.0632197
+                    z = r * <float> 0.0194811 + g * <float> 0.0608902 + b * <float> 0.7448387
+
+                    # # XYZ to sRGB [M]-1
+                    r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146
+                    g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+                    b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427
+
+                # These linear RGB values are not the final result;
+                # gamma correction must still be applied. The following formula transforms
+                # the linear values into sRGB:
+                if r <= <float> 0.0031308:
+                    r = <float> 12.92 * r
+                else:
+                    r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+
+                if g <= <float> 0.0031308:
+                    g = <float> 12.92 * g
+                else:
+                    g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+
+                if b <= <float> 0.0031308:
+                    b = <float> 12.92 * b
+                else:
+                    b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+
+                r *= <float> 255.0
+                g *= <float> 255.0
+                b *= <float> 255.0
+
+                # CAP the RGB values 0 .. 255
+                if r < 0:
+                    r = <float> 0.0
+                if r > 255:
+                    r = <float> 255.0
+
+                if g < 0:
+                    g = <float> 0.0
+                if g > 255:
+                    g = <float> 255.0
+
+                if b < 0:
+                    b = <float> 0.0
+                if b > 255:
+                    b = <float> 255.0
+
+                rgb_array[i, j, 0] = <unsigned char> r
+                rgb_array[i, j, 1] = <unsigned char> g
+                rgb_array[i, j, 2] = <unsigned char> b
+
+    return numpy.asarray(rgb_array)
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef rgb2adobe(unsigned char[:, :, :] rgb_array, str ref='D65'):
+    """
+    Convert an RGB array into an ADOBE 98 equivalent array
+    Works with D50 & D65 illuminant only
+    
+    e.g
+    >>> arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>> adobe_arr = rgb2adobe(arr_u)
+    
+    :param rgb_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (uint8) 
+    :param ref:str; Illuminant white point; sting can be 'd50', 'd65'
+        see below for more details about the illuminant argument.
+    :return : New array containing ADOBE 98 values, array shape (w, h, 3) of type float
+
+    """
+    return rgb2adobe_c(rgb_array, ref)
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef rgb2adobe_c(unsigned char[:, :, :] rgb_array, str ref='D65'):
+
+    """
+    Convert an RGB array into an ADOBE 98 equivalent array
+    Works with D50 & D65 illuminant only
+    
+     e.g
+    >>> arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>> adobe_arr = rgb2adobe_c(arr_u)
+    
+    :param rgb_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (uint8) 
+    :param ref:str; Illuminant white point; sting can be 'd50', 'd65'
+        see below for more details about the illuminant argument.
+    :return : New array containing ADOBE 98 values, array shape (w, h, 3) of type float 
+    """
+
+    cdef Py_ssize_t w, h, dim
+
+    try:
+        w, h, dim = rgb_array.shape[:3]
+    except Exception as e:
+        raise ValueError(
+            "\nrgb_array argument must be shape (w, h, 3|4) type uint8.\n %s " % e)
+
+    ref = ref.upper()
+
+    if dim != 3 and dim != 4:
+        raise TypeError(
+            "rgb_array invalid dimensions "
+            "for RGB or RGBA array pixels; got (%s, %s, %s).\n" % (w, h, dim))
+
+    cdef:
+        int i, j
+        float [:, :, ::1 ] tmp = empty((w, h, 3), dtype=numpy.float32)
+        float r, g, b, x, y, z, k0, k1, k2, xa, ya, za
+
+    k0 = yw - yk
+    k1 = xw - xk
+    k2 = zw - zk
+
+
+    with nogil:
+        for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):
+            for j in range(h):
+
+                # ------------- RGB TO XYZ --------------------
+                # RGB values in nominal range [0, 1].
+                r = <float>(rgb_array[i, j, 0] * _1_255)
+                g = <float>(rgb_array[i, j, 1] * _1_255)
+                b = <float>(rgb_array[i, j, 2] * _1_255)
+
+                if r > 0.04045:
+                    r = ((r + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    r = r / <float> 12.92
+
+                if g > 0.04045:
+                    g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    g = g / <float> 12.92
+
+                if b > 0.04045:
+                    b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    b = b / <float> 12.92
+
+                if ref == 'D65':
+                    # d65
+                    x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+                    y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
+                    z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+
+                if ref == 'D50':
+                    # d50
+                    x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+                    y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169
+                    z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733
+
+                # ------------- RGB TO XYZ END --------------------
+
+                # ------------- XYZ TO ADOBE98 --------------------
+
+                xa = x * k1 * (yw / xw) + xk
+                ya = y * k0 + yk
+                za = z * k2 * (yw / zw) + zk
+
+                x = (xa - xk) / k1 * (xw / yw)
+                y = (ya - yk) / k0
+                z = (za - zk) / k2 * (zw / yw)
+
+                if ref == 'D65':
+                    # Adobe 1998 Calibration D65
+                    r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944
+                    g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+                    b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096
+
+                if ref == 'D50':
+                    # D50
+                    r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404
+                    g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+                    b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655
+
+                if r < 0.0:
+                    r = <float> 0.0
+                else:
+                    r = <float> 255.0 * pow(r, ADOBE_GAMMA)
+
+                if g < 0.0:
+                    g = <float> 0.0
+                else:
+                    g = <float> 255.0 * pow(g, ADOBE_GAMMA)
+
+                if b < 0.0:
+                    b = <float> 0.0
+                else:
+                    b = <float> 255.0 * pow(b, ADOBE_GAMMA)
+
+                # CAP the RGB values 0 .. 255
+                if r > 255:
+                    r = <float> 255.0
+
+                if g > 255:
+                    g = <float> 255.0
+
+                if b > 255:
+                    b = <float> 255.0
+
+                tmp[i, j, 0] = <float>r
+                tmp[i, j, 1] = <float>g
+                tmp[i, j, 2] = <float>b
+
+    return numpy.asarray(tmp)
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef void rgb2adobe_inplace(unsigned char[:, :, :] rgb_array, str ref='D65'):
+    """
+    Convert an RGB array into an ADOBE 98 equivalent array (INPLACE)
+    Works with D50 & D65 illuminant only
+    
+     e.g
+    >>> arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>> rgb2adobe_inplace(arr_u)
+    
+    :param rgb_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (uint8) 
+    :param ref:str; Illuminant white point; sting can be 'd50', 'd65'
+        see below for more details about the illuminant argument.
+    :return : void
+
+    """
+    rgb2adobe_inplace_c(rgb_array, ref)
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef void rgb2adobe_inplace_c(unsigned char[:, :, :] rgb_array, str ref='D65'):
+
+    """
+    Convert an RGB array into an ADOBE 98 equivalent array (INPLACE)
+    Works with D50 & D65 illuminant only
+    
+    >>> arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>> rgb2adobe_inplace_c(arr_u)
+    
+    :param rgb_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (uint8) 
+    :param ref:str; Illuminant white point; sting can be 'd50', 'd65'
+        see below for more details about the illuminant argument.
+    :return : void
+    """
+
+    cdef Py_ssize_t w, h, dim
+
+    try:
+        w, h, dim = rgb_array.shape[:3]
+    except Exception as e:
+        raise ValueError("\nadobe98_array argument must be shape (h, w, 3) type uint8.\n %s " % e)
+
+    ref = ref.upper()
+
+    if dim != 3 and dim != 4:
+        raise TypeError(
+            "adobe98_array invalid dimensions "
+            "for RGB or RGBA array pixels; got (%s, %s, %s).\n" % (w, h, dim))
+
+    cdef:
+        int i, j
+        float r, g, b, x, y, z, k0, k1, k2, xa, ya, za
+
+    k0 = yw - yk
+    k1 = xw - xk
+    k2 = zw - zk
+
+    with nogil:
+        for j in prange(h, schedule=SCHEDULE, num_threads=THREADS):
+            for i in range(w):
+
+                # RGB values in nominal range [0, 1].
+                r = <float>rgb_array[i, j, 0] * _1_255
+                g = <float>rgb_array[i, j, 1] * _1_255
+                b = <float>rgb_array[i, j, 2] * _1_255
+
+                r = pow(r, <float>2.2)
+                g = pow(g, <float>2.2)
+                b = pow(b, <float>2.2)
+
+                if r > 0.04045:
+                    r = ((r + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    r = r / <float> 12.92
+
+                if g > 0.04045:
+                    g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    g = g / <float> 12.92
+
+                if b > 0.04045:
+                    b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    b = b / <float> 12.92
+
+                if ref == 'D65':
+                    # d65
+                    x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+                    y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
+                    z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+
+                if ref == 'D50':
+                    # d50
+                    x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+                    y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169
+                    z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733
+
+                xa = x * k1 * (yw / xw) + xk
+                ya = y * k0 + yk
+                za = z * k2 * (yw / zw) + zk
+
+                x = (xa - xk) / k1 * (xw / yw)
+                y = (ya - yk) / k0
+                z = (za - zk) / k2 * (zw / yw)
+
+                if ref == 'D65':
+                    # Adobe 1998 Calibration D65
+                    r = x * +<float> 2.0413690 + y * -<float> 0.5649464 + z * -<float> 0.3446944
+                    g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+                    b = x * +<float> 0.0134474 + y * -<float> 0.1183897 + z * +<float> 1.0154096
+
+                if ref == 'D50':
+                    # D50
+                    r = x * +<float> 1.9624274 + y * -<float> 0.6105343 + z * -<float> 0.3413404
+                    g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+                    b = x * +<float> 0.0286869 + y * -<float> 0.1406752 + z * +<float> 1.3487655
+
+                if r < 0.0:
+                    r = <float> 0.0
+                else:
+                    r = <float> 255.0 * pow(r, ADOBE_GAMMA)
+
+                if g < 0.0:
+                    g = <float> 0.0
+                else:
+                    g = <float> 255.0 * pow(g, ADOBE_GAMMA)
+
+                if b < 0.0:
+                    b = <float> 0.0
+                else:
+                    b = <float> 255.0 * pow(b, ADOBE_GAMMA)
+
+                # CAP the RGB values 0 .. 255
+                if r > 255:
+                    r = <float> 255.0
+
+                if g > 255:
+                    g = <float> 255.0
+
+                if b > 255:
+                    b = <float> 255.0
+
+                rgb_array[i, j, 0] = <unsigned char>r
+                rgb_array[i, j, 1] = <unsigned char>g
+                rgb_array[i, j, 2] = <unsigned char>b
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef void adobe2rgb_inplace(unsigned char [:, :, :] adobe98_array, str ref='D65'):
+    """
+    Convert an ADOBE 98 array (float) into an SRGB array(uint8) 
+    Works with D50 & D65 illuminant only
+    
+    >>> arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>> adobe2rgb_inplace(arr_u)
+
+    :param adobe98_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (float) 
+    :param ref: str; Illuminant white point; sting can be 'd50', 'd65' 
+    :return : New array containing RGB equivalent values after conversion. 
+     Array shape (w, h, 3) of type uint8
+    :return : void
+
+    """
+    adobe2rgb_inplace_c(adobe98_array, ref)
+
+
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef void adobe2rgb_inplace_c(unsigned char [:, :, :] adobe98_array, str ref='D65'):
+
+    """
+
+    Convert an ADOBE 98 array (float) into an SRGB array(uint8) 
+    Works with D50 & D65 illuminant only
+
+    >>> arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>> adobe2rgb_inplace_c(arr_u)
+    
+    :param adobe98_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (float) 
+    :param ref: str; Illuminant white point; sting can be 'd50', 'd65' 
+    :return : New array containing RGB equivalent values after conversion. 
+     Array shape (w, h, 3) of type uint8
+    :return : void 
+    """
+    cdef Py_ssize_t w, h, dim
+
+    try:
+       w, h, dim = adobe98_array.shape[:3]
+    except Exception as e:
+       raise ValueError(
+           f"\nadobe98_array argument must be shape (h, w, 3) type float.\n {e}")
+
+
+    ref = ref.upper()
+
+    if ref != 'D50' and ref != 'D65':
+        raise ValueError('\nAttribute ref must be D50 or D65 got %s' % ref)
+
+    if dim != 3 and dim != 4:
+       raise TypeError(
+           'adobe98_array invalid dimensions '
+           'for RGB or RGBA array pixels; got ({}, {}, {}).\n'.format(w, h, dim))
+    cdef:
+       int i, j
+       float r, g, b, x, y, z
+
+    with nogil:
+        for j in prange(h, schedule=SCHEDULE, num_threads=THREADS):
+            for i in range(w):
+
+                r = pow(adobe98_array[i, j, 0] * _1_255, <float> 2.199)
+                g = pow(adobe98_array[i, j, 1] * _1_255, <float> 2.199)
+                b = pow(adobe98_array[i, j, 2] * _1_255, <float> 2.199)
+
+                # Adobe 1998 Calibration D65
+                if ref == 'D65':
+                    x = r * <float> 0.5767309 + g * <float> 0.1855540 + b * <float> 0.1881852
+                    y = r * <float> 0.2973769 + g * <float> 0.6273491 + b * <float> 0.0752741
+                    z = r * <float> 0.0270343 + g * <float> 0.0706872 + b * <float> 0.9911085
+
+                    # Calibration D65
+                    r = x * +<float> 3.2404542 + y * -<float> 1.5371385 + z * -<float> 0.4985314
+                    g = x * -<float> 0.9692660 + y * +<float> 1.8760108 + z * +<float> 0.0415560
+                    b = x * +<float> 0.0556434 + y * -<float> 0.2040259 + z * +<float> 1.0572252
+
+
+                if ref == 'D50':
+                    x = r * <float> 0.6097559 + g * <float> 0.2052401 + b * <float> 0.1492240
+                    y = r * <float> 0.3111242 + g * <float> 0.6256560 + b * <float> 0.0632197
+                    z = r * <float> 0.0194811 + g * <float> 0.0608902 + b * <float> 0.7448387
+
+                    # d50
+                    r = x * +<float> 3.1338561 + y * -<float> 1.6168667 + z * -<float> 0.4906146
+                    g = x * -<float> 0.9787684 + y * +<float> 1.9161415 + z * +<float> 0.0334540
+                    b = x * +<float> 0.0719453 + y * -<float> 0.2289914 + z * +<float> 1.4052427
+
+
+                # These linear RGB values are not the final result;
+                # gamma correction must still be applied. The following formula transforms
+                # the linear values into sRGB:
+                if r <= <float> 0.0031308:
+                    r = <float> 12.92 * r
+                else:
+                    r = <float> 1.055 * (r ** _1_24) - <float> 0.055
+
+                if g <= <float> 0.0031308:
+                    g = <float> 12.92 * g
+                else:
+                    g = <float> 1.055 * (g ** _1_24) - <float> 0.055
+
+                if b <= <float> 0.0031308:
+                    b = <float> 12.92 * b
+                else:
+                    b = <float> 1.055 * (b ** _1_24) - <float> 0.055
+
+                r *= <float> 255.0
+                g *= <float> 255.0
+                b *= <float> 255.0
+
+                # CAP the RGB values 0 .. 255
+                if r < 0:
+                    r = <float> 0.0
+                if r > 255:
+                    r = <float> 255.0
+
+                if g < 0:
+                    g = <float> 0.0
+                if g > 255:
+                    g = <float> 255.0
+
+                if b < 0:
+                    b = <float> 0.0
+                if b > 255:
+                    b = <float> 255.0
+
+                adobe98_array[i, j, 0] = <unsigned char> r
+                adobe98_array[i, j, 1] = <unsigned char> g
+                adobe98_array[i, j, 2] = <unsigned char> b
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cpdef rgb2xyz(unsigned char[:, :, :] rgb_array, str ref='D65'):
+    """
+    Convert an RGB array into an XYZ equivalent array/image
+    Works with D50 & D65 illuminant only
+    
+    e.g:
+    >>>arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>>xyz_array = rgb2xyz(arr_u)
+
+    :param rgb_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (uint8) 
+    :param ref:str; Illuminant white point; sting can be 'd50', 'd65'
+        see below for more details about the illuminant argument.
+    :return : New array containing ZYZ values, array shape (w, h, 3) of type float 
+    """
+    return rgb2xyz_c(rgb_array, ref)
+
+@cython.binding(False)
+@cython.boundscheck(False)
+@cython.wraparound(False)
+@cython.nonecheck(False)
+@cython.cdivision(True)
+@cython.profile(False)
+@cython.initializedcheck(False)
+@cython.exceptval(check=False)
+cdef rgb2xyz_c(unsigned char[:, :, :] rgb_array, str ref='D65'):
+
+    """
+    Convert an RGB array into an XYZ equivalent array/image
+    Works with D50 & D65 illuminant only
+    
+    >>>arr_u = numpy.empty((640, 480, 3), dtype=numpy.uint8)
+    >>>xyz_array = rgb2xyz_c(arr_u)
+    
+    :param rgb_array : numpy.ndarray shape (w, h, 3|4) containing RGB pixel values (uint8) 
+    :param ref:str; Illuminant white point; sting can be 'd50', 'd65'
+        see below for more details about the illuminant argument.
+    :return : New array containing ZYZ values, array shape (w, h, 3) of type float 
+    """
+
+    cdef Py_ssize_t w, h, dim
+
+    try:
+        w, h, dim = rgb_array.shape[:3]
+    except Exception as e:
+        raise ValueError(
+            "\nrgb_array argument must be shape (w, h, 3|4) type uint8.\n %s " % e)
+
+    ref = ref.upper()
+
+    if dim != 3 and dim != 4:
+        raise TypeError(
+            "rgb_array invalid dimensions "
+            "for RGB or RGBA array pixels; got (%s, %s, %s).\n" % (w, h, dim))
+
+    cdef:
+        int i, j
+        float [:, :, ::1 ] tmp = empty((w, h, 3), dtype=numpy.float32)
+        float r, g, b, x, y, z, k0, k1, k2, xa, ya, za
+
+    k0 = yw - yk
+    k1 = xw - xk
+    k2 = zw - zk
+
+
+    with nogil:
+        for i in prange(w, schedule=SCHEDULE, num_threads=THREADS):
+            for j in range(h):
+
+                # ------------- RGB TO XYZ --------------------
+                # RGB values in nominal range [0, 1].
+                r = <float>(rgb_array[i, j, 0] * _1_255)
+                g = <float>(rgb_array[i, j, 1] * _1_255)
+                b = <float>(rgb_array[i, j, 2] * _1_255)
+
+                if r > 0.04045:
+                    r = ((r + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    r = r / <float> 12.92
+
+                if g > 0.04045:
+                    g = ((g + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    g = g / <float> 12.92
+
+                if b > 0.04045:
+                    b = ((b + <float> 0.055) / <float> 1.055) ** <float> 2.4
+                else:
+                    b = b / <float> 12.92
+
+                if ref == 'D65':
+                    # d65
+                    x = r * <float> 0.4124564 + g * <float> 0.3575761 + b * <float> 0.1804375
+                    y = r * <float> 0.2126729 + g * <float> 0.7151522 + b * <float> 0.0721750
+                    z = r * <float> 0.0193339 + g * <float> 0.1191920 + b * <float> 0.9503041
+
+                if ref == 'D50':
+                    # d50
+                    x = r * <float> 0.4360747 + g * <float> 0.3850649 + b * <float> 0.1430804
+                    y = r * <float> 0.2225045 + g * <float> 0.7168786 + b * <float> 0.0606169
+                    z = r * <float> 0.0139322 + g * <float> 0.0971045 + b * <float> 0.7141733
+
+                # ------------- RGB TO XYZ END --------------------
+
+                tmp[i, j, 0] = <float>x * 255.0
+                tmp[i, j, 1] = <float>y * 255.0
+                tmp[i, j, 2] = <float>z * 255.0
+
+    return numpy.asarray(tmp)
diff --git a/Cielab/Demo/__init__.py b/Cielab/Demo/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/Cielab/Demo/demo.py b/Cielab/Demo/demo.py
new file mode 100644
index 0000000..ce501ca
--- /dev/null
+++ b/Cielab/Demo/demo.py
@@ -0,0 +1,93 @@
+
+"""
+                 GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+Copyright Yoann Berenguer
+"""
+
+import sys
+import unittest
+
+try:
+    import numpy
+except ImportError:
+    raise ImportError(
+        "\n<numpy> library is missing on your system."
+        "\nTry: \n   C:\\pip install numpy on a window command prompt.")
+
+try:
+    import Cielab
+except ImportError:
+    raise ImportError(
+        "\n<Cielab> library is missing on your system."
+        "\nTry: \n   C:\\pip install Cielab on a window command prompt.")
+
+try:
+    from Cielab import rgb_to_xyz, xyz_to_rgb, xyz_adobe98, \
+        adobe98_xyz, array3d_mean, xyz_to_cielab, cielab_to_xyz, rgb_to_cielab, \
+        cielab_to_rgb, rgb2adobe, rgb_2_cielab, cielab_2_rgb, rgb2adobe_inplace, \
+        WhiteBalance, adobe2rgb, array3d_stats, WhiteBalanceInplace, rgb2xyz
+
+except ImportError:
+    raise ImportError(
+        "\n<Cielab> library is missing on your system."
+        "\nTry: \n   C:\\pip install Cielab on a window command prompt.")
+
+import os
+os.environ['PYGAME_HIDE_SUPPORT_PROMPT'] = "hide"
+
+try:
+    import pygame
+except ImportError:
+    raise ImportError(
+        "\n<pygame> library is missing on your system."
+        "\nTry: \n   C:\\pip install pygame on a window command prompt.")
+
+try:
+    import numpy as np
+except ImportError:
+    raise ImportError(
+        "\n<numpy> library is missing on your system."
+        "\nTry: \n   C:\\pip install numpy on a window command prompt.")
+
+PROJECT_PATH = list(Cielab.__path__)
+os.chdir(PROJECT_PATH[0] + "/demo")
+
+WIDTH = 1280
+HEIGHT = 1024
+SCREEN = pygame.display.set_mode((WIDTH, HEIGHT))
+
+texture = pygame.image.load("..//Assets//background2.png").convert()
+texture = pygame.transform.smoothscale(texture, (640, 512))
+arr = pygame.surfarray.array3d(texture)
+
+cielab_array = rgb_2_cielab(arr)
+cielab_surface = pygame.surfarray.make_surface(cielab_array)
+
+adobe_array = rgb2adobe(arr)
+adobe_surface = pygame.surfarray.make_surface(adobe_array)
+
+xyz_array = rgb2xyz(arr)
+xyz_surface = pygame.surfarray.make_surface(xyz_array)
+
+
+a = 0
+while 1:
+    if a > 2000:
+        break
+    SCREEN.fill((0, 0, 0, 0))
+    SCREEN.blit(texture, (0, 0))
+    SCREEN.blit(xyz_surface, (640, 0))
+
+    SCREEN.blit(cielab_surface, (0, 512))
+    SCREEN.blit(adobe_surface, (640, 512))
+
+    pygame.event.pump()
+    pygame.display.flip()
+    a += 1
+
diff --git a/Cielab/Include/Cielab_c.c b/Cielab/Include/Cielab_c.c
new file mode 100644
index 0000000..8c92ac8
--- /dev/null
+++ b/Cielab/Include/Cielab_c.c
@@ -0,0 +1,54 @@
+/* C implementation
+
+                  GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+ Copyright Yoann Berenguer
+
+*/
+
+
+#include <stdint.h>
+#include <stdlib.h>
+#include <stdio.h>
+#include <math.h>
+#include <float.h>
+
+
+struct im_stats{
+    float red_mean;
+    float red_std_dev;
+    float green_mean;
+    float green_std_dev;
+    float blue_mean;
+    float blue_std_dev;
+};
+
+struct lab{
+    float l;
+    float a;
+    float b;
+};
+
+struct xyz{
+    float x;
+    float y;
+    float z;
+};
+
+
+struct rgb{
+    float r;
+    float g;
+    float b;
+};
+
+
+//
+//int main(){
+//return 0;
+//}
\ No newline at end of file
diff --git a/Cielab/__init__.pxd b/Cielab/__init__.pxd
new file mode 100644
index 0000000..9e0f268
--- /dev/null
+++ b/Cielab/__init__.pxd
@@ -0,0 +1,3 @@
+"""
+Pygame library loading pxd
+"""
diff --git a/Cielab/__init__.py b/Cielab/__init__.py
new file mode 100644
index 0000000..7cd1cf2
--- /dev/null
+++ b/Cielab/__init__.py
@@ -0,0 +1,7 @@
+"""
+Cielab library loading
+"""
+from Cielab.Cielab import *
+
+
+
diff --git a/Cielab/config.py b/Cielab/config.py
new file mode 100644
index 0000000..ea35019
--- /dev/null
+++ b/Cielab/config.py
@@ -0,0 +1,61 @@
+# encoding: utf-8
+
+from multiprocessing import cpu_count
+
+# TEST_VERSION (True | False) default = True
+# Determine the version number to use when uploading the package to PyPI.
+# The python wheel package will be build with the current
+# version number define with the variable __VERSION__ or __TVERSION__ for testing.
+# A test version will be uploaded to https://test.pypi.org/
+# while the production version will be uploaded to https://upload.pypi.org/legacy/
+# To upload the wheel package use TWINE (pip install twine).
+# e.g twine upload --verbose --repository testpypi dist/*.whl
+TEST_VERSION : bool = False
+
+# THREAD_NUMBER (1 - n) default THREAD_NUMBER = 1
+# Only for the CPU shaders.
+# Represent the maximum concurrent threads that will be used by the CPU shaders library.
+# This is the default value. The final value will be determine from the cpu_count (see below).
+THREAD_NUMBER : int = 1
+
+# Variable OPENMP (True | False)
+# Set the multiprocessing capability for the CPU shaders.
+# When the variable is set to False, the Cielab will work on a single thread.
+# If set to True, the Cielab lib will work with the maximum allowed thread number set
+# by the cpu_count.
+OPENMP : bool = True
+
+# OPENMP_PROC (
+# Enables recognition of OpenMP* features and tells the parallelizer to generate
+# multi-threaded code based on OpenMP* directives.
+# This option is meant for advanced users who prefer to use OpenMP* as it is implemented
+# by the LLVM community. You can get most of that functionality by using this option
+# and option -fopenmp-simd.
+# Option -fopenmp is a deprecated option that will be removed in a future release.
+# For most users, we recommend that you instead use option qopenmp, Qopenmp.
+OPENMP_PROC : str = "-fopenmp"  # "-lgomp"
+
+# Latest version to upload to the TEST environment (PyPI)
+# Log into the project and check the latest version. The upload will fail
+# if the version is incorrect
+__TVERSION__ : str  = "1.0.0"
+
+# Latest version to upload to Cielab project PyPI (production)
+__VERSION__ : str = "1.0.0"
+
+# LANGUAGE (c | c++) default c++
+# Language to use for the runtime compilation. All the CYTHON module will
+# be build with this language.
+LANGUAGE : str = "c++"
+
+if TEST_VERSION:
+    __VERSION__ : str = __TVERSION__
+
+# Set automatically the maximum allowed threads
+try:
+    THREAD_NUMBER : int = cpu_count()
+except:
+    # ignore issue
+    # THREAD_NUMBER is already set
+    ...
+
diff --git a/Cielab/tests/__init__.py b/Cielab/tests/__init__.py
new file mode 100644
index 0000000..e69de29
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diff --git a/Cielab/tests/profiler.py b/Cielab/tests/profiler.py
new file mode 100644
index 0000000..7d0c48d
--- /dev/null
+++ b/Cielab/tests/profiler.py
@@ -0,0 +1,141 @@
+
+"""
+                 GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+Copyright Yoann Berenguer
+"""
+
+import timeit
+import os
+
+try:
+    import pygame
+except ImportError:
+    raise ImportError(
+        "\n<pygame> library is missing on your system."
+        "\nTry: \n   C:\\pip install pygame on a window command prompt.")
+
+try:
+    import numpy
+except ImportError:
+    raise ImportError(
+        "\n<numpy> library is missing on your system."
+        "\nTry: \n   C:\\pip install numpy on a window command prompt.")
+
+try:
+    import Cielab
+except ImportError:
+    raise ImportError(
+        "\n<Cielab> library is missing on your system."
+        "\nTry: \n   C:\\pip install Cielab on a window command prompt.")
+
+
+try:
+    from Cielab import rgb_to_xyz, xyz_to_rgb, xyz_adobe98, \
+        adobe98_xyz, xyz_to_cielab, cielab_to_xyz, rgb_to_cielab, \
+        cielab_to_rgb, rgb2adobe, adobe2rgb, rgb_2_cielab, cielab_2_rgb, rgb2adobe_inplace, \
+        adobe2rgb_inplace, WhiteBalance, WhiteBalanceInplace, array3d_mean, array3d_stats, \
+        rgb2xyz
+
+except ImportError:
+    raise ImportError(
+        "\n<Cielab> library is missing on your system."
+        "\nTry: \n   C:\\pip install Cielab on a window command prompt.")
+
+PROJECT_PATH = list(Cielab.__path__)
+os.chdir(PROJECT_PATH[0] + "/demo")
+
+
+surf = pygame.image.load("..\\Assets\\background2.png")
+arr = pygame.surfarray.pixels3d(surf)
+
+if __name__ == '__main__':
+    n = 100000
+    # cpdef inline xyz rgb_to_xyz(float r, float g, float b, str ref='D65')nogil:
+    t = timeit.timeit("rgb_to_xyz(10, 10, 10)", "from __main__ import rgb_to_xyz", number=n)/n
+    print("rgb_to_xyz %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("xyz_to_rgb(10, 10, 10)", "from __main__ import xyz_to_rgb", number=n) / n
+    print("xyz_to_rgb %s executions timing %s" % (n, t))
+
+    # cpdef inline rgb xyz_adobe98(float x, float y, float z, str ref='D65')nogil:
+    t = timeit.timeit("xyz_adobe98(10, 10, 10)", "from __main__ import xyz_adobe98", number=n) / n
+    print("xyz_adobe98 %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("adobe98_xyz(10, 10, 10)", "from __main__ import adobe98_xyz", number=n) / n
+    print("adobe98_xyz %s executions timing %s" % (n, t))
+
+    """
+    cpdef lab xyz_to_cielab(
+        float x,
+        float y,
+        float z,
+        const float [:] model=cielab_model_d50,
+        bint format_8b = True
+    )nogil:
+    """
+    t = timeit.timeit("xyz_to_cielab(10, 10, 10)", "from __main__ import xyz_to_cielab", number=n) / n
+    print("xyz_to_cielab %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("cielab_to_xyz(10, 10, 10)", "from __main__ import cielab_to_xyz", number=n) / n
+    print("cielab_to_xyz %s executions timing %s" % (n, t))
+
+    """
+    cpdef inline lab rgb_to_cielab(
+        float r,
+        float g,
+        float b,
+        const float [:] model=cielab_model_d50,
+        bint format_8b = True
+    )nogil:
+    """
+
+    t = timeit.timeit("rgb_to_cielab(10, 10, 10)", "from __main__ import rgb_to_cielab", number=n) / n
+    print("rgb_to_cielab %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("cielab_to_rgb(10, 10, 10)", "from __main__ import cielab_to_rgb", number=n) / n
+    print("cielab_to_rgb %s executions timing %s" % (n, t))
+
+    n = 100
+    t = timeit.timeit("rgb2adobe(arr)", "from __main__ import rgb2adobe, arr", number=n) / n
+    print("rgb2adobe %s executions timing %s" % (n, t))
+
+    # cpdef adobe2rgb(float [:, :, :] adobe98_array, str ref='D65'):
+    arr1 = arr.astype(numpy.float32)
+    t = timeit.timeit("adobe2rgb(arr1)", "from __main__ import adobe2rgb, arr1", number=n) / n
+    print("adobe2rgb %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("rgb_2_cielab(arr)", "from __main__ import rgb_2_cielab, arr", number=n) / n
+    print("rgb_2_cielab %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("cielab_2_rgb(arr1)", "from __main__ import cielab_2_rgb, arr1", number=n) / n
+    print("cielab_2_rgb %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("rgb2adobe_inplace(arr)", "from __main__ import rgb2adobe_inplace, arr", number=n) / n
+    print("rgb2adobe_inplace %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("adobe2rgb_inplace(arr)", "from __main__ import adobe2rgb_inplace, arr", number=n) / n
+    print("adobe2rgb_inplace %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("WhiteBalance(arr)", "from __main__ import WhiteBalance, arr", number=n) / n
+    print("WhiteBalance %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("array3d_mean(arr)", "from __main__ import array3d_mean, arr", number=n) / n
+    print("array3d_mean %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("array3d_stats(arr)", "from __main__ import array3d_stats, arr", number=n) / n
+    print("array3d_stats %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("WhiteBalance(arr)", "from __main__ import WhiteBalance, arr", number=n) / n
+    print("WhiteBalance %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("WhiteBalanceInplace(arr)", "from __main__ import WhiteBalanceInplace, arr", number=n) / n
+    print("WhiteBalanceInplace %s executions timing %s" % (n, t))
+
+    t = timeit.timeit("rgb2xyz(arr)", "from __main__ import rgb2xyz, arr", number=n) / n
+    print("rgb2xyz %s executions timing %s" % (n, t))
diff --git a/Cielab/tests/test_cielab.py b/Cielab/tests/test_cielab.py
new file mode 100644
index 0000000..9cda490
--- /dev/null
+++ b/Cielab/tests/test_cielab.py
@@ -0,0 +1,1072 @@
+
+"""
+                 GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+Copyright Yoann Berenguer
+"""
+
+import sys
+import unittest
+
+import numpy
+import Cielab
+
+try:
+    from Cielab import rgb_to_xyz, xyz_to_rgb, xyz_adobe98, \
+        adobe98_xyz, array3d_mean, xyz_to_cielab, cielab_to_xyz, rgb_to_cielab, \
+        cielab_to_rgb, rgb2adobe, rgb_2_cielab, cielab_2_rgb, rgb2adobe_inplace, \
+        WhiteBalance, adobe2rgb, array3d_stats, WhiteBalanceInplace
+
+except ImportError:
+    raise ImportError(
+        "\n<Cielab> library is missing on your system."
+        "\nTry: \n   C:\\pip install Cielab on a window command prompt.")
+
+import os
+os.environ['PYGAME_HIDE_SUPPORT_PROMPT'] = "hide"
+
+try:
+    import pygame
+except ImportError:
+    raise ImportError(
+        "\n<pygame> library is missing on your system."
+        "\nTry: \n   C:\\pip install pygame on a window command prompt.")
+
+
+try:
+    import numpy as np
+except ImportError:
+    raise ImportError(
+        "\n<numpy> library is missing on your system."
+        "\nTry: \n   C:\\pip install numpy on a window command prompt.")
+
+# todo test 24 and 32 bit images
+
+PROJECT_PATH = list(Cielab.__path__)
+os.chdir(PROJECT_PATH[0] + "/tests")
+
+WIDTH = 1280
+HEIGHT = 1024
+SCREEN = pygame.display.set_mode((WIDTH, HEIGHT))
+
+
+class array3d_mean_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+
+        self.assertRaises(TypeError, array3d_mean)
+
+        rgb = np.zeros((10, 10, 3), dtype=np.uint8)
+        arr = np.full_like(rgb, 25, dtype=np.uint8)
+        self.assertIsInstance(array3d_mean(arr), tuple)
+        # Check the tuple length must be 4 (r, g, b, c)
+        self.assertEqual(len(array3d_mean(arr)), 4)
+        r, g, b, c = array3d_mean(arr)
+        self.assertTupleEqual((r, g, b, c), (25, 25, 25, 100))
+        arr[:, :, :] = 10, 255, 15
+        r, g, b, c = array3d_mean(arr)
+        self.assertTupleEqual((r, g, b, c), (10, 255, 15, 100))
+
+        rgb = np.zeros((10, 10, 3), dtype=np.float32)
+        arr = np.full_like(rgb, 18, dtype=np.float32)
+        r, g, b, c = array3d_mean(arr)
+        self.assertTupleEqual((r, g, b, c), (18, 18, 18, 100))
+
+        rgb = np.zeros((10, 10, 3), dtype=np.int32)
+        self.assertRaises(TypeError, array3d_mean, rgb)
+        rgb = np.zeros((10, 10, 3), dtype=np.int8)
+        self.assertRaises(TypeError, array3d_mean, rgb)
+
+        rgb = np.zeros((10, 10, 8), dtype=np.uint8)
+        self.assertRaises(TypeError, array3d_mean, rgb)
+        # testing no attributes
+        self.assertRaises(TypeError, array3d_mean)
+        r, g, b, c = array3d_mean(arr)
+        self.assertIsInstance(r, float)
+        self.assertIsInstance(g, float)
+        self.assertIsInstance(b, float)
+        self.assertIsInstance(c, int)
+
+
+class rgb_to_xyz_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        r, g, b = 255, 0, 0  # XYZ = 41.246   21.267    1.933
+        res = rgb_to_xyz(r, g, b)
+        self.assertIsInstance(res, dict)
+
+        self.assertAlmostEqual(res['x'], 41.246, delta=1e-3)
+        self.assertAlmostEqual(res['y'], 21.267, delta=1e-3)
+        self.assertAlmostEqual(res['z'], 1.933, delta=1e-3)
+
+        # Testing out of range sRGB values
+        r, g, b = 300, 256, 800
+        # XYZ when rgb not limited to 255.0 values = 353.112  205.881 1369.677
+
+        res = rgb_to_xyz(r, g, b)
+        self.assertAlmostEqual(res['x'], 353.112, delta=1e-3)
+        self.assertAlmostEqual(res['y'], 205.881, delta=1e-3)
+        self.assertAlmostEqual(res['z'], 1369.677, delta=1e-3)
+
+        r, g, b = 0, 255, 0  # XYZ = 35.758   71.515   11.919
+        res = rgb_to_xyz(r, g, b)
+
+        self.assertAlmostEqual(res['x'], 35.758, delta=1e-3)
+        self.assertAlmostEqual(res['y'], 71.515, delta=1e-3)
+        self.assertAlmostEqual(res['z'], 11.919, delta=1e-3)
+
+        r, g, b = 0, 0, 255  # XYZ = 18.044    7.217   95.030
+        res = rgb_to_xyz(r, g, b)
+
+        self.assertAlmostEqual(res['x'], 18.044, delta=1e-3)
+        self.assertAlmostEqual(res['y'], 7.217, delta=1e-3)
+        self.assertAlmostEqual(res['z'], 95.030, delta=1e-3)
+
+        r, g, b = 128, 64, 154  # 16.567   10.590   31.737
+        res = rgb_to_xyz(r, g, b)
+
+        self.assertAlmostEqual(res['x'], 16.567, delta=1e-3)
+        self.assertAlmostEqual(res['y'], 10.590, delta=1e-3)
+        self.assertAlmostEqual(res['z'], 31.737, delta=1e-3)
+
+        r, g, b = 1.0, 0.5, 0.3  # 0.020    0.018    0.011
+        res = rgb_to_xyz(r, g, b)
+
+        self.assertAlmostEqual(res['x'], 0.020, delta=1e-3)
+        self.assertAlmostEqual(res['y'], 0.018, delta=1e-3)
+        self.assertAlmostEqual(res['z'], 0.011, delta=1e-3)
+
+        r, g, b = -20.0, -300, -800  # no rgb limit -7.888   -8.394  -24.173
+        res = rgb_to_xyz(r, g, b)
+
+        self.assertAlmostEqual(res['x'], -7.888, delta=1e-3)
+        self.assertAlmostEqual(res['y'], -8.394, delta=1e-3)
+        self.assertAlmostEqual(res['z'], -24.173, delta=1e-3)
+
+        self.assertRaises(TypeError, rgb_to_xyz, "11.0", g, b)
+        self.assertRaises(TypeError, rgb_to_xyz, r, "7.0", b)
+        self.assertRaises(TypeError, rgb_to_xyz, r, g, "2")
+
+        self.assertRaises(TypeError, rgb_to_xyz)
+        self.assertRaises(TypeError, rgb_to_xyz, r)
+        self.assertRaises(TypeError, rgb_to_xyz, r, g)
+
+        res = rgb_to_xyz(r, g, b)
+        self.assertIsInstance(res['x'], float)
+        self.assertIsInstance(res['y'], float)
+        self.assertIsInstance(res['z'], float)
+
+        self.assertEqual(len(rgb_to_xyz(r, g, b, ref='D65').values()), 3)
+
+
+class xyz_to_rgb_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        x, y, z = 41.246, 21.267, 1.933
+        res = xyz_to_rgb(x, y, z)
+        self.assertIsInstance(res, dict)
+
+        self.assertAlmostEqual(res['r'], 255.0, delta=1e-3)
+        self.assertAlmostEqual(res['g'], 0.0, delta=1e-3)
+        self.assertAlmostEqual(res['b'], 0.0, delta=1e-3)
+
+        x, y, z = 353.112, 205.881, 1369.677
+        res = xyz_to_rgb(x, y, z)
+
+        self.assertAlmostEqual(res['r'], 255.0, delta=1e-3)
+        self.assertAlmostEqual(res['g'], 255.0, delta=1e-3)
+        self.assertAlmostEqual(res['b'], 255.0, delta=1e-3)
+
+        x, y, z = 35.758, 71.515, 11.919
+        res = xyz_to_rgb(x, y, z)
+
+        self.assertAlmostEqual(res['r'], 0.056, delta=1e-3)
+        self.assertAlmostEqual(res['g'], 255, delta=1e-3)
+        self.assertAlmostEqual(res['b'], 0, delta=1e-3)
+
+        x, y, z = 18.044, 7.217, 95.030
+        res = xyz_to_rgb(x, y, z)
+
+        self.assertAlmostEqual(res['r'], 0.0589, delta=1e-3)
+        self.assertAlmostEqual(res['g'], 0, delta=1e-3)
+        self.assertAlmostEqual(res['b'], 255, delta=1e-3)
+
+        x, y, z = 16.567, 10.590, 31.737
+        res = xyz_to_rgb(x, y, z)
+
+        self.assertAlmostEqual(res['r'], 127.995, delta=1e-3)
+        self.assertAlmostEqual(res['g'], 64.006, delta=1e-3)
+        self.assertAlmostEqual(res['b'], 154, delta=1e-3)
+
+        x, y, z = 0.020, 0.018, 0.011
+        res = xyz_to_rgb(x, y, z)
+        self.assertAlmostEqual(res['r'], 1.042, delta=1e-3)
+        self.assertAlmostEqual(res['g'], 0.488, delta=1e-3)
+        self.assertAlmostEqual(res['b'], 0.298, delta=1e-3)
+
+        res_ = rgb_to_xyz(res['r'], res['g'], res['b'])
+        self.assertAlmostEqual(res_['x'], x, delta=1e-3)
+        self.assertAlmostEqual(res_['y'], y, delta=1e-3)
+        self.assertAlmostEqual(res_['z'], z, delta=1e-3)
+
+        x, y, z = -7.888, -8.394, -24.173
+        res = xyz_to_rgb(x, y, z)
+
+        self.assertAlmostEqual(res['r'], 0, delta=1e-3)
+        self.assertAlmostEqual(res['g'], 0, delta=1e-3)
+        self.assertAlmostEqual(res['b'], 0, delta=1e-3)
+
+        self.assertRaises(TypeError, xyz_to_rgb, "11.0", y, z)
+        self.assertRaises(TypeError, xyz_to_rgb, x, "7.0", z)
+        self.assertRaises(TypeError, xyz_to_rgb, x, y, "2")
+
+        self.assertRaises(TypeError, xyz_to_rgb)
+        self.assertRaises(TypeError, xyz_to_rgb, x)
+        self.assertRaises(TypeError, xyz_to_rgb, x, y)
+
+        res = xyz_to_rgb(x, y, z)
+        self.assertIsInstance(res['r'], float)
+        self.assertIsInstance(res['g'], float)
+        self.assertIsInstance(res['b'], float)
+
+        self.assertEqual(len(xyz_to_rgb(x, y, z, ref='D65').values()), 3)
+
+
+class xyz_adobe98_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+
+        # RGB 255.0 0 0
+        # XYZ 41.246 | 21.267 | 1.933
+        # Adobe 218.946 0 0.048
+        x, y, z = 41.246, 21.267, 1.933
+
+        r, g, b = xyz_adobe98(x, y, z, ref='D65').values()
+        xx, yy, zz = adobe98_xyz(r, g, b, ref='D65').values()
+
+        self.assertAlmostEqual(xx, x, delta=1e-2)
+        self.assertAlmostEqual(yy, y, delta=1e-2)
+        self.assertAlmostEqual(zz, z, delta=1e-2)
+        # Testing ref attribute must be D65 or D50
+        self.assertRaises(ValueError, xyz_adobe98, x, y, z, ref='D62')
+        self.assertRaises(TypeError, xyz_adobe98, "2.0", y, z, ref='D65')
+        # Testing wrong type for ref attribute (must be string)
+        D65 = 65
+        self.assertRaises(TypeError, xyz_adobe98, x, y, z, ref=D65)
+        self.assertRaises(TypeError, xyz_adobe98, ref='D65')
+        self.assertRaises(TypeError, xyz_adobe98, x, ref='D65')
+        self.assertRaises(TypeError, xyz_adobe98, x, y, ref='D65')
+
+        self.assertRaises(TypeError, xyz_adobe98, x, y, ref='D655')
+
+        res = xyz_adobe98(x, y, z, ref='D65')
+        self.assertIsInstance(res, dict)
+
+        self.assertEqual(len(xyz_adobe98(x, y, z, ref='D65').values()), 3)
+
+        r, g, b = xyz_adobe98(x, y, z, ref='D65').values()
+        self.assertIsInstance(r, float)
+        self.assertIsInstance(g, float)
+        self.assertIsInstance(b, float)
+
+
+class adobe98_xyz_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        # RGB 255.0 0 0
+        # XYZ 41.246 | 21.267 | 1.933
+        # Adobe 218.946 0 0.048
+        x, y, z = 41.246, 21.267, 1.933
+        r, g, b = xyz_adobe98(x, y, z, ref='D65').values()
+        xx, yy, zz = adobe98_xyz(r, g, b, ref='D65').values()
+        self.assertAlmostEqual(xx, x, delta=1e-2)
+        self.assertAlmostEqual(yy, y, delta=1e-2)
+        self.assertAlmostEqual(zz, z, delta=1e-2)
+
+        self.assertRaises(TypeError, adobe98_xyz, r, g, b, ref=65)
+
+        # Testing ref attribute must be D65 or D50
+        self.assertRaises(ValueError, adobe98_xyz, r, g, b, ref='D6')
+
+        self.assertRaises(TypeError, adobe98_xyz, "2.0", g, b, ref='D65')
+        # Testing wrong type for ref attribute (must be string)
+        D65 = 65
+        self.assertRaises(TypeError, adobe98_xyz, r, g, b, ref=D65)
+        self.assertRaises(TypeError, adobe98_xyz, ref='D65')
+        self.assertRaises(TypeError, adobe98_xyz, r, ref='D65')
+        self.assertRaises(TypeError, adobe98_xyz, r, g, ref='D65')
+
+        self.assertRaises(TypeError, adobe98_xyz, r, g, ref='D655')
+
+        xx, yy, zz = adobe98_xyz(r, g, b, ref='D65').values()
+        self.assertIsInstance(xx, float)
+        self.assertIsInstance(yy, float)
+        self.assertIsInstance(zz, float)
+
+        res = xyz_adobe98(x, y, z, ref='D65')
+        self.assertIsInstance(res, dict)
+
+        self.assertEqual(len(adobe98_xyz(r, g, b, ref='D65').values()), 3)
+
+
+"""
+# CONVERT XYZ to CIELAB
+cpdef lab xyz_to_cielab(
+        float x,
+        float y,
+        float z,
+        const float [:] model=*,
+        bint format_8b = *
+)nogil 
+"""
+
+
+class xyz_CIELAB_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+
+        # RGB 255.0 0 0
+        # XYZ 41.246 | 21.267 | 1.933
+        # Adobe 218.946 0 0.048
+        x, y, z = 41.246, 21.267, 1.933
+        model_ = np.array([0.9642, 1.0000, 0.8251], dtype=np.float32)
+
+        self.assertIsInstance(xyz_to_cielab(x, y, z, model=model_, format_8b=False), dict)
+
+        # Test number of returned values
+        self.assertEqual(len(xyz_to_cielab(x, y, z, model=model_, format_8b=False).values()), 3)
+
+        # Check value types
+        l, a, b = xyz_to_cielab(x, y, z, model=model_, format_8b=False).values()
+        self.assertIsInstance(l, float)
+        self.assertIsInstance(a, float)
+        self.assertIsInstance(b, float)
+
+        # todo this should raise a TypeError, but cython set True or
+        #  False for incorrect type as long as the value is not null| None
+        # xyz_to_cielab(x, y, z, model=model_, format_8b=12)
+        # self.assertRaises(TypeError, xyz_to_cielab, x, y, z, model=model_, format_8b='True')
+
+        # RGB 255.0 0 0
+        # XYZ 41.246 | 21.267 | 1.933
+        # Adobe 218.946 0 0.048
+        x, y, z = 41.246, 21.267, 1.933
+        cielab_model_d65 = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32)
+        # using D65
+        l, a, b = xyz_to_cielab(x, y, z, model=cielab_model_d65, format_8b=False).values()
+        # reverse method using D65
+        xx, yy, zz = cielab_to_xyz(l, a, b, model=cielab_model_d65, format_8b=False).values()
+        self.assertAlmostEqual(xx, x, delta=1e-3)
+        self.assertAlmostEqual(yy, y, delta=1e-3)
+        self.assertAlmostEqual(zz, z, delta=1e-3)
+
+        # Using Cielab model D50
+        cielab_model_d50 = np.array([0.9642, 1.0000, 0.8251], dtype=np.float32)
+        l, a, b = xyz_to_cielab(x, y, z, model=cielab_model_d50, format_8b=False).values()
+        # reverse method using D65
+        xx, yy, zz = cielab_to_xyz(l, a, b, model=cielab_model_d50, format_8b=False).values()
+        self.assertAlmostEqual(xx, x, delta=1e-3)
+        self.assertAlmostEqual(yy, y, delta=1e-3)
+        self.assertAlmostEqual(zz, z, delta=1e-3)
+
+        self.assertRaises(TypeError, xyz_to_cielab, x, y)
+        self.assertRaises(TypeError, xyz_to_cielab, x)
+
+        # Model uint8 instead of float32
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.uint8)
+        self.assertRaises(ValueError, xyz_to_cielab, l, a, b, model=incorrect_model)
+
+        # model with incorrect shapes
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888, 2.2], dtype=np.float32)
+        self.assertRaises(TypeError, xyz_to_cielab, x, y, z, model=incorrect_model)
+
+        incorrect_model = np.array([0.9504], dtype=np.float32)
+        self.assertRaises(TypeError, xyz_to_cielab, x, y, z, model=incorrect_model)
+
+        self.assertRaises(TypeError, xyz_to_cielab, x, y, z, model=[])
+
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32, copy=False)
+        xyz_to_cielab(x, y, z, model = incorrect_model)
+
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32, copy=True)
+        xyz_to_cielab(x, y, z, model=incorrect_model)
+
+
+class CIELAB_to_xyz_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        # RGB 255.0 0 0
+        # XYZ 41.246 | 21.267 | 1.933
+        # lab = 53.241 | 80.092 | 67.203
+        # Adobe 218.946 0 0.048
+        # x, y, z = 41.246, 21.267, 1.933
+        l, a, b = 53.241, 80.092, 67.203
+
+        model_ = np.array([0.9642, 1.0000, 0.8251], dtype=np.float32)
+
+        self.assertIsInstance(cielab_to_xyz(l, a, b, model=model_, format_8b=False), dict)
+
+        # Test number of returned values
+        self.assertEqual(len(cielab_to_xyz(l, a, b, model=model_, format_8b=False).values()), 3)
+
+        # Check value types
+        x, y, z = cielab_to_xyz(l, a, b, model=model_, format_8b=False).values()
+        self.assertIsInstance(x, float)
+        self.assertIsInstance(y, float)
+        self.assertIsInstance(z, float)
+
+        # todo this should raise a TypeError, but cython set True or
+        #  False for incorrect type as long as the value is not null| None
+        # cielab_to_xyz(x, y, z, model=model_, format_8b=12)
+        # self.assertRaises(TypeError, cielab_to_xyz, x, y, z, model=model_, format_8b='True')
+
+        # RGB 255.0 0 0
+        # XYZ 41.246 | 21.267 | 1.933
+        # lab = 53.241 | 80.092 | 67.203
+        # Adobe 218.946 0 0.048
+        # x, y, z = 41.246, 21.267, 1.933
+        l, a, b = 53.241, 80.092, 67.203
+        cielab_model_d65 = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32)
+
+        # using D65
+        x, y, z = cielab_to_xyz(l, a, b, model=cielab_model_d65, format_8b=False).values()
+
+        # reverse method using D65
+        ll, aa, bb = xyz_to_cielab(x, y, z, model=cielab_model_d65, format_8b=False).values()
+        self.assertAlmostEqual(ll, l, delta=1e-3)
+        self.assertAlmostEqual(aa, a, delta=1e-3)
+        self.assertAlmostEqual(bb, b, delta=1e-3)
+
+        # Using Cielab model D50
+        cielab_model_d50 = np.array([0.9642, 1.0000, 0.8251], dtype=np.float32)
+        x, y, z = cielab_to_xyz(l, a, b, model=cielab_model_d50, format_8b=False).values()
+        # reverse method using D65
+        ll, aa, bb = xyz_to_cielab(x, y, z, model=cielab_model_d50, format_8b=False).values()
+        self.assertAlmostEqual(ll, l, delta=1e-3)
+        self.assertAlmostEqual(aa, a, delta=1e-3)
+        self.assertAlmostEqual(bb, b, delta=1e-3)
+
+        self.assertRaises(TypeError, cielab_to_xyz, l, a)
+        self.assertRaises(TypeError, cielab_to_xyz, a)
+
+        # Model uint8 instead of float32
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.uint8)
+        self.assertRaises(ValueError, cielab_to_xyz, l, a, b, model=incorrect_model)
+
+        # model with incorrect shapes
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888, 2.2], dtype=np.float32)
+        self.assertRaises(TypeError, cielab_to_xyz, l, a, b, model=incorrect_model)
+
+        incorrect_model = np.array([0.9504], dtype=np.float32)
+        self.assertRaises(TypeError, cielab_to_xyz, l, a, b, model=incorrect_model)
+
+        self.assertRaises(TypeError, cielab_to_xyz, l, a, b, model=[])
+
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32, copy=False)
+        cielab_to_xyz(l, a, b, model=incorrect_model)
+
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32, copy=True)
+        xyz_to_cielab(l, a, b, model=incorrect_model)
+
+
+class rgb_to_CIELAB_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        # RGB 255.0 0 0
+        # XYZ 41.246 | 21.267 | 1.933
+        # lab = 53.241 | 80.092 | 67.203
+        # Adobe 218.946 0 0.048
+        # x, y, z = 41.246, 21.267, 1.933
+        # l, a, b = 53.241, 80.092, 67.203
+
+        r, g, b = 255.0, 0, 0
+
+        # D50
+        cielab_model_d50 = np.array([0.9642, 1.0000, 0.8251], dtype=np.float32)
+
+        self.assertIsInstance(rgb_to_cielab(r, g, b, model=cielab_model_d50, format_8b=False), dict)
+
+        # Test number of returned values
+        self.assertEqual(len(rgb_to_cielab(r, g, b, model=cielab_model_d50, format_8b=False).values()), 3)
+
+        # Check value types
+        x, y, z = rgb_to_cielab(r, g, b, model=cielab_model_d50, format_8b=False).values()
+        self.assertIsInstance(x, float)
+        self.assertIsInstance(y, float)
+        self.assertIsInstance(z, float)
+
+        # using D65
+        rr, gg, bb = 255.0, 0, 0
+        cielab_model_d65 = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32)
+        l, a, b = rgb_to_cielab(rr, gg, bb, model=cielab_model_d65, format_8b=False).values()
+
+        # reverse method using D65
+        rr_, gg_, bb_ = cielab_to_rgb(l, a, b, model=cielab_model_d65, format_8b=False).values()
+        self.assertAlmostEqual(rr, rr_, delta=1e-3)
+        self.assertAlmostEqual(gg, gg_, delta=1e-3)
+        self.assertAlmostEqual(bb, bb_, delta=1e-3)
+
+        self.assertRaises(TypeError, rgb_to_cielab, r, g)
+        self.assertRaises(TypeError, rgb_to_cielab, r)
+
+        # Model uint8 instead of float32
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.uint8)
+        self.assertRaises(ValueError, rgb_to_cielab, r, g, b, model=incorrect_model)
+
+        # model with incorrect shapes
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888, 2.2], dtype=np.float32)
+        self.assertRaises(TypeError, rgb_to_cielab, r, g, b, model=incorrect_model)
+
+        incorrect_model = np.array([0.9504], dtype=np.float32)
+        self.assertRaises(TypeError, rgb_to_cielab, r, g, b, model=incorrect_model)
+
+        self.assertRaises(TypeError, rgb_to_cielab, r, g, b, model=[])
+
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32, copy=False)
+        rgb_to_cielab(r, g, b, model=incorrect_model)
+
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32, copy=True)
+        rgb_to_cielab(r, g, b, model=incorrect_model)
+
+
+class CIELAB_to_rgb_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        # RGB 255.0 0 0
+        # XYZ 41.246 | 21.267 | 1.933
+        # lab = 53.241 | 80.092 | 67.203
+        # Adobe 218.946 0 0.048
+        # x, y, z = 41.246, 21.267, 1.933
+        l, a, b = 53.241, 80.092, 67.203
+        # r, g, b = 255.0, 0, 0
+
+        # D50
+        cielab_model_d50 = np.array([0.9642, 1.0000, 0.8251], dtype=np.float32)
+
+        self.assertIsInstance(cielab_to_rgb(l, a, b, model=cielab_model_d50, format_8b=False), dict)
+
+        # Test number of returned values
+        self.assertEqual(len(cielab_to_rgb(l, a, b, model=cielab_model_d50, format_8b=False).values()), 3)
+
+        # Check value types
+        x, y, z = cielab_to_rgb(l, a, b, model=cielab_model_d50, format_8b=False).values()
+        self.assertIsInstance(x, float)
+        self.assertIsInstance(y, float)
+        self.assertIsInstance(z, float)
+
+        # using D65
+        cielab_model_d65 = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32)
+        l, a, b = rgb_to_cielab(255.0, 0, 0, model=cielab_model_d65, format_8b=False).values()
+        rr_, gg_, bb_ = cielab_to_rgb(l, a, b, model=cielab_model_d65, format_8b=False).values()
+        # reverse method using D65
+        ll, aa, bb = rgb_to_cielab(rr_, gg_, bb_, model=cielab_model_d65, format_8b=False).values()
+        self.assertAlmostEqual(ll, l, delta=1e-3)
+        self.assertAlmostEqual(aa, a, delta=1e-3)
+        self.assertAlmostEqual(bb, b, delta=1e-3)
+
+        self.assertRaises(TypeError, cielab_to_rgb, l, a)
+        self.assertRaises(TypeError, cielab_to_rgb, l)
+
+        # Model uint8 instead of float32
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.uint8)
+        self.assertRaises(ValueError, cielab_to_rgb, l, a, b, model=incorrect_model)
+
+        # model with incorrect shapes
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888, 2.2], dtype=np.float32)
+        self.assertRaises(TypeError, cielab_to_rgb, l, a, b, model=incorrect_model)
+
+        incorrect_model = np.array([0.9504], dtype=np.float32)
+        self.assertRaises(TypeError, cielab_to_rgb, l, a, b, model=incorrect_model)
+
+        self.assertRaises(TypeError, cielab_to_rgb, l, a, b, model=[])
+
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32, copy=False)
+        cielab_to_rgb(l, a, b, model=incorrect_model)
+
+        incorrect_model = np.array([0.9504, 1.0000, 1.0888], dtype=np.float32, copy=True)
+        cielab_to_rgb(l, a, b, model=incorrect_model)
+
+
+class rgb_2_cielab_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        """
+        cpdef rgb_2_cielab(
+        unsigned char[:, :, :] adobe98_array,
+        str illuminant ='d65',
+        bint format_8b=False)
+        
+        """
+
+        rgb_array = np.ndarray(shape=(640, 480, 3), dtype=np.uint8, order='C')
+
+        # check the output type | must be ndarray
+        self.assertIsInstance(rgb_2_cielab(rgb_array, illuminant='d65', format_8b=False), np.ndarray)
+        # Check the output array shape | must be 640x480x3
+        arr = rgb_2_cielab(rgb_array, illuminant='d65', format_8b=False)
+        self.assertTupleEqual(arr.shape, (640, 480, 3))
+        # Check the output array type | must be float32
+        self.assertEqual(arr.dtype, numpy.float32)
+        # Testing no argument | must raise a TypeError
+        self.assertRaises(TypeError, rgb_2_cielab)
+        # illuminant can be 'a','c','e','d50', 'd55', 'd65', 'icc'
+        self.assertRaises(TypeError, rgb_2_cielab, illuminant='d64', format_8b=False)
+
+        # This should work with D65, string made uppercase
+        rgb_2_cielab(rgb_array, illuminant='D65', format_8b=False)
+
+        # Testing all illuminant
+        rgb_2_cielab(rgb_array, illuminant='a', format_8b=False)
+        rgb_2_cielab(rgb_array, illuminant='c', format_8b=False)
+        rgb_2_cielab(rgb_array, illuminant='e', format_8b=False)
+        rgb_2_cielab(rgb_array, illuminant='d50', format_8b=False)
+        rgb_2_cielab(rgb_array, illuminant='d55', format_8b=False)
+        rgb_2_cielab(rgb_array, illuminant='d65', format_8b=False)
+        rgb_2_cielab(rgb_array, illuminant='icc', format_8b=False)
+
+        rgb_array = np.ndarray(shape=(640, 480, 3), dtype=np.uint8, order='C')
+        cielab_array = rgb_2_cielab(rgb_array, illuminant='d65', format_8b=False)
+        rgb_array_ = cielab_2_rgb(cielab_array, illuminant='d65', format_8b=False)
+        self.assertTrue(numpy.array_equiv(rgb_array, rgb_array_))
+
+        # testing array with extra dim
+        rgb_array = np.ndarray(shape=(640, 480, 8), dtype=np.uint8, order='C')
+        self.assertRaises(TypeError, rgb_2_cielab, rgb_array, illuminant='d65', format_8b=False)
+
+        rgb_array = np.ndarray(shape=(640, 480, 8, 2), dtype=np.uint8, order='C')
+        self.assertRaises(ValueError, rgb_2_cielab, rgb_array, illuminant='d65', format_8b=False)
+
+        # Only passing Red should raise an alert
+        rgb_array = np.ndarray(shape=(640, 480, 1), dtype=np.uint8, order='C')
+        self.assertRaises(TypeError, rgb_2_cielab, rgb_array, illuminant='d65', format_8b=False)
+
+
+class cielab_2_rgb_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+
+        cielab_array = np.ndarray(shape=(640, 480, 3), dtype=np.float32, order='C')
+
+        # check the output type | must be ndarray
+        self.assertIsInstance(cielab_2_rgb(cielab_array, illuminant='d65', format_8b=False), np.ndarray)
+        # Check the output array shape | must be 640x480x3
+        arr = cielab_2_rgb(cielab_array, illuminant='d65', format_8b=False)
+        self.assertTupleEqual(arr.shape, (640, 480, 3))
+
+        self.assertEqual(arr.dtype, numpy.uint8)
+        # Testing no argument | must raise a TypeError
+        self.assertRaises(TypeError, cielab_2_rgb)
+        # illuminant can be 'a','c','e','d50', 'd55', 'd65', 'icc'
+        self.assertRaises(TypeError, cielab_2_rgb, illuminant='d64', format_8b=False)
+        # Testing all illuminant
+        cielab_2_rgb(cielab_array, illuminant='a', format_8b=False)
+        cielab_2_rgb(cielab_array, illuminant='c', format_8b=False)
+        cielab_2_rgb(cielab_array, illuminant='e', format_8b=False)
+        cielab_2_rgb(cielab_array, illuminant='d50', format_8b=False)
+        cielab_2_rgb(cielab_array, illuminant='d55', format_8b=False)
+        cielab_2_rgb(cielab_array, illuminant='d65', format_8b=False)
+        cielab_2_rgb(cielab_array, illuminant='icc', format_8b=False)
+
+        rgb_array = np.ndarray(shape=(640, 480, 3), dtype=np.uint8, order='C')
+        cielab_array = rgb_2_cielab(rgb_array, illuminant='d65', format_8b=False)
+        rgb_array_ = cielab_2_rgb(cielab_array, illuminant='d65', format_8b=False)
+        self.assertTrue(numpy.array_equiv(rgb_array, rgb_array_))
+
+        # testing array with extra dim
+        rgb_array = np.ndarray(shape=(640, 480, 8), dtype=np.float32, order='C')
+        self.assertRaises(TypeError, cielab_2_rgb, rgb_array, illuminant='d65', format_8b=False)
+
+        rgb_array = np.ndarray(shape=(640, 480, 8, 2), dtype=np.float32, order='C')
+        self.assertRaises(ValueError, cielab_2_rgb, rgb_array, illuminant='d65', format_8b=False)
+
+        # Only passing Red should raise an alert
+        rgb_array = np.ndarray(shape=(640, 480, 1), dtype=np.float32, order='C')
+        self.assertRaises(TypeError, cielab_2_rgb, rgb_array, illuminant='d65', format_8b=False)
+
+
+class WhiteBalance_t(unittest.TestCase):
+    """
+    cpdef WhiteBalance(
+        unsigned char[:, :, :] adobe98_array,
+        float c1=1.0,
+        str illuminant='d50',
+        bint format_8b = False
+    ):
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        texture = pygame.image.load("..//Assets//background2.png").convert()
+        texture = pygame.transform.smoothscale(texture, (640, 512))
+        arr = pygame.surfarray.array3d(texture)
+        white_b = WhiteBalance(arr, illuminant='D65', format_8b=False)
+        # Testing instance
+        self.assertIsInstance(white_b, numpy.ndarray)
+        # Testing arrays shapes
+        self.assertTupleEqual(white_b.shape, arr.shape)
+
+        gimp_white_balance = pygame.image.load("..//Assets//white_surf.png")
+        gimp_white_balance = pygame.transform.smoothscale(texture, (640, 512))
+        arr1 = pygame.surfarray.pixels3d(gimp_white_balance)
+        # compare gimp white balance with Cielab lib white balance
+        # Gimp white balance seems to use the illuminant d65
+        # self.assertTrue(numpy.allclose(white_b, arr1, rtol=2, atol=2))
+
+
+class WhiteBalanceInplace_t(unittest.TestCase):
+    """
+
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        texture = pygame.image.load("..//Assets//background2.png").convert()
+        texture = pygame.transform.smoothscale(texture, (640, 512))
+        arr = pygame.surfarray.array3d(texture)
+        WhiteBalanceInplace(arr, illuminant='D65')
+
+        # Testing instance
+        self.assertIsInstance(arr, numpy.ndarray)
+
+        # Testing arrays shapes
+        self.assertTupleEqual(arr.shape, arr.shape)
+
+        gimp_white_balance = pygame.image.load("..//Assets//white_surf.png")
+        arr1 = pygame.surfarray.pixels3d(gimp_white_balance)
+
+        # compare gimp white balance with Cielab lib white balance
+        # Gimp white balance seems to use the illuminant d65
+        # self.assertTrue(numpy.allclose(arr, arr1, rtol=1, atol=1))
+
+
+
+class rgb2adobe_t(unittest.TestCase):
+    """
+    cpdef rgb2adobe(unsigned char[:, :, :] adobe98_array, str ref='D65'):
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        # testing 24 bit image
+        texture = pygame.image.load("..//Assets//background2.png").convert()
+        texture = pygame.transform.smoothscale(texture, (640, 512))
+        arr = pygame.surfarray.array3d(texture)
+        # Check the output type
+        self.assertIsInstance(rgb2adobe(arr), np.ndarray)
+        # Check the array shape
+        self.assertTupleEqual(arr.shape, rgb2adobe(arr).shape)
+
+        self.assertEqual(arr.dtype, np.uint8)
+        # Check array data type
+        self.assertEqual(rgb2adobe(arr).dtype, np.float32)
+
+        # Testing 32 bit image
+        texture = pygame.image.load("..//Assets//background2.png").convert_alpha()
+        texture = pygame.transform.smoothscale(texture, (640, 512))
+        arr32 = pygame.surfarray.array3d(texture)
+        self.assertIsInstance(rgb2adobe(arr32), np.ndarray)
+        self.assertTupleEqual(arr.shape, rgb2adobe(arr32).shape)
+
+        # testing RGBA array
+        rgba_array = np.ndarray(shape=(640, 480, 4), dtype=np.uint8, order='C')
+        self.assertIsInstance(rgb2adobe(rgba_array), np.ndarray)
+
+        rgba_array = np.ndarray(shape=(640, 480, 4), dtype=np.uint8, order='F')
+        self.assertIsInstance(rgb2adobe(rgba_array), np.ndarray)
+
+        # Test float32 instead of uint8
+        rgba_array = np.ndarray(shape=(640, 480, 3), dtype=np.float32, order='C')
+        self.assertRaises(ValueError, rgb2adobe, rgba_array)
+
+        # Test no argument
+        self.assertRaises(TypeError, rgb2adobe)
+
+        # Test incorrect argument for ref
+        self.assertRaises(TypeError, rgb2adobe, ref = 'D64')
+
+        rgb2adobe(arr, ref='a')
+        rgb2adobe(arr, ref='c')
+        rgb2adobe(arr, ref='e')
+        rgb2adobe(arr, ref='d50')
+        rgb2adobe(arr, ref='d55')
+        rgb2adobe(arr, ref='d65')
+        rgb2adobe(arr, ref='icc')
+
+        arr1 = rgb2adobe(arr, ref='d65')
+        arr2 = adobe2rgb(arr1, ref='d65')
+        self.assertTrue(numpy.allclose(arr, arr2, rtol=1e-02, atol=1e-02, equal_nan=False))
+
+
+class rgb2adobe_inplace_t(unittest.TestCase):
+    """
+    cpdef void rgb2adobe_inplace(unsigned char[:, :, :] adobe98_array, str ref='D65'):
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        # testing 24 bit image
+        texture = pygame.image.load("..//Assets//background2.png").convert()
+        texture = pygame.transform.smoothscale(texture, (640, 512))
+        arr = pygame.surfarray.array3d(texture)
+        # Check the output type
+
+        self.assertEqual(rgb2adobe_inplace(arr), None)
+
+        self.assertEqual(rgb2adobe_inplace(arr), None)
+
+        # testing RGBA array
+        rgba_array = np.ndarray(shape=(640, 480, 4), dtype=np.uint8, order='C')
+        self.assertEqual(rgb2adobe_inplace(rgba_array), None)
+
+        rgba_array = np.ndarray(shape=(640, 480, 4), dtype=np.uint8, order='F')
+        rgb2adobe_inplace(rgba_array)
+
+        # Test float32 instead of uint8
+        rgba_array = np.ndarray(shape=(640, 480, 3), dtype=np.float32, order='C')
+        self.assertRaises(ValueError, rgb2adobe_inplace, rgba_array)
+
+        # Test no argument
+        self.assertRaises(TypeError, rgb2adobe_inplace)
+
+        # Test incorrect argument for ref
+        self.assertRaises(TypeError, rgb2adobe_inplace, ref='D64')
+
+        rgb2adobe_inplace(arr, ref='a')
+        rgb2adobe_inplace(arr, ref='c')
+        rgb2adobe_inplace(arr, ref='e')
+        rgb2adobe_inplace(arr, ref='d50')
+        rgb2adobe_inplace(arr, ref='d55')
+        rgb2adobe_inplace(arr, ref='d65')
+        rgb2adobe_inplace(arr, ref='icc')
+
+        # Todo do the reverse
+        # self.assertTrue(arr.all()==)
+
+
+class array3d_stats_t(unittest.TestCase):
+    """
+    cpdef inline im_stats array3d_stats(object array)
+    """
+
+    # pylint: disable=too-many-statements
+    def runTest(self) -> None:
+        """
+
+        :return:  void
+        """
+        # todo with float array
+
+        arr = numpy.empty((100, 100, 3), dtype=np.uint8)
+        arr[:, :, 0] = 84
+        arr[:, :, 1] = 67
+        arr[:, :, 2] = 194
+        res = array3d_stats(arr)
+        self.assertIsInstance(res, dict)
+
+        self.assertTrue(len(res) == 6)
+        r_mean, r_std, g_mean, g_std, b_mean, b_std = array3d_stats(arr).values()
+
+        # Checking the mean values
+        self.assertAlmostEqual(numpy.mean(arr[:, :, 0]) / 255.0, r_mean, delta=1e-4)
+        self.assertAlmostEqual(numpy.mean(arr[:, :, 1]) / 255.0, g_mean, delta=1e-4)
+        self.assertAlmostEqual(numpy.mean(arr[:, :, 2]) / 255.0, b_mean, delta=1e-4)
+
+        # Checking the standard deviation
+        self.assertAlmostEqual(numpy.std(arr[:, :, 0]) / 255.0, r_std, delta=1e-4)
+        self.assertAlmostEqual(numpy.std(arr[:, :, 1]) / 255.0, g_std, delta=1e-4)
+        self.assertAlmostEqual(numpy.std(arr[:, :, 2]) / 255.0, b_std, delta=1e-4)
+
+        # Testing with a full array
+        texture = pygame.image.load("..//Assets//background2.png").convert()
+        texture = pygame.transform.smoothscale(texture, (640, 512))
+        arr = pygame.surfarray.array3d(texture)
+
+        r_mean, r_std, g_mean, g_std, b_mean, b_std = array3d_stats(arr).values()
+
+        # Checking the mean values
+        self.assertAlmostEqual(numpy.mean(arr[:, :, 0]) / 255.0, r_mean, delta=1e-4)
+        self.assertAlmostEqual(numpy.mean(arr[:, :, 1]) / 255.0, g_mean, delta=1e-4)
+        self.assertAlmostEqual(numpy.mean(arr[:, :, 2]) / 255.0, b_mean, delta=1e-4)
+        # Checking the standard deviation
+        self.assertAlmostEqual(numpy.std(arr[:, :, 0]) / 255.0, r_std, delta=1e-4)
+        self.assertAlmostEqual(numpy.std(arr[:, :, 1]) / 255.0, g_std, delta=1e-4)
+        self.assertAlmostEqual(numpy.std(arr[:, :, 2]) / 255.0, b_std, delta=1e-4)
+
+        arr = numpy.empty((100, 100, 3), dtype=np.float32)
+        arr[:, :, 0] = 84.0
+        arr[:, :, 1] = 67.0
+        arr[:, :, 2] = 194.0
+        res = array3d_stats(arr)
+        self.assertIsInstance(res, dict)
+
+        self.assertTrue(len(res) == 6)
+        r_mean, r_std, g_mean, g_std, b_mean, b_std = array3d_stats(arr).values()
+
+        # Checking the mean values
+        self.assertAlmostEqual(numpy.mean(arr[:, :, 0]) / 255.0, r_mean, delta=1e-4)
+        self.assertAlmostEqual(numpy.mean(arr[:, :, 1]) / 255.0, g_mean, delta=1e-4)
+        self.assertAlmostEqual(numpy.mean(arr[:, :, 2]) / 255.0, b_mean, delta=1e-4)
+
+        # Checking the standard deviation
+        self.assertAlmostEqual(numpy.std(arr[:, :, 0]) / 255.0, r_std, delta=1e-4)
+        self.assertAlmostEqual(numpy.std(arr[:, :, 1]) / 255.0, g_std, delta=1e-4)
+        self.assertAlmostEqual(numpy.std(arr[:, :, 2]) / 255.0, b_std, delta=1e-4)
+
+
+
+
+def run_testsuite():
+    """
+    test suite
+
+    :return: void
+    """
+
+    suite = unittest.TestSuite()
+
+    suite.addTests([
+        array3d_mean_t(),
+        rgb_to_xyz_t(),
+        xyz_to_rgb_t(),
+
+        xyz_adobe98_t(),
+        adobe98_xyz_t(),
+
+        xyz_CIELAB_t(),
+        CIELAB_to_xyz_t(),
+
+        rgb_to_CIELAB_t(),
+        CIELAB_to_rgb_t(),
+
+        rgb_2_cielab_t(),
+        cielab_2_rgb_t(),
+
+        WhiteBalance_t(),
+        WhiteBalanceInplace_t(),
+
+        rgb2adobe_t(),
+        rgb2adobe_inplace_t(),
+
+        array3d_stats_t()
+
+    ])
+
+    unittest.TextTestRunner().run(suite)
+    sys.exit(0)
+
+
+if __name__ == '__main__':
+
+    run_testsuite()
+    sys.exit(0)
diff --git a/LICENSE b/LICENSE
index f288702..3877ae0 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,674 +1,674 @@
-                    GNU GENERAL PUBLIC LICENSE
-                       Version 3, 29 June 2007
-
- Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
- Everyone is permitted to copy and distribute verbatim copies
- of this license document, but changing it is not allowed.
-
-                            Preamble
-
-  The GNU General Public License is a free, copyleft license for
-software and other kinds of works.
-
-  The licenses for most software and other practical works are designed
-to take away your freedom to share and change the works.  By contrast,
-the GNU General Public License is intended to guarantee your freedom to
-share and change all versions of a program--to make sure it remains free
-software for all its users.  We, the Free Software Foundation, use the
-GNU General Public License for most of our software; it applies also to
-any other work released this way by its authors.  You can apply it to
-your programs, too.
-
-  When we speak of free software, we are referring to freedom, not
-price.  Our General Public Licenses are designed to make sure that you
-have the freedom to distribute copies of free software (and charge for
-them if you wish), that you receive source code or can get it if you
-want it, that you can change the software or use pieces of it in new
-free programs, and that you know you can do these things.
-
-  To protect your rights, we need to prevent others from denying you
-these rights or asking you to surrender the rights.  Therefore, you have
-certain responsibilities if you distribute copies of the software, or if
-you modify it: responsibilities to respect the freedom of others.
-
-  For example, if you distribute copies of such a program, whether
-gratis or for a fee, you must pass on to the recipients the same
-freedoms that you received.  You must make sure that they, too, receive
-or can get the source code.  And you must show them these terms so they
-know their rights.
-
-  Developers that use the GNU GPL protect your rights with two steps:
-(1) assert copyright on the software, and (2) offer you this License
-giving you legal permission to copy, distribute and/or modify it.
-
-  For the developers' and authors' protection, the GPL clearly explains
-that there is no warranty for this free software.  For both users' and
-authors' sake, the GPL requires that modified versions be marked as
-changed, so that their problems will not be attributed erroneously to
-authors of previous versions.
-
-  Some devices are designed to deny users access to install or run
-modified versions of the software inside them, although the manufacturer
-can do so.  This is fundamentally incompatible with the aim of
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-use, which is precisely where it is most unacceptable.  Therefore, we
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-stand ready to extend this provision to those domains in future versions
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-  10. Automatic Licensing of Downstream Recipients.
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-  11. Patents.
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-  A "contributor" is a copyright holder who authorizes use under this
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-  A patent license is "discriminatory" if it does not include within
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-conditioned on the non-exercise of one or more of the rights that are
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-conveyed by you (or copies made from those copies), or (b) primarily
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-or that patent license was granted, prior to 28 March 2007.
-
-  Nothing in this License shall be construed as excluding or limiting
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-  12. No Surrender of Others' Freedom.
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-  If conditions are imposed on you (whether by court order, agreement or
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-  13. Use with the GNU Affero General Public License.
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-  If the Program specifies that a proxy can decide which future
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-author or copyright holder as a result of your choosing to follow a
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-
-                     END OF TERMS AND CONDITIONS
-
-            How to Apply These Terms to Your New Programs
-
-  If you develop a new program, and you want it to be of the greatest
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-    This program is distributed in the hope that it will be useful,
-    but WITHOUT ANY WARRANTY; without even the implied warranty of
-    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-    GNU General Public License for more details.
-
-    You should have received a copy of the GNU General Public License
-    along with this program.  If not, see <https://www.gnu.org/licenses/>.
-
-Also add information on how to contact you by electronic and paper mail.
-
-  If the program does terminal interaction, make it output a short
-notice like this when it starts in an interactive mode:
-
-    <program>  Copyright (C) <year>  <name of author>
-    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
-    This is free software, and you are welcome to redistribute it
-    under certain conditions; type `show c' for details.
-
-The hypothetical commands `show w' and `show c' should show the appropriate
-parts of the General Public License.  Of course, your program's commands
-might be different; for a GUI interface, you would use an "about box".
-
-  You should also get your employer (if you work as a programmer) or school,
-if any, to sign a "copyright disclaimer" for the program, if necessary.
-For more information on this, and how to apply and follow the GNU GPL, see
-<https://www.gnu.org/licenses/>.
-
-  The GNU General Public License does not permit incorporating your program
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-may consider it more useful to permit linking proprietary applications with
-the library.  If this is what you want to do, use the GNU Lesser General
-Public License instead of this License.  But first, please read
-<https://www.gnu.org/licenses/why-not-lgpl.html>.
+                    GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU General Public License is a free, copyleft license for
+software and other kinds of works.
+
+  The licenses for most software and other practical works are designed
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+  Some devices are designed to deny users access to install or run
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+  The precise terms and conditions for copying, distribution and
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+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
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+  A "covered work" means either the unmodified Program or a work based
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+  To "propagate" a work means to do anything with it that, without
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+  An interactive user interface displays "Appropriate Legal Notices"
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+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+  1. Source Code.
+
+  The "source code" for a work means the preferred form of the work
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+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
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+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
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+of having them make modifications exclusively for you, or provide you
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diff --git a/MANIFEST.in b/MANIFEST.in
new file mode 100644
index 0000000..a0d9164
--- /dev/null
+++ b/MANIFEST.in
@@ -0,0 +1,15 @@
+include pyproject.toml
+include LICENSE
+include MANIFEST.in
+include README.md
+include requirements.txt
+
+
+
+
+
+
+
+
+
+ 
diff --git a/README.md b/README.md
index 4520b38..ca14646 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,403 @@
-# Cielab
-Cielab converter 
-## In progress
+# Cielab conversion tools 
+
+CIELAB is a free library coded with python and cython and offers 
+fast conversion methods between various colour spaces such as
+ sRGB, CIELAB, XYZ, ADOBE 98 and contains all the necessary methods
+ to convert a color space domain from one to another and reciprocally.
+
+This library is built with methods that can be call for a given pixel (RGB), 
+LAB, XYZ tristimulus values, or used directly to an entire 3d arrays with 
+similar color space.
+
+Most of the image format such as PNG, JPEG, JPG, BMP etc will work with
+this library as long as you can provide a valid 3d array (refers to the 
+methods arguments and documentations to pass a valid array shape and type).
+Check also the examples below that shows how to extract a 3d array from
+the most common known image processing library such as (OPENCV, PIL, scikit) or 
+Pygame that provides very fast and efficient methods for image editing.
+
+You can directly call Cielab conversion methods from your favourite Python editor
+ or choose to call the `cythonized` versions instead (only if you are familiar 
+with `Cython`). This will provide the best performances for your project(s).
+Nevertheless, Cielab library offers both methods, Cython `Cpdef` hooks for 
+Python and `cdef` version for cython external library. 
+
+Most of the methods can be used with D50 and D65 illuminant used in the vast majority 
+of industries and applications when using the Cielab pixel conversion methods.
+
+<!--However, you can choose any of the following illuminant models 'a', 'c', 'e', 'd50', 
+'d55', 'd65', 'icc' when converting a 3d array (except for ADOBE 98) -->
+
+## Some useful color space definitions 
+### What is Cielab (definition from Wikipedia)
+
+The CIELAB color space, also referred to as L*a*b*, is a color space defined by the International
+Commission on Illumination (abbreviated CIE) in 1976. It expresses color as three values: 
+L* for perceptual lightness and a* and b* for the four unique colors of human vision: red, green, blue and yellow. 
+
+The CIELAB space is three-dimensional and covers the entire gamut (range) of human color perception.
+It is based on the opponent color model of human vision, where red and green form an opponent pair and
+blue and yellow form an opponent pair. The lightness value, L*, also referred to as "Lstar",
+defines black at 0 and white at 100. The a* axis is relative to the green–red opponent colors, 
+with negative values toward green and positive values toward red. The b* axis represents the blue–yellow
+opponents, with negative numbers toward blue and positive toward yellow.
+
+The a* and b* axes are unbounded and depending on the reference white they can easily exceed ±150 to cover
+the human gamut. Nevertheless, software implementations often clamp these values for practical reasons.
+For instance, if integer math is being used it is common to clamp a* and b* in the range of −128 to 127.
+
+CIELAB is calculated relative to a reference white, for which the CIE recommends the use of CIE Standard
+illuminant D65. D65 is used in the vast majority of industries and applications, with the notable 
+exception being the printing industry which uses D50. The International Color Consortium largely supports
+the printing industry and uses D50 with either CIEXYZ or CIELAB in the Profile Connection Space, 
+for v2 and v4 ICC profiles.
+
+### Meaning of X, Y and Z
+
+The CIE 1931 RGB color space and CIE 1931 XYZ color space were created by the International 
+Commission on Illumination (CIE) in 1931.They resulted from a series of experiments done
+in the late 1920s by William David Wright using ten observers and John Guild using seven 
+observers. The experimental results were combined into the specification of the CIE RGB color
+space, from which the CIE XYZ color space was derived.
+
+The CIE 1931 color spaces are still widely used, as is the 1976 CIELUV color space.
+Tristimulus values
+
+The normalized spectral sensitivity of human cone cells of short-, middle- and long-wavelength types.
+The human eye with normal vision has three kinds of cone cells that sense light, having peaks of spectral
+sensitivity in short ("S", 420 nm – 440 nm), middle ("M", 530 nm – 540 nm), and long ("L", 560 nm – 580 nm)
+wavelengths. These cone cells underlie human color perception in conditions of medium and high brightness;
+in very dim light color vision diminishes, and the low-brightness, monochromatic "night vision" receptors,
+denominated "rod cells", become effective. Thus, three parameters corresponding to levels of stimulus of 
+the three kinds of cone cells, in principle describe any human color sensation. Weighting a total light
+power spectrum by the individual spectral sensitivities of the three kinds of cone cells renders three
+effective values of stimulus; these three values compose a tristimulus specification of the objective 
+color of the light spectrum. The three parameters, denoted "S", "M", and "L", are indicated using a
+3-dimensional space denominated the "LMS color space", which is one of many color spaces devised to quantify
+human color vision.
+
+A color space maps a range of physically produced colors from mixed light, pigments, etc. to an objective
+description of color sensations registered in the human eye, typically in terms of tristimulus values, 
+but not usually in the LMS color space defined by the spectral sensitivities of the cone cells. 
+The tristimulus values associated with a color space can be conceptualized as amounts of three primary colors
+in a tri-chromatic, additive color model. In some color spaces, including the LMS and XYZ spaces, 
+the primary colors used are not real colors in the sense that they cannot be generated in any light spectrum.
+
+The CIE XYZ color space encompasses all color sensations that are visible to a person with average eyesight. 
+That is why CIE XYZ (Tristimulus values) is a device-invariant representation of color. It serves as a
+standard reference against which many other color spaces are defined. A set of color-matching functions,
+like the spectral sensitivity curves of the LMS color space, but not restricted to non-negative sensitivities,
+associates physically produced light spectra with specific tristimulus values.
+
+Consider two light sources composed of different mixtures of various wavelengths. Such light sources may 
+appear to be the same color; this effect is called "metamerism." Such light sources have the same apparent
+color to an observer when they produce the same tristimulus values, regardless of the spectral power 
+distributions of the sources.
+
+Most wavelengths stimulate two or all three kinds of cone cell because the spectral sensitivity curves of 
+the three kinds overlap. Certain tristimulus values are thus physically impossible: e.g. LMS tristimulus
+values that are non-zero for the M component and zero for both the L and S components. Furthermore pure
+spectral colors would, in any normal trichromatic additive color space, e.g., the RGB color spaces, 
+imply negative values for at least one of the three primaries because the chromaticity would be outside 
+the color triangle defined by the primary colors. To avoid these negative RGB values, and to have one
+component that describes the perceived brightness, "imaginary" primary colors and corresponding color-matching
+functions were formulated. The CIE 1931 color space defines the resulting tristimulus values, in which they
+are denoted by "X", "Y", and "Z".In XYZ space, all combinations of non-negative coordinates are meaningful,
+but many, such as the primary locations [1, 0, 0], [0, 1, 0], and [0, 0, 1], correspond to imaginary colors 
+outside the space of possible LMS coordinates; imaginary colors do not correspond to any spectral distribution
+of wavelengths and therefore have no physical reality.
+
+### Adobe RGB color space
+The Adobe RGB (1998) color space or opRGB is a color space developed by Adobe Inc. in 1998. 
+It was designed to encompass most of the colors achievable on CMYK color printers, but by using
+RGB primary colors on a device such as a computer display. The Adobe RGB (1998) color space 
+encompasses roughly 30% of the visible colors specified by the CIELAB color space – improving
+upon the gamut of the sRGB color space, primarily in cyan-green hues. It was subsequently 
+standardized by the IEC as IEC 61966-2-5:1999 with a name opRGB (optional RGB color space)
+and is used in HDMI.
+
+### SRGB
+sRGB is a standard RGB (red, green, blue) color space that HP and Microsoft created cooperatively 
+in 1996 to use on monitors, printers, and the World Wide Web. It was subsequently standardized
+by the International Electrotechnical Commission (IEC) as IEC 61966-2-1:1999. sRGB is the
+current defined standard colorspace for the web, and it is usually the assumed colorspace for 
+images that are neither tagged for a colorspace nor have an embedded color profile.
+
+sRGB essentially codifies the display specifications for the computer monitors in use at that time,
+which greatly aided its acceptance. sRGB uses the same color primaries and white point as ITU-R BT.709
+standard for HDTV, a transfer function (or gamma) compatible with the era's CRT displays, 
+and a viewing environment designed to match typical home and office viewing conditions.
+
+
+---
+## Getting started:
+
+### Examples showing how to convert images
+
+Pygame (convert RGB image to CIELAB)
+```python
+
+WIDTH = 1280
+HEIGHT = 1024
+SCREEN = pygame.display.set_mode((WIDTH, HEIGHT))
+
+# load an image
+image = pygame.image.load("../Assets/background2.png")
+rgb_array_ = pygame.surfarray.pixels3d(image)
+
+# Transform an RGB array into CIELAB equivalent array using 
+# d65 illuminant 
+cielab_array = rgb_2_cielab(rgb_array_, illuminant ='d65', format_8b=False)
+# Create a surface from the cielab array 
+image_cielab = pygame.surfarray.make_surface(cielab_array)
+
+
+```
+
+PIL (convert RGB image to CIELAB)
+```python
+from PIL import Image
+# load image
+im = Image.open("../Assets/background2.png")
+im_bytes = im.tobytes()
+
+# create 3d array (682, 1024, 3) of type int8
+rgb_array_ = numpy.frombuffer(im_bytes, dtype=numpy.uint8).reshape((682, 1024, 3))
+# transpose width and height
+rgb_array_ = rgb_array_.transpose(1, 0, 2).copy()
+# Convert rgb array into cielab model 
+cielab_array = rgb_2_cielab(rgb_array_, illuminant ='d65', format_8b=False)
+
+cielab_array = cielab_array.transpose(1, 0, 2)
+numpy.ndarray.flatten(cielab_array)
+
+image_str = (cielab_array.astype(numpy.uint8)).tobytes()
+image = Image.frombytes('RGB', (1024, 682), image_str)
+image.show()
+```
+PIL (convert RGB image to ADOBE 98)
+```python
+from PIL import Image
+# load image
+im = Image.open("../Assets/background2.png")
+im_bytes = im.tobytes()
+
+# create 3d array (682, 1024, 3) of type int8
+rgb_array_ = numpy.frombuffer(im_bytes, dtype=numpy.uint8).reshape((682, 1024, 3))
+# transpose width and height
+rgb_array_ = rgb_array_.transpose(1, 0, 2).copy()
+# Convert rgb array into adobe98 array using d65 illuminant 
+adobe_array = rgb2adobe(rgb_array_, ref ='d65')
+
+adobe_array = adobe_array.transpose(1, 0, 2)
+numpy.ndarray.flatten(adobe_array)
+
+image_str = (adobe_array.astype(numpy.uint8)).tobytes()
+image = Image.frombytes('RGB', (1024, 682), image_str)
+image.show()
+
+```
+
+
+<p align="left">
+    <img src="https://github.com/yoyoberenguer/Cielab/blob/main/Assets/background2_cielab.png?raw=true">
+</p> 
+
+OpenCv (convert RGB image to CIELAB)
+```python
+import cv2
+img = cv2.imread("../Assets/background2.png")
+cielab_array = rgb_2_cielab(img, illuminant ='d65', format_8b=False)
+cielab_array = cv2.cvtColor(cielab_array, cv2.COLOR_BGR2RGB)
+cv2.imshow('image', cielab_array.astype(numpy.uint8))
+cv2.waitKey(0)
+cv2.destroyAllWindows()
+```
+
+scikit-image (convert RGB image to CIELAB)
+```python
+import skimage as ski
+import os
+import matplotlib
+from matplotlib import pyplot as plt
+matplotlib.use('TkAgg')
+filename = os.path.join(ski.data_dir, '../Assets/background2.png')
+rgb_array = ski.io.imread(filename)
+rgb_array = rgb_array.transpose(1, 0, 2)
+cielab_array = rgb_2_cielab(rgb_array, illuminant ='d50', format_8b=False)
+image = cielab_array.transpose(1, 0, 2).astype(numpy.uint8)
+plt.imshow(image)
+plt.show()
+```
+
+<p align="left">
+    <img src="https://github.com/yoyoberenguer/Cielab/blob/main/Assets/demo.png?raw=true">
+</p> 
+
+### Example showing how to convert color information
+
+```python
+
+# Color definition 
+# RGB 255.0 0 0 (RED)
+# XYZ 41.246 | 21.267 | 1.933
+# Adobe 218.946 0 0.048
+x, y, z = 41.246, 21.267, 1.933
+
+# XYZ to ADOBE 98
+r, g, b = xyz_adobe98(x, y, z, ref='D65').values()
+# RGB to XYZ
+x, y, z = rgb_to_xyz(255.0, 0, 0).values()  # default d65
+# XYZ to CIELAB 
+D65 = numpy.array([0.9504, 1.0000, 1.0888], dtype=float32)
+l, a, b = xyz_to_cielab(
+   41.24563980102539, 
+   21.267290115356445, 
+   1.9333901405334473, model=D65).values()
+
+
+```
+### Array mean and standard deviation 
+```python
+import skimage as ski
+import os
+import matplotlib
+from matplotlib import pyplot as plt
+matplotlib.use('TkAgg')
+filename = os.path.join(ski.data_dir, '../Assets/background2.png')
+rgb_array = ski.io.imread(filename)
+# Get RGB mean and standard deviation for each channels
+red_mean, red_dev, \
+green_mean, green_dev,\
+blue_mean, blue_dev = array3d_stats(rgb_array).values()
+
+```
+
+
+---
+## PIXEL TRANSFORMATION
+
+#### Convert XYZ tristimulus to ADOBE98 and back (D65 or D50 illuminant)
+```text
+xyz_adobe98(x, y, z, ref='D65')
+
+adobe98_xyz(r, g, b, ref='D65')
+```
+
+#### Convert RGB to XYZ tristimulus and back (D65 or D50 illuminant)
+```text
+rgb_to_xyz(r, g, b, ref='D65')
+
+xyz_to_rgb( x, y, z, ref='D65')
+```
+
+#### Convert XYZ to CIELAB and back; models ('a', 'c', 'e', 'd50', 'd55', 'd65', 'icc')
+```text
+xyz_to_cielab(x, y, z, model=model_d65, format_8b = False)
+
+cielab_to_xyz(l , a, b, model=model_d65, format_8b = False)
+```
+
+#### Convert RGB to CIELAB and back; models ('a', 'c', 'e', 'd50', 'd55', 'd65', 'icc')
+```
+rgb_to_cielab(r, g, b, model=model_d65, format_8b = False)
+        
+cielab_to_rgb(l, a, b, model=model_d65, format_8b = False)
+
+```
+---
+### ARRAY TRANSFORMATION
+
+#### Convert ARRAY RGB to ARRAY CIELAB; models ('a', 'c', 'e', 'd50', 'd55', 'd65', 'icc')
+
+```text
+rgb_2_cielab(rgb_array_, illuminant_ ='d65', format_8b=False)
+        
+cielab_2_rgb(lab_array_, illuminant_ ='d65', format_8b=False)
+```
+
+
+#### White balance ; models ('a', 'c', 'e', 'd50', 'd55', 'd65', 'icc')
+```text
+
+WhiteBalance(rgb_array_, c1=1.0, illuminant_='D65', format_8b = False)
+
+WhiteBalanceInplace(rgb_array_,  c1=1.0, illuminant_='D65', format_8b = False)
+
+```
+
+
+#### ADOBE98 ARRAY to RGB ARRAY and back ; models ('d50', 'd65')
+```text
+adobe2rgb(adobe98_array_, ref='D65')
+
+rgb2adobe(rgb_array_, ref='D65')
+
+rgb2adobe_inplace(rgb_array_, ref='D65')
+
+adobe2rgb_inplace(adobe98_array_, ref='D65')
+
+```
+
+#### RGB array to XYZ array ; models ('d50', 'd65')
+```text
+rgb2xyz(rgb_array_, ref='D65')
+    
+
+```
+
+<!--<p align="left">
+    <img src="https://github.com/yoyoberenguer/Cielab/blob/main/demo.png?raw=true">
+</p> -->
+
+
+*In python Idle*
+```
+from Cielab import *
+```
+---
+
+## Installation from pip
+Check the link for newest version https://pypi.org/project/Cielab/
+
+
+From the command line 
+```cmd
+C:\>pip install Cielab
+```
+
+## Credit
+Yoann Berenguer 
+
+## Dependencies :
+```
+numpy >= 1.19.5
+pygame ==2.5.2
+cython =>3.0.2
+setuptools~=54.1.1
+```
+
+## License :
+
+GNU GENERAL PUBLIC LICENSE Version 3
+
+Copyright (c) 2019 Yoann Berenguer
+
+Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+Everyone is permitted to copy and distribute verbatim copies
+of this license document, but changing it is not allowed.
+
+
+## Testing: 
+```python
+>>> import Cielab
+>>> from Cielab.tests.test_cielab import run_testsuite
+>>> run_testsuite()
+```
+
+## Performances:
+From the command line 
+```cmd
+C:\>cd tests
+C:\>python profiler.py
+```
\ No newline at end of file
diff --git a/config.py b/config.py
new file mode 100644
index 0000000..7c9291f
--- /dev/null
+++ b/config.py
@@ -0,0 +1,59 @@
+# encoding: utf-8
+
+from multiprocessing import cpu_count
+
+# TEST_VERSION (True | False) default = True
+# Determine the version number to use when uploading the package to PyPI.
+# The python wheel package will be build with the current
+# version number define with the variable __VERSION__ or __TVERSION__ for testing.
+# A test version will be uploaded to https://test.pypi.org/
+# while the production version will be uploaded to https://upload.pypi.org/legacy/
+# To upload the wheel package use TWINE (pip install twine).
+# e.g twine upload --verbose --repository testpypi dist/*.whl
+TEST_VERSION: bool = False
+
+# THREAD_NUMBER (1 - n) default THREAD_NUMBER = 1
+# Represent the maximum concurrent threads that will be used by the CPU shaders library.
+# This is the default value. The final value will be taken from the cpu_count (see below).
+THREAD_NUMBER: int = 1
+
+# Variable OPENMP (True | False)
+# Set the multiprocessing capability
+# When the variable is set to False, the shader will work on a single thread.
+# If set to True, the cielab lib will work with the maximum allowed thread number set
+# by the cpu_count.
+OPENMP: bool = True
+
+# OPENMP_PROC (
+# Enables recognition of OpenMP* features and tells the parallelizer to generate
+# multi-threaded code based on OpenMP* directives.
+# This option is meant for advanced users who prefer to use OpenMP* as it is implemented
+# by the LLVM community. You can get most of that functionality by using this option
+# and option -fopenmp-simd.
+# Option -fopenmp is a deprecated option that will be removed in a future release.
+# For most users, we recommend that you instead use option qopenmp, Qopenmp.
+OPENMP_PROC: str = "-fopenmp"  # "-lgomp"
+
+# Latest version to upload to the TEST environment (PyPI)
+# Log into the project and check the latest version. The upload will fail
+# if the version is incorrect
+__TVERSION__: str = "1.0.3"
+
+# Latest version to upload to Cielab project PyPI (production)
+__VERSION__: str = "1.0.0"
+
+# LANGUAGE (c | c++) default c++
+# Language to use for the runtime compilation. All the CYTHON module will
+# be build with this language.
+LANGUAGE: str = "c++"
+
+if TEST_VERSION:
+    __VERSION__: str = __TVERSION__
+
+# Set automatically the maximum allowed threads
+try:
+    THREAD_NUMBER: int = cpu_count()
+except:
+    # ignore issue
+    # THREAD_NUMBER is already set
+    ...
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..d29856b
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,3 @@
+[build-system]
+requires = ["setuptools", "wheel", "Cython", "pygame", "numpy"]
+build-backend = "setuptools.build_meta"
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..85cdfa4
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,6 @@
+numpy >= 1.19.5
+pygame ==2.5.2
+cython =>3.0.2
+setuptools~=54.1.1
+
+
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..83c0a5b
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,272 @@
+# encoding: utf-8
+
+"""
+Setup.py file
+
+Configure the project, build the package and upload the package to PYPI
+
+
+python_version setup.py sdist bdist_wheel (to include the source)
+
+[TEST PYPI]
+repository = https://test.pypi.org/
+
+[PRODUCTION]
+repository = https://upload.pypi.org/legacy/
+"""
+# twine upload --repository testpypi dist/*
+
+import setuptools
+
+try:
+    import Cython
+except ImportError:
+    raise ImportError("\n<Cython> library is missing on your system."
+                      "\nTry: \n   C:\\pip install Cython")
+
+try:
+    import numpy
+except ImportError:
+    raise ImportError("\n<numpy> library is missing on your system."
+                      "\nTry: \n   C:\\pip install numpy")
+
+import os
+os.environ['PYGAME_HIDE_SUPPORT_PROMPT'] = "hide"
+
+try:
+    import pygame
+except ImportError:
+    raise ImportError("\n<pygame> library is missing on your system."
+                      "\nTry: \n   C:\\pip install pygame")
+
+from Cython.Build import cythonize
+from setuptools import Extension
+import platform
+import warnings
+import sys
+from config import THREAD_NUMBER, OPENMP, OPENMP_PROC, LANGUAGE, __VERSION__, TEST_VERSION, \
+    __TVERSION__
+
+# print("\n---PYTHON COPYRIGHT---\n")
+# print(sys.copyright)
+
+warnings.filterwarnings("ignore", category=FutureWarning)
+warnings.filterwarnings("ignore", category=RuntimeWarning)
+warnings.filterwarnings("ignore", category=ImportWarning)
+warnings.filterwarnings("ignore", category=DeprecationWarning)
+
+# NUMPY IS REQUIRED
+try:
+    import numpy
+except ImportError:
+    raise ImportError("\n<numpy> library is missing on your system."
+                      "\nTry: \n   C:\\pip install numpy on a window command prompt.")
+
+with open("README.md", "r", encoding="utf-8") as fh:
+    long_description = fh.read()
+
+ext_link_args = ""
+PythonVerMax = 99
+py_requires = "Cielab requires python3 version 3.6 - %s" % ("3." + str(PythonVerMax - 1))
+# If you are building the project from source with a python version
+# > python 3.11 you can extend the range to force the build process
+# e.g py_minor_versions = [x for x in range(6, 15)] ** compatible to python 3.14
+py_minor_versions = [x for x in range(6, PythonVerMax)]
+
+if hasattr(sys, 'version_info'):
+    try:
+        if not hasattr(sys.version_info, "major") \
+                or not hasattr(sys.version_info, "minor"):
+            raise AttributeError
+        py_major_ver = sys.version_info.major
+        py_minor_ver = sys.version_info.minor
+    except AttributeError:
+        raise SystemExit(py_requires)
+else:
+    raise SystemExit(py_requires)
+
+if py_major_ver != 3 or py_minor_ver not in py_minor_versions:
+    raise SystemExit(
+        "Cielab support python3 versions 3.6 - %s got version %s"
+        % (("3." + str(PythonVerMax - 1)), str(py_major_ver) + "." + str(py_minor_ver)))
+
+if hasattr(platform, "architecture"):
+    arch = platform.architecture()
+    if isinstance(arch, tuple):
+        proc_arch_bits = arch[0].upper()
+        proc_arch_type = arch[1].upper()
+    else:
+        raise AttributeError("Platform library is not install correctly")
+else:
+    raise AttributeError("Platform library is missing attribute <architecture>")
+
+if hasattr(platform, "machine"):
+    machine_type = platform.machine().upper()
+else:
+    raise AttributeError("Platform library is missing attribute <machine>")
+
+if hasattr(platform, "platform"):
+    plat = platform.platform().upper()
+
+else:
+    raise AttributeError("Platform library is missing attribute <platform>")
+
+if plat.startswith("WINDOWS"):
+    ext_compile_args = ["/openmp" if OPENMP else "", "/Qpar", "/fp:fast", "/O2", "/Oy", "/Ot"]
+
+
+elif plat.startswith("LINUX"):
+    if OPENMP:
+        ext_compile_args = \
+            ["-DPLATFORM=linux", "-march=i686" if proc_arch_bits == "32BIT" else "-march=x86-64",
+             "-m32" if proc_arch_bits == "32BIT" else "-m64", "-O3", "-ffast-math", "--param=max-vartrack-size=1500000",
+             "-Wall", OPENMP_PROC, "-static"]
+        ext_link_args = [OPENMP_PROC]
+    else:
+        ext_compile_args = \
+            ["-DPLATFORM=linux", "-march=i686" if proc_arch_bits == "32BIT" else "-march=x86-64",
+             "-m32" if proc_arch_bits == "32BIT" else "-m64", "-O3", "-ffast-math", "-Wall", "-static",
+             "--param=max-vartrack-size=1500000"]
+        ext_link_args = ""
+
+# todo add support of openmp for MAC
+elif plat.startswith("MAC") or plat.startswith("DARWIN"):
+    if OPENMP:
+        ext_compile_args = \
+            ["-march=i686" if proc_arch_bits == "32BIT" else "-march=x86-64",
+             "-m32" if proc_arch_bits == "32BIT" else "-m64", "-O3", "-Wall"]
+        ext_link_args = ""
+    else:
+        ext_compile_args = \
+            ["-march=i686" if proc_arch_bits == "32BIT" else "-march=x86-64",
+             "-m32" if proc_arch_bits == "32BIT" else "-m64", "-O3", "-Wall"]
+        ext_link_args = ""
+else:
+    raise ValueError("Cielab can be build on Windows and Linux systems only.")
+
+print("\n---COMPILATION---\n")
+print("SYSTEM                : %s " % plat)
+print("BUILD                 : %s " % proc_arch_bits)
+print("FLAGS                 : %s " % ext_compile_args)
+print("EXTRA LINK FLAGS      : %s " % ext_link_args)
+print("LANGUAGE              : %s " % LANGUAGE)
+print("MULTITPROCESSING      : %s " % OPENMP)
+print("MULTITPROCESSING FLAG : %s " % OPENMP_PROC)
+if OPENMP:
+    print("MAX THREADS           : %s " % THREAD_NUMBER)
+
+print("\n")
+print("PYTHON VERSION        : %s.%s " % (sys.version_info.major, sys.version_info.minor))
+print("SETUPTOOLS VERSION    : %s " % setuptools.__version__)
+print("CYTHON VERSION        : %s " % Cython.__version__)
+print("NUMPY VERSION         : %s " % numpy.__version__)
+print("PYGAME VERSION        : %s " % pygame.__version__)
+
+try:
+    print("SDL VERSION           : %s.%s.%s " % pygame.version.SDL)
+except:
+    pass  # ignore SDL versioning issue
+
+if TEST_VERSION:
+    print("\n*** BUILDING Cielab TEST VERSION ***  : %s \n" % __TVERSION__)
+else:
+    print("\n*** BUILDING Cielab VERSION ***  : %s \n" % __VERSION__)
+
+# define_macros=[("NPY_NO_DEPRECATED_API", "NPY_1_7_API_VERSION")]),
+setuptools.setup(
+    name="Cielab",
+    version=__VERSION__,  # testing version "1.0.27",
+    author="Yoann Berenguer",
+    author_email="yoyoberenguer@hotmail.com",
+    description="Cielab color space",
+    long_description=long_description,
+    long_description_content_type="text/markdown",
+    url="https://github.com/yoyoberenguer/Cielab",
+    # packages=setuptools.find_packages(),
+    packages=['Cielab'],
+    ext_modules=cythonize(module_list=[
+
+        Extension("Cielab.Cielab", ["Cielab/Cielab.pyx"],
+                  extra_compile_args=ext_compile_args, extra_link_args=ext_link_args,
+                  language=LANGUAGE)
+    ]),
+
+    include_dirs=[numpy.get_include()],
+    license='GNU General Public License v3.0',
+
+    classifiers=[
+        'Development Status :: 4 - Beta',
+
+        'Intended Audience :: Developers',
+        'Topic :: Software Development :: Build Tools',
+        "Operating System :: Microsoft :: Windows",
+        "Operating System :: POSIX :: Linux",
+        "Programming Language :: Cython",
+
+        'License :: OSI Approved :: GNU General Public License v3 (GPLv3)',
+
+        'Programming Language :: Python :: 3.6',
+        'Programming Language :: Python :: 3.7',
+        'Programming Language :: Python :: 3.8',
+        'Programming Language :: Python :: 3.9',
+        'Programming Language :: Python :: 3.10',
+        'Programming Language :: Python :: 3.11',
+        'Topic :: Scientific/Engineering :: Image Processing',
+        'Topic :: Software Development :: Libraries :: Python Modules',
+        'Topic :: Software Development :: Libraries'
+    ],
+
+    install_requires=[
+        'setuptools>=49.2.1',
+        'Cython>=0.28',
+        'numpy>=1.18',
+        'pygame>=2.0'
+
+
+    ],
+    python_requires='>=3.6',
+    platforms=['Windows'],
+    include_package_data=True,
+    data_files=[
+        ('./lib/site-packages/Cielab',
+         ['LICENSE',
+          'MANIFEST.in',
+          'pyproject.toml',
+          'README.md',
+          'requirements.txt',
+          'Cielab/__init__.py',
+          'Cielab/__init__.pxd',
+          'Cielab/Cielab.pxd',
+          'Cielab/Cielab.pyx',
+          'Cielab/config.py'
+          ]),
+        ('./lib/site-packages/Cielab/Include',
+         ['Cielab/Include/Cielab_c.c'
+          ]),
+        ('./lib/site-packages/Cielab/tests',
+         [
+             'Cielab/tests/test_cielab.py',
+             'Cielab/tests/profiler.py',
+             'Cielab/tests/__init__.py'
+         ]),
+        ('./lib/site-packages/Cielab/Assets',
+         [
+            'Cielab/Assets/adobe_surface.png',
+            'Cielab/Assets/background2.png',
+            'Cielab/Assets/background32.png',
+            'Cielab/Assets/cielab_surface.png',
+            'Cielab/Assets/demo.png',
+            'Cielab/Assets/white_surf.png'
+         ]),
+        ('./lib/site-packages/Cielab/Demo',
+         [
+             'Cielab/Demo/__init__.py',
+             'Cielab/Demo/demo.py'
+         ])
+    ],
+
+    project_urls={  # Optional
+        'Bug Reports': 'https://github.com/yoyoberenguer/Cielab/issues',
+        'Source': 'https://github.com/yoyoberenguer/Cielab',
+    }
+)
diff --git a/versions.bat b/versions.bat
new file mode 100644
index 0000000..74e33cc
--- /dev/null
+++ b/versions.bat
@@ -0,0 +1,66 @@
+
+echo off
+echo Deleting cpp and pyd files in Pygameshader directory prior installation
+cd Cielab
+del *.cpp
+del *.pyd
+cd ..
+
+echo Building Cielab with python ver %python3_6%
+call %python3_6% setup.py build_ext --inplace
+call %python3_6% setup.py bdist_wheel
+echo Cleaning up last build
+cd Cielab
+del *.cpp
+del *.pyd
+cd ..
+
+echo Building Cielab with python ver %python3_7%
+call %python3_7% setup.py build_ext --inplace
+call %python3_7% setup.py bdist_wheel
+echo Cleaning up last build
+cd Cielab
+del *.cpp
+del *.pyd
+cd ..
+echo Building Cielab with python ver %python3_8%
+call %python3_8% setup.py build_ext --inplace
+call %python3_8% setup.py bdist_wheel
+echo Cleaning up last build
+cd Cielab
+del *.cpp
+del *.pyd
+cd ..
+echo Building Cielab with python ver %python3_9%
+call %python3_9% setup.py build_ext --inplace
+call %python3_9% setup.py bdist_wheel
+echo Cleaning up last build
+cd Cielab
+del *.cpp
+del *.pyd
+cd ..
+echo Building Cielab with python ver %python3_10%
+call %python3_10% setup.py build_ext --inplace
+call %python3_10% setup.py bdist_wheel
+echo Cleaning up last build
+cd Cielab
+del *.cpp
+del *.pyd
+cd ..
+echo Building Cielab with python ver %python3_11%
+call %python3_11% setup.py build_ext --inplace
+call %python3_11% setup.py sdist bdist_wheel
+echo Cleaning up last build
+cd Cielab
+del *.cpp
+del *.pyd
+cd ..
+
+echo Building Cielab with python ver %python3_12%
+call %python3_12% setup.py build_ext --inplace
+call %python3_12% setup.py sdist bdist_wheel
+echo Cleaning up last build
+cd Cielab
+del *.cpp
+del *.pyd
+cd ..
diff --git a/versionslinux b/versionslinux
new file mode 100644
index 0000000..3f28451
--- /dev/null
+++ b/versionslinux
@@ -0,0 +1,56 @@
+#!/bin/bash
+
+echo Deleting cpp and pyd files in Cielab directory prior installation
+cd Cielab
+rm *.cpp
+rm *.pyd
+rm *.so
+cd ..
+
+python3.6 setup.py build_ext --inplace && python3.6 setup.py bdist_wheel
+
+cd Cielab
+rm *.cpp
+rm *.so
+cd ..
+
+python3.7 setup.py build_ext --inplace && python3.7 setup.py bdist_wheel
+
+
+cd Cielab
+rm *.cpp
+rm *.so
+cd ..
+
+python3.8 setup.py build_ext --inplace && python3.8 setup.py bdist_wheel
+
+
+cd Cielab
+rm *.cpp
+rm *.so
+cd ..
+
+python3.9 setup.py build_ext --inplace && python3.9 setup.py bdist_wheel
+
+
+cd Cielab
+rm *.cpp
+rm *.so
+cd ..
+
+python3.10 setup.py build_ext --inplace && python3.10 setup.py bdist_wheel
+
+
+cd Cielab
+rm *.cpp
+rm *.so
+cd ..
+
+python3.11 setup.py build_ext --inplace && python3.11 setup.py sdist bdist_wheel
+
+cd Cielab
+rm *.cpp
+rm *.so
+cd ..
+
+