/* Generated by Cython 3.1.2 */

/* BEGIN: Cython Metadata
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END: Cython Metadata */

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  #define __PYX_NEED_TP_PRINT_SLOT  (PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000)
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#define __PYX_REINTERPRET_FUNCION(func_pointer, other_pointer) ((func_pointer)(void(*)(void))(other_pointer))

/* CInitCode */
#ifndef CYTHON_INLINE
  #if defined(__clang__)
    #define CYTHON_INLINE __inline__ __attribute__ ((__unused__))
  #elif defined(__GNUC__)
    #define CYTHON_INLINE __inline__
  #elif defined(_MSC_VER)
    #define CYTHON_INLINE __inline
  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define CYTHON_INLINE inline
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    #define CYTHON_INLINE
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/* PythonCompatibility */
#define __PYX_BUILD_PY_SSIZE_T "n"
#define CYTHON_FORMAT_SSIZE_T "z"
#define __Pyx_BUILTIN_MODULE_NAME "builtins"
#define __Pyx_DefaultClassType PyType_Type
#if CYTHON_COMPILING_IN_LIMITED_API
    #ifndef CO_OPTIMIZED
    static int CO_OPTIMIZED;
    #endif
    #ifndef CO_NEWLOCALS
    static int CO_NEWLOCALS;
    #endif
    #ifndef CO_VARARGS
    static int CO_VARARGS;
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    #ifndef CO_VARKEYWORDS
    static int CO_VARKEYWORDS;
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    #ifndef CO_ASYNC_GENERATOR
    static int CO_ASYNC_GENERATOR;
    #endif
    #ifndef CO_GENERATOR
    static int CO_GENERATOR;
    #endif
    #ifndef CO_COROUTINE
    static int CO_COROUTINE;
    #endif
#else
    #ifndef CO_COROUTINE
      #define CO_COROUTINE 0x80
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    #ifndef CO_ASYNC_GENERATOR
      #define CO_ASYNC_GENERATOR 0x200
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static int __Pyx_init_co_variables(void);
#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 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
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#ifndef METH_STACKLESS
  #define METH_STACKLESS 0
#endif
#ifndef METH_FASTCALL
  #ifndef METH_FASTCALL
     #define METH_FASTCALL 0x80
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  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
  #if PY_VERSION_HEX >= 0x030d00A4
  #  define __Pyx_PyCFunctionFast PyCFunctionFast
  #  define __Pyx_PyCFunctionFastWithKeywords PyCFunctionFastWithKeywords
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  #  define __Pyx_PyCFunctionFast _PyCFunctionFast
  #  define __Pyx_PyCFunctionFastWithKeywords _PyCFunctionFastWithKeywords
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#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_VERSION_HEX >= 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)(void)) {
#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 < 0x03090000
  #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_PyFrame_SetLineNumber(frame, lineno)
#elif CYTHON_COMPILING_IN_GRAAL
  #define __Pyx_PyCode_HasFreeVars(co)  (PyCode_GetNumFree(co) > 0)
  #define __Pyx_PyFrame_SetLineNumber(frame, lineno) _PyFrame_SetLineNumber((frame), (lineno))
#else
  #define __Pyx_PyCode_HasFreeVars(co)  (PyCode_GetNumFree(co) > 0)
  #define __Pyx_PyFrame_SetLineNumber(frame, lineno)  (frame)->f_lineno = (lineno)
#endif
#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()
#else
  #define __Pyx_PyThreadState_Current _PyThreadState_UncheckedGet()
#endif
#if CYTHON_USE_MODULE_STATE
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;
}
#define __Pyx_PyModule_GetState(o) (__pyx_mstatetype *)__Pyx__PyModule_GetState(o)
#else
#define __Pyx_PyModule_GetState(op) ((void)op,__pyx_mstate_global)
#endif
#define __Pyx_PyObject_GetSlot(obj, name, func_ctype)  __Pyx_PyType_GetSlot(Py_TYPE((PyObject *) obj), name, func_ctype)
#define __Pyx_PyObject_TryGetSlot(obj, name, func_ctype) __Pyx_PyType_TryGetSlot(Py_TYPE(obj), name, func_ctype)
#define __Pyx_PyObject_GetSubSlot(obj, sub, name, func_ctype) __Pyx_PyType_GetSubSlot(Py_TYPE(obj), sub, name, func_ctype)
#define __Pyx_PyObject_TryGetSubSlot(obj, sub, name, func_ctype) __Pyx_PyType_TryGetSubSlot(Py_TYPE(obj), sub, name, func_ctype)
#if CYTHON_USE_TYPE_SLOTS
  #define __Pyx_PyType_GetSlot(type, name, func_ctype)  ((type)->name)
  #define __Pyx_PyType_TryGetSlot(type, name, func_ctype) __Pyx_PyType_GetSlot(type, name, func_ctype)
  #define __Pyx_PyType_GetSubSlot(type, sub, name, func_ctype) (((type)->sub) ? ((type)->sub->name) : NULL)
  #define __Pyx_PyType_TryGetSubSlot(type, sub, name, func_ctype) __Pyx_PyType_GetSubSlot(type, sub, name, func_ctype)
#else
  #define __Pyx_PyType_GetSlot(type, name, func_ctype)  ((func_ctype) PyType_GetSlot((type), Py_##name))
  #define __Pyx_PyType_TryGetSlot(type, name, func_ctype)\
    ((__PYX_LIMITED_VERSION_HEX >= 0x030A0000 ||\
     (PyType_GetFlags(type) & Py_TPFLAGS_HEAPTYPE) || __Pyx_get_runtime_version() >= 0x030A0000) ?\
     __Pyx_PyType_GetSlot(type, name, func_ctype) : NULL)
  #define __Pyx_PyType_GetSubSlot(obj, sub, name, func_ctype) __Pyx_PyType_GetSlot(obj, name, func_ctype)
  #define __Pyx_PyType_TryGetSubSlot(obj, sub, name, func_ctype) __Pyx_PyType_TryGetSlot(obj, name, func_ctype)
#endif
#if CYTHON_COMPILING_IN_CPYTHON || defined(_PyDict_NewPresized)
#define __Pyx_PyDict_NewPresized(n)  ((n <= 8) ? PyDict_New() : _PyDict_NewPresized(n))
#else
#define __Pyx_PyDict_NewPresized(n)  PyDict_New()
#endif
#define __Pyx_PyNumber_Divide(x,y)         PyNumber_TrueDivide(x,y)
#define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceTrueDivide(x,y)
#if CYTHON_COMPILING_IN_CPYTHON && 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 !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)
#else
  #define __Pyx_PyType_GetFlags(tp)   (PyType_GetFlags((PyTypeObject *)tp))
  #define __Pyx_PyType_HasFeature(type, feature)  PyType_HasFeature(type, feature)
#endif
#define __Pyx_PyObject_GetIterNextFunc(iterator)  __Pyx_PyObject_GetSlot(iterator, tp_iternext, iternextfunc)
#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 __Pyx_PyUnicode_READY(op)       (0)
  #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))
#else
  #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_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
#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)
    #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_PyUnicode_FormatSafe(a, b)  ((unlikely((a) == Py_None || (PyUnicode_Check(b) && !PyUnicode_CheckExact(b)))) ? PyNumber_Remainder(a, b) : PyUnicode_Format(a, b))
#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_AVOID_BORROWED_REFS || CYTHON_AVOID_THREAD_UNSAFE_BORROWED_REFS
  #if __PYX_LIMITED_VERSION_HEX >= 0x030d0000
    #define __Pyx_PyList_GetItemRef(o, i) PyList_GetItemRef(o, i)
  #elif CYTHON_COMPILING_IN_LIMITED_API || !CYTHON_ASSUME_SAFE_MACROS
    #define __Pyx_PyList_GetItemRef(o, i) (likely((i) >= 0) ? PySequence_GetItem(o, i) : (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL))
  #else
    #define __Pyx_PyList_GetItemRef(o, i) PySequence_ITEM(o, i)
  #endif
#elif CYTHON_COMPILING_IN_LIMITED_API || !CYTHON_ASSUME_SAFE_MACROS
  #if __PYX_LIMITED_VERSION_HEX >= 0x030d0000
    #define __Pyx_PyList_GetItemRef(o, i) PyList_GetItemRef(o, i)
  #else
    #define __Pyx_PyList_GetItemRef(o, i) __Pyx_XNewRef(PyList_GetItem(o, i))
  #endif
#else
  #define __Pyx_PyList_GetItemRef(o, i) __Pyx_NewRef(PyList_GET_ITEM(o, i))
#endif
#if __PYX_LIMITED_VERSION_HEX >= 0x030d0000
#define __Pyx_PyDict_GetItemRef(dict, key, result) PyDict_GetItemRef(dict, key, result)
#elif CYTHON_AVOID_BORROWED_REFS || CYTHON_AVOID_THREAD_UNSAFE_BORROWED_REFS
static CYTHON_INLINE int __Pyx_PyDict_GetItemRef(PyObject *dict, PyObject *key, PyObject **result) {
  *result = PyObject_GetItem(dict, key);
  if (*result == NULL) {
    if (PyErr_ExceptionMatches(PyExc_KeyError)) {
      PyErr_Clear();
      return 0;
    }
    return -1;
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  return 1;
}
#else
static CYTHON_INLINE int __Pyx_PyDict_GetItemRef(PyObject *dict, PyObject *key, PyObject **result) {
  *result = PyDict_GetItemWithError(dict, key);
  if (*result == NULL) {
    return PyErr_Occurred() ? -1 : 0;
  }
  Py_INCREF(*result);
  return 1;
}
#endif
#if defined(CYTHON_DEBUG_VISIT_CONST) && CYTHON_DEBUG_VISIT_CONST
  #define __Pyx_VISIT_CONST(obj)  Py_VISIT(obj)
#else
  #define __Pyx_VISIT_CONST(obj)
#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_PyTuple_GET_ITEM(o, i) PyTuple_GET_ITEM(o, i)
  #define __Pyx_PyList_SET_ITEM(o, i, v) (PyList_SET_ITEM(o, i, v), (0))
  #define __Pyx_PyList_GET_ITEM(o, i) PyList_GET_ITEM(o, i)
#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_PyTuple_GET_ITEM(o, i) PyTuple_GetItem(o, i)
  #define __Pyx_PyList_SET_ITEM(o, i, v) PyList_SetItem(o, i, v)
  #define __Pyx_PyList_GET_ITEM(o, i) PyList_GetItem(o, i)
#endif
#if CYTHON_ASSUME_SAFE_SIZE
  #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)
  #define __Pyx_PyUnicode_GET_LENGTH(o) PyUnicode_GET_LENGTH(o)
#else
  #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)
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#include "numpy/arrayobject.h"
#include "numpy/ndarrayobject.h"
#include "numpy/ndarraytypes.h"
#include "numpy/arrayscalars.h"
#include "numpy/ufuncobject.h"
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#define __PYX_DEFAULT_STRING_ENCODING_IS_UTF8 0
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static CYTHON_INLINE Py_ssize_t __Pyx_ssize_strlen(const char *s);
static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject*);
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template <typename T>
static void __Pyx_pretend_to_initialize(T* ptr) {
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static CYTHON_INLINE void __Pyx_pretend_to_initialize(void* ptr) { (void)ptr; }
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static PyObject *__pyx_m = NULL;
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static int __pyx_lineno;
static int __pyx_clineno = 0;
static const char * const __pyx_cfilenm = __FILE__;
static const char *__pyx_filename;

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  "brainpy/_c/composition.pxd",
  "brainpy/_c/isotopic_distribution.pxd",
  "src/ms_deisotope/_c/averagine.pxd",
  "src/ms_deisotope/_c/deconvoluter_base.pxd",
  "src/ms_deisotope/_c/scoring.pxd",
  "src/ms_deisotope/_c/peak_set.pxd",
};
/* #### Code section: utility_code_proto_before_types ### */
/* Atomics.proto */
#include <pythread.h>
#ifndef CYTHON_ATOMICS
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#define __PYX_CYTHON_ATOMICS_ENABLED() CYTHON_ATOMICS
#define __PYX_GET_CYTHON_COMPILING_IN_CPYTHON_FREETHREADING() CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
#define __pyx_atomic_int_type int
#define __pyx_nonatomic_int_type int
#if CYTHON_ATOMICS && (defined(__STDC_VERSION__) &&\
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#elif CYTHON_ATOMICS && (defined(__cplusplus) && (\
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#if CYTHON_ATOMICS && (defined(__STDC_VERSION__) &&\
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    #undef __pyx_atomic_int_type
    #define __pyx_atomic_int_type atomic_int
    #define __pyx_atomic_ptr_type atomic_uintptr_t
    #define __pyx_nonatomic_ptr_type uintptr_t
    #define __pyx_atomic_incr_relaxed(value) atomic_fetch_add_explicit(value, 1, memory_order_relaxed)
    #define __pyx_atomic_incr_acq_rel(value) atomic_fetch_add_explicit(value, 1, memory_order_acq_rel)
    #define __pyx_atomic_decr_acq_rel(value) atomic_fetch_sub_explicit(value, 1, memory_order_acq_rel)
    #define __pyx_atomic_sub(value, arg) atomic_fetch_sub(value, arg)
    #define __pyx_atomic_int_cmp_exchange(value, expected, desired) atomic_compare_exchange_strong(value, expected, desired)
    #define __pyx_atomic_load(value) atomic_load(value)
    #define __pyx_atomic_store(value, new_value) atomic_store(value, new_value)
    #define __pyx_atomic_pointer_load_relaxed(value) atomic_load_explicit(value, memory_order_relaxed)
    #define __pyx_atomic_pointer_load_acquire(value) atomic_load_explicit(value, memory_order_acquire)
    #define __pyx_atomic_pointer_exchange(value, new_value) atomic_exchange(value, (__pyx_nonatomic_ptr_type)new_value)
    #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_ptr_type std::atomic_uintptr_t
    #define __pyx_nonatomic_ptr_type uintptr_t
    #define __pyx_atomic_incr_relaxed(value) std::atomic_fetch_add_explicit(value, 1, std::memory_order_relaxed)
    #define __pyx_atomic_incr_acq_rel(value) std::atomic_fetch_add_explicit(value, 1, std::memory_order_acq_rel)
    #define __pyx_atomic_decr_acq_rel(value) std::atomic_fetch_sub_explicit(value, 1, std::memory_order_acq_rel)
    #define __pyx_atomic_sub(value, arg) std::atomic_fetch_sub(value, arg)
    #define __pyx_atomic_int_cmp_exchange(value, expected, desired) std::atomic_compare_exchange_strong(value, expected, desired)
    #define __pyx_atomic_load(value) std::atomic_load(value)
    #define __pyx_atomic_store(value, new_value) std::atomic_store(value, new_value)
    #define __pyx_atomic_pointer_load_relaxed(value) std::atomic_load_explicit(value, std::memory_order_relaxed)
    #define __pyx_atomic_pointer_load_acquire(value) std::atomic_load_explicit(value, std::memory_order_acquire)
    #define __pyx_atomic_pointer_exchange(value, new_value) std::atomic_exchange(value, (__pyx_nonatomic_ptr_type)new_value)
    #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_ptr_type void*
    #define __pyx_atomic_incr_relaxed(value) __sync_fetch_and_add(value, 1)
    #define __pyx_atomic_incr_acq_rel(value) __sync_fetch_and_add(value, 1)
    #define __pyx_atomic_decr_acq_rel(value) __sync_fetch_and_sub(value, 1)
    #define __pyx_atomic_sub(value, arg) __sync_fetch_and_sub(value, arg)
    static CYTHON_INLINE int __pyx_atomic_int_cmp_exchange(__pyx_atomic_int_type* value, __pyx_nonatomic_int_type* expected, __pyx_nonatomic_int_type desired) {
        __pyx_nonatomic_int_type old = __sync_val_compare_and_swap(value, *expected, desired);
        int result = old == *expected;
        *expected = old;
        return result;
    }
    #define __pyx_atomic_load(value) __sync_fetch_and_add(value, 0)
    #define __pyx_atomic_store(value, new_value) __sync_lock_test_and_set(value, new_value)
    #define __pyx_atomic_pointer_load_relaxed(value) __sync_fetch_and_add(value, 0)
    #define __pyx_atomic_pointer_load_acquire(value) __sync_fetch_and_add(value, 0)
    #define __pyx_atomic_pointer_exchange(value, new_value) __sync_lock_test_and_set(value, (__pyx_atomic_ptr_type)new_value)
    #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
    #define __pyx_atomic_ptr_type void*
    #undef __pyx_nonatomic_int_type
    #define __pyx_nonatomic_int_type long
    #pragma intrinsic (_InterlockedExchangeAdd, _InterlockedExchange, _InterlockedCompareExchange, _InterlockedCompareExchangePointer, _InterlockedExchangePointer)
    #define __pyx_atomic_incr_relaxed(value) _InterlockedExchangeAdd(value, 1)
    #define __pyx_atomic_incr_acq_rel(value) _InterlockedExchangeAdd(value, 1)
    #define __pyx_atomic_decr_acq_rel(value) _InterlockedExchangeAdd(value, -1)
    #define __pyx_atomic_sub(value, arg) _InterlockedExchangeAdd(value, -arg)
    static CYTHON_INLINE int __pyx_atomic_int_cmp_exchange(__pyx_atomic_int_type* value, __pyx_nonatomic_int_type* expected, __pyx_nonatomic_int_type desired) {
        __pyx_nonatomic_int_type old = _InterlockedCompareExchange(value, desired, *expected);
        int result = old == *expected;
        *expected = old;
        return result;
    }
    #define __pyx_atomic_load(value) _InterlockedExchangeAdd(value, 0)
    #define __pyx_atomic_store(value, new_value) _InterlockedExchange(value, new_value)
    #define __pyx_atomic_pointer_load_relaxed(value) *(void * volatile *)value
    #define __pyx_atomic_pointer_load_acquire(value) _InterlockedCompareExchangePointer(value, 0, 0)
    #define __pyx_atomic_pointer_exchange(value, new_value) _InterlockedExchangePointer(value, (__pyx_atomic_ptr_type)new_value)
    #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_relaxed(__pyx_get_slice_count_pointer(memview))
    #define __pyx_sub_acquisition_count(memview)\
            __pyx_atomic_decr_acq_rel(__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

/* Profile_config.proto */
#ifndef CYTHON_PROFILE
#if CYTHON_COMPILING_IN_LIMITED_API || CYTHON_COMPILING_IN_PYPY
  #define CYTHON_PROFILE 0
#else
  #define CYTHON_PROFILE 1
#endif
#endif
#ifndef CYTHON_TRACE_NOGIL
  #define CYTHON_TRACE_NOGIL 0
#else
  #if CYTHON_TRACE_NOGIL && !defined(CYTHON_TRACE)
    #define CYTHON_TRACE 1
  #endif
#endif
#ifndef CYTHON_TRACE
  #define CYTHON_TRACE 0
#endif
#if CYTHON_PROFILE || CYTHON_TRACE
#if CYTHON_USE_SYS_MONITORING
    typedef enum {
        __Pyx_Monitoring_PY_START = 0,
        __Pyx_Monitoring_PY_RETURN,
        __Pyx_Monitoring_PY_UNWIND,
        __Pyx_Monitoring_LINE,
        __Pyx_Monitoring_RAISE,
        __Pyx_Monitoring_RERAISE,
        __Pyx_Monitoring_EXCEPTION_HANDLED,
        __Pyx_Monitoring_PY_RESUME,
        __Pyx_Monitoring_PY_YIELD,
        __Pyx_Monitoring_STOP_ITERATION,
    } __Pyx_Monitoring_Event_Index;
    static const unsigned char __Pyx_MonitoringEventTypes[] = {
        PY_MONITORING_EVENT_PY_START,
        PY_MONITORING_EVENT_PY_RETURN,
        PY_MONITORING_EVENT_PY_UNWIND,
        PY_MONITORING_EVENT_LINE,
        PY_MONITORING_EVENT_RAISE,
        PY_MONITORING_EVENT_RERAISE,
        PY_MONITORING_EVENT_EXCEPTION_HANDLED,
        PY_MONITORING_EVENT_PY_RESUME,
        PY_MONITORING_EVENT_PY_YIELD,
        PY_MONITORING_EVENT_STOP_ITERATION,
    };
    #define __Pyx_MonitoringEventTypes_CyFunc_count (sizeof(__Pyx_MonitoringEventTypes) - 3)
    #define __Pyx_MonitoringEventTypes_CyGen_count (sizeof(__Pyx_MonitoringEventTypes))
#endif
#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;
  const 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_ {
  const __Pyx_TypeInfo* type;
  const char* name;
  size_t offset;
} __Pyx_StructField;
typedef struct {
  const __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;

/* IncludeStructmemberH.proto */
#include <structmember.h>

/* CriticalSections.proto */
#if !CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
#define __Pyx_PyCriticalSection void*
#define __Pyx_PyCriticalSection2 void*
#define __Pyx_PyCriticalSection_Begin1(cs, arg) (void)cs
#define __Pyx_PyCriticalSection_Begin2(cs, arg1, arg2) (void)cs
#define __Pyx_PyCriticalSection_End1(cs)
#define __Pyx_PyCriticalSection_End2(cs)
#else
#define __Pyx_PyCriticalSection PyCriticalSection
#define __Pyx_PyCriticalSection2 PyCriticalSection2
#define __Pyx_PyCriticalSection_Begin1 PyCriticalSection_Begin
#define __Pyx_PyCriticalSection_Begin2 PyCriticalSection2_Begin
#define __Pyx_PyCriticalSection_End1 PyCriticalSection_End
#define __Pyx_PyCriticalSection_End2 PyCriticalSection2_End
#endif
#if PY_VERSION_HEX < 0x030d0000 || CYTHON_COMPILING_IN_LIMITED_API
#define __Pyx_BEGIN_CRITICAL_SECTION(o) {
#define __Pyx_END_CRITICAL_SECTION() }
#else
#define __Pyx_BEGIN_CRITICAL_SECTION Py_BEGIN_CRITICAL_SECTION
#define __Pyx_END_CRITICAL_SECTION Py_END_CRITICAL_SECTION
#endif

/* ForceInitThreads.proto */
#ifndef __PYX_FORCE_INIT_THREADS
  #define __PYX_FORCE_INIT_THREADS 0
#endif

/* #### Code section: numeric_typedefs ### */

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":770
 * # 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
*/

#line 770 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_int8 __pyx_t_5numpy_int8_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":771
 * 
 * ctypedef npy_int8       int8_t
 * ctypedef npy_int16      int16_t             # <<<<<<<<<<<<<<
 * ctypedef npy_int32      int32_t
 * ctypedef npy_int64      int64_t
*/

#line 771 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_int16 __pyx_t_5numpy_int16_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":772
 * 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
*/

#line 772 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_int32 __pyx_t_5numpy_int32_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":773
 * 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
*/

#line 773 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_int64 __pyx_t_5numpy_int64_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":777
 * #ctypedef npy_int128     int128_t
 * 
 * ctypedef npy_uint8      uint8_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uint16     uint16_t
 * ctypedef npy_uint32     uint32_t
*/

#line 777 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_uint8 __pyx_t_5numpy_uint8_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":778
 * 
 * ctypedef npy_uint8      uint8_t
 * ctypedef npy_uint16     uint16_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uint32     uint32_t
 * ctypedef npy_uint64     uint64_t
*/

#line 778 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_uint16 __pyx_t_5numpy_uint16_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":779
 * 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
*/

#line 779 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_uint32 __pyx_t_5numpy_uint32_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":780
 * 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
*/

#line 780 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_uint64 __pyx_t_5numpy_uint64_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":784
 * #ctypedef npy_uint128    uint128_t
 * 
 * ctypedef npy_float32    float32_t             # <<<<<<<<<<<<<<
 * ctypedef npy_float64    float64_t
 * #ctypedef npy_float80    float80_t
*/

#line 784 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_float32 __pyx_t_5numpy_float32_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":785
 * 
 * ctypedef npy_float32    float32_t
 * ctypedef npy_float64    float64_t             # <<<<<<<<<<<<<<
 * #ctypedef npy_float80    float80_t
 * #ctypedef npy_float128   float128_t
*/

#line 785 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_float64 __pyx_t_5numpy_float64_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":792
 * ctypedef double complex complex128_t
 * 
 * ctypedef npy_longlong   longlong_t             # <<<<<<<<<<<<<<
 * ctypedef npy_ulonglong  ulonglong_t
 * 
*/

#line 792 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_longlong __pyx_t_5numpy_longlong_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":793
 * 
 * ctypedef npy_longlong   longlong_t
 * ctypedef npy_ulonglong  ulonglong_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_intp       intp_t
*/

#line 793 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":795
 * ctypedef npy_ulonglong  ulonglong_t
 * 
 * ctypedef npy_intp       intp_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uintp      uintp_t
 * 
*/

#line 795 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_intp __pyx_t_5numpy_intp_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":796
 * 
 * ctypedef npy_intp       intp_t
 * ctypedef npy_uintp      uintp_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_double     float_t
*/

#line 796 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_uintp __pyx_t_5numpy_uintp_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":798
 * ctypedef npy_uintp      uintp_t
 * 
 * ctypedef npy_double     float_t             # <<<<<<<<<<<<<<
 * ctypedef npy_double     double_t
 * ctypedef npy_longdouble longdouble_t
*/

#line 798 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_double __pyx_t_5numpy_float_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":799
 * 
 * ctypedef npy_double     float_t
 * ctypedef npy_double     double_t             # <<<<<<<<<<<<<<
 * ctypedef npy_longdouble longdouble_t
 * 
*/

#line 799 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_double __pyx_t_5numpy_double_t;

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":800
 * ctypedef npy_double     float_t
 * ctypedef npy_double     double_t
 * ctypedef npy_longdouble longdouble_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef float complex       cfloat_t
*/

#line 800 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef npy_longdouble __pyx_t_5numpy_longdouble_t;

/* "brainpy/_c/composition.pxd":3
 * from brainpy.mass_dict import nist_mass as __nist_mass
 * 
 * ctypedef long count_type             # <<<<<<<<<<<<<<
 * 
 * cdef dict nist_mass
*/

#line 3 "brainpy/_c/composition.pxd"
typedef long __pyx_t_7brainpy_2_c_11composition_count_type;
/* #### Code section: complex_type_declarations ### */
/* 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);

/* 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< long double > __pyx_t_long_double_complex;
  #else
    typedef long double _Complex __pyx_t_long_double_complex;
  #endif
#else
    typedef struct { long double real, imag; } __pyx_t_long_double_complex;
#endif
static CYTHON_INLINE __pyx_t_long_double_complex __pyx_t_long_double_complex_from_parts(long double, long double);

/* #### Code section: type_declarations ### */

/*--- Type declarations ---*/
struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase;
struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak;
struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet;
struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSetIndexed;
struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex;
struct __pyx_obj_7brainpy_2_c_11composition_PyComposition;
struct __pyx_obj_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak;
struct __pyx_obj_12ms_deisotope_2_c_9averagine_Averagine;
struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern;
struct __pyx_obj_12ms_deisotope_2_c_9averagine_AveragineCache;
struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase;
struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_AveragineDeconvoluterBase;
struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_MultiAveragineDeconvoluterBase;
struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_FitSelectorBase;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_LeastSquaresFitter;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_GTestFitter;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_ScaledGTestFitter;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_MSDeconVFitter;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_PenalizedMSDeconVFitter;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_FunctionScorer;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_InterferenceDetection;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_DistinctPatternFitter;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_ScaledPenalizedMSDeconvFitter;
struct __pyx_obj_12ms_deisotope_2_c_7scoring_DotProductFitter;
struct __pyx_obj_12ms_deisotope_2_c_8peak_set__Index;
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_EnvelopePair;
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_Envelope;
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak;
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_IonMobilityDeconvolutedPeak;
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSolution;
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet;
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSetIndexed;
struct __pyx_obj_12ms_deisotope_2_c_8peak_set__CPeakSet;
struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch;
struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment;
struct __pyx_defaults;
struct __pyx_opt_args_7cpython_11contextvars_get_value;
struct __pyx_opt_args_7cpython_11contextvars_get_value_no_default;

/* "cpython/contextvars.pxd":116
 * 
 * @_cython.c_compile_guard("!CYTHON_COMPILING_IN_LIMITED_API")
 * 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,
*/

#line 116 "cpython/contextvars.pxd"
struct __pyx_opt_args_7cpython_11contextvars_get_value {

#line 116 "cpython/contextvars.pxd"
  int __pyx_n;

#line 116 "cpython/contextvars.pxd"
  PyObject *default_value;

#line 116 "cpython/contextvars.pxd"
};

/* "cpython/contextvars.pxd":134
 * 
 * @_cython.c_compile_guard("!CYTHON_COMPILING_IN_LIMITED_API")
 * 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.
*/

#line 134 "cpython/contextvars.pxd"
struct __pyx_opt_args_7cpython_11contextvars_get_value_no_default {

#line 134 "cpython/contextvars.pxd"
  int __pyx_n;

#line 134 "cpython/contextvars.pxd"
  PyObject *default_value;

#line 134 "cpython/contextvars.pxd"
};

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":1096
 * 
 * # Iterator API added in v1.6
 * ctypedef int (*NpyIter_IterNextFunc)(NpyIter* it) noexcept nogil             # <<<<<<<<<<<<<<
 * ctypedef void (*NpyIter_GetMultiIndexFunc)(NpyIter* it, npy_intp* outcoords) noexcept nogil
 * 
*/

#line 1096 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef int (*__pyx_t_5numpy_NpyIter_IterNextFunc)(NpyIter *);

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":1097
 * # Iterator API added in v1.6
 * ctypedef int (*NpyIter_IterNextFunc)(NpyIter* it) noexcept nogil
 * ctypedef void (*NpyIter_GetMultiIndexFunc)(NpyIter* it, npy_intp* outcoords) noexcept nogil             # <<<<<<<<<<<<<<
 * 
 * cdef extern from "numpy/arrayobject.h":
*/

#line 1097 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
typedef void (*__pyx_t_5numpy_NpyIter_GetMultiIndexFunc)(NpyIter *, npy_intp *);

#line 1097 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
struct __pyx_opt_args_14ms_peak_picker_2_c_8peak_set_7PeakSet__has_peak;

#line 1097 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
struct __pyx_opt_args_14ms_peak_picker_2_c_8peak_set_7PeakSet_all_peaks_for;

#line 1097 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
struct __pyx_t_14ms_peak_picker_2_c_8peak_set_index_cell;

#line 1097 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
struct __pyx_t_14ms_peak_picker_2_c_8peak_set_index_list;

#line 1097 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
struct __pyx_opt_args_14ms_peak_picker_2_c_8peak_set_14PeakSetIndexed_has_peak_hinted;

/* "ms_peak_picker/_c/peak_set.pxd":42
 *     cdef FittedPeak _get_nearest_peak(self, double mz, double* errout)
 * 
 *     cdef FittedPeak _has_peak(self, double mz, double tolerance=*)             # <<<<<<<<<<<<<<
 * 
 *     cpdef PeakSet clone(self)
*/

#line 42 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_opt_args_14ms_peak_picker_2_c_8peak_set_7PeakSet__has_peak {

#line 42 "ms_peak_picker/_c/peak_set.pxd"
  int __pyx_n;

#line 42 "ms_peak_picker/_c/peak_set.pxd"
  double tolerance;

#line 42 "ms_peak_picker/_c/peak_set.pxd"
};

/* "ms_peak_picker/_c/peak_set.pxd":50
 *     cdef int _between_bounds(self, double m1, double m2, size_t* startp, size_t* endp) noexcept
 * 
 *     cpdef tuple all_peaks_for(self, double mz, double error_tolerance=*)             # <<<<<<<<<<<<<<
 * 
 *     cdef FittedPeak getitem(self, size_t i)
*/

#line 50 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_opt_args_14ms_peak_picker_2_c_8peak_set_7PeakSet_all_peaks_for {

#line 50 "ms_peak_picker/_c/peak_set.pxd"
  int __pyx_n;

#line 50 "ms_peak_picker/_c/peak_set.pxd"
  double error_tolerance;

#line 50 "ms_peak_picker/_c/peak_set.pxd"
};

/* "ms_peak_picker/_c/peak_set.pxd":64
 * 
 * 
 * cdef struct index_cell:             # <<<<<<<<<<<<<<
 *     double center_value
 *     size_t start
*/

#line 64 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_t_14ms_peak_picker_2_c_8peak_set_index_cell {

#line 64 "ms_peak_picker/_c/peak_set.pxd"
  double center_value;

#line 64 "ms_peak_picker/_c/peak_set.pxd"
  size_t start;

#line 64 "ms_peak_picker/_c/peak_set.pxd"
  size_t end;

#line 64 "ms_peak_picker/_c/peak_set.pxd"
};

/* "ms_peak_picker/_c/peak_set.pxd":70
 * 
 * 
 * cdef struct index_list:             # <<<<<<<<<<<<<<
 *     index_cell* index
 *     size_t size
*/

#line 70 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_t_14ms_peak_picker_2_c_8peak_set_index_list {

#line 70 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_t_14ms_peak_picker_2_c_8peak_set_index_cell *index;

#line 70 "ms_peak_picker/_c/peak_set.pxd"
  size_t size;

#line 70 "ms_peak_picker/_c/peak_set.pxd"
  double low;

#line 70 "ms_peak_picker/_c/peak_set.pxd"
  double high;

#line 70 "ms_peak_picker/_c/peak_set.pxd"
};

/* "ms_peak_picker/_c/peak_set.pxd":90
 *     cpdef _allocate_index(self, size_t interval_index_size)
 * 
 *     cpdef FittedPeak has_peak_hinted(self, double mz, double tolerance=*, size_t hint_start=*, size_t hint_end=*)             # <<<<<<<<<<<<<<
 * 
 * cdef size_t double_binary_search_ppm(double* array, double value, double tolerance, size_t n) noexcept
*/

#line 90 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_opt_args_14ms_peak_picker_2_c_8peak_set_14PeakSetIndexed_has_peak_hinted {

#line 90 "ms_peak_picker/_c/peak_set.pxd"
  int __pyx_n;

#line 90 "ms_peak_picker/_c/peak_set.pxd"
  double tolerance;

#line 90 "ms_peak_picker/_c/peak_set.pxd"
  size_t hint_start;

#line 90 "ms_peak_picker/_c/peak_set.pxd"
  size_t hint_end;

#line 90 "ms_peak_picker/_c/peak_set.pxd"
};

#line 90 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_opt_args_14ms_peak_picker_2_c_10peak_index_9PeakIndex__has_peak;

#line 90 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_opt_args_14ms_peak_picker_2_c_10peak_index_9PeakIndex_all_peaks_for;

/* "ms_peak_picker/_c/peak_index.pxd":11
 *         public PeakSet peaks
 * 
 *     cdef FittedPeak _has_peak(self, double mz, double tolerance=*)             # <<<<<<<<<<<<<<
 *     cdef PeakSet _between(self, double start, double stop)
 * 
*/

#line 11 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_opt_args_14ms_peak_picker_2_c_10peak_index_9PeakIndex__has_peak {

#line 11 "ms_peak_picker/_c/peak_index.pxd"
  int __pyx_n;

#line 11 "ms_peak_picker/_c/peak_index.pxd"
  double tolerance;

#line 11 "ms_peak_picker/_c/peak_index.pxd"
};

/* "ms_peak_picker/_c/peak_index.pxd":14
 *     cdef PeakSet _between(self, double start, double stop)
 * 
 *     cpdef tuple all_peaks_for(self, double mz, double error_tolerance=*)             # <<<<<<<<<<<<<<
 * 
 *     cdef size_t get_size(self)
*/

#line 14 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_opt_args_14ms_peak_picker_2_c_10peak_index_9PeakIndex_all_peaks_for {

#line 14 "ms_peak_picker/_c/peak_index.pxd"
  int __pyx_n;

#line 14 "ms_peak_picker/_c/peak_index.pxd"
  double error_tolerance;

#line 14 "ms_peak_picker/_c/peak_index.pxd"
};

#line 14 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_opt_args_7brainpy_2_c_11composition_neutral_mass;

#line 14 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_opt_args_7brainpy_2_c_11composition_mass_charge_ratio;

#line 14 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_t_7brainpy_2_c_11composition_Isotope;

#line 14 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_t_7brainpy_2_c_11composition_IsotopeMap;

#line 14 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_t_7brainpy_2_c_11composition_Element;

#line 14 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_t_7brainpy_2_c_11composition_ElementHashBucket;

#line 14 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_t_7brainpy_2_c_11composition_ElementHashTable;

#line 14 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_t_7brainpy_2_c_11composition_Composition;

#line 14 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_opt_args_7brainpy_2_c_11composition_13PyComposition__set_impl;

#line 14 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_opt_args_7brainpy_2_c_11composition_13PyComposition_pop;

/* "brainpy/_c/composition.pxd":10
 * cdef double PROTON = nist_mass["H+"][0][0]
 * 
 * cdef double neutral_mass(double mz,  int z, double charge_carrier=*) noexcept nogil             # <<<<<<<<<<<<<<
 * cdef double mass_charge_ratio(double neutral_mass, int z, double charge_carrier=*) noexcept nogil
 * cdef char* _parse_isotope_string(char* label, int* isotope_num, char* element_name) noexcept nogil
*/

#line 10 "brainpy/_c/composition.pxd"
struct __pyx_opt_args_7brainpy_2_c_11composition_neutral_mass {

#line 10 "brainpy/_c/composition.pxd"
  int __pyx_n;

#line 10 "brainpy/_c/composition.pxd"
  double charge_carrier;

#line 10 "brainpy/_c/composition.pxd"
};

/* "brainpy/_c/composition.pxd":11
 * 
 * cdef double neutral_mass(double mz,  int z, double charge_carrier=*) noexcept nogil
 * cdef double mass_charge_ratio(double neutral_mass, int z, double charge_carrier=*) noexcept nogil             # <<<<<<<<<<<<<<
 * cdef char* _parse_isotope_string(char* label, int* isotope_num, char* element_name) noexcept nogil
 * 
*/

#line 11 "brainpy/_c/composition.pxd"
struct __pyx_opt_args_7brainpy_2_c_11composition_mass_charge_ratio {

#line 11 "brainpy/_c/composition.pxd"
  int __pyx_n;

#line 11 "brainpy/_c/composition.pxd"
  double charge_carrier;

#line 11 "brainpy/_c/composition.pxd"
};

/* "brainpy/_c/composition.pxd":17
 * # Isotope and IsotopeMap Declarations
 * 
 * cdef struct Isotope:             # <<<<<<<<<<<<<<
 *     double mass
 *     double abundance
*/

#line 17 "brainpy/_c/composition.pxd"
struct __pyx_t_7brainpy_2_c_11composition_Isotope {

#line 17 "brainpy/_c/composition.pxd"
  double mass;

#line 17 "brainpy/_c/composition.pxd"
  double abundance;

#line 17 "brainpy/_c/composition.pxd"
  int neutrons;

#line 17 "brainpy/_c/composition.pxd"
  int neutron_shift;

#line 17 "brainpy/_c/composition.pxd"
};

/* "brainpy/_c/composition.pxd":23
 *     int neutron_shift
 * 
 * cdef struct IsotopeMap:             # <<<<<<<<<<<<<<
 *     Isotope* bins
 *     size_t size
*/

#line 23 "brainpy/_c/composition.pxd"
struct __pyx_t_7brainpy_2_c_11composition_IsotopeMap {

#line 23 "brainpy/_c/composition.pxd"
  struct __pyx_t_7brainpy_2_c_11composition_Isotope *bins;

#line 23 "brainpy/_c/composition.pxd"
  size_t size;

#line 23 "brainpy/_c/composition.pxd"
};

/* "brainpy/_c/composition.pxd":36
 * # Element Declarations
 * 
 * cdef struct Element:             # <<<<<<<<<<<<<<
 *     char* symbol
 *     IsotopeMap* isotopes
*/

#line 36 "brainpy/_c/composition.pxd"
struct __pyx_t_7brainpy_2_c_11composition_Element {

#line 36 "brainpy/_c/composition.pxd"
  char *symbol;

#line 36 "brainpy/_c/composition.pxd"
  struct __pyx_t_7brainpy_2_c_11composition_IsotopeMap *isotopes;

#line 36 "brainpy/_c/composition.pxd"
  int monoisotopic_isotope_index;

#line 36 "brainpy/_c/composition.pxd"
};

/* "brainpy/_c/composition.pxd":56
 * # ElementHashTable and ElementHashBucket Declarations
 * 
 * cdef struct ElementHashBucket:             # <<<<<<<<<<<<<<
 *     Element** elements
 *     size_t used
*/

#line 56 "brainpy/_c/composition.pxd"
struct __pyx_t_7brainpy_2_c_11composition_ElementHashBucket {

#line 56 "brainpy/_c/composition.pxd"
  struct __pyx_t_7brainpy_2_c_11composition_Element **elements;

#line 56 "brainpy/_c/composition.pxd"
  size_t used;

#line 56 "brainpy/_c/composition.pxd"
  size_t size;

#line 56 "brainpy/_c/composition.pxd"
};

/* "brainpy/_c/composition.pxd":65
 * 
 * 
 * cdef struct ElementHashTable:             # <<<<<<<<<<<<<<
 *     ElementHashBucket* buckets
 *     size_t size
*/

#line 65 "brainpy/_c/composition.pxd"
struct __pyx_t_7brainpy_2_c_11composition_ElementHashTable {

#line 65 "brainpy/_c/composition.pxd"
  struct __pyx_t_7brainpy_2_c_11composition_ElementHashBucket *buckets;

#line 65 "brainpy/_c/composition.pxd"
  size_t size;

#line 65 "brainpy/_c/composition.pxd"
};

/* "brainpy/_c/composition.pxd":94
 * # Composition Declarations
 * 
 * cdef struct Composition:             # <<<<<<<<<<<<<<
 *     char** elements
 *     count_type* counts
*/

#line 94 "brainpy/_c/composition.pxd"
struct __pyx_t_7brainpy_2_c_11composition_Composition {

#line 94 "brainpy/_c/composition.pxd"
  char **elements;

#line 94 "brainpy/_c/composition.pxd"
  __pyx_t_7brainpy_2_c_11composition_count_type *counts;

#line 94 "brainpy/_c/composition.pxd"
  size_t size;

#line 94 "brainpy/_c/composition.pxd"
  size_t used;

#line 94 "brainpy/_c/composition.pxd"
  int max_variants;

#line 94 "brainpy/_c/composition.pxd"
};

/* "brainpy/_c/composition.pxd":130
 *     @staticmethod
 *     cdef PyComposition _create(Composition* base)
 *     cdef void _set_impl(self, Composition* composition, bint free_existing=*)             # <<<<<<<<<<<<<<
 * 
 *     cdef void _initialize_from_formula(self, str formula)
*/

#line 130 "brainpy/_c/composition.pxd"
struct __pyx_opt_args_7brainpy_2_c_11composition_13PyComposition__set_impl {

#line 130 "brainpy/_c/composition.pxd"
  int __pyx_n;

#line 130 "brainpy/_c/composition.pxd"
  int free_existing;

#line 130 "brainpy/_c/composition.pxd"
};

/* "brainpy/_c/composition.pxd":144
 *     cpdef list items(self)
 * 
 *     cpdef pop(self, str key, object default=*)             # <<<<<<<<<<<<<<
 * 
 *     cdef count_type getitem(self, str key)
*/

#line 144 "brainpy/_c/composition.pxd"
struct __pyx_opt_args_7brainpy_2_c_11composition_13PyComposition_pop {

#line 144 "brainpy/_c/composition.pxd"
  int __pyx_n;

#line 144 "brainpy/_c/composition.pxd"
  PyObject *__pyx_default;

#line 144 "brainpy/_c/composition.pxd"
};

#line 144 "brainpy/_c/composition.pxd"
struct __pyx_t_7brainpy_2_c_13double_vector_DoubleVector;

/* "brainpy/_c/double_vector.pxd":1
 * cdef struct DoubleVector:             # <<<<<<<<<<<<<<
 *     double* v
 *     size_t used
*/

#line 1 "brainpy/_c/double_vector.pxd"
struct __pyx_t_7brainpy_2_c_13double_vector_DoubleVector {

#line 1 "brainpy/_c/double_vector.pxd"
  double *v;

#line 1 "brainpy/_c/double_vector.pxd"
  size_t used;

#line 1 "brainpy/_c/double_vector.pxd"
  size_t size;

#line 1 "brainpy/_c/double_vector.pxd"
};

#line 1 "brainpy/_c/double_vector.pxd"
struct __pyx_t_7brainpy_2_c_18isotopic_constants_PolynomialParameters;

#line 1 "brainpy/_c/double_vector.pxd"
struct __pyx_t_7brainpy_2_c_18isotopic_constants_PhiConstants;

#line 1 "brainpy/_c/double_vector.pxd"
struct __pyx_t_7brainpy_2_c_18isotopic_constants_IsotopicConstants;

/* "brainpy/_c/isotopic_constants.pxd":6
 * from brainpy._c.double_vector cimport DoubleVector
 * 
 * ctypedef DoubleVector dvec             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 6 "brainpy/_c/isotopic_constants.pxd"
typedef struct __pyx_t_7brainpy_2_c_13double_vector_DoubleVector __pyx_t_7brainpy_2_c_18isotopic_constants_dvec;

/* "brainpy/_c/isotopic_constants.pxd":9
 * 
 * 
 * cdef struct PolynomialParameters:             # <<<<<<<<<<<<<<
 *     dvec* elementary_symmetric_polynomial
 *     dvec* power_sum
*/

#line 9 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_t_7brainpy_2_c_18isotopic_constants_PolynomialParameters {

#line 9 "brainpy/_c/isotopic_constants.pxd"
  __pyx_t_7brainpy_2_c_18isotopic_constants_dvec *elementary_symmetric_polynomial;

#line 9 "brainpy/_c/isotopic_constants.pxd"
  __pyx_t_7brainpy_2_c_18isotopic_constants_dvec *power_sum;

#line 9 "brainpy/_c/isotopic_constants.pxd"
};

/* "brainpy/_c/isotopic_constants.pxd":14
 * 
 * 
 * cdef struct PhiConstants:             # <<<<<<<<<<<<<<
 *     int order
 *     Element* element
*/

#line 14 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_t_7brainpy_2_c_18isotopic_constants_PhiConstants {

#line 14 "brainpy/_c/isotopic_constants.pxd"
  int order;

#line 14 "brainpy/_c/isotopic_constants.pxd"
  struct __pyx_t_7brainpy_2_c_11composition_Element *element;

#line 14 "brainpy/_c/isotopic_constants.pxd"
  struct __pyx_t_7brainpy_2_c_18isotopic_constants_PolynomialParameters *element_coefficients;

#line 14 "brainpy/_c/isotopic_constants.pxd"
  struct __pyx_t_7brainpy_2_c_18isotopic_constants_PolynomialParameters *mass_coefficients;

#line 14 "brainpy/_c/isotopic_constants.pxd"
};

/* "brainpy/_c/isotopic_constants.pxd":21
 * 
 * 
 * cdef struct IsotopicConstants:             # <<<<<<<<<<<<<<
 *     int order
 *     PhiConstants** constants
*/

#line 21 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_t_7brainpy_2_c_18isotopic_constants_IsotopicConstants {

#line 21 "brainpy/_c/isotopic_constants.pxd"
  int order;

#line 21 "brainpy/_c/isotopic_constants.pxd"
  struct __pyx_t_7brainpy_2_c_18isotopic_constants_PhiConstants **constants;

#line 21 "brainpy/_c/isotopic_constants.pxd"
  size_t size;

#line 21 "brainpy/_c/isotopic_constants.pxd"
  size_t used;

#line 21 "brainpy/_c/isotopic_constants.pxd"
};

#line 21 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_t_7brainpy_2_c_21isotopic_distribution_Peak;

#line 21 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_t_7brainpy_2_c_21isotopic_distribution_PeakList;

#line 21 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_t_7brainpy_2_c_21isotopic_distribution_ElementCache;

#line 21 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_t_7brainpy_2_c_21isotopic_distribution_IsotopicDistribution;

#line 21 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_opt_args_7brainpy_2_c_21isotopic_distribution_make_isotopic_distribution;

#line 21 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_opt_args_7brainpy_2_c_21isotopic_distribution_guess_npeaks;

#line 21 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_opt_args_7brainpy_2_c_21isotopic_distribution__isotopic_variants;

#line 21 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_opt_args_7brainpy_2_c_21isotopic_distribution_isotopic_variants;

#line 21 "brainpy/_c/isotopic_constants.pxd"
struct __pyx_opt_args_7brainpy_2_c_21isotopic_distribution_max_variants_approx;

/* "brainpy/_c/isotopic_distribution.pxd":7
 * 
 * 
 * cdef struct Peak:             # <<<<<<<<<<<<<<
 *     double mz
 *     double intensity
*/

#line 7 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_t_7brainpy_2_c_21isotopic_distribution_Peak {

#line 7 "brainpy/_c/isotopic_distribution.pxd"
  double mz;

#line 7 "brainpy/_c/isotopic_distribution.pxd"
  double intensity;

#line 7 "brainpy/_c/isotopic_distribution.pxd"
  int charge;

#line 7 "brainpy/_c/isotopic_distribution.pxd"
};

/* "brainpy/_c/isotopic_distribution.pxd":13
 * 
 * 
 * cdef struct PeakList:             # <<<<<<<<<<<<<<
 *     Peak* peaks
 *     size_t used
*/

#line 13 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_t_7brainpy_2_c_21isotopic_distribution_PeakList {

#line 13 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_t_7brainpy_2_c_21isotopic_distribution_Peak *peaks;

#line 13 "brainpy/_c/isotopic_distribution.pxd"
  size_t used;

#line 13 "brainpy/_c/isotopic_distribution.pxd"
  size_t size;

#line 13 "brainpy/_c/isotopic_distribution.pxd"
};

/* "brainpy/_c/isotopic_distribution.pxd":35
 * 
 * 
 * cdef struct ElementCache:             # <<<<<<<<<<<<<<
 *     Element** elements
 *     size_t used
*/

#line 35 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_t_7brainpy_2_c_21isotopic_distribution_ElementCache {

#line 35 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_t_7brainpy_2_c_11composition_Element **elements;

#line 35 "brainpy/_c/isotopic_distribution.pxd"
  size_t used;

#line 35 "brainpy/_c/isotopic_distribution.pxd"
  size_t size;

#line 35 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_t_7brainpy_2_c_11composition_ElementHashTable *source;

#line 35 "brainpy/_c/isotopic_distribution.pxd"
};

/* "brainpy/_c/isotopic_distribution.pxd":49
 * 
 * 
 * cdef struct IsotopicDistribution:             # <<<<<<<<<<<<<<
 *     Composition* composition
 *     IsotopicConstants* _isotopic_constants
*/

#line 49 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_t_7brainpy_2_c_21isotopic_distribution_IsotopicDistribution {

#line 49 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_t_7brainpy_2_c_11composition_Composition *composition;

#line 49 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_t_7brainpy_2_c_18isotopic_constants_IsotopicConstants *_isotopic_constants;

#line 49 "brainpy/_c/isotopic_distribution.pxd"
  int order;

#line 49 "brainpy/_c/isotopic_distribution.pxd"
  double average_mass;

#line 49 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_t_7brainpy_2_c_21isotopic_distribution_Peak *monoisotopic_peak;

#line 49 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_t_7brainpy_2_c_21isotopic_distribution_ElementCache *cache;

#line 49 "brainpy/_c/isotopic_distribution.pxd"
};

/* "brainpy/_c/isotopic_distribution.pxd":58
 * 
 * 
 * cdef IsotopicDistribution* make_isotopic_distribution(Composition* composition, int order, ElementCache* cache=*) noexcept nogil             # <<<<<<<<<<<<<<
 * cdef void free_isotopic_distribution(IsotopicDistribution* distribution) noexcept nogil
 * 
*/

#line 58 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_7brainpy_2_c_21isotopic_distribution_make_isotopic_distribution {

#line 58 "brainpy/_c/isotopic_distribution.pxd"
  int __pyx_n;

#line 58 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_t_7brainpy_2_c_21isotopic_distribution_ElementCache *cache;

#line 58 "brainpy/_c/isotopic_distribution.pxd"
};

/* "brainpy/_c/isotopic_distribution.pxd":77
 * 
 * cdef int max_variants(Composition* composition, ElementCache* cache) noexcept nogil
 * cdef int guess_npeaks(Composition* composition_struct, size_t max_npeaks, ElementCache* cache=*) noexcept nogil             # <<<<<<<<<<<<<<
 * 
 * cpdef list _isotopic_variants(object composition, object npeaks=*, int charge=*, double charge_carrier=*)
*/

#line 77 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_7brainpy_2_c_21isotopic_distribution_guess_npeaks {

#line 77 "brainpy/_c/isotopic_distribution.pxd"
  int __pyx_n;

#line 77 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_t_7brainpy_2_c_21isotopic_distribution_ElementCache *cache;

#line 77 "brainpy/_c/isotopic_distribution.pxd"
};

/* "brainpy/_c/isotopic_distribution.pxd":79
 * cdef int guess_npeaks(Composition* composition_struct, size_t max_npeaks, ElementCache* cache=*) noexcept nogil
 * 
 * cpdef list _isotopic_variants(object composition, object npeaks=*, int charge=*, double charge_carrier=*)             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 79 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_7brainpy_2_c_21isotopic_distribution__isotopic_variants {

#line 79 "brainpy/_c/isotopic_distribution.pxd"
  int __pyx_n;

#line 79 "brainpy/_c/isotopic_distribution.pxd"
  PyObject *npeaks;

#line 79 "brainpy/_c/isotopic_distribution.pxd"
  int charge;

#line 79 "brainpy/_c/isotopic_distribution.pxd"
  double charge_carrier;

#line 79 "brainpy/_c/isotopic_distribution.pxd"
};

/* "brainpy/_c/isotopic_distribution.pxd":82
 * 
 * 
 * cdef PeakList* isotopic_variants(Composition* composition, int npeaks, int charge=*, double charge_carrier=*) noexcept nogil             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 82 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_7brainpy_2_c_21isotopic_distribution_isotopic_variants {

#line 82 "brainpy/_c/isotopic_distribution.pxd"
  int __pyx_n;

#line 82 "brainpy/_c/isotopic_distribution.pxd"
  int charge;

#line 82 "brainpy/_c/isotopic_distribution.pxd"
  double charge_carrier;

#line 82 "brainpy/_c/isotopic_distribution.pxd"
};

/* "brainpy/_c/isotopic_distribution.pxd":85
 * 
 * 
 * cdef size_t max_variants_approx(double mass, double lambda_factor=*, size_t maxiter=*, double threshold=*) noexcept nogil             # <<<<<<<<<<<<<<
*/

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_7brainpy_2_c_21isotopic_distribution_max_variants_approx {

#line 85 "brainpy/_c/isotopic_distribution.pxd"
  int __pyx_n;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
  double lambda_factor;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
  size_t maxiter;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
  double threshold;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
};

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_mass_charge_ratio;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_neutral_mass;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_9Averagine_scale;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_9Averagine_isotopic_cluster;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_9Averagine__isotopic_cluster;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern_ignore_below;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern_truncate_after;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern_scale;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern__scale;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_14AveragineCache_has_mz_charge_pair;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_14AveragineCache_isotopic_cluster;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_isotopic_shift;

#line 85 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_poisson_approximate;

/* "ms_deisotope/_c/averagine.pxd":7
 * cdef double PROTON
 * 
 * cdef double mass_charge_ratio(double neutral_mass, int z, double charge_carrier=*)             # <<<<<<<<<<<<<<
 * cdef double neutral_mass(double mz,  int z, double charge_carrier=*)
 * cdef void slide(double mz, list peaklist)
*/

#line 7 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_mass_charge_ratio {

#line 7 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 7 "ms_deisotope/_c/averagine.pxd"
  double charge_carrier;

#line 7 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":8
 * 
 * cdef double mass_charge_ratio(double neutral_mass, int z, double charge_carrier=*)
 * cdef double neutral_mass(double mz,  int z, double charge_carrier=*)             # <<<<<<<<<<<<<<
 * cdef void slide(double mz, list peaklist)
 * cdef dict scale_dict(dict data, double factor)
*/

#line 8 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_neutral_mass {

#line 8 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 8 "ms_deisotope/_c/averagine.pxd"
  double charge_carrier;

#line 8 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":17
 *         public dict base_composition
 * 
 *     cpdef dict scale(self, double mz, int charge=*, double charge_carrier=*)             # <<<<<<<<<<<<<<
 *     cpdef TheoreticalIsotopicPattern isotopic_cluster(self, double mz, int charge=*, double charge_carrier=*, double truncate_after=*, double ignore_below=*)
 *     cdef TheoreticalIsotopicPattern _isotopic_cluster(self, double mz, int charge=*, double charge_carrier=*, double truncate_after=*, double ignore_below=*)
*/

#line 17 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_9Averagine_scale {

#line 17 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 17 "ms_deisotope/_c/averagine.pxd"
  int charge;

#line 17 "ms_deisotope/_c/averagine.pxd"
  double charge_carrier;

#line 17 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":18
 * 
 *     cpdef dict scale(self, double mz, int charge=*, double charge_carrier=*)
 *     cpdef TheoreticalIsotopicPattern isotopic_cluster(self, double mz, int charge=*, double charge_carrier=*, double truncate_after=*, double ignore_below=*)             # <<<<<<<<<<<<<<
 *     cdef TheoreticalIsotopicPattern _isotopic_cluster(self, double mz, int charge=*, double charge_carrier=*, double truncate_after=*, double ignore_below=*)
 * 
*/

#line 18 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_9Averagine_isotopic_cluster {

#line 18 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 18 "ms_deisotope/_c/averagine.pxd"
  int charge;

#line 18 "ms_deisotope/_c/averagine.pxd"
  double charge_carrier;

#line 18 "ms_deisotope/_c/averagine.pxd"
  double truncate_after;

#line 18 "ms_deisotope/_c/averagine.pxd"
  double ignore_below;

#line 18 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":19
 *     cpdef dict scale(self, double mz, int charge=*, double charge_carrier=*)
 *     cpdef TheoreticalIsotopicPattern isotopic_cluster(self, double mz, int charge=*, double charge_carrier=*, double truncate_after=*, double ignore_below=*)
 *     cdef TheoreticalIsotopicPattern _isotopic_cluster(self, double mz, int charge=*, double charge_carrier=*, double truncate_after=*, double ignore_below=*)             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 19 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_9Averagine__isotopic_cluster {

#line 19 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 19 "ms_deisotope/_c/averagine.pxd"
  int charge;

#line 19 "ms_deisotope/_c/averagine.pxd"
  double charge_carrier;

#line 19 "ms_deisotope/_c/averagine.pxd"
  double truncate_after;

#line 19 "ms_deisotope/_c/averagine.pxd"
  double ignore_below;

#line 19 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":39
 *     cdef bint _eq_inst(self, TheoreticalIsotopicPattern other)
 * 
 *     cpdef TheoreticalIsotopicPattern ignore_below(self, double ignore_below=*)             # <<<<<<<<<<<<<<
 *     cpdef TheoreticalIsotopicPattern truncate_after(self, double truncate_after=*)
 *     cpdef TheoreticalIsotopicPattern shift(self, double mz)
*/

#line 39 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern_ignore_below {

#line 39 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 39 "ms_deisotope/_c/averagine.pxd"
  double ignore_below;

#line 39 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":40
 * 
 *     cpdef TheoreticalIsotopicPattern ignore_below(self, double ignore_below=*)
 *     cpdef TheoreticalIsotopicPattern truncate_after(self, double truncate_after=*)             # <<<<<<<<<<<<<<
 *     cpdef TheoreticalIsotopicPattern shift(self, double mz)
 *     cpdef TheoreticalIsotopicPattern scale(self, list experimental_distribution, str method=*)
*/

#line 40 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern_truncate_after {

#line 40 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 40 "ms_deisotope/_c/averagine.pxd"
  double truncate_after;

#line 40 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":42
 *     cpdef TheoreticalIsotopicPattern truncate_after(self, double truncate_after=*)
 *     cpdef TheoreticalIsotopicPattern shift(self, double mz)
 *     cpdef TheoreticalIsotopicPattern scale(self, list experimental_distribution, str method=*)             # <<<<<<<<<<<<<<
 *     cpdef TheoreticalIsotopicPattern scale_raw(self, double scale_factor)
 *     cpdef double drop_last_peak(self)
*/

#line 42 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern_scale {

#line 42 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 42 "ms_deisotope/_c/averagine.pxd"
  PyObject *method;

#line 42 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":53
 * 
 *     @cython.final
 *     cdef inline TheoreticalIsotopicPattern _scale(self, list experimental_distribution, str method=*)             # <<<<<<<<<<<<<<
 * 
 *     @cython.final
*/

#line 53 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern__scale {

#line 53 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 53 "ms_deisotope/_c/averagine.pxd"
  PyObject *method;

#line 53 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":88
 *     cdef double _make_cache_key(self, double mz)
 * 
 *     cdef TheoreticalIsotopicPattern has_mz_charge_pair(self, double mz, int charge=*, double charge_carrier=*, double truncate_after=*, double ignore_below=*)             # <<<<<<<<<<<<<<
 *     cpdef TheoreticalIsotopicPattern isotopic_cluster(self, double mz, int charge=*, double charge_carrier=*, double truncate_after=*, double ignore_below=*)
 * 
*/

#line 88 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_14AveragineCache_has_mz_charge_pair {

#line 88 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 88 "ms_deisotope/_c/averagine.pxd"
  int charge;

#line 88 "ms_deisotope/_c/averagine.pxd"
  double charge_carrier;

#line 88 "ms_deisotope/_c/averagine.pxd"
  double truncate_after;

#line 88 "ms_deisotope/_c/averagine.pxd"
  double ignore_below;

#line 88 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":89
 * 
 *     cdef TheoreticalIsotopicPattern has_mz_charge_pair(self, double mz, int charge=*, double charge_carrier=*, double truncate_after=*, double ignore_below=*)
 *     cpdef TheoreticalIsotopicPattern isotopic_cluster(self, double mz, int charge=*, double charge_carrier=*, double truncate_after=*, double ignore_below=*)             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 89 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_14AveragineCache_isotopic_cluster {

#line 89 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 89 "ms_deisotope/_c/averagine.pxd"
  int charge;

#line 89 "ms_deisotope/_c/averagine.pxd"
  double charge_carrier;

#line 89 "ms_deisotope/_c/averagine.pxd"
  double truncate_after;

#line 89 "ms_deisotope/_c/averagine.pxd"
  double ignore_below;

#line 89 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":92
 * 
 * 
 * cpdef double isotopic_shift(int charge=*)             # <<<<<<<<<<<<<<
 * 
 * cpdef TheoreticalIsotopicPattern poisson_approximate(double mass, size_t n_peaks, double lambda_factor=*, int charge=*)
*/

#line 92 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_isotopic_shift {

#line 92 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 92 "ms_deisotope/_c/averagine.pxd"
  int charge;

#line 92 "ms_deisotope/_c/averagine.pxd"
};

/* "ms_deisotope/_c/averagine.pxd":94
 * cpdef double isotopic_shift(int charge=*)
 * 
 * cpdef TheoreticalIsotopicPattern poisson_approximate(double mass, size_t n_peaks, double lambda_factor=*, int charge=*)             # <<<<<<<<<<<<<<
*/

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_poisson_approximate {

#line 94 "ms_deisotope/_c/averagine.pxd"
  int __pyx_n;

#line 94 "ms_deisotope/_c/averagine.pxd"
  double lambda_factor;

#line 94 "ms_deisotope/_c/averagine.pxd"
  int charge;

#line 94 "ms_deisotope/_c/averagine.pxd"
};

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase_match_theoretical_isotopic_distribution;

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase_subtraction;

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_next_putative_peak;

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_previous_putative_peak;

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_next_putative_peak_inplace;

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_previous_putative_peak_inplace;

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_25AveragineDeconvoluterBase_fit_theoretical_distribution;

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_25AveragineDeconvoluterBase__fit_peaks_at_charges;

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_30MultiAveragineDeconvoluterBase_fit_theoretical_distribution;

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_30MultiAveragineDeconvoluterBase__fit_peaks_at_charges;

#line 94 "ms_deisotope/_c/averagine.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base__get_all_peak_charge_pairs;

/* "ms_deisotope/_c/deconvoluter_base.pxd":42
 *     cdef FittedPeak _has_peak(self, double mz, double error_tolerance)
 * 
 *     cpdef list match_theoretical_isotopic_distribution(self, list theoretical_distribution, double error_tolerance=*)             # <<<<<<<<<<<<<<
 *     cpdef scale_theoretical_distribution(self, TheoreticalIsotopicPattern theoretical_distribution, list experimental_distribution)
 *     cpdef IsotopicFitRecord _evaluate_theoretical_distribution(self, list experimental, TheoreticalIsotopicPattern theoretical, FittedPeak peak, int charge)
*/

#line 42 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase_match_theoretical_isotopic_distribution {

#line 42 "ms_deisotope/_c/deconvoluter_base.pxd"
  int __pyx_n;

#line 42 "ms_deisotope/_c/deconvoluter_base.pxd"
  double error_tolerance;

#line 42 "ms_deisotope/_c/deconvoluter_base.pxd"
};

/* "ms_deisotope/_c/deconvoluter_base.pxd":45
 *     cpdef scale_theoretical_distribution(self, TheoreticalIsotopicPattern theoretical_distribution, list experimental_distribution)
 *     cpdef IsotopicFitRecord _evaluate_theoretical_distribution(self, list experimental, TheoreticalIsotopicPattern theoretical, FittedPeak peak, int charge)
 *     cpdef subtraction(self, TheoreticalIsotopicPattern isotopic_cluster, double error_tolerance=*)             # <<<<<<<<<<<<<<
 *     cpdef list fit_incremental_truncation(self, IsotopicFitRecord seed_fit, double lower_bound)
 * 
*/

#line 45 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase_subtraction {

#line 45 "ms_deisotope/_c/deconvoluter_base.pxd"
  int __pyx_n;

#line 45 "ms_deisotope/_c/deconvoluter_base.pxd"
  double error_tolerance;

#line 45 "ms_deisotope/_c/deconvoluter_base.pxd"
};

/* "ms_deisotope/_c/deconvoluter_base.pxd":50
 *     cpdef bint _check_fit(self, IsotopicFitRecord fit)
 * 
 *     cpdef list _find_next_putative_peak(self, double mz, int charge, int step=*, double tolerance=*)             # <<<<<<<<<<<<<<
 *     cpdef list _find_previous_putative_peak(self, double mz, int charge, int step=*, double tolerance=*)
 * 
*/

#line 50 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_next_putative_peak {

#line 50 "ms_deisotope/_c/deconvoluter_base.pxd"
  int __pyx_n;

#line 50 "ms_deisotope/_c/deconvoluter_base.pxd"
  int step;

#line 50 "ms_deisotope/_c/deconvoluter_base.pxd"
  double tolerance;

#line 50 "ms_deisotope/_c/deconvoluter_base.pxd"
};

/* "ms_deisotope/_c/deconvoluter_base.pxd":51
 * 
 *     cpdef list _find_next_putative_peak(self, double mz, int charge, int step=*, double tolerance=*)
 *     cpdef list _find_previous_putative_peak(self, double mz, int charge, int step=*, double tolerance=*)             # <<<<<<<<<<<<<<
 * 
 *     cdef int _find_next_putative_peak_inplace(self, double mz, int charge, set result, int step=*, double tolerance=*)
*/

#line 51 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_previous_putative_peak {

#line 51 "ms_deisotope/_c/deconvoluter_base.pxd"
  int __pyx_n;

#line 51 "ms_deisotope/_c/deconvoluter_base.pxd"
  int step;

#line 51 "ms_deisotope/_c/deconvoluter_base.pxd"
  double tolerance;

#line 51 "ms_deisotope/_c/deconvoluter_base.pxd"
};

/* "ms_deisotope/_c/deconvoluter_base.pxd":53
 *     cpdef list _find_previous_putative_peak(self, double mz, int charge, int step=*, double tolerance=*)
 * 
 *     cdef int _find_next_putative_peak_inplace(self, double mz, int charge, set result, int step=*, double tolerance=*)             # <<<<<<<<<<<<<<
 *     cdef int _find_previous_putative_peak_inplace(self, double mz, int charge, set result, int step=*, double tolerance=*)
 * 
*/

#line 53 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_next_putative_peak_inplace {

#line 53 "ms_deisotope/_c/deconvoluter_base.pxd"
  int __pyx_n;

#line 53 "ms_deisotope/_c/deconvoluter_base.pxd"
  int step;

#line 53 "ms_deisotope/_c/deconvoluter_base.pxd"
  double tolerance;

#line 53 "ms_deisotope/_c/deconvoluter_base.pxd"
};

/* "ms_deisotope/_c/deconvoluter_base.pxd":54
 * 
 *     cdef int _find_next_putative_peak_inplace(self, double mz, int charge, set result, int step=*, double tolerance=*)
 *     cdef int _find_previous_putative_peak_inplace(self, double mz, int charge, set result, int step=*, double tolerance=*)             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 54 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_previous_putative_peak_inplace {

#line 54 "ms_deisotope/_c/deconvoluter_base.pxd"
  int __pyx_n;

#line 54 "ms_deisotope/_c/deconvoluter_base.pxd"
  int step;

#line 54 "ms_deisotope/_c/deconvoluter_base.pxd"
  double tolerance;

#line 54 "ms_deisotope/_c/deconvoluter_base.pxd"
};

/* "ms_deisotope/_c/deconvoluter_base.pxd":61
 *         public AveragineCache averagine
 * 
 *     cpdef IsotopicFitRecord fit_theoretical_distribution(self, FittedPeak peak, double error_tolerance, int charge,             # <<<<<<<<<<<<<<
 *                                                          double charge_carrier=*, double truncate_after=*,
 *                                                          double ignore_below=*)
*/

#line 61 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_25AveragineDeconvoluterBase_fit_theoretical_distribution {

#line 61 "ms_deisotope/_c/deconvoluter_base.pxd"
  int __pyx_n;

#line 61 "ms_deisotope/_c/deconvoluter_base.pxd"
  double charge_carrier;

#line 61 "ms_deisotope/_c/deconvoluter_base.pxd"
  double truncate_after;

#line 61 "ms_deisotope/_c/deconvoluter_base.pxd"
  double ignore_below;

#line 61 "ms_deisotope/_c/deconvoluter_base.pxd"
};

/* "ms_deisotope/_c/deconvoluter_base.pxd":65
 *                                                          double ignore_below=*)
 * 
 *     cpdef set _fit_peaks_at_charges(self, set peak_charge_set, double error_tolerance, double charge_carrier=*, double truncate_after=*,             # <<<<<<<<<<<<<<
 *                                     double ignore_below=*)
 * 
*/

#line 65 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_25AveragineDeconvoluterBase__fit_peaks_at_charges {

#line 65 "ms_deisotope/_c/deconvoluter_base.pxd"
  int __pyx_n;

#line 65 "ms_deisotope/_c/deconvoluter_base.pxd"
  double charge_carrier;

#line 65 "ms_deisotope/_c/deconvoluter_base.pxd"
  double truncate_after;

#line 65 "ms_deisotope/_c/deconvoluter_base.pxd"
  double ignore_below;

#line 65 "ms_deisotope/_c/deconvoluter_base.pxd"
};

/* "ms_deisotope/_c/deconvoluter_base.pxd":73
 *         public list averagines
 * 
 *     cpdef IsotopicFitRecord fit_theoretical_distribution(self, FittedPeak peak, double error_tolerance, int charge,             # <<<<<<<<<<<<<<
 *                                                          AveragineCache  averagine, double charge_carrier=*, double truncate_after=*,
 *                                                          double ignore_below=*)
*/

#line 73 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_30MultiAveragineDeconvoluterBase_fit_theoretical_distribution {

#line 73 "ms_deisotope/_c/deconvoluter_base.pxd"
  int __pyx_n;

#line 73 "ms_deisotope/_c/deconvoluter_base.pxd"
  double charge_carrier;

#line 73 "ms_deisotope/_c/deconvoluter_base.pxd"
  double truncate_after;

#line 73 "ms_deisotope/_c/deconvoluter_base.pxd"
  double ignore_below;

#line 73 "ms_deisotope/_c/deconvoluter_base.pxd"
};

/* "ms_deisotope/_c/deconvoluter_base.pxd":76
 *                                                          AveragineCache  averagine, double charge_carrier=*, double truncate_after=*,
 *                                                          double ignore_below=*)
 *     cpdef set _fit_peaks_at_charges(self, set peak_charge_set, double error_tolerance, double charge_carrier=*, double truncate_after=*,             # <<<<<<<<<<<<<<
 *                                     double ignore_below=*)
 * 
*/

#line 76 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_30MultiAveragineDeconvoluterBase__fit_peaks_at_charges {

#line 76 "ms_deisotope/_c/deconvoluter_base.pxd"
  int __pyx_n;

#line 76 "ms_deisotope/_c/deconvoluter_base.pxd"
  double charge_carrier;

#line 76 "ms_deisotope/_c/deconvoluter_base.pxd"
  double truncate_after;

#line 76 "ms_deisotope/_c/deconvoluter_base.pxd"
  double ignore_below;

#line 76 "ms_deisotope/_c/deconvoluter_base.pxd"
};

/* "ms_deisotope/_c/deconvoluter_base.pxd":83
 * 
 * 
 * cpdef set _get_all_peak_charge_pairs(DeconvoluterBase self, FittedPeak peak, double error_tolerance=*,             # <<<<<<<<<<<<<<
 *                                      object charge_range=*,
 *                                      int left_search_limit=*, int right_search_limit=*,
*/

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base__get_all_peak_charge_pairs {

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
  int __pyx_n;

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
  double error_tolerance;

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *charge_range;

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
  int left_search_limit;

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
  int right_search_limit;

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
  int recalculate_starting_peak;

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
  int use_quick_charge;

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
};

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_7scoring_17IsotopicFitRecord__create;

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_7scoring_14MSDeconVFitter_score_peak;

#line 83 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_7scoring_21InterferenceDetection_detect_interference;

/* "ms_deisotope/_c/scoring.pxd":29
 * 
 *     @staticmethod
 *     cdef IsotopicFitRecord _create(FittedPeak seed_peak, double score, int charge, TheoreticalIsotopicPattern theoretical,             # <<<<<<<<<<<<<<
 *                                    list experimental, object data=*, int missed_peaks=*)
 * 
*/

#line 29 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_7scoring_17IsotopicFitRecord__create {

#line 29 "ms_deisotope/_c/scoring.pxd"
  int __pyx_n;

#line 29 "ms_deisotope/_c/scoring.pxd"
  PyObject *data;

#line 29 "ms_deisotope/_c/scoring.pxd"
  int missed_peaks;

#line 29 "ms_deisotope/_c/scoring.pxd"
};

/* "ms_deisotope/_c/scoring.pxd":75
 *     cdef public double mass_error_tolerance
 * 
 *     cdef double score_peak(self, FittedPeak obs, TheoreticalPeak theo, double mass_error_tolerance=*, double minimum_signal_to_noise=*) nogil             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 75 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_7scoring_14MSDeconVFitter_score_peak {

#line 75 "ms_deisotope/_c/scoring.pxd"
  int __pyx_n;

#line 75 "ms_deisotope/_c/scoring.pxd"
  double mass_error_tolerance;

#line 75 "ms_deisotope/_c/scoring.pxd"
  double minimum_signal_to_noise;

#line 75 "ms_deisotope/_c/scoring.pxd"
};

/* "ms_deisotope/_c/scoring.pxd":92
 *     cdef public PeakSet peaklist
 * 
 *     cdef double detect_interference(self, list experimental_peaks, double lower=*, double upper=*)             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_7scoring_21InterferenceDetection_detect_interference {

#line 92 "ms_deisotope/_c/scoring.pxd"
  int __pyx_n;

#line 92 "ms_deisotope/_c/scoring.pxd"
  double lower;

#line 92 "ms_deisotope/_c/scoring.pxd"
  double upper;

#line 92 "ms_deisotope/_c/scoring.pxd"
};

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_19DeconvolutedPeakSet__has_peak;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_19DeconvolutedPeakSet_has_peak;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_19DeconvolutedPeakSet_all_peaks_for;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_t_12ms_deisotope_2_c_8peak_set_index_cell;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_t_12ms_deisotope_2_c_8peak_set_index_list;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_t_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_t;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_t_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_set_t;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_set_all_peaks_for;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_set_has_peak;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet__has_peak;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet__all_peaks_for;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet_has_peak;

#line 92 "ms_deisotope/_c/scoring.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet_all_peaks_for;

/* "ms_deisotope/_c/peak_set.pxd":138
 * 
 * 
 * cdef enum CPeaksFlags:             # <<<<<<<<<<<<<<
 *     borrowing = 0
 *     owns_peaks = 1
*/

#line 138 "ms_deisotope/_c/peak_set.pxd"
enum __pyx_t_12ms_deisotope_2_c_8peak_set_CPeaksFlags {

#line 138 "ms_deisotope/_c/peak_set.pxd"
  __pyx_e_12ms_deisotope_2_c_8peak_set_borrowing = 0,

#line 138 "ms_deisotope/_c/peak_set.pxd"
  __pyx_e_12ms_deisotope_2_c_8peak_set_owns_peaks = 1,

#line 138 "ms_deisotope/_c/peak_set.pxd"
  __pyx_e_12ms_deisotope_2_c_8peak_set_owns_index = 2,

#line 138 "ms_deisotope/_c/peak_set.pxd"
  __pyx_e_12ms_deisotope_2_c_8peak_set_owns_peaks_and_index = 3

#line 138 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":87
 *     cpdef DeconvolutedPeakSet copy(self)
 * 
 *     cdef DeconvolutedPeak _has_peak(self, double neutral_mass, double error_tolerance=*, bint use_mz=*)             # <<<<<<<<<<<<<<
 * 
 *     cpdef DeconvolutedPeak has_peak(self, double neutral_mass, double error_tolerance=*, bint use_mz=*)
*/

#line 87 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_19DeconvolutedPeakSet__has_peak {

#line 87 "ms_deisotope/_c/peak_set.pxd"
  int __pyx_n;

#line 87 "ms_deisotope/_c/peak_set.pxd"
  double error_tolerance;

#line 87 "ms_deisotope/_c/peak_set.pxd"
  int use_mz;

#line 87 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":89
 *     cdef DeconvolutedPeak _has_peak(self, double neutral_mass, double error_tolerance=*, bint use_mz=*)
 * 
 *     cpdef DeconvolutedPeak has_peak(self, double neutral_mass, double error_tolerance=*, bint use_mz=*)             # <<<<<<<<<<<<<<
 * 
 *     cpdef tuple all_peaks_for(self, double neutral_mass, double tolerance=*)
*/

#line 89 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_19DeconvolutedPeakSet_has_peak {

#line 89 "ms_deisotope/_c/peak_set.pxd"
  int __pyx_n;

#line 89 "ms_deisotope/_c/peak_set.pxd"
  double error_tolerance;

#line 89 "ms_deisotope/_c/peak_set.pxd"
  int use_mz;

#line 89 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":91
 *     cpdef DeconvolutedPeak has_peak(self, double neutral_mass, double error_tolerance=*, bint use_mz=*)
 * 
 *     cpdef tuple all_peaks_for(self, double neutral_mass, double tolerance=*)             # <<<<<<<<<<<<<<
 * 
 *     cdef DeconvolutedPeak _get_nearest_peak(self, double neutral_mass, double* errout)
*/

#line 91 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_19DeconvolutedPeakSet_all_peaks_for {

#line 91 "ms_deisotope/_c/peak_set.pxd"
  int __pyx_n;

#line 91 "ms_deisotope/_c/peak_set.pxd"
  double tolerance;

#line 91 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":118
 * cdef size_t INTERVAL_INDEX_SIZE
 * 
 * cdef struct index_cell:             # <<<<<<<<<<<<<<
 *     double center_value
 *     size_t start
*/

#line 118 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_t_12ms_deisotope_2_c_8peak_set_index_cell {

#line 118 "ms_deisotope/_c/peak_set.pxd"
  double center_value;

#line 118 "ms_deisotope/_c/peak_set.pxd"
  size_t start;

#line 118 "ms_deisotope/_c/peak_set.pxd"
  size_t end;

#line 118 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":124
 * 
 * 
 * cdef struct index_list:             # <<<<<<<<<<<<<<
 *     index_cell* index
 *     size_t size
*/

#line 124 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_t_12ms_deisotope_2_c_8peak_set_index_list {

#line 124 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_t_12ms_deisotope_2_c_8peak_set_index_cell *index;

#line 124 "ms_deisotope/_c/peak_set.pxd"
  size_t size;

#line 124 "ms_deisotope/_c/peak_set.pxd"
  double low;

#line 124 "ms_deisotope/_c/peak_set.pxd"
  double high;

#line 124 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":131
 * 
 * 
 * cdef struct deconvoluted_peak_t:             # <<<<<<<<<<<<<<
 *     double neutral_mass
 *     double intensity
*/

#line 131 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_t_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_t {

#line 131 "ms_deisotope/_c/peak_set.pxd"
  double neutral_mass;

#line 131 "ms_deisotope/_c/peak_set.pxd"
  double intensity;

#line 131 "ms_deisotope/_c/peak_set.pxd"
  int charge;

#line 131 "ms_deisotope/_c/peak_set.pxd"
  unsigned int index;

#line 131 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":144
 *     owns_peaks_and_index = 3
 * 
 * cdef struct deconvoluted_peak_set_t:             # <<<<<<<<<<<<<<
 *     deconvoluted_peak_t* peaks
 *     double* mass_index
*/

#line 144 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_t_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_set_t {

#line 144 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_t_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_t *peaks;

#line 144 "ms_deisotope/_c/peak_set.pxd"
  double *mass_index;

#line 144 "ms_deisotope/_c/peak_set.pxd"
  size_t size;

#line 144 "ms_deisotope/_c/peak_set.pxd"
  enum __pyx_t_12ms_deisotope_2_c_8peak_set_CPeaksFlags flags;

#line 144 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":154
 * cdef int free_deconvoluted_peak_set_t(deconvoluted_peak_set_t* destination) noexcept nogil
 * 
 * cdef deconvoluted_peak_set_t deconvoluted_peak_set_all_peaks_for(deconvoluted_peak_set_t* self, double neutral_mass, double error_tolerance=*) noexcept nogil             # <<<<<<<<<<<<<<
 * cdef deconvoluted_peak_t* deconvoluted_peak_set_has_peak(deconvoluted_peak_set_t* self, double neutral_mass, double error_tolerance=*) noexcept nogil
 * 
*/

#line 154 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_set_all_peaks_for {

#line 154 "ms_deisotope/_c/peak_set.pxd"
  int __pyx_n;

#line 154 "ms_deisotope/_c/peak_set.pxd"
  double error_tolerance;

#line 154 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":155
 * 
 * cdef deconvoluted_peak_set_t deconvoluted_peak_set_all_peaks_for(deconvoluted_peak_set_t* self, double neutral_mass, double error_tolerance=*) noexcept nogil
 * cdef deconvoluted_peak_t* deconvoluted_peak_set_has_peak(deconvoluted_peak_set_t* self, double neutral_mass, double error_tolerance=*) noexcept nogil             # <<<<<<<<<<<<<<
 * 
 * cdef int deconvoluted_peak_eq(deconvoluted_peak_t* self, deconvoluted_peak_t* other) noexcept nogil
*/

#line 155 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_set_has_peak {

#line 155 "ms_deisotope/_c/peak_set.pxd"
  int __pyx_n;

#line 155 "ms_deisotope/_c/peak_set.pxd"
  double error_tolerance;

#line 155 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":167
 *     cdef deconvoluted_peak_t* getitem(self, size_t i) nogil
 * 
 *     cdef deconvoluted_peak_t* _has_peak(self, double neutral_mass, double error_tolerance=*) noexcept nogil             # <<<<<<<<<<<<<<
 *     cdef deconvoluted_peak_set_t _all_peaks_for(self, double neutral_mass, double error_tolerance=*) noexcept nogil
 * 
*/

#line 167 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet__has_peak {

#line 167 "ms_deisotope/_c/peak_set.pxd"
  int __pyx_n;

#line 167 "ms_deisotope/_c/peak_set.pxd"
  double error_tolerance;

#line 167 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":168
 * 
 *     cdef deconvoluted_peak_t* _has_peak(self, double neutral_mass, double error_tolerance=*) noexcept nogil
 *     cdef deconvoluted_peak_set_t _all_peaks_for(self, double neutral_mass, double error_tolerance=*) noexcept nogil             # <<<<<<<<<<<<<<
 * 
 *     cpdef object has_peak(self, double neutral_mass, double error_tolerance=*)
*/

#line 168 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet__all_peaks_for {

#line 168 "ms_deisotope/_c/peak_set.pxd"
  int __pyx_n;

#line 168 "ms_deisotope/_c/peak_set.pxd"
  double error_tolerance;

#line 168 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":170
 *     cdef deconvoluted_peak_set_t _all_peaks_for(self, double neutral_mass, double error_tolerance=*) noexcept nogil
 * 
 *     cpdef object has_peak(self, double neutral_mass, double error_tolerance=*)             # <<<<<<<<<<<<<<
 *     cpdef tuple all_peaks_for(self, double neutral_mass, double error_tolerance=*)
*/

#line 170 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet_has_peak {

#line 170 "ms_deisotope/_c/peak_set.pxd"
  int __pyx_n;

#line 170 "ms_deisotope/_c/peak_set.pxd"
  double error_tolerance;

#line 170 "ms_deisotope/_c/peak_set.pxd"
};

/* "ms_deisotope/_c/peak_set.pxd":171
 * 
 *     cpdef object has_peak(self, double neutral_mass, double error_tolerance=*)
 *     cpdef tuple all_peaks_for(self, double neutral_mass, double error_tolerance=*)             # <<<<<<<<<<<<<<
*/

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet_all_peaks_for {

#line 171 "ms_deisotope/_c/peak_set.pxd"
  int __pyx_n;

#line 171 "ms_deisotope/_c/peak_set.pxd"
  double error_tolerance;

#line 171 "ms_deisotope/_c/peak_set.pxd"
};

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__create;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_calculate_dot_product;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_align;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_deconvoluted_peak_sets;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolved_dot_product;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets2_fitted;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets2_deconvoluted;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks;

#line 171 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks;

/* "ms_deisotope/_c/similarity_methods.pyx":32
 * 
 * 
 * cpdef enum SimilarityMetrics:             # <<<<<<<<<<<<<<
 *     dot_product
 *     normalized_dot_product
*/

#line 32 "ms_deisotope/_c/similarity_methods.pyx"
enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics {

#line 32 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_e_12ms_deisotope_2_c_18similarity_methods_dot_product,

#line 32 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_e_12ms_deisotope_2_c_18similarity_methods_normalized_dot_product

#line 32 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":37
 * 
 * 
 * cpdef enum PeakType:             # <<<<<<<<<<<<<<
 *     Fitted
 *     Deconvoluted
*/

#line 37 "ms_deisotope/_c/similarity_methods.pyx"
enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType {

#line 37 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_e_12ms_deisotope_2_c_18similarity_methods_Fitted,

#line 37 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_e_12ms_deisotope_2_c_18similarity_methods_Deconvoluted

#line 37 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":81
 * 
 *     @staticmethod
 *     cdef PeakMatch _create(PeakBase peak_a, PeakBase peak_b, double score=0.0):             # <<<<<<<<<<<<<<
 *         cdef PeakMatch self = PeakMatch.__new__(PeakMatch)
 *         self.peak_a = peak_a
*/

#line 81 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__create {

#line 81 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 81 "ms_deisotope/_c/similarity_methods.pyx"
  double score;

#line 81 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":329
 * @cython.boundscheck(False)
 * @cython.cdivision(True)
 * cdef double calculate_dot_product(cnp.ndarray[double, ndim=1] bin_a, cnp.ndarray[double, ndim=1] bin_b, bint normalize=True):             # <<<<<<<<<<<<<<
 *     cdef:
 *         double n_a, n_b, n_ab, z, a, b
*/

#line 329 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_calculate_dot_product {

#line 329 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 329 "ms_deisotope/_c/similarity_methods.pyx"
  int normalize;

#line 329 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":449
 *                 "Peak set types must match, got %s and %s" % (type(self.peak_set_a), type(self.peak_set_b)))
 * 
 *     cpdef align(self, double error_tolerance=2e-5, double shift=0.0):             # <<<<<<<<<<<<<<
 *         cdef:
 *             list pairs
*/

#line 449 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_align {

#line 449 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 449 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 449 "ms_deisotope/_c/similarity_methods.pyx"
  double shift;

#line 449 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":480
 * 
 * 
 * cdef list convolve_peak_sets(PeakSet peak_set_a, PeakSet peak_set_b, double error_tolerance=2e-5, double shift=0.0):             # <<<<<<<<<<<<<<
 *     cdef:
 *         size_t i, n, j, m
*/

#line 480 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets {

#line 480 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 480 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 480 "ms_deisotope/_c/similarity_methods.pyx"
  double shift;

#line 480 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":504
 * 
 * 
 * cdef list convolve_deconvoluted_peak_sets(DeconvolutedPeakSet peak_set_a, DeconvolutedPeakSet peak_set_b,             # <<<<<<<<<<<<<<
 *                                           double error_tolerance=2e-5, double shift=0.0):
 *     cdef:
*/

#line 504 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_deconvoluted_peak_sets {

#line 504 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 504 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 504 "ms_deisotope/_c/similarity_methods.pyx"
  double shift;

#line 504 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":528
 * 
 * 
 * cpdef double convolved_dot_product(list peak_pairs, PeakType peak_type=PeakType.Fitted, double norm_a=1.0,             # <<<<<<<<<<<<<<
 *                                    double norm_b=1.0, bint sqrt_transform=False):
 *     cdef:
*/

#line 528 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolved_dot_product {

#line 528 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 528 "ms_deisotope/_c/similarity_methods.pyx"
  enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType peak_type;

#line 528 "ms_deisotope/_c/similarity_methods.pyx"
  double norm_a;

#line 528 "ms_deisotope/_c/similarity_methods.pyx"
  double norm_b;

#line 528 "ms_deisotope/_c/similarity_methods.pyx"
  int sqrt_transform;

#line 528 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":572
 * 
 * 
 * cdef double convolve_peak_sets2_fitted(PeakSet peak_set_a, PeakSet peak_set_b, double error_tolerance=2e-5):             # <<<<<<<<<<<<<<
 *     cdef:
 *         size_t i, n, j, m
*/

#line 572 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets2_fitted {

#line 572 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 572 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 572 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":593
 * 
 * 
 * cdef double convolve_peak_sets2_deconvoluted(DeconvolutedPeakSet peak_set_a, DeconvolutedPeakSet peak_set_b,             # <<<<<<<<<<<<<<
 *                                              double error_tolerance=2e-5):
 *     cdef:
*/

#line 593 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets2_deconvoluted {

#line 593 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 593 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 593 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":127
 * @cython.boundscheck(False)
 * @cython.cdivision(True)
 * cpdef double peak_set_similarity(peak_collection peak_set_a, peak_collection peak_set_b, int precision=0) except -1:             # <<<<<<<<<<<<<<
 *     """Computes the normalized dot product, also called cosine similarity between
 *     two peak sets, a similarity metric ranging between 0 (dissimilar) to 1.0 (similar).
*/

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity {

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
  int precision;

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity {

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
  int precision;

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity {

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
  int precision;

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity {

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
  int precision;

#line 127 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":258
 * 
 * @cython.boundscheck(False)
 * cpdef tuple bin_peaks(peak_collection peak_set_a, peak_collection peak_set_b, int precision=0):             # <<<<<<<<<<<<<<
 *     cdef:
 *         double hi, scaler
*/

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks {

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
  int precision;

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks {

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
  int precision;

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks {

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
  int precision;

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks {

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
  int precision;

#line 258 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":614
 * 
 * 
 * cpdef double ppm_peak_set_similarity(peak_collection peak_set_a, peak_collection peak_set_b, double error_tolerance=2e-5):             # <<<<<<<<<<<<<<
 *     cdef:
 *         double ab, aa, bb
*/

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity {

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity {

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity {

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity {

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_deisotope/_c/similarity_methods.pyx":635
 * 
 * 
 * cpdef SpectrumAlignment align_peaks(peak_collection peak_set_a, peak_collection peak_set_b, double error_tolerance=2e-5,             # <<<<<<<<<<<<<<
 *                                     double shift=0.0, bint normalize=True):
 *     if peak_collection is PeakSet or peak_collection is DeconvolutedPeakSet or peak_collection is DeconvolutedPeakSetIndexed:
*/

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks {

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  double shift;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  int normalize;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks {

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  double shift;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  int normalize;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks {

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  double shift;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  int normalize;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks {

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_n;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  double error_tolerance;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  double shift;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
  int normalize;

#line 635 "ms_deisotope/_c/similarity_methods.pyx"
};

/* "ms_peak_picker/_c/peak_set.pxd":2
 * 
 * cdef class PeakBase(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double mz
*/

#line 2 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase {

#line 2 "ms_peak_picker/_c/peak_set.pxd"
  PyObject_HEAD

#line 2 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakBase *__pyx_vtab;

#line 2 "ms_peak_picker/_c/peak_set.pxd"
  double mz;

#line 2 "ms_peak_picker/_c/peak_set.pxd"
  double intensity;

#line 2 "ms_peak_picker/_c/peak_set.pxd"
  double area;

#line 2 "ms_peak_picker/_c/peak_set.pxd"
};

#line 2 "ms_peak_picker/_c/peak_set.pxd"


/* "ms_peak_picker/_c/peak_set.pxd":12
 * 
 * 
 * cdef class FittedPeak(PeakBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double signal_to_noise
*/

#line 12 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak {

#line 12 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase __pyx_base;

#line 12 "ms_peak_picker/_c/peak_set.pxd"
  double signal_to_noise;

#line 12 "ms_peak_picker/_c/peak_set.pxd"
  double full_width_at_half_max;

#line 12 "ms_peak_picker/_c/peak_set.pxd"
  double left_width;

#line 12 "ms_peak_picker/_c/peak_set.pxd"
  double right_width;

#line 12 "ms_peak_picker/_c/peak_set.pxd"
  long peak_count;

#line 12 "ms_peak_picker/_c/peak_set.pxd"
  long index;

#line 12 "ms_peak_picker/_c/peak_set.pxd"
};

#line 12 "ms_peak_picker/_c/peak_set.pxd"


/* "ms_peak_picker/_c/peak_set.pxd":29
 *                             double area)
 * 
 * cdef class PeakSet(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public tuple peaks
*/

#line 29 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet {

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  PyObject_HEAD

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakSet *__pyx_vtab;

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  PyObject *peaks;

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  int indexed;

#line 29 "ms_peak_picker/_c/peak_set.pxd"
};

#line 29 "ms_peak_picker/_c/peak_set.pxd"


/* "ms_peak_picker/_c/peak_set.pxd":83
 * 
 * 
 * cdef class PeakSetIndexed(PeakSet):             # <<<<<<<<<<<<<<
 *     cdef:
 *         double* mz_index
*/

#line 83 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSetIndexed {

#line 83 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet __pyx_base;

#line 83 "ms_peak_picker/_c/peak_set.pxd"
  double *mz_index;

#line 83 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_t_14ms_peak_picker_2_c_8peak_set_index_list *interval_index;

#line 83 "ms_peak_picker/_c/peak_set.pxd"
};

#line 83 "ms_peak_picker/_c/peak_set.pxd"


/* "ms_peak_picker/_c/peak_index.pxd":5
 * 
 * 
 * cdef class PeakIndex(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public np.ndarray mz_array
*/

#line 5 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex {

#line 5 "ms_peak_picker/_c/peak_index.pxd"
  PyObject_HEAD

#line 5 "ms_peak_picker/_c/peak_index.pxd"
  struct __pyx_vtabstruct_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_vtab;

#line 5 "ms_peak_picker/_c/peak_index.pxd"
  PyArrayObject *mz_array;

#line 5 "ms_peak_picker/_c/peak_index.pxd"
  PyArrayObject *intensity_array;

#line 5 "ms_peak_picker/_c/peak_index.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *peaks;

#line 5 "ms_peak_picker/_c/peak_index.pxd"
};

#line 5 "ms_peak_picker/_c/peak_index.pxd"


/* "brainpy/_c/composition.pxd":123
 * 
 * 
 * cdef class PyComposition(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Composition* impl
*/

#line 123 "brainpy/_c/composition.pxd"
struct __pyx_obj_7brainpy_2_c_11composition_PyComposition {

#line 123 "brainpy/_c/composition.pxd"
  PyObject_HEAD

#line 123 "brainpy/_c/composition.pxd"
  struct __pyx_vtabstruct_7brainpy_2_c_11composition_PyComposition *__pyx_vtab;

#line 123 "brainpy/_c/composition.pxd"
  struct __pyx_t_7brainpy_2_c_11composition_Composition *impl;

#line 123 "brainpy/_c/composition.pxd"
  double cached_mass;

#line 123 "brainpy/_c/composition.pxd"
  int _clean;

#line 123 "brainpy/_c/composition.pxd"
};

#line 123 "brainpy/_c/composition.pxd"


/* "brainpy/_c/isotopic_distribution.pxd":62
 * 
 * 
 * @freelist(100000)             # <<<<<<<<<<<<<<
 * cdef class TheoreticalPeak(object):
 *     cdef:
*/

#line 62 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_obj_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak {

#line 62 "brainpy/_c/isotopic_distribution.pxd"
  PyObject_HEAD

#line 62 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_vtabstruct_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak *__pyx_vtab;

#line 62 "brainpy/_c/isotopic_distribution.pxd"
  double mz;

#line 62 "brainpy/_c/isotopic_distribution.pxd"
  double intensity;

#line 62 "brainpy/_c/isotopic_distribution.pxd"
  int charge;

#line 62 "brainpy/_c/isotopic_distribution.pxd"
};

#line 62 "brainpy/_c/isotopic_distribution.pxd"


/* "ms_deisotope/_c/averagine.pxd":12
 * cdef dict scale_dict(dict data, double factor)
 * 
 * cdef class Averagine(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double base_mass
*/

#line 12 "ms_deisotope/_c/averagine.pxd"
struct __pyx_obj_12ms_deisotope_2_c_9averagine_Averagine {

#line 12 "ms_deisotope/_c/averagine.pxd"
  PyObject_HEAD

#line 12 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_9averagine_Averagine *__pyx_vtab;

#line 12 "ms_deisotope/_c/averagine.pxd"
  double base_mass;

#line 12 "ms_deisotope/_c/averagine.pxd"
  PyObject *base_composition;

#line 12 "ms_deisotope/_c/averagine.pxd"
};

#line 12 "ms_deisotope/_c/averagine.pxd"


/* "ms_deisotope/_c/averagine.pxd":22
 * 
 * 
 * @cython.final             # <<<<<<<<<<<<<<
 * cdef class TheoreticalIsotopicPattern(object):
 *     cdef:
*/

#line 22 "ms_deisotope/_c/averagine.pxd"
struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern {

#line 22 "ms_deisotope/_c/averagine.pxd"
  PyObject_HEAD

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *__pyx_vtab;

#line 22 "ms_deisotope/_c/averagine.pxd"
  PyObject *peaklist;

#line 22 "ms_deisotope/_c/averagine.pxd"
  double origin;

#line 22 "ms_deisotope/_c/averagine.pxd"
  double offset;

#line 22 "ms_deisotope/_c/averagine.pxd"
};

#line 22 "ms_deisotope/_c/averagine.pxd"


/* "ms_deisotope/_c/averagine.pxd":78
 * 
 * 
 * @cython.final             # <<<<<<<<<<<<<<
 * cdef class AveragineCache(object):
 *     cdef:
*/

#line 78 "ms_deisotope/_c/averagine.pxd"
struct __pyx_obj_12ms_deisotope_2_c_9averagine_AveragineCache {

#line 78 "ms_deisotope/_c/averagine.pxd"
  PyObject_HEAD

#line 78 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_9averagine_AveragineCache *__pyx_vtab;

#line 78 "ms_deisotope/_c/averagine.pxd"
  PyObject *backend;

#line 78 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_Averagine *averagine;

#line 78 "ms_deisotope/_c/averagine.pxd"
  double cache_truncation;

#line 78 "ms_deisotope/_c/averagine.pxd"
  int enabled;

#line 78 "ms_deisotope/_c/averagine.pxd"
};

#line 78 "ms_deisotope/_c/averagine.pxd"


/* "ms_deisotope/_c/deconvoluter_base.pxd":25
 * 
 * 
 * cdef class DeconvoluterBase(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public bint use_subtraction
*/

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase {

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject_HEAD

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *__pyx_vtab;

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  int use_subtraction;

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *scale_method;

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  int merge_isobaric_peaks;

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  double minimum_intensity;

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *peaklist;

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase *scorer;

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  int verbose;

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *_slice_cache;

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
};

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"


/* "ms_deisotope/_c/deconvoluter_base.pxd":57
 * 
 * 
 * cdef class AveragineDeconvoluterBase(DeconvoluterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public AveragineCache averagine
*/

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_AveragineDeconvoluterBase {

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase __pyx_base;

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_AveragineCache *averagine;

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"
};

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"


/* "ms_deisotope/_c/deconvoluter_base.pxd":69
 * 
 * 
 * cdef class MultiAveragineDeconvoluterBase(DeconvoluterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public list averagines
*/

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_MultiAveragineDeconvoluterBase {

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase __pyx_base;

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *averagines;

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"
};

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"


/* "ms_deisotope/_c/deconvoluter_base.pxd":91
 * 
 * 
 * cdef class ChargeIterator(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public int lower
*/

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator {

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject_HEAD

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *__pyx_vtab;

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  int lower;

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  int upper;

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  int sign;

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  int *values;

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  size_t size;

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  size_t index;

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
};

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"


/* "ms_deisotope/_c/scoring.pxd":16
 * 
 * 
 * cdef class IsotopicFitRecord(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public FittedPeak seed_peak
*/

#line 16 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord {

#line 16 "ms_deisotope/_c/scoring.pxd"
  PyObject_HEAD

#line 16 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *__pyx_vtab;

#line 16 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *seed_peak;

#line 16 "ms_deisotope/_c/scoring.pxd"
  double score;

#line 16 "ms_deisotope/_c/scoring.pxd"
  int charge;

#line 16 "ms_deisotope/_c/scoring.pxd"
  PyObject *experimental;

#line 16 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *theoretical;

#line 16 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *monoisotopic_peak;

#line 16 "ms_deisotope/_c/scoring.pxd"
  int missed_peaks;

#line 16 "ms_deisotope/_c/scoring.pxd"
  PyObject *data;

#line 16 "ms_deisotope/_c/scoring.pxd"
  Py_hash_t _hash;

#line 16 "ms_deisotope/_c/scoring.pxd"
};

#line 16 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":38
 * 
 * 
 * cdef class FitSelectorBase(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double minimum_score
*/

#line 38 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_FitSelectorBase {

#line 38 "ms_deisotope/_c/scoring.pxd"
  PyObject_HEAD

#line 38 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_FitSelectorBase *__pyx_vtab;

#line 38 "ms_deisotope/_c/scoring.pxd"
  double minimum_score;

#line 38 "ms_deisotope/_c/scoring.pxd"
};

#line 38 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":50
 * 
 * 
 * cdef class IsotopicFitterBase(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public FitSelectorBase select
*/

#line 50 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase {

#line 50 "ms_deisotope/_c/scoring.pxd"
  PyObject_HEAD

#line 50 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase *__pyx_vtab;

#line 50 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_FitSelectorBase *select;

#line 50 "ms_deisotope/_c/scoring.pxd"
};

#line 50 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":62
 * 
 * 
 * cdef class LeastSquaresFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     pass
 * 
*/

#line 62 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_LeastSquaresFitter {

#line 62 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 62 "ms_deisotope/_c/scoring.pxd"
};

#line 62 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":66
 * 
 * 
 * cdef class GTestFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     pass
 * 
*/

#line 66 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_GTestFitter {

#line 66 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 66 "ms_deisotope/_c/scoring.pxd"
};

#line 66 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":69
 *     pass
 * 
 * cdef class ScaledGTestFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     pass
 * 
*/

#line 69 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_ScaledGTestFitter {

#line 69 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 69 "ms_deisotope/_c/scoring.pxd"
};

#line 69 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":72
 *     pass
 * 
 * cdef class MSDeconVFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     cdef public double mass_error_tolerance
 * 
*/

#line 72 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_MSDeconVFitter {

#line 72 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 72 "ms_deisotope/_c/scoring.pxd"
  double mass_error_tolerance;

#line 72 "ms_deisotope/_c/scoring.pxd"
};

#line 72 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":78
 * 
 * 
 * cdef class PenalizedMSDeconVFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double mass_error_tolerance
*/

#line 78 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_PenalizedMSDeconVFitter {

#line 78 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 78 "ms_deisotope/_c/scoring.pxd"
  double mass_error_tolerance;

#line 78 "ms_deisotope/_c/scoring.pxd"
  double penalty_factor;

#line 78 "ms_deisotope/_c/scoring.pxd"
};

#line 78 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":84
 * 
 * 
 * cdef class FunctionScorer(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         object function
*/

#line 84 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_FunctionScorer {

#line 84 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 84 "ms_deisotope/_c/scoring.pxd"
  PyObject *function;

#line 84 "ms_deisotope/_c/scoring.pxd"
};

#line 84 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":89
 * 
 * 
 * cdef class InterferenceDetection(object):             # <<<<<<<<<<<<<<
 *     cdef public PeakSet peaklist
 * 
*/

#line 89 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_InterferenceDetection {

#line 89 "ms_deisotope/_c/scoring.pxd"
  PyObject_HEAD

#line 89 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_InterferenceDetection *__pyx_vtab;

#line 89 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *peaklist;

#line 89 "ms_deisotope/_c/scoring.pxd"
};

#line 89 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":95
 * 
 * 
 * cdef class DistinctPatternFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public InterferenceDetection interference_detector
*/

#line 95 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_DistinctPatternFitter {

#line 95 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 95 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_InterferenceDetection *interference_detector;

#line 95 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_ScaledGTestFitter *g_test_scaled;

#line 95 "ms_deisotope/_c/scoring.pxd"
  double peak_count_scale;

#line 95 "ms_deisotope/_c/scoring.pxd"
  double domain_scale;

#line 95 "ms_deisotope/_c/scoring.pxd"
};

#line 95 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":102
 *         public double domain_scale
 * 
 * cdef class ScaledPenalizedMSDeconvFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double scale_factor
*/

#line 102 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_ScaledPenalizedMSDeconvFitter {

#line 102 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 102 "ms_deisotope/_c/scoring.pxd"
  double scale_factor;

#line 102 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_PenalizedMSDeconVFitter *scorer;

#line 102 "ms_deisotope/_c/scoring.pxd"
};

#line 102 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":112
 * 
 * 
 * cdef class DotProductFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     pass
*/

#line 112 "ms_deisotope/_c/scoring.pxd"
struct __pyx_obj_12ms_deisotope_2_c_7scoring_DotProductFitter {

#line 112 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 112 "ms_deisotope/_c/scoring.pxd"
};

#line 112 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/peak_set.pxd":5
 * 
 * 
 * cdef class _Index:             # <<<<<<<<<<<<<<
 *     cdef:
 *         public size_t neutral_mass
*/

#line 5 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_obj_12ms_deisotope_2_c_8peak_set__Index {

#line 5 "ms_deisotope/_c/peak_set.pxd"
  PyObject_HEAD

#line 5 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set__Index *__pyx_vtab;

#line 5 "ms_deisotope/_c/peak_set.pxd"
  size_t neutral_mass;

#line 5 "ms_deisotope/_c/peak_set.pxd"
  size_t mz;

#line 5 "ms_deisotope/_c/peak_set.pxd"
};

#line 5 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":14
 * 
 * 
 * cdef class EnvelopePair:             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double mz
*/

#line 14 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_EnvelopePair {

#line 14 "ms_deisotope/_c/peak_set.pxd"
  PyObject_HEAD

#line 14 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_EnvelopePair *__pyx_vtab;

#line 14 "ms_deisotope/_c/peak_set.pxd"
  double mz;

#line 14 "ms_deisotope/_c/peak_set.pxd"
  double intensity;

#line 14 "ms_deisotope/_c/peak_set.pxd"
};

#line 14 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":25
 * 
 * 
 * cdef class Envelope:             # <<<<<<<<<<<<<<
 *     cdef public tuple pairs
 * 
*/

#line 25 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_Envelope {

#line 25 "ms_deisotope/_c/peak_set.pxd"
  PyObject_HEAD

#line 25 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_Envelope *__pyx_vtab;

#line 25 "ms_deisotope/_c/peak_set.pxd"
  PyObject *pairs;

#line 25 "ms_deisotope/_c/peak_set.pxd"
};

#line 25 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":40
 * 
 * 
 * cdef class DeconvolutedPeak(PeakBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double neutral_mass
*/

#line 40 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak {

#line 40 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase __pyx_base;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  double neutral_mass;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  double signal_to_noise;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set__Index *_index;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  double full_width_at_half_max;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  int charge;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  double a_to_a2_ratio;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  double most_abundant_mass;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  double average_mass;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  double score;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_Envelope *envelope;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *fit;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  int chosen_for_msms;

#line 40 "ms_deisotope/_c/peak_set.pxd"
};

#line 40 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":66
 * 
 * 
 * cdef class IonMobilityDeconvolutedPeak(DeconvolutedPeak):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double drift_time
*/

#line 66 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_IonMobilityDeconvolutedPeak {

#line 66 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak __pyx_base;

#line 66 "ms_deisotope/_c/peak_set.pxd"
  double drift_time;

#line 66 "ms_deisotope/_c/peak_set.pxd"
};

#line 66 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":71
 * 
 * 
 * cdef class DeconvolutedPeakSolution(DeconvolutedPeak):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public object solution
*/

#line 71 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSolution {

#line 71 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak __pyx_base;

#line 71 "ms_deisotope/_c/peak_set.pxd"
  PyObject *solution;

#line 71 "ms_deisotope/_c/peak_set.pxd"
};

#line 71 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":75
 *         public object solution
 * 
 * cdef class DeconvolutedPeakSet(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public tuple peaks
*/

#line 75 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet {

#line 75 "ms_deisotope/_c/peak_set.pxd"
  PyObject_HEAD

#line 75 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_vtab;

#line 75 "ms_deisotope/_c/peak_set.pxd"
  PyObject *peaks;

#line 75 "ms_deisotope/_c/peak_set.pxd"
  PyObject *_mz_ordered;

#line 75 "ms_deisotope/_c/peak_set.pxd"
  int indexed;

#line 75 "ms_deisotope/_c/peak_set.pxd"
};

#line 75 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":104
 * 
 * 
 * cdef class DeconvolutedPeakSetIndexed(DeconvolutedPeakSet):             # <<<<<<<<<<<<<<
 *     cdef:
 *         double* neutral_mass_array
*/

#line 104 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSetIndexed {

#line 104 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet __pyx_base;

#line 104 "ms_deisotope/_c/peak_set.pxd"
  double *neutral_mass_array;

#line 104 "ms_deisotope/_c/peak_set.pxd"
  double *mz_array;

#line 104 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_t_12ms_deisotope_2_c_8peak_set_index_list *interval_index;

#line 104 "ms_deisotope/_c/peak_set.pxd"
  size_t _size;

#line 104 "ms_deisotope/_c/peak_set.pxd"
};

#line 104 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":161
 * 
 * 
 * cdef class _CPeakSet:             # <<<<<<<<<<<<<<
 *     cdef:
 *         deconvoluted_peak_set_t* ptr
*/

#line 161 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_obj_12ms_deisotope_2_c_8peak_set__CPeakSet {

#line 161 "ms_deisotope/_c/peak_set.pxd"
  PyObject_HEAD

#line 161 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set__CPeakSet *__pyx_vtab;

#line 161 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_t_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_set_t *ptr;

#line 161 "ms_deisotope/_c/peak_set.pxd"
};

#line 161 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/similarity_methods.pyx":42
 * 
 * 
 * @cython.freelist(10000)             # <<<<<<<<<<<<<<
 * @cython.final
 * cdef class PeakMatch(object):
*/

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch {

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
  PyObject_HEAD

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_vtab;

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *peak_a;

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *peak_b;

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
  double score;

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 42 "ms_deisotope/_c/similarity_methods.pyx"


/* "ms_deisotope/_c/similarity_methods.pyx":353
 * 
 * 
 * cdef class SpectrumAlignment(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public list peak_pairs
*/

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment {

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  PyObject_HEAD

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_vtab;

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  PyObject *peak_pairs;

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  double shift;

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  double score;

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  PyObject *peak_set_a;

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  PyObject *peak_set_b;

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType peak_type;

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  double norm_aa_cosine;

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  double norm_bb_cosine;

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  int normalize;

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  int sqrt_transform;

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 353 "ms_deisotope/_c/similarity_methods.pyx"


/* "ms_deisotope/_c/similarity_methods.pyx":125
 * 
 * 
 * @cython.boundscheck(False)             # <<<<<<<<<<<<<<
 * @cython.cdivision(True)
 * cpdef double peak_set_similarity(peak_collection peak_set_a, peak_collection peak_set_b, int precision=0) except -1:
*/

#line 125 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_defaults {

#line 125 "ms_deisotope/_c/similarity_methods.pyx"
  PyObject_HEAD

#line 125 "ms_deisotope/_c/similarity_methods.pyx"
  PyObject *arg0;

#line 125 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 125 "ms_deisotope/_c/similarity_methods.pyx"


#line 125 "ms_deisotope/_c/similarity_methods.pyx"


/* "ms_peak_picker/_c/peak_set.pxd":2
 * 
 * cdef class PeakBase(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double mz
*/

#line 2 "ms_peak_picker/_c/peak_set.pxd"


#line 2 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakBase {

#line 2 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *(*clone)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *, int __pyx_skip_dispatch);

#line 2 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *(*copy)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *, int __pyx_skip_dispatch);

#line 2 "ms_peak_picker/_c/peak_set.pxd"
};

#line 2 "ms_peak_picker/_c/peak_set.pxd"
static struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakBase *__pyx_vtabptr_14ms_peak_picker_2_c_8peak_set_PeakBase;

#line 2 "ms_peak_picker/_c/peak_set.pxd"


/* "ms_peak_picker/_c/peak_set.pxd":12
 * 
 * 
 * cdef class FittedPeak(PeakBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double signal_to_noise
*/

#line 12 "ms_peak_picker/_c/peak_set.pxd"


#line 12 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_FittedPeak {

#line 12 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakBase __pyx_base;

#line 12 "ms_peak_picker/_c/peak_set.pxd"
  int (*_eq)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *, int __pyx_skip_dispatch);

#line 12 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *(*_create)(double, double, double, double, double, double, long, long, double);

#line 12 "ms_peak_picker/_c/peak_set.pxd"
};

#line 12 "ms_peak_picker/_c/peak_set.pxd"
static struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_FittedPeak *__pyx_vtabptr_14ms_peak_picker_2_c_8peak_set_FittedPeak;

#line 12 "ms_peak_picker/_c/peak_set.pxd"


/* "ms_peak_picker/_c/peak_set.pxd":29
 *                             double area)
 * 
 * cdef class PeakSet(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public tuple peaks
*/

#line 29 "ms_peak_picker/_c/peak_set.pxd"


#line 29 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakSet {

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *(*_create)(PyObject *);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  PyObject *(*reindex)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, int __pyx_skip_dispatch);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  size_t (*_index)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, int __pyx_skip_dispatch);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *(*_get_nearest_peak)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, double, double *);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *(*_has_peak)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, double, struct __pyx_opt_args_14ms_peak_picker_2_c_8peak_set_7PeakSet__has_peak *__pyx_optional_args);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *(*clone)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, int __pyx_skip_dispatch);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *(*copy)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, int __pyx_skip_dispatch);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *(*_between)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, double, double);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  int (*_between_bounds)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, double, double, size_t *, size_t *);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  PyObject *(*all_peaks_for)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_14ms_peak_picker_2_c_8peak_set_7PeakSet_all_peaks_for *__pyx_optional_args);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *(*getitem)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, size_t);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  size_t (*get_size)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
  int (*_eq)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, int __pyx_skip_dispatch);

#line 29 "ms_peak_picker/_c/peak_set.pxd"
};

#line 29 "ms_peak_picker/_c/peak_set.pxd"
static struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakSet *__pyx_vtabptr_14ms_peak_picker_2_c_8peak_set_PeakSet;

#line 29 "ms_peak_picker/_c/peak_set.pxd"


/* "ms_peak_picker/_c/peak_set.pxd":83
 * 
 * 
 * cdef class PeakSetIndexed(PeakSet):             # <<<<<<<<<<<<<<
 *     cdef:
 *         double* mz_index
*/

#line 83 "ms_peak_picker/_c/peak_set.pxd"


#line 83 "ms_peak_picker/_c/peak_set.pxd"
struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakSetIndexed {

#line 83 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakSet __pyx_base;

#line 83 "ms_peak_picker/_c/peak_set.pxd"
  PyObject *(*_allocate_index)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSetIndexed *, size_t, int __pyx_skip_dispatch);

#line 83 "ms_peak_picker/_c/peak_set.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *(*has_peak_hinted)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSetIndexed *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_14ms_peak_picker_2_c_8peak_set_14PeakSetIndexed_has_peak_hinted *__pyx_optional_args);

#line 83 "ms_peak_picker/_c/peak_set.pxd"
};

#line 83 "ms_peak_picker/_c/peak_set.pxd"
static struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakSetIndexed *__pyx_vtabptr_14ms_peak_picker_2_c_8peak_set_PeakSetIndexed;

#line 83 "ms_peak_picker/_c/peak_set.pxd"


/* "ms_peak_picker/_c/peak_index.pxd":5
 * 
 * 
 * cdef class PeakIndex(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public np.ndarray mz_array
*/

#line 5 "ms_peak_picker/_c/peak_index.pxd"


#line 5 "ms_peak_picker/_c/peak_index.pxd"
struct __pyx_vtabstruct_14ms_peak_picker_2_c_10peak_index_PeakIndex {

#line 5 "ms_peak_picker/_c/peak_index.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *(*_has_peak)(struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, double, struct __pyx_opt_args_14ms_peak_picker_2_c_10peak_index_9PeakIndex__has_peak *__pyx_optional_args);

#line 5 "ms_peak_picker/_c/peak_index.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *(*_between)(struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, double, double);

#line 5 "ms_peak_picker/_c/peak_index.pxd"
  PyObject *(*all_peaks_for)(struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_14ms_peak_picker_2_c_10peak_index_9PeakIndex_all_peaks_for *__pyx_optional_args);

#line 5 "ms_peak_picker/_c/peak_index.pxd"
  size_t (*get_size)(struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *);

#line 5 "ms_peak_picker/_c/peak_index.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *(*clone)(struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, int __pyx_skip_dispatch);

#line 5 "ms_peak_picker/_c/peak_index.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *(*copy)(struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, int __pyx_skip_dispatch);

#line 5 "ms_peak_picker/_c/peak_index.pxd"
};

#line 5 "ms_peak_picker/_c/peak_index.pxd"
static struct __pyx_vtabstruct_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_vtabptr_14ms_peak_picker_2_c_10peak_index_PeakIndex;

#line 5 "ms_peak_picker/_c/peak_index.pxd"


/* "brainpy/_c/composition.pxd":123
 * 
 * 
 * cdef class PyComposition(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Composition* impl
*/

#line 123 "brainpy/_c/composition.pxd"


#line 123 "brainpy/_c/composition.pxd"
struct __pyx_vtabstruct_7brainpy_2_c_11composition_PyComposition {

#line 123 "brainpy/_c/composition.pxd"
  struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *(*_create)(struct __pyx_t_7brainpy_2_c_11composition_Composition *);

#line 123 "brainpy/_c/composition.pxd"
  void (*_set_impl)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, struct __pyx_t_7brainpy_2_c_11composition_Composition *, struct __pyx_opt_args_7brainpy_2_c_11composition_13PyComposition__set_impl *__pyx_optional_args);

#line 123 "brainpy/_c/composition.pxd"
  void (*_initialize_from_formula)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, PyObject *);

#line 123 "brainpy/_c/composition.pxd"
  double (*mass)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, int __pyx_skip_dispatch);

#line 123 "brainpy/_c/composition.pxd"
  int (*_PyComposition__equality_pycomposition)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, int __pyx_skip_dispatch);

#line 123 "brainpy/_c/composition.pxd"
  int (*_PyComposition__equality_dict)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, PyObject *, int __pyx_skip_dispatch);

#line 123 "brainpy/_c/composition.pxd"
  struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *(*copy)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, int __pyx_skip_dispatch);

#line 123 "brainpy/_c/composition.pxd"
  PyObject *(*update)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, PyObject *, int __pyx_skip_dispatch);

#line 123 "brainpy/_c/composition.pxd"
  PyObject *(*keys)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, int __pyx_skip_dispatch);

#line 123 "brainpy/_c/composition.pxd"
  PyObject *(*values)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, int __pyx_skip_dispatch);

#line 123 "brainpy/_c/composition.pxd"
  PyObject *(*items)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, int __pyx_skip_dispatch);

#line 123 "brainpy/_c/composition.pxd"
  PyObject *(*pop)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, PyObject *, int __pyx_skip_dispatch, struct __pyx_opt_args_7brainpy_2_c_11composition_13PyComposition_pop *__pyx_optional_args);

#line 123 "brainpy/_c/composition.pxd"
  __pyx_t_7brainpy_2_c_11composition_count_type (*getitem)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, PyObject *);

#line 123 "brainpy/_c/composition.pxd"
  void (*setitem)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, PyObject *, __pyx_t_7brainpy_2_c_11composition_count_type);

#line 123 "brainpy/_c/composition.pxd"
  void (*increment)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, PyObject *, __pyx_t_7brainpy_2_c_11composition_count_type);

#line 123 "brainpy/_c/composition.pxd"
  void (*add_from)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *);

#line 123 "brainpy/_c/composition.pxd"
  void (*subtract_from)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *);

#line 123 "brainpy/_c/composition.pxd"
  void (*scale_by)(struct __pyx_obj_7brainpy_2_c_11composition_PyComposition *, long);

#line 123 "brainpy/_c/composition.pxd"
};

#line 123 "brainpy/_c/composition.pxd"
static struct __pyx_vtabstruct_7brainpy_2_c_11composition_PyComposition *__pyx_vtabptr_7brainpy_2_c_11composition_PyComposition;

#line 123 "brainpy/_c/composition.pxd"


/* "brainpy/_c/isotopic_distribution.pxd":62
 * 
 * 
 * @freelist(100000)             # <<<<<<<<<<<<<<
 * cdef class TheoreticalPeak(object):
 *     cdef:
*/

#line 62 "brainpy/_c/isotopic_distribution.pxd"


#line 62 "brainpy/_c/isotopic_distribution.pxd"
struct __pyx_vtabstruct_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak {

#line 62 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_obj_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak *(*_create)(double, double, int);

#line 62 "brainpy/_c/isotopic_distribution.pxd"
  int (*_eq)(struct __pyx_obj_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak *, struct __pyx_obj_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak *, int __pyx_skip_dispatch);

#line 62 "brainpy/_c/isotopic_distribution.pxd"
  struct __pyx_obj_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak *(*clone)(struct __pyx_obj_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak *, int __pyx_skip_dispatch);

#line 62 "brainpy/_c/isotopic_distribution.pxd"
};

#line 62 "brainpy/_c/isotopic_distribution.pxd"
static struct __pyx_vtabstruct_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak *__pyx_vtabptr_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak;

#line 62 "brainpy/_c/isotopic_distribution.pxd"


/* "ms_deisotope/_c/averagine.pxd":12
 * cdef dict scale_dict(dict data, double factor)
 * 
 * cdef class Averagine(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double base_mass
*/

#line 12 "ms_deisotope/_c/averagine.pxd"


#line 12 "ms_deisotope/_c/averagine.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_9averagine_Averagine {

#line 12 "ms_deisotope/_c/averagine.pxd"
  PyObject *(*scale)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_Averagine *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_9Averagine_scale *__pyx_optional_args);

#line 12 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*isotopic_cluster)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_Averagine *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_9Averagine_isotopic_cluster *__pyx_optional_args);

#line 12 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*_isotopic_cluster)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_Averagine *, double, struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_9Averagine__isotopic_cluster *__pyx_optional_args);

#line 12 "ms_deisotope/_c/averagine.pxd"
};

#line 12 "ms_deisotope/_c/averagine.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_9averagine_Averagine *__pyx_vtabptr_12ms_deisotope_2_c_9averagine_Averagine;

#line 12 "ms_deisotope/_c/averagine.pxd"


/* "ms_deisotope/_c/averagine.pxd":22
 * 
 * 
 * @cython.final             # <<<<<<<<<<<<<<
 * cdef class TheoreticalIsotopicPattern(object):
 *     cdef:
*/

#line 22 "ms_deisotope/_c/averagine.pxd"


#line 22 "ms_deisotope/_c/averagine.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern {

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*_create)(PyObject *, double, double);

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*clone)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, int __pyx_skip_dispatch);

#line 22 "ms_deisotope/_c/averagine.pxd"
  int (*_eq)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, PyObject *, int __pyx_skip_dispatch);

#line 22 "ms_deisotope/_c/averagine.pxd"
  int (*_eq_inst)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *);

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*ignore_below)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern_ignore_below *__pyx_optional_args);

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*truncate_after)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern_truncate_after *__pyx_optional_args);

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*shift)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, double, int __pyx_skip_dispatch);

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*scale)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, PyObject *, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern_scale *__pyx_optional_args);

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*scale_raw)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, double, int __pyx_skip_dispatch);

#line 22 "ms_deisotope/_c/averagine.pxd"
  double (*drop_last_peak)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, int __pyx_skip_dispatch);

#line 22 "ms_deisotope/_c/averagine.pxd"
  double (*total)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, int __pyx_skip_dispatch);

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*normalize)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, int __pyx_skip_dispatch);

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*_scale)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, PyObject *, struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_26TheoreticalIsotopicPattern__scale *__pyx_optional_args);

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*clone_shift)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, double);

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak *(*get)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, Py_ssize_t);

#line 22 "ms_deisotope/_c/averagine.pxd"
  size_t (*get_size)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *);

#line 22 "ms_deisotope/_c/averagine.pxd"
  double (*get_monoisotopic_mz)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *);

#line 22 "ms_deisotope/_c/averagine.pxd"
  PyObject *(*get_processed_peaks)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *);

#line 22 "ms_deisotope/_c/averagine.pxd"
  size_t (*basepeak_index)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, int __pyx_skip_dispatch);

#line 22 "ms_deisotope/_c/averagine.pxd"
  PyObject *(*incremental_truncation)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, double, int __pyx_skip_dispatch);

#line 22 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*clone_drop_last)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *);

#line 22 "ms_deisotope/_c/averagine.pxd"
};

#line 22 "ms_deisotope/_c/averagine.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *__pyx_vtabptr_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern;

#line 22 "ms_deisotope/_c/averagine.pxd"


/* "ms_deisotope/_c/averagine.pxd":78
 * 
 * 
 * @cython.final             # <<<<<<<<<<<<<<
 * cdef class AveragineCache(object):
 *     cdef:
*/

#line 78 "ms_deisotope/_c/averagine.pxd"


#line 78 "ms_deisotope/_c/averagine.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_9averagine_AveragineCache {

#line 78 "ms_deisotope/_c/averagine.pxd"
  double (*_make_cache_key)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_AveragineCache *, double);

#line 78 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*has_mz_charge_pair)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_AveragineCache *, double, struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_14AveragineCache_has_mz_charge_pair *__pyx_optional_args);

#line 78 "ms_deisotope/_c/averagine.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *(*isotopic_cluster)(struct __pyx_obj_12ms_deisotope_2_c_9averagine_AveragineCache *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_9averagine_14AveragineCache_isotopic_cluster *__pyx_optional_args);

#line 78 "ms_deisotope/_c/averagine.pxd"
};

#line 78 "ms_deisotope/_c/averagine.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_9averagine_AveragineCache *__pyx_vtabptr_12ms_deisotope_2_c_9averagine_AveragineCache;

#line 78 "ms_deisotope/_c/averagine.pxd"


/* "ms_deisotope/_c/deconvoluter_base.pxd":25
 * 
 * 
 * cdef class DeconvoluterBase(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public bint use_subtraction
*/

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"


#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase {

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *(*between)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, double, double, int __pyx_skip_dispatch);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *(*has_peak)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, double, double, int __pyx_skip_dispatch);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *(*_has_peak)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, double, double);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *(*match_theoretical_isotopic_distribution)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, PyObject *, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase_match_theoretical_isotopic_distribution *__pyx_optional_args);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *(*scale_theoretical_distribution)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, PyObject *, int __pyx_skip_dispatch);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *(*_evaluate_theoretical_distribution)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, PyObject *, struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *, int, int __pyx_skip_dispatch);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *(*subtraction)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase_subtraction *__pyx_optional_args);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *(*fit_incremental_truncation)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, double, int __pyx_skip_dispatch);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  int (*_check_fit)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, int __pyx_skip_dispatch);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *(*_find_next_putative_peak)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, double, int, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_next_putative_peak *__pyx_optional_args);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *(*_find_previous_putative_peak)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, double, int, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_previous_putative_peak *__pyx_optional_args);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  int (*_find_next_putative_peak_inplace)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, double, int, PyObject *, struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_next_putative_peak_inplace *__pyx_optional_args);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
  int (*_find_previous_putative_peak_inplace)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, double, int, PyObject *, struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_16DeconvoluterBase__find_previous_putative_peak_inplace *__pyx_optional_args);

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
};

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *__pyx_vtabptr_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase;

#line 25 "ms_deisotope/_c/deconvoluter_base.pxd"


/* "ms_deisotope/_c/deconvoluter_base.pxd":57
 * 
 * 
 * cdef class AveragineDeconvoluterBase(DeconvoluterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public AveragineCache averagine
*/

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"


#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_AveragineDeconvoluterBase {

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase __pyx_base;

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *(*fit_theoretical_distribution)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_AveragineDeconvoluterBase *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *, double, int, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_25AveragineDeconvoluterBase_fit_theoretical_distribution *__pyx_optional_args);

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *(*_fit_peaks_at_charges)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_AveragineDeconvoluterBase *, PyObject *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_25AveragineDeconvoluterBase__fit_peaks_at_charges *__pyx_optional_args);

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"
};

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_AveragineDeconvoluterBase *__pyx_vtabptr_12ms_deisotope_2_c_17deconvoluter_base_AveragineDeconvoluterBase;

#line 57 "ms_deisotope/_c/deconvoluter_base.pxd"


/* "ms_deisotope/_c/deconvoluter_base.pxd":69
 * 
 * 
 * cdef class MultiAveragineDeconvoluterBase(DeconvoluterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public list averagines
*/

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"


#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_MultiAveragineDeconvoluterBase {

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase __pyx_base;

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *(*fit_theoretical_distribution)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_MultiAveragineDeconvoluterBase *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *, double, int, struct __pyx_obj_12ms_deisotope_2_c_9averagine_AveragineCache *, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_30MultiAveragineDeconvoluterBase_fit_theoretical_distribution *__pyx_optional_args);

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *(*_fit_peaks_at_charges)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_MultiAveragineDeconvoluterBase *, PyObject *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_17deconvoluter_base_30MultiAveragineDeconvoluterBase__fit_peaks_at_charges *__pyx_optional_args);

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"
};

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_MultiAveragineDeconvoluterBase *__pyx_vtabptr_12ms_deisotope_2_c_17deconvoluter_base_MultiAveragineDeconvoluterBase;

#line 69 "ms_deisotope/_c/deconvoluter_base.pxd"


/* "ms_deisotope/_c/deconvoluter_base.pxd":91
 * 
 * 
 * cdef class ChargeIterator(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public int lower
*/

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"


#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator {

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *(*_create)(int, int);

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *(*from_tuple)(PyObject *);

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *(*from_quickcharge)(PyObject *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *);

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *(*sequence_from_quickcharge)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *, int __pyx_skip_dispatch);

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *(*make_sequence)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *, int __pyx_skip_dispatch);

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  void (*release_sequence)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *);

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  void (*set_bounds)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *, int, int);

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  int (*has_more)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *, int __pyx_skip_dispatch);

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  PyObject *(*reset)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *, int __pyx_skip_dispatch);

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  int (*get_next_value)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *, int __pyx_skip_dispatch);

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
  size_t (*get_size)(struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *);

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
};

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator *__pyx_vtabptr_12ms_deisotope_2_c_17deconvoluter_base_ChargeIterator;

#line 91 "ms_deisotope/_c/deconvoluter_base.pxd"


/* "ms_deisotope/_c/scoring.pxd":16
 * 
 * 
 * cdef class IsotopicFitRecord(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public FittedPeak seed_peak
*/

#line 16 "ms_deisotope/_c/scoring.pxd"


#line 16 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitRecord {

#line 16 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *(*_create)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *, double, int, struct __pyx_obj_12ms_deisotope_2_c_9averagine_TheoreticalIsotopicPattern *, PyObject *, struct __pyx_opt_args_12ms_deisotope_2_c_7scoring_17IsotopicFitRecord__create *__pyx_optional_args);

#line 16 "ms_deisotope/_c/scoring.pxd"
  int (*_eq)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, int __pyx_skip_dispatch);

#line 16 "ms_deisotope/_c/scoring.pxd"
  int (*_ne)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, int __pyx_skip_dispatch);

#line 16 "ms_deisotope/_c/scoring.pxd"
  int (*_lt)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, int __pyx_skip_dispatch);

#line 16 "ms_deisotope/_c/scoring.pxd"
  int (*_gt)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, int __pyx_skip_dispatch);

#line 16 "ms_deisotope/_c/scoring.pxd"
};

#line 16 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_IsotopicFitRecord;

#line 16 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":38
 * 
 * 
 * cdef class FitSelectorBase(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double minimum_score
*/

#line 38 "ms_deisotope/_c/scoring.pxd"


#line 38 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_FitSelectorBase {

#line 38 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *(*best)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_FitSelectorBase *, PyObject *, int __pyx_skip_dispatch);

#line 38 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *(*_best_from_set)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_FitSelectorBase *, PyObject *);

#line 38 "ms_deisotope/_c/scoring.pxd"
  int (*reject)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_FitSelectorBase *, struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, int __pyx_skip_dispatch);

#line 38 "ms_deisotope/_c/scoring.pxd"
  int (*reject_score)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_FitSelectorBase *, double, int __pyx_skip_dispatch);

#line 38 "ms_deisotope/_c/scoring.pxd"
  int (*is_maximizing)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_FitSelectorBase *, int __pyx_skip_dispatch);

#line 38 "ms_deisotope/_c/scoring.pxd"
};

#line 38 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_FitSelectorBase *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_FitSelectorBase;

#line 38 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":50
 * 
 * 
 * cdef class IsotopicFitterBase(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public FitSelectorBase select
*/

#line 50 "ms_deisotope/_c/scoring.pxd"


#line 50 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase {

#line 50 "ms_deisotope/_c/scoring.pxd"
  double (*_evaluate)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, PyObject *, PyObject *, int __pyx_skip_dispatch);

#line 50 "ms_deisotope/_c/scoring.pxd"
  int (*reject)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase *, struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitRecord *, int __pyx_skip_dispatch);

#line 50 "ms_deisotope/_c/scoring.pxd"
  int (*reject_score)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase *, double, int __pyx_skip_dispatch);

#line 50 "ms_deisotope/_c/scoring.pxd"
  int (*is_maximizing)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase *, int __pyx_skip_dispatch);

#line 50 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase *(*_configure)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_IsotopicFitterBase *, struct __pyx_obj_12ms_deisotope_2_c_17deconvoluter_base_DeconvoluterBase *, PyObject *, int __pyx_skip_dispatch);

#line 50 "ms_deisotope/_c/scoring.pxd"
};

#line 50 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_IsotopicFitterBase;

#line 50 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":62
 * 
 * 
 * cdef class LeastSquaresFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     pass
 * 
*/

#line 62 "ms_deisotope/_c/scoring.pxd"


#line 62 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_LeastSquaresFitter {

#line 62 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 62 "ms_deisotope/_c/scoring.pxd"
};

#line 62 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_LeastSquaresFitter *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_LeastSquaresFitter;

#line 62 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":66
 * 
 * 
 * cdef class GTestFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     pass
 * 
*/

#line 66 "ms_deisotope/_c/scoring.pxd"


#line 66 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_GTestFitter {

#line 66 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 66 "ms_deisotope/_c/scoring.pxd"
};

#line 66 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_GTestFitter *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_GTestFitter;

#line 66 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":69
 *     pass
 * 
 * cdef class ScaledGTestFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     pass
 * 
*/

#line 69 "ms_deisotope/_c/scoring.pxd"


#line 69 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_ScaledGTestFitter {

#line 69 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 69 "ms_deisotope/_c/scoring.pxd"
};

#line 69 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_ScaledGTestFitter *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_ScaledGTestFitter;

#line 69 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":72
 *     pass
 * 
 * cdef class MSDeconVFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     cdef public double mass_error_tolerance
 * 
*/

#line 72 "ms_deisotope/_c/scoring.pxd"


#line 72 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_MSDeconVFitter {

#line 72 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 72 "ms_deisotope/_c/scoring.pxd"
  double (*score_peak)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_MSDeconVFitter *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_FittedPeak *, struct __pyx_obj_7brainpy_2_c_21isotopic_distribution_TheoreticalPeak *, struct __pyx_opt_args_12ms_deisotope_2_c_7scoring_14MSDeconVFitter_score_peak *__pyx_optional_args);

#line 72 "ms_deisotope/_c/scoring.pxd"
};

#line 72 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_MSDeconVFitter *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_MSDeconVFitter;

#line 72 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":78
 * 
 * 
 * cdef class PenalizedMSDeconVFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double mass_error_tolerance
*/

#line 78 "ms_deisotope/_c/scoring.pxd"


#line 78 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_PenalizedMSDeconVFitter {

#line 78 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 78 "ms_deisotope/_c/scoring.pxd"
};

#line 78 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_PenalizedMSDeconVFitter *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_PenalizedMSDeconVFitter;

#line 78 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":84
 * 
 * 
 * cdef class FunctionScorer(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         object function
*/

#line 84 "ms_deisotope/_c/scoring.pxd"


#line 84 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_FunctionScorer {

#line 84 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 84 "ms_deisotope/_c/scoring.pxd"
};

#line 84 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_FunctionScorer *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_FunctionScorer;

#line 84 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":89
 * 
 * 
 * cdef class InterferenceDetection(object):             # <<<<<<<<<<<<<<
 *     cdef public PeakSet peaklist
 * 
*/

#line 89 "ms_deisotope/_c/scoring.pxd"


#line 89 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_InterferenceDetection {

#line 89 "ms_deisotope/_c/scoring.pxd"
  double (*detect_interference)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_InterferenceDetection *, PyObject *, struct __pyx_opt_args_12ms_deisotope_2_c_7scoring_21InterferenceDetection_detect_interference *__pyx_optional_args);

#line 89 "ms_deisotope/_c/scoring.pxd"
};

#line 89 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_InterferenceDetection *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_InterferenceDetection;

#line 89 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":95
 * 
 * 
 * cdef class DistinctPatternFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public InterferenceDetection interference_detector
*/

#line 95 "ms_deisotope/_c/scoring.pxd"


#line 95 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_DistinctPatternFitter {

#line 95 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 95 "ms_deisotope/_c/scoring.pxd"
};

#line 95 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_DistinctPatternFitter *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_DistinctPatternFitter;

#line 95 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":102
 *         public double domain_scale
 * 
 * cdef class ScaledPenalizedMSDeconvFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double scale_factor
*/

#line 102 "ms_deisotope/_c/scoring.pxd"


#line 102 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_ScaledPenalizedMSDeconvFitter {

#line 102 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 102 "ms_deisotope/_c/scoring.pxd"
  double (*_calculate_scale_factor)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_ScaledPenalizedMSDeconvFitter *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, int __pyx_skip_dispatch);

#line 102 "ms_deisotope/_c/scoring.pxd"
  void (*scale_fitted_peaks)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_ScaledPenalizedMSDeconvFitter *, PyObject *, double);

#line 102 "ms_deisotope/_c/scoring.pxd"
  void (*scale_theoretical_peaks)(struct __pyx_obj_12ms_deisotope_2_c_7scoring_ScaledPenalizedMSDeconvFitter *, PyObject *, double);

#line 102 "ms_deisotope/_c/scoring.pxd"
};

#line 102 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_ScaledPenalizedMSDeconvFitter *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_ScaledPenalizedMSDeconvFitter;

#line 102 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/scoring.pxd":112
 * 
 * 
 * cdef class DotProductFitter(IsotopicFitterBase):             # <<<<<<<<<<<<<<
 *     pass
*/

#line 112 "ms_deisotope/_c/scoring.pxd"


#line 112 "ms_deisotope/_c/scoring.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_DotProductFitter {

#line 112 "ms_deisotope/_c/scoring.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_IsotopicFitterBase __pyx_base;

#line 112 "ms_deisotope/_c/scoring.pxd"
};

#line 112 "ms_deisotope/_c/scoring.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_7scoring_DotProductFitter *__pyx_vtabptr_12ms_deisotope_2_c_7scoring_DotProductFitter;

#line 112 "ms_deisotope/_c/scoring.pxd"


/* "ms_deisotope/_c/peak_set.pxd":5
 * 
 * 
 * cdef class _Index:             # <<<<<<<<<<<<<<
 *     cdef:
 *         public size_t neutral_mass
*/

#line 5 "ms_deisotope/_c/peak_set.pxd"


#line 5 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set__Index {

#line 5 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set__Index *(*_create)(size_t, size_t);

#line 5 "ms_deisotope/_c/peak_set.pxd"
};

#line 5 "ms_deisotope/_c/peak_set.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set__Index *__pyx_vtabptr_12ms_deisotope_2_c_8peak_set__Index;

#line 5 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":14
 * 
 * 
 * cdef class EnvelopePair:             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double mz
*/

#line 14 "ms_deisotope/_c/peak_set.pxd"


#line 14 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_EnvelopePair {

#line 14 "ms_deisotope/_c/peak_set.pxd"
  int (*_eq)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_EnvelopePair *, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_EnvelopePair *, int __pyx_skip_dispatch);

#line 14 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_EnvelopePair *(*_create)(double, double);

#line 14 "ms_deisotope/_c/peak_set.pxd"
};

#line 14 "ms_deisotope/_c/peak_set.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_EnvelopePair *__pyx_vtabptr_12ms_deisotope_2_c_8peak_set_EnvelopePair;

#line 14 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":25
 * 
 * 
 * cdef class Envelope:             # <<<<<<<<<<<<<<
 *     cdef public tuple pairs
 * 
*/

#line 25 "ms_deisotope/_c/peak_set.pxd"


#line 25 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_Envelope {

#line 25 "ms_deisotope/_c/peak_set.pxd"
  size_t (*get_size)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_Envelope *);

#line 25 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_EnvelopePair *(*getitem)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_Envelope *, size_t);

#line 25 "ms_deisotope/_c/peak_set.pxd"
  int (*_eq)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_Envelope *, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_Envelope *, int __pyx_skip_dispatch);

#line 25 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_Envelope *(*clone)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_Envelope *, int __pyx_skip_dispatch);

#line 25 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_Envelope *(*_create)(PyObject *);

#line 25 "ms_deisotope/_c/peak_set.pxd"
};

#line 25 "ms_deisotope/_c/peak_set.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_Envelope *__pyx_vtabptr_12ms_deisotope_2_c_8peak_set_Envelope;

#line 25 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":40
 * 
 * 
 * cdef class DeconvolutedPeak(PeakBase):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double neutral_mass
*/

#line 40 "ms_deisotope/_c/peak_set.pxd"


#line 40 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak {

#line 40 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakBase __pyx_base;

#line 40 "ms_deisotope/_c/peak_set.pxd"
  int (*_eq)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak *, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak *, int __pyx_skip_dispatch);

#line 40 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak *(*_create_simple)(double, double, int, double, double, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_Envelope *);

#line 40 "ms_deisotope/_c/peak_set.pxd"
};

#line 40 "ms_deisotope/_c/peak_set.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak *__pyx_vtabptr_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak;

#line 40 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":66
 * 
 * 
 * cdef class IonMobilityDeconvolutedPeak(DeconvolutedPeak):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public double drift_time
*/

#line 66 "ms_deisotope/_c/peak_set.pxd"


#line 66 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_IonMobilityDeconvolutedPeak {

#line 66 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak __pyx_base;

#line 66 "ms_deisotope/_c/peak_set.pxd"
};

#line 66 "ms_deisotope/_c/peak_set.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_IonMobilityDeconvolutedPeak *__pyx_vtabptr_12ms_deisotope_2_c_8peak_set_IonMobilityDeconvolutedPeak;

#line 66 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":71
 * 
 * 
 * cdef class DeconvolutedPeakSolution(DeconvolutedPeak):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public object solution
*/

#line 71 "ms_deisotope/_c/peak_set.pxd"


#line 71 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSolution {

#line 71 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak __pyx_base;

#line 71 "ms_deisotope/_c/peak_set.pxd"
};

#line 71 "ms_deisotope/_c/peak_set.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSolution *__pyx_vtabptr_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSolution;

#line 71 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":75
 *         public object solution
 * 
 * cdef class DeconvolutedPeakSet(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public tuple peaks
*/

#line 75 "ms_deisotope/_c/peak_set.pxd"


#line 75 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet {

#line 75 "ms_deisotope/_c/peak_set.pxd"
  PyObject *(*reindex)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, int __pyx_skip_dispatch);

#line 75 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *(*clone)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, int __pyx_skip_dispatch);

#line 75 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *(*copy)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, int __pyx_skip_dispatch);

#line 75 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak *(*_has_peak)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, double, struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_19DeconvolutedPeakSet__has_peak *__pyx_optional_args);

#line 75 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak *(*has_peak)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_19DeconvolutedPeakSet_has_peak *__pyx_optional_args);

#line 75 "ms_deisotope/_c/peak_set.pxd"
  PyObject *(*all_peaks_for)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_19DeconvolutedPeakSet_all_peaks_for *__pyx_optional_args);

#line 75 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak *(*_get_nearest_peak)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, double, double *);

#line 75 "ms_deisotope/_c/peak_set.pxd"
  size_t (*get_size)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *);

#line 75 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeak *(*getitem)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, size_t);

#line 75 "ms_deisotope/_c/peak_set.pxd"
  PyObject *(*getslice)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, size_t, size_t);

#line 75 "ms_deisotope/_c/peak_set.pxd"
};

#line 75 "ms_deisotope/_c/peak_set.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_vtabptr_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet;

#line 75 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":104
 * 
 * 
 * cdef class DeconvolutedPeakSetIndexed(DeconvolutedPeakSet):             # <<<<<<<<<<<<<<
 *     cdef:
 *         double* neutral_mass_array
*/

#line 104 "ms_deisotope/_c/peak_set.pxd"


#line 104 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSetIndexed {

#line 104 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet __pyx_base;

#line 104 "ms_deisotope/_c/peak_set.pxd"
  void (*_build_index_arrays)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSetIndexed *);

#line 104 "ms_deisotope/_c/peak_set.pxd"
  int (*_interval_for)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSetIndexed *, double, double, size_t *, size_t *);

#line 104 "ms_deisotope/_c/peak_set.pxd"
};

#line 104 "ms_deisotope/_c/peak_set.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSetIndexed *__pyx_vtabptr_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSetIndexed;

#line 104 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/peak_set.pxd":161
 * 
 * 
 * cdef class _CPeakSet:             # <<<<<<<<<<<<<<
 *     cdef:
 *         deconvoluted_peak_set_t* ptr
*/

#line 161 "ms_deisotope/_c/peak_set.pxd"


#line 161 "ms_deisotope/_c/peak_set.pxd"
struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set__CPeakSet {

#line 161 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_t_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_t *(*getitem)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set__CPeakSet *, size_t);

#line 161 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_t_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_t *(*_has_peak)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set__CPeakSet *, double, struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet__has_peak *__pyx_optional_args);

#line 161 "ms_deisotope/_c/peak_set.pxd"
  struct __pyx_t_12ms_deisotope_2_c_8peak_set_deconvoluted_peak_set_t (*_all_peaks_for)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set__CPeakSet *, double, struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet__all_peaks_for *__pyx_optional_args);

#line 161 "ms_deisotope/_c/peak_set.pxd"
  PyObject *(*has_peak)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set__CPeakSet *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet_has_peak *__pyx_optional_args);

#line 161 "ms_deisotope/_c/peak_set.pxd"
  PyObject *(*all_peaks_for)(struct __pyx_obj_12ms_deisotope_2_c_8peak_set__CPeakSet *, double, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_8peak_set_9_CPeakSet_all_peaks_for *__pyx_optional_args);

#line 161 "ms_deisotope/_c/peak_set.pxd"
};

#line 161 "ms_deisotope/_c/peak_set.pxd"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set__CPeakSet *__pyx_vtabptr_12ms_deisotope_2_c_8peak_set__CPeakSet;

#line 161 "ms_deisotope/_c/peak_set.pxd"


/* "ms_deisotope/_c/similarity_methods.pyx":42
 * 
 * 
 * @cython.freelist(10000)             # <<<<<<<<<<<<<<
 * @cython.final
 * cdef class PeakMatch(object):
*/

#line 42 "ms_deisotope/_c/similarity_methods.pyx"


#line 42 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_vtabstruct_12ms_deisotope_2_c_18similarity_methods_PeakMatch {

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
  int (*_lt)(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, int __pyx_skip_dispatch);

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
  int (*_gt)(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, int __pyx_skip_dispatch);

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
  int (*_eq)(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, int __pyx_skip_dispatch);

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
  struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *(*_create)(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *, struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__create *__pyx_optional_args);

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
};

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
static struct __pyx_vtabstruct_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_vtabptr_12ms_deisotope_2_c_18similarity_methods_PeakMatch;

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
static int __pyx_f_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__lt(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, int __pyx_skip_dispatch);

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
static int __pyx_f_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__gt(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, int __pyx_skip_dispatch);

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
static int __pyx_f_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__eq(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, int __pyx_skip_dispatch);

#line 42 "ms_deisotope/_c/similarity_methods.pyx"
static struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_f_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__create(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *, struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__create *__pyx_optional_args);

#line 42 "ms_deisotope/_c/similarity_methods.pyx"


/* "ms_deisotope/_c/similarity_methods.pyx":353
 * 
 * 
 * cdef class SpectrumAlignment(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         public list peak_pairs
*/

#line 353 "ms_deisotope/_c/similarity_methods.pyx"


#line 353 "ms_deisotope/_c/similarity_methods.pyx"
struct __pyx_vtabstruct_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment {

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  PyObject *(*calculate_normalization)(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *, int __pyx_skip_dispatch);

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
  PyObject *(*_determine_peak_type)(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *, int __pyx_skip_dispatch);

#line 353 "ms_deisotope/_c/similarity_methods.pyx"
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#line 353 "ms_deisotope/_c/similarity_methods.pyx"
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      PyMonitoringState* __pyx_pymonitoring_state = __pyx_generator->__pyx_pymonitoring_state;\
      __pyx_monitoring_version_type __pyx_pymonitoring_version = __pyx_generator->__pyx_pymonitoring_version;\
      int __pyx_exception_already_reported = 0;\
      const int __pyx_sys_monitoring_disabled_in_parallel = 0; CYTHON_UNUSED_VAR(__pyx_sys_monitoring_disabled_in_parallel);
  #define __Pyx_IsTracing(event_id)  ((!__pyx_sys_monitoring_disabled_in_parallel) && (__pyx_pymonitoring_state[event_id]).active)
  #define __Pyx_TraceFrameInit(codeobj)\
      if (codeobj) __pyx_frame_code = codeobj;
  #define __Pyx_TurnOffSysMonitoringInParallel\
    const int __pyx_sys_monitoring_disabled_in_parallel = 1;\
    CYTHON_UNUSED_VAR(__pyx_sys_monitoring_disabled_in_parallel);
  CYTHON_UNUSED static PyCodeObject *__Pyx_createFrameCodeObject(const char *funcname, const char *srcfile, int firstlineno);
  CYTHON_UNUSED static int __Pyx__TraceStartFunc(PyMonitoringState *state_array, PyObject *code_obj, int offset, int skip_event);
  CYTHON_UNUSED static int __Pyx__TraceStartGen(PyMonitoringState *state_array, __pyx_monitoring_version_type *version, PyObject *code_obj, int offset);
  CYTHON_UNUSED static int __Pyx__TraceResumeGen(PyMonitoringState *state_array, __pyx_monitoring_version_type *version, PyObject *code_obj, int offset);
  CYTHON_UNUSED static void __Pyx__TraceException(PyMonitoringState *monitoring_state, PyObject *code_obj, int offset, int reraised);
  #define __Pyx_PyMonitoring_ExitScope(nogil)\
    if (nogil) {\
        (void) __pyx_exception_already_reported;\
        if (CYTHON_TRACE_NOGIL) {\
            PyGILState_STATE state = PyGILState_Ensure();\
            PyMonitoring_ExitScope();\
            Py_XDECREF(__pyx_frame_code);\
            PyGILState_Release(state);\
        }\
    } else {\
        PyMonitoring_ExitScope();\
        Py_XDECREF(__pyx_frame_code);\
    }
  #define __Pyx_TraceStartFunc(funcname, srcfile, firstlineno, offset, nogil, skip_event, goto_error)\
  if ((0) ); else {\
      int ret = 0;\
      memset(__pyx_pymonitoring_state, 0, sizeof(__pyx_pymonitoring_state));\
      if (nogil) {\
          if (CYTHON_TRACE_NOGIL) {\
              PyGILState_STATE state = PyGILState_Ensure();\
              if (!__Pyx_PyThreadState_Current->tracing) {\
                  if (likely(__pyx_frame_code)) Py_INCREF(__pyx_frame_code);\
                  else __pyx_frame_code = (PyObject*) __Pyx_createFrameCodeObject(funcname, srcfile, firstlineno);\
                  if (unlikely(!__pyx_frame_code)) goto_error;\
                  ret = __Pyx__TraceStartFunc(__pyx_pymonitoring_state, __pyx_frame_code, offset, skip_event);\
              }\
              PyGILState_Release(state);\
          }\
      } else {\
          if (!__Pyx_PyThreadState_Current->tracing) {\
              if (likely(__pyx_frame_code)) Py_INCREF(__pyx_frame_code);\
              else __pyx_frame_code = (PyObject*) __Pyx_createFrameCodeObject(funcname, srcfile, firstlineno);\
              if (unlikely(!__pyx_frame_code)) goto_error;\
              ret = __Pyx__TraceStartFunc(__pyx_pymonitoring_state, __pyx_frame_code, offset, skip_event);\
          }\
      }\
      if (unlikely(ret == -1)) goto_error;\
  }
  #define __Pyx_TraceStartGen(funcname, srcfile, firstlineno, offset, nogil, skip_event, goto_error)\
  if ((0) ); else {\
      int ret = __Pyx__TraceStartGen(__pyx_pymonitoring_state, &__pyx_pymonitoring_version, __pyx_frame_code, offset);\
      if (unlikely(ret == -1)) goto_error;\
  }
  #define __Pyx_TraceResumeGen(funcname, srcfile, firstlineno, offset, goto_error)\
  if ((0) ); else {\
      int ret = __Pyx__TraceResumeGen(__pyx_pymonitoring_state, &__pyx_pymonitoring_version, __pyx_frame_code, offset);\
      if (unlikely(ret == -1)) goto_error;\
  }
  #define __Pyx_TraceYield(result, offset, goto_error)\
  if (!__Pyx_IsTracing(__Pyx_Monitoring_PY_YIELD)); else {\
      int ret = PyMonitoring_FirePyYieldEvent(&__pyx_pymonitoring_state[__Pyx_Monitoring_PY_RETURN], __pyx_frame_code, offset, result);\
      PyMonitoring_ExitScope();\
      if (unlikely(ret == -1)) goto_error;\
  }
  #define __Pyx_TraceException(offset, reraised, fresh)\
  if (!__Pyx_IsTracing((reraised) ? __Pyx_Monitoring_RERAISE : __Pyx_Monitoring_RAISE)); else {\
      if (fresh || reraised || !__pyx_exception_already_reported) {\
          __Pyx__TraceException(&__pyx_pymonitoring_state[(reraised) ? __Pyx_Monitoring_RERAISE : __Pyx_Monitoring_RAISE], __pyx_frame_code, offset, reraised);\
      }\
      __pyx_exception_already_reported = 1;\
  }
  #define __Pyx_TraceExceptionDone()  __pyx_exception_already_reported = 0
  #define __Pyx_TraceExceptionHandled(offset)\
  if (!__Pyx_IsTracing(__Pyx_Monitoring_EXCEPTION_HANDLED)); else {\
      (void) PyMonitoring_FireExceptionHandledEvent(&__pyx_pymonitoring_state[__Pyx_Monitoring_EXCEPTION_HANDLED], __pyx_frame_code, offset);\
      __pyx_exception_already_reported = 0;\
  }
  #define __Pyx_TraceReturnValue(result, offset, nogil, goto_error)\
  if (!__Pyx_IsTracing(__Pyx_Monitoring_PY_RETURN)); else {\
      int ret = 0;\
      if (nogil) {\
          if (CYTHON_TRACE_NOGIL) {\
              PyGILState_STATE state = PyGILState_Ensure();\
              ret = PyMonitoring_FirePyReturnEvent(&__pyx_pymonitoring_state[__Pyx_Monitoring_PY_RETURN], __pyx_frame_code, offset, result);\
              PyGILState_Release(state);\
          }\
      } else {\
          ret = PyMonitoring_FirePyReturnEvent(&__pyx_pymonitoring_state[__Pyx_Monitoring_PY_RETURN], __pyx_frame_code, offset, result);\
      }\
      if (unlikely(ret == -1)) goto_error;\
  }
  #define __Pyx_TraceReturnCValue(cresult, convert_function, offset, nogil, goto_error)\
  if (!__Pyx_IsTracing(__Pyx_Monitoring_PY_RETURN)); else {\
      int ret = 0;\
      if (nogil) {\
          if (CYTHON_TRACE_NOGIL) {\
              PyGILState_STATE state = PyGILState_Ensure();\
              PyObject *pyvalue = convert_function(cresult);\
              if (unlikely(!pyvalue)) {\
                  PyErr_Clear();\
                  pyvalue = Py_None; Py_INCREF(Py_None);\
              }\
              ret = PyMonitoring_FirePyReturnEvent(&__pyx_pymonitoring_state[__Pyx_Monitoring_PY_RETURN], __pyx_frame_code, offset, pyvalue);\
              Py_DECREF(pyvalue);\
              PyGILState_Release(state);\
          }\
      } else {\
          PyObject *pyvalue = convert_function(cresult);\
          if (unlikely(!pyvalue)) {\
              PyErr_Clear();\
              pyvalue = Py_None; Py_INCREF(Py_None);\
          }\
          ret = PyMonitoring_FirePyReturnEvent(&__pyx_pymonitoring_state[__Pyx_Monitoring_PY_RETURN], __pyx_frame_code, offset, pyvalue);\
          Py_DECREF(pyvalue);\
      }\
      if (unlikely(ret == -1)) goto_error;\
  }
  #define __Pyx_TraceExceptionUnwind(offset, nogil)\
  if (!__Pyx_IsTracing(__Pyx_Monitoring_PY_UNWIND)); else {\
      if (nogil) {\
          if (CYTHON_TRACE_NOGIL) {\
              PyGILState_STATE state = PyGILState_Ensure();\
              (void) PyMonitoring_FirePyUnwindEvent(&__pyx_pymonitoring_state[__Pyx_Monitoring_PY_UNWIND], __pyx_frame_code, offset);\
              PyGILState_Release(state);\
          }\
      } else {\
          (void) PyMonitoring_FirePyUnwindEvent(&__pyx_pymonitoring_state[__Pyx_Monitoring_PY_UNWIND], __pyx_frame_code, offset);\
      }\
  }
  #if CYTHON_TRACE
  CYTHON_UNUSED static int __Pyx__TraceLine(PyMonitoringState *monitoring_state, PyObject *code_obj, int line, int offset);
  #define __Pyx_TraceLine(line, offset, nogil, goto_error)\
  if (!__Pyx_IsTracing(__Pyx_Monitoring_LINE)); else {\
      int ret = 0;\
      if (nogil) {\
          if (CYTHON_TRACE_NOGIL) {\
              PyGILState_STATE state = PyGILState_Ensure();\
              ret = __Pyx__TraceLine(&__pyx_pymonitoring_state[__Pyx_Monitoring_LINE], __pyx_frame_code, line, offset);\
              PyGILState_Release(state);\
          }\
      } else {\
          ret = __Pyx__TraceLine(&__pyx_pymonitoring_state[__Pyx_Monitoring_LINE], __pyx_frame_code, line, offset);\
      }\
      if (unlikely(ret == -1)) goto_error;\
  }
  #endif
#else
  #include "compile.h"
  #include "frameobject.h"
  #include "traceback.h"
#if PY_VERSION_HEX >= 0x030b00a6 && !defined(PYPY_VERSION)
  #ifndef Py_BUILD_CORE
    #define Py_BUILD_CORE 1
  #endif
  #include "internal/pycore_frame.h"
#endif
  #if CYTHON_PROFILE_REUSE_FRAME
    #define CYTHON_FRAME_MODIFIER static
    #define CYTHON_FRAME_DEL(frame)
  #else
    #define CYTHON_FRAME_MODIFIER
    #define CYTHON_FRAME_DEL(frame) Py_CLEAR(frame)
  #endif
  #if CYTHON_PROFILE_REUSE_CODEOBJ
    #define CYTHON_CODEOBJ_MODIFIER static
  #else
    #define CYTHON_CODEOBJ_MODIFIER
  #endif
  #define __Pyx_TraceDeclarationsFunc\
      CYTHON_CODEOBJ_MODIFIER PyCodeObject *__pyx_frame_code = NULL;\
      CYTHON_FRAME_MODIFIER PyFrameObject *__pyx_frame = NULL;\
      int __Pyx_use_tracing = 0;
  #define __Pyx_TraceDeclarationsGen\
      PyObject *__pyx_frame_code = __pyx_generator->gi_code;\
      CYTHON_FRAME_MODIFIER PyFrameObject *__pyx_frame = NULL;\
      int __Pyx_use_tracing = 0;
  #define __Pyx_TraceFrameInit(codeobj)\
      if (codeobj) __pyx_frame_code = (PyCodeObject*) codeobj;
  #define __Pyx_PyMonitoring_ExitScope(nogil)  {}
  #define __Pyx_TraceException(offset, reraised, fresh)  {}
  #define __Pyx_TraceExceptionHandled(offset)  {}
  #define __Pyx_TraceExceptionDone()  {}
  #define __Pyx_TurnOffSysMonitoringInParallel {} // Only needed for freethreading
#if PY_VERSION_HEX >= 0x030b00a2
  #if PY_VERSION_HEX >= 0x030C00b1
  #define __Pyx_IsTracing(tstate, check_tracing, check_funcs)\
     ((!(check_tracing) || !(tstate)->tracing) &&\
         (!(check_funcs) || (tstate)->c_profilefunc || (CYTHON_TRACE && (tstate)->c_tracefunc)))
  #else
  #define __Pyx_IsTracing(tstate, check_tracing, check_funcs)\
     (unlikely((tstate)->cframe->use_tracing) &&\
         (!(check_tracing) || !(tstate)->tracing) &&\
         (!(check_funcs) || (tstate)->c_profilefunc || (CYTHON_TRACE && (tstate)->c_tracefunc)))
  #endif
  #define __Pyx_EnterTracing(tstate)  PyThreadState_EnterTracing(tstate)
  #define __Pyx_LeaveTracing(tstate)  PyThreadState_LeaveTracing(tstate)
#elif PY_VERSION_HEX >= 0x030a00b1
  #define __Pyx_IsTracing(tstate, check_tracing, check_funcs)\
     (unlikely((tstate)->cframe->use_tracing) &&\
         (!(check_tracing) || !(tstate)->tracing) &&\
         (!(check_funcs) || (tstate)->c_profilefunc || (CYTHON_TRACE && (tstate)->c_tracefunc)))
  #define __Pyx_EnterTracing(tstate)\
      do { tstate->tracing++; tstate->cframe->use_tracing = 0; } while (0)
  #define __Pyx_LeaveTracing(tstate)\
      do {\
          tstate->tracing--;\
          tstate->cframe->use_tracing = ((CYTHON_TRACE && tstate->c_tracefunc != NULL)\
                                 || tstate->c_profilefunc != NULL);\
      } while (0)
#else
  #define __Pyx_IsTracing(tstate, check_tracing, check_funcs)\
     (unlikely((tstate)->use_tracing) &&\
         (!(check_tracing) || !(tstate)->tracing) &&\
         (!(check_funcs) || (tstate)->c_profilefunc || (CYTHON_TRACE && (tstate)->c_tracefunc)))
  #define __Pyx_EnterTracing(tstate)\
      do { tstate->tracing++; tstate->use_tracing = 0; } while (0)
  #define __Pyx_LeaveTracing(tstate)\
      do {\
          tstate->tracing--;\
          tstate->use_tracing = ((CYTHON_TRACE && tstate->c_tracefunc != NULL)\
                                         || tstate->c_profilefunc != NULL);\
      } while (0)
#endif
  #define __Pyx_TraceStartFunc(funcname, srcfile, firstlineno, offset, nogil, skip_event, goto_error)\
  if (nogil) {\
      if (CYTHON_TRACE_NOGIL) {\
          PyThreadState *tstate;\
          PyGILState_STATE state = PyGILState_Ensure();\
          tstate = __Pyx_PyThreadState_Current;\
          if (__Pyx_IsTracing(tstate, 1, 1)) {\
              __Pyx_use_tracing = __Pyx_TraceSetupAndCall((PyCodeObject**)&__pyx_frame_code, &__pyx_frame, tstate, funcname, srcfile, firstlineno, skip_event);\
          }\
          PyGILState_Release(state);\
          if (unlikely(__Pyx_use_tracing < 0)) goto_error;\
      }\
  } else {\
      PyThreadState* tstate = PyThreadState_GET();\
      if (__Pyx_IsTracing(tstate, 1, 1)) {\
          __Pyx_use_tracing = __Pyx_TraceSetupAndCall((PyCodeObject**)&__pyx_frame_code, &__pyx_frame, tstate, funcname, srcfile, firstlineno, skip_event);\
          if (unlikely(__Pyx_use_tracing < 0)) goto_error;\
      }\
  }
  #define __Pyx_TraceStartGen __Pyx_TraceStartFunc
  #define __Pyx_TraceYield(result, offset, goto_error)\
  if (likely(!__Pyx_use_tracing)); else {\
      PyThreadState* tstate = __Pyx_PyThreadState_Current;\
      if (__Pyx_IsTracing(tstate, 0, 0)) {\
          __Pyx_call_return_trace_func(tstate, __pyx_frame, (PyObject*)result, 0);\
      }\
      if ((1)); else goto_error;\
  }
  #define __Pyx_TraceResumeGen(funcname, srcfile, firstlineno, offset, goto_error)\
      __Pyx_TraceStartFunc(funcname, srcfile, firstlineno, offset, 0, 0, goto_error)
  CYTHON_UNUSED static void __Pyx_call_return_trace_func(PyThreadState *tstate, PyFrameObject *frame, PyObject *result, int delete_frame) {
      PyObject *type, *value, *traceback;
      __Pyx_ErrFetchInState(tstate, &type, &value, &traceback);
      __Pyx_EnterTracing(tstate);
      if (CYTHON_TRACE && tstate->c_tracefunc)
          tstate->c_tracefunc(tstate->c_traceobj, frame, PyTrace_RETURN, result);
      if (tstate->c_profilefunc)
          tstate->c_profilefunc(tstate->c_profileobj, frame, PyTrace_RETURN, result);
      if (delete_frame) {
          CYTHON_FRAME_DEL(frame);
      }
      __Pyx_LeaveTracing(tstate);
      __Pyx_ErrRestoreInState(tstate, type, value, traceback);
  }
  #define __Pyx_TraceReturnValue(result, offset, nogil, goto_error)\
  if (likely(!__Pyx_use_tracing)); else {\
      if (nogil) {\
          if (CYTHON_TRACE_NOGIL) {\
              PyThreadState *tstate;\
              PyGILState_STATE state = PyGILState_Ensure();\
              tstate = __Pyx_PyThreadState_Current;\
              if (__Pyx_IsTracing(tstate, 0, 0)) {\
                  __Pyx_call_return_trace_func(tstate, __pyx_frame, (PyObject*)result, 1);\
              }\
              PyGILState_Release(state);\
          }\
      } else {\
          PyThreadState* tstate = __Pyx_PyThreadState_Current;\
          if (__Pyx_IsTracing(tstate, 0, 0)) {\
              __Pyx_call_return_trace_func(tstate, __pyx_frame, (PyObject*)result, 1);\
          }\
      }\
      if ((1)); else goto_error;\
  }
  #define __Pyx_TraceReturnCValue(cresult, convert_function, offset, nogil, goto_error)\
  if (likely(!__Pyx_use_tracing)); else {\
      if (nogil) {\
          if (CYTHON_TRACE_NOGIL) {\
              PyThreadState *tstate;\
              PyGILState_STATE state = PyGILState_Ensure();\
              tstate = __Pyx_PyThreadState_Current;\
              if (__Pyx_IsTracing(tstate, 0, 0)) {\
                  PyObject *pyvalue = convert_function(cresult);\
                  if (unlikely(!pyvalue)) goto_error;\
                  __Pyx_call_return_trace_func(tstate, __pyx_frame, pyvalue, 1);\
                  Py_DECREF(pyvalue);\
              }\
              PyGILState_Release(state);\
          }\
      } else {\
          PyThreadState* tstate = __Pyx_PyThreadState_Current;\
          if (__Pyx_IsTracing(tstate, 0, 0)) {\
              PyObject *pyvalue = convert_function(cresult);\
              if (unlikely(!pyvalue)) goto_error;\
              __Pyx_call_return_trace_func(tstate, __pyx_frame, pyvalue, 1);\
              Py_DECREF(pyvalue);\
          }\
      }\
  }
  #define __Pyx_TraceExceptionUnwind(offset, nogil)\
  if (likely(!__Pyx_use_tracing)); else {\
      if (nogil) {\
          if (CYTHON_TRACE_NOGIL) {\
              PyThreadState *tstate;\
              PyGILState_STATE state = PyGILState_Ensure();\
              tstate = __Pyx_PyThreadState_Current;\
              if (__Pyx_IsTracing(tstate, 0, 0)) {\
                  __Pyx_call_return_trace_func(tstate, __pyx_frame, Py_None, 1);\
              }\
              PyGILState_Release(state);\
          }\
      } else {\
          PyThreadState* tstate = __Pyx_PyThreadState_Current;\
          if (__Pyx_IsTracing(tstate, 0, 0)) {\
              __Pyx_call_return_trace_func(tstate, __pyx_frame, Py_None, 1);\
          }\
      }\
  }
  static int __Pyx_TraceSetupAndCall(PyCodeObject** code, PyFrameObject** frame, PyThreadState* tstate, const char *funcname, const char *srcfile, int firstlineno, int skip_event);
#if CYTHON_TRACE
  CYTHON_UNUSED static int __Pyx_call_line_trace_func(PyThreadState *tstate, PyFrameObject *frame, int line);
  #define __Pyx_TraceLine(line, offset, nogil, goto_error)\
  if (likely(!__Pyx_use_tracing)); else {\
      int ret = 0;\
      if (nogil) {\
          if (CYTHON_TRACE_NOGIL) {\
              PyThreadState *tstate;\
              PyGILState_STATE state = __Pyx_PyGILState_Ensure();\
              tstate = __Pyx_PyThreadState_Current;\
              if (__Pyx_IsTracing(tstate, 0, 0) && tstate->c_tracefunc && __pyx_frame->f_trace) {\
                  ret = __Pyx_call_line_trace_func(tstate, __pyx_frame, line);\
              }\
              __Pyx_PyGILState_Release(state);\
          }\
      } else {\
          PyThreadState* tstate = __Pyx_PyThreadState_Current;\
          if (__Pyx_IsTracing(tstate, 0, 0) && tstate->c_tracefunc && __pyx_frame->f_trace) {\
              ret = __Pyx_call_line_trace_func(tstate, __pyx_frame, line);\
          }\
      }\
      if (unlikely(ret)) goto_error;\
  }
#endif
#endif
#else
  #define __Pyx_TraceDeclarationsFunc
  #define __Pyx_TraceDeclarationsGen
  #define __Pyx_TraceExceptionDone()  {}
  #define __Pyx_TraceFrameInit(codeobj)  {}
  #define __Pyx_TurnOffSysMonitoringInParallel {}
  #define __Pyx_PyMonitoring_ExitScope(nogil)  {}
  #define __Pyx_TraceException(offset, reraised, fresh)  {}
  #define __Pyx_TraceExceptionUnwind(offset, nogil)  {}
  #define __Pyx_TraceExceptionHandled(offset)  {}
  #define __Pyx_TraceStartFunc(funcname, srcfile, firstlineno, offset, nogil, skip_event, goto_error)   if ((1)); else goto_error;
  #define __Pyx_TraceStartGen __Pyx_TraceStartFunc
  #define __Pyx_TraceResumeGen(funcname, srcfile, firstlineno, offset, goto_error)   if ((1)); else goto_error;
  #define __Pyx_TraceYield(result, offset, goto_error)   if ((1)); else goto_error;
  #define __Pyx_TraceReturnValue(result, offset, nogil, goto_error)\
      if ((1)); else goto_error;
  #define __Pyx_TraceReturnCValue(cresult, convert_function, offset, nogil, goto_error)\
      if ((1)); else { (void) convert_function; goto_error }
#endif
#if !CYTHON_TRACE
  #define __Pyx_TraceLine(line, offset, nogil, goto_error)   if ((1)); else goto_error;
#endif

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

/* 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);

/* PyLongCompare.proto */
static CYTHON_INLINE int __Pyx_PyLong_BoolEqObjC(PyObject *op1, PyObject *op2, long intval, long inplace);

/* PyObjectVectorCallKwBuilder.proto */
CYTHON_UNUSED static int __Pyx_VectorcallBuilder_AddArg_Check(PyObject *key, PyObject *value, PyObject *builder, PyObject **args, int n);
#if CYTHON_VECTORCALL
#if PY_VERSION_HEX >= 0x03090000
#define __Pyx_Object_Vectorcall_CallFromBuilder PyObject_Vectorcall
#else
#define __Pyx_Object_Vectorcall_CallFromBuilder _PyObject_Vectorcall
#endif
#define __Pyx_MakeVectorcallBuilderKwds(n) PyTuple_New(n)
static int __Pyx_VectorcallBuilder_AddArg(PyObject *key, PyObject *value, PyObject *builder, PyObject **args, int n);
static int __Pyx_VectorcallBuilder_AddArgStr(const char *key, PyObject *value, PyObject *builder, PyObject **args, int n);
#else
#define __Pyx_Object_Vectorcall_CallFromBuilder __Pyx_PyObject_FastCallDict
#define __Pyx_MakeVectorcallBuilderKwds(n) __Pyx_PyDict_NewPresized(n)
#define __Pyx_VectorcallBuilder_AddArg(key, value, builder, args, n) PyDict_SetItem(builder, key, value)
#define __Pyx_VectorcallBuilder_AddArgStr(key, value, builder, args, n) PyDict_SetItemString(builder, key, value)
#endif

/* PyObjectVectorCallMethodKwBuilder.proto */
#if CYTHON_VECTORCALL && PY_VERSION_HEX >= 0x03090000
#define __Pyx_Object_VectorcallMethod_CallFromBuilder PyObject_VectorcallMethod
#else
static PyObject *__Pyx_Object_VectorcallMethod_CallFromBuilder(PyObject *name, PyObject *const *args, size_t nargsf, PyObject *kwnames);
#endif

/* RejectKeywords.proto */
static void __Pyx_RejectKeywords(const char* function_name, PyObject *kwds);

/* GetAttr3.proto */
static CYTHON_INLINE PyObject *__Pyx_GetAttr3(PyObject *, PyObject *, PyObject *);

/* RaiseUnexpectedTypeError.proto */
static int __Pyx_RaiseUnexpectedTypeError(const char *expected, PyObject *obj);

/* PyDictContains.proto */
static CYTHON_INLINE int __Pyx_PyDict_ContainsTF(PyObject* item, PyObject* dict, int eq) {
    int result = PyDict_Contains(dict, item);
    return unlikely(result < 0) ? result : (result == (eq == Py_EQ));
}

/* DictGetItem.proto */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key);
#define __Pyx_PyObject_Dict_GetItem(obj, name)\
    (likely(PyDict_CheckExact(obj)) ?\
     __Pyx_PyDict_GetItem(obj, name) : PyObject_GetItem(obj, name))
#else
#define __Pyx_PyDict_GetItem(d, key) PyObject_GetItem(d, key)
#define __Pyx_PyObject_Dict_GetItem(obj, name)  PyObject_GetItem(obj, name)
#endif

/* BuildPyUnicode.proto */
static PyObject* __Pyx_PyUnicode_BuildFromAscii(Py_ssize_t ulength, const char* chars, int clength,
                                                int prepend_sign, char padding_char);

/* COrdinalToPyUnicode.proto */
static CYTHON_INLINE int __Pyx_CheckUnicodeValue(int value);
static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromOrdinal_Padded(int value, Py_ssize_t width, char padding_char);

/* GCCDiagnostics.proto */
#if !defined(__INTEL_COMPILER) && defined(__GNUC__) && (__GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 6))
#define __Pyx_HAS_GCC_DIAGNOSTIC
#endif

/* IncludeStdlibH.proto */
#include <stdlib.h>

/* CIntToPyUnicode.proto */
static CYTHON_INLINE PyObject* __Pyx_PyUnicode_From_long(long 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** values, Py_ssize_t value_count, Py_ssize_t result_ulength,
                                      Py_UCS4 max_char);

/* SetItemInt.proto */
#define __Pyx_SetItemInt(o, i, v, type, is_signed, to_py_func, is_list, wraparound, boundscheck, has_gil)\
    (__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);

/* GetItemInt.proto */
#define __Pyx_GetItemInt(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck, has_gil)\
    (__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, has_gil)\
    (__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, has_gil)\
    (__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);

/* IterFinish.proto */
static CYTHON_INLINE int __Pyx_IterFinish(void);

/* PyObjectCallNoArg.proto */
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func);

/* PyObjectCallOneArg.proto */
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg);

/* 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);

/* RaiseNeedMoreValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);

/* RaiseTooManyValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);

/* UnpackItemEndCheck.proto */
static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected);

/* RaiseNoneIterError.proto */
static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);

/* UnpackTupleError.proto */
static void __Pyx_UnpackTupleError(PyObject *, Py_ssize_t index);

/* UnpackTuple2.proto */
static CYTHON_INLINE int __Pyx_unpack_tuple2(
    PyObject* tuple, PyObject** value1, PyObject** value2, int is_tuple, int has_known_size, int decref_tuple);
static CYTHON_INLINE int __Pyx_unpack_tuple2_exact(
    PyObject* tuple, PyObject** value1, PyObject** value2, int decref_tuple);
static int __Pyx_unpack_tuple2_generic(
    PyObject* tuple, PyObject** value1, PyObject** value2, int has_known_size, int decref_tuple);

/* dict_iter.proto */
static CYTHON_INLINE PyObject* __Pyx_dict_iterator(PyObject* dict, int is_dict, PyObject* method_name,
                                                   Py_ssize_t* p_orig_length, int* p_is_dict);
static CYTHON_INLINE int __Pyx_dict_iter_next(PyObject* dict_or_iter, Py_ssize_t orig_length, Py_ssize_t* ppos,
                                              PyObject** pkey, PyObject** pvalue, PyObject** pitem, int is_dict);

/* PyObjectFastCallMethod.proto */
#if CYTHON_VECTORCALL && PY_VERSION_HEX >= 0x03090000
#define __Pyx_PyObject_FastCallMethod(name, args, nargsf) PyObject_VectorcallMethod(name, args, nargsf, NULL)
#else
static PyObject *__Pyx_PyObject_FastCallMethod(PyObject *name, PyObject *const *args, size_t nargsf);
#endif

/* ListExtend.proto */
static CYTHON_INLINE int __Pyx_PyList_Extend(PyObject* L, PyObject* v) {
#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x030d00a2
    return PyList_Extend(L, v);
#elif CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030d0000
    PyObject* none = _PyList_Extend((PyListObject*)L, v);
    if (unlikely(!none))
        return -1;
    Py_DECREF(none);
    return 0;
#else
    return PyList_SetSlice(L, PY_SSIZE_T_MAX, PY_SSIZE_T_MAX, v);
#endif
}

/* py_dict_values.proto */
static CYTHON_INLINE PyObject* __Pyx_PyDict_Values(PyObject* d);

/* CallUnboundCMethod0.proto */
CYTHON_UNUSED
static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self);
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self);
#else
#define __Pyx_CallUnboundCMethod0(cfunc, self)  __Pyx__CallUnboundCMethod0(cfunc, self)
#endif

/* dict_getitem_default.proto */
static PyObject* __Pyx_PyDict_GetItemDefault(PyObject* d, PyObject* key, PyObject* default_value);

/* PyObjectCall2Args.proto */
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call2Args(PyObject* function, PyObject* arg1, PyObject* arg2);

/* CallUnboundCMethod1.proto */
CYTHON_UNUSED
static PyObject* __Pyx__CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg);
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg);
#else
#define __Pyx_CallUnboundCMethod1(cfunc, self, arg)  __Pyx__CallUnboundCMethod1(cfunc, self, arg)
#endif

/* ListAppend.proto */
#if CYTHON_USE_PYLIST_INTERNALS && CYTHON_ASSUME_SAFE_MACROS
static CYTHON_INLINE int __Pyx_PyList_Append(PyObject* list, PyObject* x) {
    PyListObject* L = (PyListObject*) list;
    Py_ssize_t len = Py_SIZE(list);
    if (likely(L->allocated > len) & likely(len > (L->allocated >> 1))) {
        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_PyList_Append(L,x) PyList_Append(L,x)
#endif

/* 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,
                              const __Pyx_TypeInfo* type);

/* BufferGetAndValidate.proto */
#define __Pyx_GetBufferAndValidate(buf, obj, dtype, flags, nd, cast, stack)\
    ((obj == Py_None || obj == NULL) ?\
    (__Pyx_ZeroBuffer(buf), 0) :\
    __Pyx__GetBufferAndValidate(buf, obj, dtype, flags, nd, cast, stack))
static int  __Pyx__GetBufferAndValidate(Py_buffer* buf, PyObject* obj,
  const __Pyx_TypeInfo* dtype, int flags, int nd, int cast, __Pyx_BufFmt_StackElem* stack);
static void __Pyx_ZeroBuffer(Py_buffer* buf);
static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info);
static Py_ssize_t __Pyx_minusones[] = { -1, -1, -1, -1, -1, -1, -1, -1 };
static Py_ssize_t __Pyx_zeros[] = { 0, 0, 0, 0, 0, 0, 0, 0 };

/* BufferFallbackError.proto */
static void __Pyx_RaiseBufferFallbackError(void);

#define __Pyx_BufPtrStrided1d(type, buf, i0, s0) (type)((char*)buf + i0 * s0)
/* PyObjectFormatAndDecref.proto */
static CYTHON_INLINE PyObject* __Pyx_PyObject_FormatSimpleAndDecref(PyObject* s, PyObject* f);
static CYTHON_INLINE PyObject* __Pyx_PyObject_FormatAndDecref(PyObject* s, PyObject* f);

/* pyfrozenset_new.proto */
static CYTHON_INLINE PyObject* __Pyx_PyFrozenSet_New(PyObject* it);

/* PySetContains.proto */
static CYTHON_INLINE int __Pyx_PySet_ContainsTF(PyObject* key, PyObject* set, int eq);

/* RaiseUnboundLocalError.proto */
static void __Pyx_RaiseUnboundLocalError(const char *varname);

/* 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));
}

/* Import.proto */
static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);

/* ImportFrom.proto */
static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name);

/* HasAttr.proto */
#if __PYX_LIMITED_VERSION_HEX >= 0x030d0000
#define __Pyx_HasAttr(o, n)  PyObject_HasAttrWithError(o, n)
#else
static CYTHON_INLINE int __Pyx_HasAttr(PyObject *, PyObject *);
#endif

/* CallTypeTraverse.proto */
#if !CYTHON_USE_TYPE_SPECS || (!CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x03090000)
#define __Pyx_call_type_traverse(o, always_call, visit, arg) 0
#else
static int __Pyx_call_type_traverse(PyObject *o, int always_call, visitproc visit, void *arg);
#endif

/* LimitedApiGetTypeDict.proto */
#if CYTHON_COMPILING_IN_LIMITED_API
static PyObject *__Pyx_GetTypeDict(PyTypeObject *tp);
#endif

/* SetItemOnTypeDict.proto */
static int __Pyx__SetItemOnTypeDict(PyTypeObject *tp, PyObject *k, PyObject *v);
#define __Pyx_SetItemOnTypeDict(tp, k, v) __Pyx__SetItemOnTypeDict((PyTypeObject*)tp, k, v)

/* FixUpExtensionType.proto */
static CYTHON_INLINE int __Pyx_fix_up_extension_type_from_spec(PyType_Spec *spec, PyTypeObject *type);

/* 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 */
static int __Pyx_MergeVtables(PyTypeObject *type);

/* DelItemOnTypeDict.proto */
static int __Pyx__DelItemOnTypeDict(PyTypeObject *tp, PyObject *k);
#define __Pyx_DelItemOnTypeDict(tp, k) __Pyx__DelItemOnTypeDict((PyTypeObject*)tp, k)

/* SetupReduce.proto */
static int __Pyx_setup_reduce(PyObject* type_obj);

/* TypeImport.proto */
#ifndef __PYX_HAVE_RT_ImportType_proto_3_1_2
#define __PYX_HAVE_RT_ImportType_proto_3_1_2
#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_1_2(s) alignof(s)
#else
#define __PYX_GET_STRUCT_ALIGNMENT_3_1_2(s) sizeof(void*)
#endif
enum __Pyx_ImportType_CheckSize_3_1_2 {
   __Pyx_ImportType_CheckSize_Error_3_1_2 = 0,
   __Pyx_ImportType_CheckSize_Warn_3_1_2 = 1,
   __Pyx_ImportType_CheckSize_Ignore_3_1_2 = 2
};
static PyTypeObject *__Pyx_ImportType_3_1_2(PyObject* module, const char *module_name, const char *class_name, size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_3_1_2 check_size);
#endif

/* ListPack.proto */
static PyObject *__Pyx_PyList_Pack(Py_ssize_t n, ...);

/* GetAttr.proto */
static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *, PyObject *);

/* Globals.proto */
static PyObject* __Pyx_Globals(void);

/* PyObjectDelAttr.proto */
#if CYTHON_COMPILING_IN_LIMITED_API && __PYX_LIMITED_VERSION_HEX < 0x030d0000
#define __Pyx_PyObject_DelAttr(o, n) PyObject_SetAttr(o, n, NULL)
#else
#define __Pyx_PyObject_DelAttr(o, n) PyObject_DelAttr(o, n)
#endif

/* PyObjectSetAttrStr.proto */
#if CYTHON_USE_TYPE_SLOTS
#define __Pyx_PyObject_DelAttrStr(o,n) __Pyx_PyObject_SetAttrStr(o, n, NULL)
static CYTHON_INLINE int __Pyx_PyObject_SetAttrStr(PyObject* obj, PyObject* attr_name, PyObject* value);
#else
#define __Pyx_PyObject_DelAttrStr(o,n)   __Pyx_PyObject_DelAttr(o,n)
#define __Pyx_PyObject_SetAttrStr(o,n,v) PyObject_SetAttr(o,n,v)
#endif

/* ImportDottedModule.proto */
static PyObject *__Pyx_ImportDottedModule(PyObject *name, PyObject *parts_tuple);
static PyObject *__Pyx_ImportDottedModule_WalkParts(PyObject *module, PyObject *name, PyObject *parts_tuple);

/* FetchSharedCythonModule.proto */
static PyObject *__Pyx_FetchSharedCythonABIModule(void);

/* dict_setdefault.proto */
static CYTHON_INLINE PyObject *__Pyx_PyDict_SetDefault(PyObject *d, PyObject *key, PyObject *default_value, int is_safe_type);

/* FetchCommonType.proto */
static PyTypeObject* __Pyx_FetchCommonTypeFromSpec(PyTypeObject *metaclass, PyObject *module, PyType_Spec *spec, PyObject *bases);

/* CommonTypesMetaclass.proto */
static int __pyx_CommonTypesMetaclass_init(PyObject *module);
#define __Pyx_CommonTypesMetaclass_USED

/* PyMethodNew.proto */
static PyObject *__Pyx_PyMethod_New(PyObject *func, PyObject *self, PyObject *typ);

/* PyVectorcallFastCallDict.proto */
#if CYTHON_METH_FASTCALL && (CYTHON_VECTORCALL || CYTHON_BACKPORT_VECTORCALL)
static CYTHON_INLINE PyObject *__Pyx_PyVectorcall_FastCallDict(PyObject *func, __pyx_vectorcallfunc vc, PyObject *const *args, size_t nargs, PyObject *kw);
#endif

/* CythonFunctionShared.proto */
#define __Pyx_CyFunction_USED
#define __Pyx_CYFUNCTION_STATICMETHOD  0x01
#define __Pyx_CYFUNCTION_CLASSMETHOD   0x02
#define __Pyx_CYFUNCTION_CCLASS        0x04
#define __Pyx_CYFUNCTION_COROUTINE     0x08
#define __Pyx_CyFunction_GetClosure(f)\
    (((__pyx_CyFunctionObject *) (f))->func_closure)
#if PY_VERSION_HEX < 0x030900B1 || CYTHON_COMPILING_IN_LIMITED_API
  #define __Pyx_CyFunction_GetClassObj(f)\
      (((__pyx_CyFunctionObject *) (f))->func_classobj)
#else
  #define __Pyx_CyFunction_GetClassObj(f)\
      ((PyObject*) ((PyCMethodObject *) (f))->mm_class)
#endif
#define __Pyx_CyFunction_SetClassObj(f, classobj)\
    __Pyx__CyFunction_SetClassObj((__pyx_CyFunctionObject *) (f), (classobj))
#define __Pyx_CyFunction_Defaults(type, f)\
    ((type *)(((__pyx_CyFunctionObject *) (f))->defaults))
#define __Pyx_CyFunction_SetDefaultsGetter(f, g)\
    ((__pyx_CyFunctionObject *) (f))->defaults_getter = (g)
typedef struct {
#if CYTHON_COMPILING_IN_LIMITED_API
    PyObject_HEAD
    PyObject *func;
#elif PY_VERSION_HEX < 0x030900B1
    PyCFunctionObject func;
#else
    PyCMethodObject func;
#endif
#if CYTHON_BACKPORT_VECTORCALL ||\
        (CYTHON_COMPILING_IN_LIMITED_API && CYTHON_METH_FASTCALL)
    __pyx_vectorcallfunc func_vectorcall;
#endif
#if CYTHON_COMPILING_IN_LIMITED_API
    PyObject *func_weakreflist;
#endif
    PyObject *func_dict;
    PyObject *func_name;
    PyObject *func_qualname;
    PyObject *func_doc;
    PyObject *func_globals;
    PyObject *func_code;
    PyObject *func_closure;
#if PY_VERSION_HEX < 0x030900B1 || CYTHON_COMPILING_IN_LIMITED_API
    PyObject *func_classobj;
#endif
    PyObject *defaults;
    int flags;
    PyObject *defaults_tuple;
    PyObject *defaults_kwdict;
    PyObject *(*defaults_getter)(PyObject *);
    PyObject *func_annotations;
    PyObject *func_is_coroutine;
} __pyx_CyFunctionObject;
#undef __Pyx_CyOrPyCFunction_Check
#define __Pyx_CyFunction_Check(obj)  __Pyx_TypeCheck(obj, __pyx_mstate_global->__pyx_CyFunctionType)
#define __Pyx_CyOrPyCFunction_Check(obj)  __Pyx_TypeCheck2(obj, __pyx_mstate_global->__pyx_CyFunctionType, &PyCFunction_Type)
#define __Pyx_CyFunction_CheckExact(obj)  __Pyx_IS_TYPE(obj, __pyx_mstate_global->__pyx_CyFunctionType)
static CYTHON_INLINE int __Pyx__IsSameCyOrCFunction(PyObject *func, void (*cfunc)(void));
#undef __Pyx_IsSameCFunction
#define __Pyx_IsSameCFunction(func, cfunc)   __Pyx__IsSameCyOrCFunction(func, cfunc)
static PyObject *__Pyx_CyFunction_Init(__pyx_CyFunctionObject* op, PyMethodDef *ml,
                                      int flags, PyObject* qualname,
                                      PyObject *closure,
                                      PyObject *module, PyObject *globals,
                                      PyObject* code);
static CYTHON_INLINE void __Pyx__CyFunction_SetClassObj(__pyx_CyFunctionObject* f, PyObject* classobj);
static CYTHON_INLINE PyObject *__Pyx_CyFunction_InitDefaults(PyObject *func,
                                                         PyTypeObject *defaults_type);
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *m,
                                                            PyObject *tuple);
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsKwDict(PyObject *m,
                                                             PyObject *dict);
static CYTHON_INLINE void __Pyx_CyFunction_SetAnnotationsDict(PyObject *m,
                                                              PyObject *dict);
static int __pyx_CyFunction_init(PyObject *module);
#if CYTHON_METH_FASTCALL
static PyObject * __Pyx_CyFunction_Vectorcall_NOARGS(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames);
static PyObject * __Pyx_CyFunction_Vectorcall_O(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames);
static PyObject * __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames);
static PyObject * __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS_METHOD(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames);
#if CYTHON_BACKPORT_VECTORCALL || CYTHON_COMPILING_IN_LIMITED_API
#define __Pyx_CyFunction_func_vectorcall(f) (((__pyx_CyFunctionObject*)f)->func_vectorcall)
#else
#define __Pyx_CyFunction_func_vectorcall(f) (((PyCFunctionObject*)f)->vectorcall)
#endif
#endif

/* CythonFunction.proto */
static PyObject *__Pyx_CyFunction_New(PyMethodDef *ml,
                                      int flags, PyObject* qualname,
                                      PyObject *closure,
                                      PyObject *module, PyObject *globals,
                                      PyObject* code);

/* FusedFunction.proto */
typedef struct {
    __pyx_CyFunctionObject func;
    PyObject *__signatures__;
    PyObject *self;
#if CYTHON_COMPILING_IN_LIMITED_API
    PyMethodDef *ml;
#endif
} __pyx_FusedFunctionObject;
static PyObject *__pyx_FusedFunction_New(PyMethodDef *ml, int flags,
                                         PyObject *qualname, PyObject *closure,
                                         PyObject *module, PyObject *globals,
                                         PyObject *code);
static int __pyx_FusedFunction_clear(__pyx_FusedFunctionObject *self);
static int __pyx_FusedFunction_init(PyObject *module);
#define __Pyx_FusedFunction_USED

/* CLineInTraceback.proto */
#if CYTHON_CLINE_IN_TRACEBACK && CYTHON_CLINE_IN_TRACEBACK_RUNTIME
static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line);
#else
#define __Pyx_CLineForTraceback(tstate, c_line)  (((CYTHON_CLINE_IN_TRACEBACK)) ? c_line : 0)
#endif

/* CodeObjectCache.proto */
#if CYTHON_COMPILING_IN_LIMITED_API
typedef PyObject __Pyx_CachedCodeObjectType;
#else
typedef PyCodeObject __Pyx_CachedCodeObjectType;
#endif
typedef struct {
    __Pyx_CachedCodeObjectType* code_object;
    int code_line;
} __Pyx_CodeObjectCacheEntry;
struct __Pyx_CodeObjectCache {
    int count;
    int max_count;
    __Pyx_CodeObjectCacheEntry* entries;
  #if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
    __pyx_atomic_int_type accessor_count;
  #endif
};
static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line);
static __Pyx_CachedCodeObjectType *__pyx_find_code_object(int code_line);
static void __pyx_insert_code_object(int code_line, __Pyx_CachedCodeObjectType* code_object);

/* AddTraceback.proto */
static void __Pyx_AddTraceback(const char *funcname, int c_line,
                               int py_line, const char *filename);

/* BufferStructDeclare.proto */
typedef struct {
  Py_ssize_t shape, strides, suboffsets;
} __Pyx_Buf_DimInfo;
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;

/* 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))
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    #define __Pyx_CREAL(z) ((z).real)
    #define __Pyx_CIMAG(z) ((z).imag)
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    #define __Pyx_SET_CREAL(z,x) ((z).real(x))
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    #define __Pyx_SET_CREAL(z,x) __Pyx_CREAL(z) = (x)
    #define __Pyx_SET_CIMAG(z,y) __Pyx_CIMAG(z) = (y)
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/* 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))
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    #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))
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    #define __Pyx_c_is_zero_float(z) ((z)==0)
    #define __Pyx_c_conj_float(z)    (conjf(z))
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        #define __Pyx_c_abs_float(z)     (cabsf(z))
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    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);
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/* 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))
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    #define __Pyx_c_is_zero_double(z) ((z)==(double)0)
    #define __Pyx_c_conj_double(z)    (::std::conj(z))
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        #define __Pyx_c_abs_double(z)     (::std::abs(z))
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    #define __Pyx_c_is_zero_double(z) ((z)==0)
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    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);
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        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);
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/* Arithmetic.proto */
#if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
    #define __Pyx_c_eq_long__double(a, b)   ((a)==(b))
    #define __Pyx_c_sum_long__double(a, b)  ((a)+(b))
    #define __Pyx_c_diff_long__double(a, b) ((a)-(b))
    #define __Pyx_c_prod_long__double(a, b) ((a)*(b))
    #define __Pyx_c_quot_long__double(a, b) ((a)/(b))
    #define __Pyx_c_neg_long__double(a)     (-(a))
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    #define __Pyx_c_is_zero_long__double(z) ((z)==(long double)0)
    #define __Pyx_c_conj_long__double(z)    (::std::conj(z))
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        #define __Pyx_c_abs_long__double(z)     (::std::abs(z))
        #define __Pyx_c_pow_long__double(a, b)  (::std::pow(a, b))
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    #define __Pyx_c_is_zero_long__double(z) ((z)==0)
    #define __Pyx_c_conj_long__double(z)    (conjl(z))
    #if 1
        #define __Pyx_c_abs_long__double(z)     (cabsl(z))
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    static CYTHON_INLINE int __Pyx_c_eq_long__double(__pyx_t_long_double_complex, __pyx_t_long_double_complex);
    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_sum_long__double(__pyx_t_long_double_complex, __pyx_t_long_double_complex);
    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_diff_long__double(__pyx_t_long_double_complex, __pyx_t_long_double_complex);
    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_prod_long__double(__pyx_t_long_double_complex, __pyx_t_long_double_complex);
    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_quot_long__double(__pyx_t_long_double_complex, __pyx_t_long_double_complex);
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    static CYTHON_INLINE int __Pyx_c_is_zero_long__double(__pyx_t_long_double_complex);
    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_conj_long__double(__pyx_t_long_double_complex);
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        static CYTHON_INLINE long double __Pyx_c_abs_long__double(__pyx_t_long_double_complex);
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/* CIntFromPy.proto */
static CYTHON_INLINE enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType __Pyx_PyLong_As_enum____pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType(PyObject *);

/* CIntFromPy.proto */
static CYTHON_INLINE int __Pyx_PyLong_As_int(PyObject *);

/* CIntFromPy.proto */
static CYTHON_INLINE long __Pyx_PyLong_As_long(PyObject *);

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyLong_From_long(long value);

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyLong_From_int(int value);

/* CIntFromPy.proto */
static CYTHON_INLINE size_t __Pyx_PyLong_As_size_t(PyObject *);

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyLong_From_enum____pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType value);

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyLong_From_enum____pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics value);

/* FormatTypeName.proto */
#if CYTHON_COMPILING_IN_LIMITED_API
typedef PyObject *__Pyx_TypeName;
#define __Pyx_FMT_TYPENAME "%U"
#define __Pyx_DECREF_TypeName(obj) Py_XDECREF(obj)
#if __PYX_LIMITED_VERSION_HEX >= 0x030d0000
#define __Pyx_PyType_GetFullyQualifiedName PyType_GetFullyQualifiedName
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static __Pyx_TypeName __Pyx_PyType_GetFullyQualifiedName(PyTypeObject* tp);
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#define __Pyx_FMT_TYPENAME "%.200s"
#define __Pyx_PyType_GetFullyQualifiedName(tp) ((tp)->tp_name)
#define __Pyx_DECREF_TypeName(obj)
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/* 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);
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#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
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#define __Pyx_PyErr_GivenExceptionMatches(err, type) PyErr_GivenExceptionMatches(err, type)
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2) {
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#define __Pyx_PyErr_ExceptionMatches2(err1, err2)  __Pyx_PyErr_GivenExceptionMatches2(__Pyx_PyErr_CurrentExceptionType(), err1, err2)
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/* GetRuntimeVersion.proto */
static unsigned long __Pyx_get_runtime_version(void);

/* CheckBinaryVersion.proto */
static int __Pyx_check_binary_version(unsigned long ct_version, unsigned long rt_version, int allow_newer);

/* VoidPtrImport.proto */
static int __Pyx_ImportVoidPtr_3_1_2(PyObject *module, const char *name, void **p, const char *sig);

/* MultiPhaseInitModuleState.proto */
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static PyObject *__Pyx_State_FindModule(void*);
static int __Pyx_State_AddModule(PyObject* module, void*);
static int __Pyx_State_RemoveModule(void*);
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#define __Pyx_State_FindModule PyState_FindModule
#define __Pyx_State_AddModule PyState_AddModule
#define __Pyx_State_RemoveModule PyState_RemoveModule
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#if __PYX_HAS_PY_AM_SEND == 1
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#define __PYX_TYPE_MODULE_PREFIX __PYX_ABI_MODULE_NAME "."

#if !CYTHON_COMPILING_IN_LIMITED_API
static CYTHON_INLINE double __pyx_f_7cpython_7complex_7complex_4real_real(PyComplexObject *__pyx_v_self); /* proto*/
#endif
#if !CYTHON_COMPILING_IN_LIMITED_API
static CYTHON_INLINE double __pyx_f_7cpython_7complex_7complex_4imag_imag(PyComplexObject *__pyx_v_self); /* proto*/
#endif
static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_Descr *__pyx_v_self); /* proto*/
static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_9alignment_alignment(PyArray_Descr *__pyx_v_self); /* proto*/
static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Descr *__pyx_v_self); /* proto*/
static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr *__pyx_v_self); /* proto*/
static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarray(PyArray_Descr *__pyx_v_self); /* proto*/
static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr *__pyx_v_self); /* proto*/
static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMultiIterObject *__pyx_v_self); /* proto*/
static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiIterObject *__pyx_v_self); /* proto*/
static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMultiIterObject *__pyx_v_self); /* proto*/
static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject *__pyx_v_self); /* proto*/
static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions(PyArrayMultiIterObject *__pyx_v_self); /* proto*/
static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiIterObject *__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 int __pyx_f_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__lt(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_other, CYTHON_UNUSED int __pyx_skip_dispatch); /* proto*/
static int __pyx_f_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__gt(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_other, CYTHON_UNUSED int __pyx_skip_dispatch); /* proto*/
static int __pyx_f_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__eq(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_other, CYTHON_UNUSED int __pyx_skip_dispatch); /* proto*/
static struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_f_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__create(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *__pyx_v_peak_a, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *__pyx_v_peak_b, struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_9PeakMatch__create *__pyx_optional_args); /* proto*/
static PyObject *__pyx_f_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_calculate_normalization(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment__determine_peak_type(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_align(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_align *__pyx_optional_args); /* proto*/
static PyObject *__pyx_f_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment__calculate_score(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, int __pyx_skip_dispatch); /* proto*/

/* Module declarations from "cython" */

/* Module declarations from "libc.math" */

/* Module declarations from "libc.string" */

/* Module declarations from "libc.stdlib" */

/* Module declarations from "libc.stdio" */

/* Module declarations from "cpython.version" */

/* Module declarations from "__builtin__" */

/* Module declarations from "cpython.type" */

/* Module declarations from "cpython.object" */

/* Module declarations from "cpython.ref" */

/* 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 "__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 "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.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 "numpy" */

/* Module declarations from "numpy" */

/* Module declarations from "ms_peak_picker._c.peak_set" */
static size_t *__pyx_vp_14ms_peak_picker_2_c_8peak_set_INTERVAL_INDEX_SIZE = 0;
#define __pyx_v_14ms_peak_picker_2_c_8peak_set_INTERVAL_INDEX_SIZE (*__pyx_vp_14ms_peak_picker_2_c_8peak_set_INTERVAL_INDEX_SIZE)

/* Module declarations from "ms_peak_picker._c.peak_index" */

/* Module declarations from "brainpy._c.composition" */
static PyObject **__pyx_vp_7brainpy_2_c_11composition_nist_mass = 0;
#define __pyx_v_7brainpy_2_c_11composition_nist_mass (*__pyx_vp_7brainpy_2_c_11composition_nist_mass)
static double *__pyx_vp_7brainpy_2_c_11composition_PROTON = 0;
#define __pyx_v_7brainpy_2_c_11composition_PROTON (*__pyx_vp_7brainpy_2_c_11composition_PROTON)
static struct __pyx_t_7brainpy_2_c_11composition_ElementHashTable **__pyx_vp_7brainpy_2_c_11composition__ElementTable = 0;
#define __pyx_v_7brainpy_2_c_11composition__ElementTable (*__pyx_vp_7brainpy_2_c_11composition__ElementTable)

/* Module declarations from "brainpy._c.double_vector" */

/* Module declarations from "brainpy._c.isotopic_constants" */
static size_t *__pyx_vp_7brainpy_2_c_18isotopic_constants_DEFAULT_ISOTOPIC_CONSTANTS_SIZE = 0;
#define __pyx_v_7brainpy_2_c_18isotopic_constants_DEFAULT_ISOTOPIC_CONSTANTS_SIZE (*__pyx_vp_7brainpy_2_c_18isotopic_constants_DEFAULT_ISOTOPIC_CONSTANTS_SIZE)

/* Module declarations from "brainpy._c.isotopic_distribution" */

/* Module declarations from "ms_deisotope._c.averagine" */
static double *__pyx_vp_12ms_deisotope_2_c_9averagine_PROTON = 0;
#define __pyx_v_12ms_deisotope_2_c_9averagine_PROTON (*__pyx_vp_12ms_deisotope_2_c_9averagine_PROTON)

/* Module declarations from "ms_deisotope._c.deconvoluter_base" */

/* Module declarations from "ms_deisotope._c.scoring" */
static double *__pyx_vp_12ms_deisotope_2_c_7scoring_INFINITY = 0;
#define __pyx_v_12ms_deisotope_2_c_7scoring_INFINITY (*__pyx_vp_12ms_deisotope_2_c_7scoring_INFINITY)

/* Module declarations from "ms_deisotope._c.peak_set" */
static size_t *__pyx_vp_12ms_deisotope_2_c_8peak_set_INTERVAL_INDEX_SIZE = 0;
#define __pyx_v_12ms_deisotope_2_c_8peak_set_INTERVAL_INDEX_SIZE (*__pyx_vp_12ms_deisotope_2_c_8peak_set_INTERVAL_INDEX_SIZE)

/* Module declarations from "ms_deisotope._c.similarity_methods" */
static PyObject *__pyx_v_12ms_deisotope_2_c_18similarity_methods_zeros = 0;
static PyObject *__Pyx_EnumBase = 0;
static PyObject *__Pyx_FlagBase = 0;
static PyObject *__pyx_f_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets *__pyx_optional_args); /*proto*/
static PyObject *__pyx_f_12ms_deisotope_2_c_18similarity_methods_convolve_deconvoluted_peak_sets(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_deconvoluted_peak_sets *__pyx_optional_args); /*proto*/
static double __pyx_f_12ms_deisotope_2_c_18similarity_methods_convolved_dot_product(PyObject *, int __pyx_skip_dispatch, struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolved_dot_product *__pyx_optional_args); /*proto*/
static double __pyx_f_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets2_fitted(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets2_fitted *__pyx_optional_args); /*proto*/
static double __pyx_f_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets2_deconvoluted(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, struct __pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets2_deconvoluted *__pyx_optional_args); /*proto*/
static PyObject *__pyx_f_12ms_deisotope_2_c_18similarity_methods___pyx_unpickle_PeakMatch__set_state(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *, PyObject *); /*proto*/
static PyObject **__pyx_fuse_0__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *); /*proto*/
static PyObject **__pyx_fuse_1__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *); /*proto*/
static PyObject **__pyx_fuse_2__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *); /*proto*/
static PyObject **__pyx_fuse_3__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(PyObject *); /*proto*/
static double __pyx_fuse_0__pyx_f_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, int __pyx_skip_dispatch, struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity *__pyx_optional_args); /*proto*/
static double __pyx_fuse_1__pyx_f_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity(struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, int __pyx_skip_dispatch, struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity *__pyx_optional_args); /*proto*/
static double __pyx_fuse_2__pyx_f_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, int __pyx_skip_dispatch, struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity *__pyx_optional_args); /*proto*/
static double __pyx_fuse_3__pyx_f_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity(PyObject *, PyObject *, int __pyx_skip_dispatch, struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity *__pyx_optional_args); /*proto*/
static PyObject *__pyx_fuse_0__pyx_f_12ms_deisotope_2_c_18similarity_methods_bin_peaks(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, int __pyx_skip_dispatch, struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks *__pyx_optional_args); /*proto*/
static PyObject *__pyx_fuse_1__pyx_f_12ms_deisotope_2_c_18similarity_methods_bin_peaks(struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, int __pyx_skip_dispatch, struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks *__pyx_optional_args); /*proto*/
static PyObject *__pyx_fuse_2__pyx_f_12ms_deisotope_2_c_18similarity_methods_bin_peaks(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, int __pyx_skip_dispatch, struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks *__pyx_optional_args); /*proto*/
static PyObject *__pyx_fuse_3__pyx_f_12ms_deisotope_2_c_18similarity_methods_bin_peaks(PyObject *, PyObject *, int __pyx_skip_dispatch, struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_bin_peaks *__pyx_optional_args); /*proto*/
static double __pyx_fuse_0__pyx_f_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, int __pyx_skip_dispatch, struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity *__pyx_optional_args); /*proto*/
static double __pyx_fuse_1__pyx_f_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity(struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, int __pyx_skip_dispatch, struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity *__pyx_optional_args); /*proto*/
static double __pyx_fuse_2__pyx_f_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, int __pyx_skip_dispatch, struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity *__pyx_optional_args); /*proto*/
static double __pyx_fuse_3__pyx_f_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity(PyObject *, PyObject *, int __pyx_skip_dispatch, struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_ppm_peak_set_similarity *__pyx_optional_args); /*proto*/
static struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_fuse_0__pyx_f_12ms_deisotope_2_c_18similarity_methods_align_peaks(struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *, int __pyx_skip_dispatch, struct __pyx_fuse_0__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks *__pyx_optional_args); /*proto*/
static struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_fuse_1__pyx_f_12ms_deisotope_2_c_18similarity_methods_align_peaks(struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *, int __pyx_skip_dispatch, struct __pyx_fuse_1__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks *__pyx_optional_args); /*proto*/
static struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_fuse_2__pyx_f_12ms_deisotope_2_c_18similarity_methods_align_peaks(struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *, int __pyx_skip_dispatch, struct __pyx_fuse_2__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks *__pyx_optional_args); /*proto*/
static struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_fuse_3__pyx_f_12ms_deisotope_2_c_18similarity_methods_align_peaks(PyObject *, PyObject *, int __pyx_skip_dispatch, struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_align_peaks *__pyx_optional_args); /*proto*/
static PyObject *__pyx_f_12ms_deisotope_2_c_18similarity_methods___pyx_unpickle_SpectrumAlignment__set_state(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *, PyObject *); /*proto*/
static PyObject *__Pyx_Enum_6a42d5__12ms_deisotope_2_c_18similarity_methods_enum____etc_to_py(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType); /*proto*/
/* #### Code section: typeinfo ### */
static const __Pyx_TypeInfo __Pyx_TypeInfo_double = { "double", NULL, sizeof(double), { 0 }, 0, 'R', 0, 0 };
/* #### Code section: before_global_var ### */
#define __Pyx_MODULE_NAME "ms_deisotope._c.similarity_methods"
extern int __pyx_module_is_main_ms_deisotope___c__similarity_methods;
int __pyx_module_is_main_ms_deisotope___c__similarity_methods = 0;

/* Implementation of "ms_deisotope._c.similarity_methods" */
/* #### Code section: global_var ### */
static PyObject *__pyx_builtin_IndexError;
static PyObject *__pyx_builtin_TypeError;
static PyObject *__pyx_builtin___import__;
static PyObject *__pyx_builtin_MemoryError;
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_ImportError;
/* #### Code section: string_decls ### */
static const char __pyx_k_[] = "";
static const char __pyx_k_A[] = "\220A";
static const char __pyx_k_a[] = "\220a";
static const char __pyx_k_d[] = "d";
static const char __pyx_k_i[] = "i";
static const char __pyx_k__2[] = "()";
static const char __pyx_k__3[] = "|";
static const char __pyx_k__5[] = ".";
static const char __pyx_k__6[] = "?";
static const char __pyx_k__7[] = "\230\001";
static const char __pyx_k_eq[] = "_eq";
static const char __pyx_k_gc[] = "gc";
static const char __pyx_k_gt[] = "_gt";
static const char __pyx_k_lt[] = "_lt";
static const char __pyx_k_np[] = "np";
static const char __pyx_k_A_q[] = "\200A\330\010\017\210q";
static const char __pyx_k_and[] = " and ";
static const char __pyx_k_del[] = "__del__";
static const char __pyx_k_get[] = "get";
static const char __pyx_k_len[] = "__len__";
static const char __pyx_k_new[] = "__new__";
static const char __pyx_k_pop[] = "pop";
static const char __pyx_k_q_a[] = "\200\001\330\004'\240q\250\006\250a";
static const char __pyx_k_set[] = "__set__";
static const char __pyx_k_args[] = "args";
static const char __pyx_k_code[] = "code";
static const char __pyx_k_dict[] = "__dict__";
static const char __pyx_k_enum[] = "enum";
static const char __pyx_k_func[] = "__func__";
static const char __pyx_k_init[] = "__init__";
static const char __pyx_k_main[] = "__main__";
static const char __pyx_k_name[] = "__name__";
static const char __pyx_k_repr[] = "__repr__";
static const char __pyx_k_self[] = "self";
static const char __pyx_k_spec[] = "__spec__";
static const char __pyx_k_test[] = "__test__";
static const char __pyx_k_align[] = "align";
static const char __pyx_k_bin_a[] = "bin_a";
static const char __pyx_k_bin_b[] = "bin_b";
static const char __pyx_k_get_2[] = "__get__";
static const char __pyx_k_numpy[] = "numpy";
static const char __pyx_k_other[] = "other";
static const char __pyx_k_q_a_2[] = "\200\001\330\004/\250q\260\006\260a";
static const char __pyx_k_range[] = "range";
static const char __pyx_k_score[] = "score";
static const char __pyx_k_shift[] = "shift";
static const char __pyx_k_split[] = "split";
static const char __pyx_k_state[] = "state";
static const char __pyx_k_strip[] = "strip";
static const char __pyx_k_value[] = "value";
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static const char __pyx_k_A_t7_E[] = "\200A\330\010\017\210t\2207\230\"\230E\240\021";
static const char __pyx_k_Fitted[] = "Fitted";
static const char __pyx_k_create[] = "_create";
static const char __pyx_k_dict_2[] = "_dict";
static const char __pyx_k_enable[] = "enable";
static const char __pyx_k_format[] = "format";
static const char __pyx_k_import[] = "__import__";
static const char __pyx_k_kwargs[] = "kwargs";
static const char __pyx_k_module[] = "module";
static const char __pyx_k_norm_a[] = "norm_a";
static const char __pyx_k_norm_b[] = "norm_b";
static const char __pyx_k_object[] = "object";
static const char __pyx_k_peak_a[] = "peak_a";
static const char __pyx_k_peak_b[] = "peak_b";
static const char __pyx_k_pickle[] = "pickle";
static const char __pyx_k_reduce[] = "__reduce__";
static const char __pyx_k_update[] = "update";
static const char __pyx_k_values[] = "values";
static const char __pyx_k_IntEnum[] = "IntEnum";
static const char __pyx_k_IntFlag[] = "IntFlag";
static const char __pyx_k_PeakSet[] = "PeakSet";
static const char __pyx_k_Q_1HF_1[] = "\320\000 \240\001\360\n\000\t\021\320\020%\240Q\330\014\033\2301\230H\240F\250(\260!\360\030\000\005\014\2101";
static const char __pyx_k_Q_1Ja_1[] = "\320\000 \240\001\360 \000\t\021\320\020%\240Q\330\014\033\2301\230J\240a\330\004\013\2101";
static const char __pyx_k_disable[] = "disable";
static const char __pyx_k_getitem[] = "__getitem__";
static const char __pyx_k_members[] = "__members__";
static const char __pyx_k_richcmp[] = "__richcmp__";
static const char __pyx_k_PeakType[] = "PeakType";
static const char __pyx_k_Q_1HHA_1[] = "\320\000 \240\001\360\020\000\t\021\320\020%\240Q\330\014\033\2301\230H\240H\250A\360\022\000\005\014\2101";
static const char __pyx_k_add_note[] = "add_note";
static const char __pyx_k_defaults[] = "defaults";
static const char __pyx_k_getstate[] = "__getstate__";
static const char __pyx_k_module_2[] = "__module__";
static const char __pyx_k_peak_set[] = "peak_set";
static const char __pyx_k_pyx_type[] = "__pyx_type";
static const char __pyx_k_qualname[] = "__qualname__";
static const char __pyx_k_set_name[] = "__set_name__";
static const char __pyx_k_setstate[] = "__setstate__";
static const char __pyx_k_template[] = "template";
static const char __pyx_k_A_1_xwauA[] = "\200A\330\010\023\2201\330\010\017\210x\220w\230a\230u\240A";
static const char __pyx_k_PeakIndex[] = "PeakIndex";
static const char __pyx_k_PeakMatch[] = "PeakMatch";
static const char __pyx_k_TypeError[] = "TypeError";
static const char __pyx_k_bin_peaks[] = "bin_peaks";
static const char __pyx_k_isenabled[] = "isenabled";
static const char __pyx_k_normalize[] = "normalize";
static const char __pyx_k_peak_type[] = "peak_type";
static const char __pyx_k_precision[] = "precision";
static const char __pyx_k_pyx_state[] = "__pyx_state";
static const char __pyx_k_reduce_ex[] = "__reduce_ex__";
static const char __pyx_k_ttu_iq_2T[] = "\320\000$\320$t\320tu\360 \000\t\017\210i\220q\320\030;\2702\270T\300\021\300!";
static const char __pyx_k_IndexError[] = "IndexError";
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static const char __pyx_k_peak_pairs[] = "peak_pairs";
static const char __pyx_k_peak_set_a[] = "peak_set_a";
static const char __pyx_k_peak_set_b[] = "peak_set_b";
static const char __pyx_k_pyx_result[] = "__pyx_result";
static const char __pyx_k_pyx_vtable[] = "__pyx_vtable__";
static const char __pyx_k_signatures[] = "signatures";
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_align_peaks[] = "align_peaks";
static const char __pyx_k_dot_product[] = "dot_product";
static const char __pyx_k_Deconvoluted[] = "Deconvoluted";
static const char __pyx_k_initializing[] = "_initializing";
static const char __pyx_k_is_coroutine[] = "_is_coroutine";
static const char __pyx_k_member_names[] = "_member_names_";
static const char __pyx_k_pyx_checksum[] = "__pyx_checksum";
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static const char __pyx_k_stringsource[] = "<stringsource>";
static const char __pyx_k_use_setstate[] = "use_setstate";
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static const char __pyx_k_PeakMatch__eq[] = "PeakMatch._eq";
static const char __pyx_k_PeakMatch__gt[] = "PeakMatch._gt";
static const char __pyx_k_PeakMatch__lt[] = "PeakMatch._lt";
static const char __pyx_k_arguments_got[] = " arguments, got ";
static const char __pyx_k_reduce_cython[] = "__reduce_cython__";
static const char __pyx_k_sqrt_transform[] = "sqrt_transform";
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static const char __pyx_k_calculate_score[] = "_calculate_score";
static const char __pyx_k_error_tolerance[] = "error_tolerance";
static const char __pyx_k_make_fast_array[] = "_make_fast_array";
static const char __pyx_k_pyx_PickleError[] = "__pyx_PickleError";
static const char __pyx_k_setstate_cython[] = "__setstate_cython__";
static const char __pyx_k_sst1EQ_9J_Q_kkl[] = "\320\000s\320st\3301E\300Q\340\010\017\320\017 \240\001\240\034\250\\\3209J\310'\320Q\\\320\\k\320kl";
static const char __pyx_k_A_I_T__D_4q_4_r_Q[] = "\200A\330\010\014\210I\320\025*\250!\330\014\020\220\r\230T\240\034\250_\270D\300\001\330\010\013\2104\210q\330\014\020\220\013\2304\320\037/\250r\260\024\260Q";
static const char __pyx_k_Expected_at_least[] = "Expected at least ";
static const char __pyx_k_SimilarityMetrics[] = "SimilarityMetrics";
static const char __pyx_k_SpectrumAlignment[] = "SpectrumAlignment";
static const char __pyx_k_asyncio_coroutines[] = "asyncio.coroutines";
static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
static const char __pyx_k_convolve_peak_sets[] = "convolve_peak_sets";
static const char __pyx_k_fused_sigindex_ref[] = "_fused_sigindex_ref";
static const char __pyx_k_AQJK_ixq_Ja_Ja_IQ_q[] = "\200A\200Q\330JK\330\010\036\230i\240x\250q\260\001\330\010\014\210J\220a\330\010\014\210J\220a\330\010\014\210I\220Q\330\010\017\210q";
static const char __pyx_k_DeconvolutedPeakSet[] = "DeconvolutedPeakSet";
static const char __pyx_k_determine_peak_type[] = "_determine_peak_type";
static const char __pyx_k_peak_set_similarity[] = "peak_set_similarity";
static const char __pyx_k_pyx_fuse_0bin_peaks[] = "__pyx_fuse_0bin_peaks";
static const char __pyx_k_pyx_fuse_1bin_peaks[] = "__pyx_fuse_1bin_peaks";
static const char __pyx_k_pyx_fuse_2bin_peaks[] = "__pyx_fuse_2bin_peaks";
static const char __pyx_k_pyx_fuse_3bin_peaks[] = "__pyx_fuse_3bin_peaks";
static const char __pyx_k_sst1EQ_8_XEVV_hhwwx[] = "\320\000s\320st\3301E\300Q\360\010\000\t\020\320\017 \240\001\240\032\2508\260:\270X\320EV\320V]\320]h\320hw\320wx";
static const char __pyx_k_calculate_dot_product[] = "calculate_dot_product";
static const char __pyx_k_convolved_dot_product[] = "convolved_dot_product";
static const char __pyx_k_pyx_fuse_0align_peaks[] = "__pyx_fuse_0align_peaks";
static const char __pyx_k_pyx_fuse_1align_peaks[] = "__pyx_fuse_1align_peaks";
static const char __pyx_k_pyx_fuse_2align_peaks[] = "__pyx_fuse_2align_peaks";
static const char __pyx_k_pyx_fuse_3align_peaks[] = "__pyx_fuse_3align_peaks";
static const char __pyx_k_normalized_dot_product[] = "normalized_dot_product";
static const char __pyx_k_pyx_unpickle_PeakMatch[] = "__pyx_unpickle_PeakMatch";
static const char __pyx_k_SpectrumAlignment_align[] = "SpectrumAlignment.align";
static const char __pyx_k_calculate_normalization[] = "calculate_normalization";
static const char __pyx_k_ppm_peak_set_similarity[] = "ppm_peak_set_similarity";
static const char __pyx_k_ms_deisotope__c_peak_set[] = "ms_deisotope._c.peak_set";
static const char __pyx_k_PeakMatch___reduce_cython[] = "PeakMatch.__reduce_cython__";
static const char __pyx_k_ttu_q_L_q_L_q_L_D_4r_b_Ba[] = "\320\000$\320$t\320tu\360\010\000\t\016\320\r'\240q\250\014\260L\300\001\330\010\r\320\r'\240q\250\014\260L\300\001\330\010\r\320\r'\240q\250\014\260L\300\001\360\030\000\005\r\210D\220\003\2204\220r\230\025\230b\240\004\240B\240a";
static const char __pyx_k_convolve_peak_sets2_fitted[] = "convolve_peak_sets2_fitted";
static const char __pyx_k_ms_peak_picker__c_peak_set[] = "ms_peak_picker._c.peak_set";
static const char __pyx_k_No_matching_signature_found[] = "No matching signature found";
static const char __pyx_k_PeakMatch___setstate_cython[] = "PeakMatch.__setstate_cython__";
static const char __pyx_k_Qd_j_1DP_eeppqqr_s_D_q_a_IWA[] = "\200\001\330\004\020\220\n\230+\240Q\240d\250,\260j\300\013\3101\310D\320P\\\320\\e\320ep\320pq\320qr\330\004\007\200s\210!\210=\230\002\230\"\230D\240\007\240q\250\016\260a\330\010\024\220I\230W\240A\240[\260\001\260\021";
static const char __pyx_k_ms_peak_picker__c_peak_index[] = "ms_peak_picker._c.peak_index";
static const char __pyx_k_ttu_Ql_a_Ql_a_Ql_a_D_4r_b_Ba[] = "\320\000$\320$t\320tu\360\030\000\t\016\320\r-\250Q\250l\270,\300a\330\010\r\320\r-\250Q\250l\270,\300a\330\010\r\320\r-\250Q\250l\270,\300a\360\010\000\005\r\210D\220\003\2204\220r\230\025\230b\240\004\240B\240a";
static const char __pyx_k_ttu_q_HA_q_HA_q_HA_D_4r_b_Ba[] = "\320\000$\320$t\320tu\360\020\000\t\016\320\r'\240q\250\n\260(\270*\300H\310A\330\010\r\320\r'\240q\250\n\260(\270*\300H\310A\330\010\r\320\r'\240q\250\n\260(\270*\300H\310A\360\020\000\005\r\210D\220\003\2204\220r\230\025\230b\240\004\240B\240a";
static const char __pyx_k_Peak_set_types_must_match_got[] = "Peak set types must match, got ";
static const char __pyx_k_pyx_fuse_0peak_set_similarity[] = "__pyx_fuse_0peak_set_similarity";
static const char __pyx_k_pyx_fuse_1peak_set_similarity[] = "__pyx_fuse_1peak_set_similarity";
static const char __pyx_k_pyx_fuse_2peak_set_similarity[] = "__pyx_fuse_2peak_set_similarity";
static const char __pyx_k_pyx_fuse_3peak_set_similarity[] = "__pyx_fuse_3peak_set_similarity";
static const char __pyx_k_4_Q_ay_M_m_vS_WA_a_Q_2C1_Kq_31[] = "\320\004-\320-@\300\001\360\006\000\t\021\220\001\330\010\013\2104\210{\230+\240Q\330\014\024\320\024&\240a\240y\260\004\260M\300\031\310$\310m\320[\\\330\014\017\210v\220S\230\001\330\020\025\220W\230A\330\024&\240a\330\030!\240\024\240Q\330\030!\240\024\240]\3202C\3001\330\r\021\220\033\230K\240q\330\014\024\320\0243\2601\330\020%\240T\250\021\330\020%\240T\250\035\260a\330\014\017\210v\220S\230\001\330\020\025\220W\230A\330\0243\2601\330\030-\250T\260\021\330\030-\250T\260\035\320>O\310q\330\010\014\210N\230!\330\010\014\320\014\035\230Q";
static const char __pyx_k_ADE_1_U_1_z_j_at_L_E_aq_6a_A_4[] = "\320\000,\250A\330DE\360\020\000\005\013\210!\330\004\010\210\n\220)\2301\330\004\010\210\005\210U\220!\2201\330\010\017\210z\230\030\240\021\240!\330\010\026\220j\240\016\250a\250t\260?\300!\330\010\014\210L\230\001\230\021\330\010\014\210E\220\025\220a\220q\330\014\024\320\024&\320&6\260a\260}\300A\330\014\023\2204\220{\240\"\240E\250\021\330\004\013\2101";
static const char __pyx_k_ffg_1_U_1_z_j_Bd_b_1_T_4t2Q_Ky[] = "\320\000&\320&f\320fg\360\020\000\005\013\210!\330\004\010\210\n\220)\2301\330\004\010\210\005\210U\220!\2201\330\010\017\210z\230\030\240\021\240!\330\010\026\220j\240\t\250\021\330\014\020\220\004\220B\220d\230$\230b\320 1\260\024\260T\270\022\2704\270t\3002\300Q\330\010\014\210K\220y\240\001\330\010\014\210E\220\025\220a\220q\330\014\024\220K\230x\240q\250\001\330\014\023\2204\220{\240\"\240E\250\021\330\004\013\2101";
static const char __pyx_k_hk_A_1_A_A_C_C_D_9HAQ_7_1L_a_1[] = "\200\001\360\006\000\005\010\200\220h\230k\250\033\260A\330\010\r\210^\2301\330\010\016\320\016!\360\000\000\"A\002\360\000\000A\002C\002\360\000\000C\002D\002\330\004\023\2209\230H\240A\240Q\330\004\007\200|\2207\230!\330\010+\2501\250L\270\016\300a\330\004\013\2101";
static const char __pyx_k_hk_A_1_b_b_d_d_e_HAQ_7_314H_VW[] = "\200\001\360\006\000\005\010\200\220h\230k\250\033\260A\330\010\r\210^\2301\330\010\016\320\016!\360\000\000\"b\003\360\000\000b\003d\003\360\000\000d\003e\003\330\004\023\320\023$\240H\250A\250Q\330\004\007\200|\2207\230!\330\0103\2601\3204H\310\016\320VW\330\004\013\2101";
static const char __pyx_k_pyx_fuse_0ppm_peak_set_similar[] = "__pyx_fuse_0ppm_peak_set_similarity";
static const char __pyx_k_pyx_fuse_1ppm_peak_set_similar[] = "__pyx_fuse_1ppm_peak_set_similarity";
static const char __pyx_k_pyx_fuse_2ppm_peak_set_similar[] = "__pyx_fuse_2ppm_peak_set_similarity";
static const char __pyx_k_pyx_fuse_3ppm_peak_set_similar[] = "__pyx_fuse_3ppm_peak_set_similarity";
static const char __pyx_k_pyx_unpickle_PeakMatch__set_st[] = "__pyx_unpickle_PeakMatch__set_state";
static const char __pyx_k_pyx_unpickle_SpectrumAlignment[] = "__pyx_unpickle_SpectrumAlignment";
static const char __pyx_k_0_z_Rq_T_z_Rq_U_S_1_Rxr_E_q_E_q[] = "\200\001\330\\]\3600\000\t\020\210z\230\034\240R\240q\330\010\r\210T\220\021\330\010\017\210z\230\034\240R\240q\330\010\020\220\001\220\024\220U\230!\360\016\000\005\016\210S\220\003\2201\330\004\n\210#\210R\210x\220r\230\021\330\004\014\210E\220\021\220%\220q\330\004\014\210E\220\021\220%\220q\360\n\000\t\r\210J\220i\230q\330\004\010\210\005\210U\220!\2201\360\014\000\r\024\220:\230X\240Q\240a\330\010\020\220\003\2201\220D\230\004\230B\230a\330\010\r\210Q\210j\230\004\230A\360\n\000\t\r\210J\220i\230q\330\004\010\210\005\210U\220!\2201\360\014\000\r\024\220:\230X\240Q\240a\330\010\020\220\003\2201\220D\230\004\230B\230a\330\010\r\210Q\210j\230\004\230A\330\004\014\210G\2201";
static const char __pyx_k_ATTU_1_U_1_z_T_r_j_at1_L_E_aq_6[] = "\200\001\330AT\320TU\360\024\000\005\022\220\021\330\004\010\210\n\220)\2301\330\004\010\210\005\210U\220!\2201\330\010\017\210z\230\030\240\021\240!\330\010\r\210T\220\036\230r\240\021\330\010\026\220j\240\016\250a\250t\2601\330\010\014\210L\230\001\230\021\330\010\014\210E\220\025\220a\220q\330\014\024\320\024&\320&6\260a\260}\300A\330\014\026\220g\230Z\240x\250q\260\006\260a\330\004\013\2101";
static const char __pyx_k_A_6_A_uCq_q_q_5_1_4t1A_Q_4t1A_Q[] = "\200A\330\010\013\2106\220\023\220A\330\014\017\210u\220C\220q\330\020\027\220q\340\020\027\220q\340\010\013\2105\220\003\2201\330\014\023\2204\220t\2301\230A\330\r\022\220#\220Q\330\014\023\2204\220t\2301\230A\330\r\022\220#\220Q\330\014\023\2205\230\004\230D\240\001\240\021\330\r\022\220#\220Q\330\014\023\2204\220t\2301\230A";
static const char __pyx_k_A_Qd_q_z_m1_iq_B_at_Y_bbc_q_M_z[] = "\200A\330\010\013\210:\220Q\220d\230-\240q\330\014\017\210z\230\021\230$\230m\2501\330\020\024\320\024)\250\021\340\020\026\220i\230q\330\024B\300$\300a\300t\310>\320Y]\320]^\320^b\320bc\330\r\027\220q\230\004\230M\250\021\330\014\017\210z\230\021\230$\230m\2501\330\020\024\320\024)\250\021\340\020\026\220i\230q\330\024B\300$\300a\300t\310>\320Y]\320]^\320^b\320bc\340\014\022\220)\2301\330\020>\270d\300!\3004\300~\320UY\320YZ\320Z^\320^_";
static const char __pyx_k_Cannot_handle_objects_of_type_s[] = "Cannot handle objects of type %s";
static const char __pyx_k_FFYYZ_N_N_N_IQ_IQ_a_a_M_a_A_F_A[] = "\320\004F\320FY\320YZ\330 :\270!\330\010\014\210N\230!\330\010\014\210N\230!\330\010\014\210N\230!\330\010\014\210I\220Q\340\010\014\210I\220Q\330\010\014\320\014\036\230a\330\010\014\320\014\036\230a\340\010\014\210M\230\021\330\010\014\320\014\036\230a\340\010\014\320\014!\240\021\330\010\014\320\014$\240A\330\010\014\210F\220!\320\023$\240A";
static const char __pyx_k_OOffg1J_q_q_1A_U_1_a_1_at7_b_4q[] = "\320\000\"\320\"O\320Of\320fg\3301J\310!\360\022\000\005\020\210q\330\004\017\210q\330\004\010\210\001\330\004\010\210\013\2201\220A\330\004\010\210\005\210U\220!\2201\330\010\017\210{\230/\250\021\250,\260a\330\010\013\2101\330\014\020\220\n\230$\230a\230t\2407\250,\260b\270\010\300\003\3004\300q\310\004\310G\320S_\320_a\320ab\340\014\020\220\n\230$\230g\240[\260\002\260(\270#\270T\300\027\310\013\320SU\320UV\330\004\017\210q\220\001\340\004\010\210\005\210U\220!\2202\220R\220t\2304\230q\330\010\017\210{\230/\250\021\250,\260a\330\010\013\210:\220[\240\001\330\014\024\220L\240\004\240H\250A\330\014\017\210u\220C\220q\330\020\021\330\014\024\220L\240\004\240H\250A\330\014\017\210u\220C\220q\330\020\021\330\r\027\220{\240!\330\014\024\320\024&\240d\250(\260'\270\021\330\014\017\210u\220C\220q\330\020\021\330\014\024\320\024&\240d\250(\260'\270\021\330\014\017\210u\220C\220q\330\020\021\330\010\r\210T\220\021\220!\330\010\r\210T\220\021\220!\330\010\r\210T\220\021\330\004\013\2101";
static const char __pyx_k_Q_G1_Q_t4r_T_G1_Q_t4r_T_S_1_Rxr[] = "\200\001\330\\]\360\034\000\t\016\210Q\330\010\014\210G\2201\330\014\023\220:\230Q\330\014\017\210t\2204\220r\230\021\330\020\025\220T\230\021\330\010\014\210G\2201\330\014\023\220:\230Q\330\014\017\210t\2204\220r\230\021\330\020\025\220T\230\021\360\030\000\005\016\210S\220\003\2201\330\004\n\210#\210R\210x\220r\230\021\330\004\014\210E\220\021\220%\220q\330\004\014\210E\220\021\220%\220q\360\006\000\t\r\210C\210q\220\001\360\006\000\005\t\210\005\210U\220!\2201\360\010\000\r\024\220:\230Q\230a\360\006\000\t\021\220\003\2201\220D\230\004\230B\230a\330\010\r\210Q\210j\230\004\230A\360\006\000\t\r\210C\210q\220\001\360\006\000\005\t\210\005\210U\220!\2201\360\010\000\r\024\220:\230Q\230a\360\006\000\t\021\220\003\2201\220D\230\004\230B\230a\330\010\r\210Q\210j\230\004\230A\330\004\014\210G\2201";
static const char __pyx_k_Q_z_IS_T_z_IS_U_S_1_Rxr_E_q_E_q[] = "\200\001\330\\]\360:\000\t\016\210Q\330\010\017\210z\230\030\240\021\240*\250I\260S\270\002\270!\330\010\r\210T\220\021\330\010\017\210z\230\030\240\021\240*\250I\260S\270\002\270!\330\010\020\220\001\220\024\220U\230!\330\004\r\210S\220\003\2201\330\004\n\210#\210R\210x\220r\230\021\330\004\014\210E\220\021\220%\220q\330\004\014\210E\220\021\220%\220q\360\n\000\t\r\210J\220i\230q\330\004\010\210\005\210U\220!\2201\360\014\000\r\024\220:\230X\240Q\240a\330\010\020\220\003\2201\220D\230\004\230B\230a\330\010\r\210Q\210j\230\004\230A\360\n\000\t\r\210J\220i\230q\330\004\010\210\005\210U\220!\2201\360\014\000\r\024\220:\230X\240Q\240a\330\010\020\220\003\2201\220D\230\004\230B\230a\330\010\r\210Q\210j\230\004\230A\330\004\014\210G\2201";
static const char __pyx_k_Q_z_xq_3b_T_z_xq_3b_U_S_1_Rxr_E[] = "\200\001\330\\]\360\020\000\t\016\210Q\330\010\017\210z\230\026\230x\240q\250\n\260)\2703\270b\300\001\330\010\r\210T\220\021\330\010\017\210z\230\026\230x\240q\250\n\260)\2703\270b\300\001\330\010\020\220\001\220\024\220U\230!\360,\000\005\016\210S\220\003\2201\330\004\n\210#\210R\210x\220r\230\021\330\004\014\210E\220\021\220%\220q\330\004\014\210E\220\021\220%\220q\360\n\000\t\r\210J\220i\230q\330\004\010\210\005\210U\220!\2201\340\014\023\220:\230V\2408\2501\250A\360\n\000\t\021\220\003\2201\220D\230\004\230B\230a\330\010\r\210Q\210j\230\004\230A\360\n\000\t\r\210J\220i\230q\330\004\010\210\005\210U\220!\2201\340\014\023\220:\230V\2408\2501\250A\360\n\000\t\021\220\003\2201\220D\230\004\230B\230a\330\010\r\210Q\210j\230\004\230A\330\004\014\210G\2201";
static const char __pyx_k_Qd_PP_lly_z_E_E_F_F_J_J_V_V_d_d[] = "\200\001\330\004\020\320\020\"\240+\250Q\250d\260,\320>P\320P[\320[\\\320\\`\320`l\320ly\360\000\000z\001E\002\360\000\000E\002F\002\360\000\000F\002J\002\360\000\000J\002V\002\360\000\000V\002d\002\360\000\000d\002o\002\360\000\000o\002p\002\360\000\000p\002t\002\360\000\000t\002@\003\360\000\000@\003N\003\360\000\000N\003Y\003\360\000\000Y\003Z\003\360\000\000Z\003^\003\360\000\000^\003j\003\360\000\000j\003x\003\360\000\000x\003C\004\360\000\000C\004D\004\360\000\000D\004H\004\360\000\000H\004T\004\360\000\000T\004a\004\360\000\000a\004l\004\360\000\000l\004m\004\360\000\000m\004q\004\360\000\000q\004}\004\360\000\000}\004F\005\360\000\000F\005Q\005\360\000\000Q\005R\005\360\000\000R\005V\005\360\000\000V\005b\005\360\000\000b\005k\005\360\000\000k\005v\005\360\000\000v\005w\005\360\000\000w\005{\005\360\000\000{\005G\006\360\000\000G\006Y\006\360\000\000Y\006d\006\360\000\000d\006e\006\360\000\000e\006f\006\330\004\007\200s\210!\210=\230\002\230#\230T\240\027\250\001\250\036\260q\330\010\024\220I\230W\240A\240[\260\001\260\021";
static const char __pyx_k_T_7t_t_X_iimmzz_K_K_O_O_W_W_c_c[] = "\200\001\360\010\000\005\016\210T\320\021\"\240$\320&7\260t\270<\300t\310=\320X\\\320\\i\320im\320mz\320z~\360\000\000\001K\002\360\000\000K\002O\002\360\000\000O\002W\002\360\000\000W\002[\002\360\000\000[\002c\002\360\000\000c\002g\002\360\000\000g\002h\002\330\004\014\210G\2201\220F\230,\240a\330\004\007\200v\210W\220A\330\010\022\220!\330\010\027\220q\340\010\027\220t\230<\240w\250e\2603\260d\270,\300g\310U\320RU\320UY\320Ye\320el\320lm\330\004\007\200q\330\010\017\320\0172\260$\260a\260w\270k\310\027\320PQ\340\010\017\320\0172\260$\260a\260w\270k\310\021";
static const char __pyx_k_T_it1_G1F_a_vWA_q_t87_s_hgQ_q_a[] = "\200\001\360\010\000\005\016\210T\220\031\230$\230i\240t\2501\330\004\014\210G\2201\220F\230,\240a\330\004\007\200v\210W\220A\330\010\022\220!\330\010\027\220q\340\010\027\220t\2308\2407\250%\250s\260$\260h\270g\300Q\330\004\007\200q\330\010\017\320\017*\250$\250a\250w\260k\300\027\310\001\340\010\017\320\017*\250$\250a\250w\260k\300\021";
static const char __pyx_k_convolve_deconvoluted_peak_sets[] = "convolve_deconvoluted_peak_sets";
static const char __pyx_k_grrsB_Q_G1_Q_t4r_T_G1_Q_t4r_T_S[] = "\200\001\340gr\320rs\360B\001\000\005\013\210!\330\004\n\210!\330\004\010\210\001\330\004\010\210\001\330\004\010\210\001\360\006\000\005\n\210\021\360\016\000\t\016\210Q\330\010\014\210G\2201\330\014\023\220:\230Q\330\014\017\210t\2204\220r\230\021\330\020\025\220T\230\021\330\010\014\210G\2201\330\014\023\220:\230Q\330\014\017\210t\2204\220r\230\021\330\020\025\220T\230\021\360\032\000\005\016\210S\220\003\2201\330\004\010\210\010\220\003\2202\220X\230R\230q\330\004\014\210I\220V\2301\230B\230b\240\001\330\004\014\210I\220V\2301\230B\230b\240\001\330\004\007\200v\210S\220\005\220S\230\006\230c\240\021\330\010\013\2106\220\023\220A\330\014\020\220\001\220\021\330\010\013\2106\220\023\220A\330\014\020\220\001\220\021\330\010\027\220q\230\r\240Q\330\010\020\220\001\330\004\010\210\005\210U\220!\2201\330\010\r\210Q\210e\2205\230\001\230\025\230a\360\010\000\t\023\220$\220a\220q\330\010\024\220C\220q\230\001\360\n\000\t\023\220$\220a\220q\330\010\024\220C\220q\230\001\360\n\000\t\023\320\022\"\240!\2401\330\010\022\320\022\"\240!\2401\360\010\000\n\013\340\010\014\210E\220\025\220a\220q\330\014\025\220W\230A\230Q\330\014\024\220C\220r\230\032\2407\250$\250b\260\001\330\014\021\220\021\220+\230Z\240w\250a\340\010\014\210E\220\025\220a\220q\330\014\025\220W\230A\230Q\330\014\024\220C\220r\230\032\2407\250$\250b\260\001\330\014\021\220\021\220+\230Z\240w\250a\360\006\000\t\r\210A\330\014\027\220q\320\030:\270!\330\014\020\220\005\220Q\220a\330\014\020\220\005\220Q\220a\330\014\023\2202\220R\220q\330\014\023\2202\220R\220q\330\014\021\220\022\2202\220Q\340\010\014\210A\210Q\330\010\014\210A\210Q\330\010\017\210t\2201\220E\230\022\2304\230q\240\001\330\010\013\2105\220\003\2201\330\014\023\2201\330\010\017\210r\220\022\2201";
static const char __pyx_k_grrsB_z_IS_T_z_IS_U_S_1_2XRq_IV[] = "\200\001\340gr\320rs\360B\001\000\005\013\210!\330\004\n\210!\330\004\010\210\001\330\004\010\210\001\330\004\010\210\001\360\006\000\005\n\210\021\360\"\000\t\020\210z\230\030\240\021\240*\250I\260S\270\002\270!\330\010\r\210T\220\021\330\010\017\210z\230\030\240\021\240*\250I\260S\270\002\270!\330\010\020\220\001\220\024\220U\230!\360\020\000\005\016\210S\220\003\2201\330\004\010\210\010\220\003\2202\220X\230R\230q\330\004\014\210I\220V\2301\230B\230b\240\001\330\004\014\210I\220V\2301\230B\230b\240\001\330\004\007\200v\210S\220\005\220S\230\006\230c\240\021\330\010\013\2106\220\023\220A\330\014\020\220\001\220\021\330\010\013\2106\220\023\220A\330\014\020\220\001\220\021\330\010\027\220q\230\r\240Q\330\010\020\220\001\330\004\010\210\005\210U\220!\2201\330\010\r\210Q\210e\2205\230\001\230\025\230a\360\016\000\t\025\220J\230i\240q\360\014\000\t\025\220J\230i\240q\360\014\000\t\023\320\022\"\240!\2401\330\010\022\320\022\"\240!\2401\330\t\n\340\010\014\210E\220\025\220a\220q\330\014\025\220W\230A\230Q\330\014\024\220C\220r\230\032\2407\250$\250b\260\001\330\014\021\220\021\220+\230Z\240w\250a\340\010\014\210E\220\025\220a\220q\330\014\025\220W\230A\230Q\330\014\024\220C\220r\230\032\2407\250$\250b\260\001\330\014\021\220\021\220+\230Z\240w\250a\360\006\000\t\r\210A\330\014\027\220q\320\030:\270!\330\014\020\220\005\220Q\220a\330\014\020\220\005\220Q\220a\330\014\023\2202\220R\220q\330\014\023\2202\220R\220q\330\014\021\220\022\2202\220Q\340\010\014\210A\210Q\330\010\014\210A\210Q\330\010\017\210t\2201\220E\230\022\2304\230q\240\001\330\010\013\2105\220\003\2201\330\014\023\2201\330\010\017\210r\220\022\2201";
static const char __pyx_k_grrsB_z_Rq_T_z_Rq_U_S_1_2XRq_IV[] = "\200\001\340gr\320rs\360B\001\000\005\013\210!\330\004\n\210!\330\004\010\210\001\330\004\010\210\001\330\004\010\210\001\360\006\000\005\n\210\021\360,\000\t\020\210z\230\034\240R\240q\330\010\r\210T\220\021\330\010\017\210z\230\034\240R\240q\330\010\020\220\001\220\024\220U\230!\360\006\000\005\016\210S\220\003\2201\330\004\010\210\010\220\003\2202\220X\230R\230q\330\004\014\210I\220V\2301\230B\230b\240\001\330\004\014\210I\220V\2301\230B\230b\240\001\330\004\007\200v\210S\220\005\220S\230\006\230c\240\021\330\010\013\2106\220\023\220A\330\014\020\220\001\220\021\330\010\013\2106\220\023\220A\330\014\020\220\001\220\021\330\010\027\220q\230\r\240Q\330\010\020\220\001\330\004\010\210\005\210U\220!\2201\330\010\r\210Q\210e\2205\230\001\230\025\230a\360\016\000\t\025\220J\230i\240q\360\014\000\t\025\220J\230i\240q\360\014\000\t\023\320\022\"\240!\2401\330\010\022\320\022\"\240!\2401\330\t\n\340\010\014\210E\220\025\220a\220q\330\014\025\220W\230A\230Q\330\014\024\220C\220r\230\032\2407\250$\250b\260\001\330\014\021\220\021\220+\230Z\240w\250a\340\010\014\210E\220\025\220a\220q\330\014\025\220W\230A\230Q\330\014\024\220C\220r\230\032\2407\250$\250b\260\001\330\014\021\220\021\220+\230Z\240w\250a\360\006\000\t\r\210A\330\014\027\220q\320\030:\270!\330\014\020\220\005\220Q\220a\330\014\020\220\005\220Q\220a\330\014\023\2202\220R\220q\330\014\023\2202\220R\220q\330\014\021\220\022\2202\220Q\340\010\014\210A\210Q\330\010\014\210A\210Q\330\010\017\210t\2201\220E\230\022\2304\230q\240\001\330\010\013\2105\220\003\2201\330\014\023\2201\330\010\017\210r\220\022\2201";
static const char __pyx_k_grrsB_z_xq_3b_T_z_xq_3b_U_S_1_2[] = "\200\001\340gr\320rs\360B\001\000\005\013\210!\330\004\n\210!\330\004\010\210\001\330\004\010\210\001\330\004\010\210\001\360\006\000\005\n\210\021\340\010\017\210z\230\026\230x\240q\250\n\260)\2703\270b\300\001\330\010\r\210T\220\021\330\010\017\210z\230\026\230x\240q\250\n\260)\2703\270b\300\001\330\010\020\220\001\220\024\220U\230!\360.\000\005\016\210S\220\003\2201\330\004\010\210\010\220\003\2202\220X\230R\230q\330\004\014\210I\220V\2301\230B\230b\240\001\330\004\014\210I\220V\2301\230B\230b\240\001\330\004\007\200v\210S\220\005\220S\230\006\230c\240\021\330\010\013\2106\220\023\220A\330\014\020\220\001\220\021\330\010\013\2106\220\023\220A\330\014\020\220\001\220\021\330\010\027\220q\230\r\240Q\330\010\020\220\001\330\004\010\210\005\210U\220!\2201\330\010\r\210Q\210e\2205\230\001\230\025\230a\360\016\000\t\025\220J\230i\240q\360\014\000\t\025\220J\230i\240q\360\014\000\t\023\320\022\"\240!\2401\330\010\022\320\022\"\240!\2401\330\t\n\340\010\014\210E\220\025\220a\220q\330\014\025\220W\230A\230Q\330\014\024\220C\220r\230\032\2407\250$\250b\260\001\330\014\021\220\021\220+\230Z\240w\250a\340\010\014\210E\220\025\220a\220q\330\014\025\220W\230A\230Q\330\014\024\220C\220r\230\032\2407\250$\250b\260\001\330\014\021\220\021\220+\230Z\240w\250a\360\006\000\t\r\210A\330\014\027\220q\320\030:\270!\330\014\020\220\005\220Q\220a\330\014\020\220\005\220Q\220a\330\014\023\2202\220R\220q\330\014\023\2202\220R\220q\330\014\021\220\022\2202\220Q\340\010\014\210A\210Q\330\010\014\210A\210Q\330\010\017\210t\2201\220E\230\022\2304\230q\240\001\330\010\013\2105\220\003\2201\330\014\023\2201\330\010\017\210r\220\022\2201";
static const char __pyx_k_oop_1_U_1_z_T_Rq_j_at1_L_E_aq_L[] = "\320\000\\\320\\o\320op\360\024\000\005\022\220\021\330\004\010\210\n\220)\2301\330\004\010\210\005\210U\220!\2201\330\010\031\230\021\330\010\017\210z\230\030\240\021\240!\330\010\r\210T\220\024\220R\220q\330\010\026\220j\240\016\250a\250t\2601\330\010\014\210L\230\001\230\021\330\010\014\210E\220\025\220a\220q\330\014\024\220L\320 0\260\001\260\035\270a\330\014\026\220g\230Z\240x\250q\260\006\260a\330\004\013\2101";
static const char __pyx_k_self___class_____name___self_pe[] = "{self.__class__.__name__}({self.peak_a}, {self.peak_b}, {self.score})";
static const char __pyx_k_wwx_a_a_A_E_q_q_Qa_Qa_2Rq_2Rq_2[] = "\200\001\340!w\320wx\360\010\000\n\013\330\010\016\210a\330\010\016\210a\330\010\014\210A\330\010\014\210E\220\026\220q\230\001\330\014\027\220q\230\001\330\014\020\220\005\220Q\220a\330\014\020\220\005\220Q\220a\330\014\023\2202\220R\220q\330\014\023\2202\220R\220q\330\014\021\220\022\2202\220Q\330\010\013\2101\330\014\023\2204\220q\230\005\230R\230t\2401\240A\330\014\017\210u\220C\220q\330\020\027\220q\330\014\023\2202\220R\220q\330\010\017\210q";
static const char __pyx_k_A_Q_4_Q_y_A_U_1_HHARq_1_AQ_j_1_a[] = "\200A\360\020\000\t\032\230\024\230Q\330\010\013\2104\210{\230+\240Q\330\014\027\220y\240\004\240A\330\014\020\220\010\230\t\240\021\330\014\031\230\021\330\014\020\220\005\220U\230!\2301\330\020\034\230H\240H\250A\250R\250q\330\020\023\2201\330\024 \240\004\240A\240Q\330\020\036\230j\250\003\2501\330\014\020\320\020\"\240$\240a\240q\330\014\027\220y\240\004\240A\330\014\020\220\010\230\t\240\021\330\014\031\230\021\330\014\020\220\005\220U\230!\2301\330\020\034\230H\240H\250A\250R\250q\330\020\023\2201\330\024 \240\004\240A\240Q\330\020\036\230j\250\003\2501\330\014\020\320\020\"\240$\240a\240q\330\r\021\220\033\230K\240q\330\014\030\320\030-\250T\260\021\330\014\020\220\t\230\031\240!\330\014\031\230\021\330\014\020\220\005\220U\230!\2301\330\020\034\230I\240X\250Q\250b\260\001\330\020\023\2201\330\024 \240\004\240A\240Q\330\020\036\230j\250\003\2501\330\014\020\320\020\"\240$\240a\240q\330\014\030\320\030-\250T\260\021\330\014\020\220\t\230\031\240!\330\014\031\230\021\330\014\020\220\005\220U\230!\2301\330\020\034\230I\240X\250Q\250b\260\001\330\020\023\2201\330\024 \240\004\240A\240Q\330\020\036\230j\250\003\2501\330\014\020\320\020\"\240$\240a\240q";
static const char __pyx_k_Function_call_with_ambiguous_arg[] = "Function call with ambiguous argument types";
static const char __pyx_k_Incompatible_checksums_0x_x_vs_0[] = "Incompatible checksums (0x%x vs (0x429ecd1, 0x7e0f493, 0x797b24e) = (peak_a, peak_b, score))";
static const char __pyx_k_Note_that_Cython_is_deliberately[] = "Note that Cython is deliberately stricter than PEP-484 and rejects subclasses of builtin types. If you need to pass subclasses then set the 'annotation_typing' directive to False.";
static const char __pyx_k_SpectrumAlignment___reduce_cytho[] = "SpectrumAlignment.__reduce_cython__";
static const char __pyx_k_SpectrumAlignment___setstate_cyt[] = "SpectrumAlignment.__setstate_cython__";
static const char __pyx_k_SpectrumAlignment__calculate_sco[] = "SpectrumAlignment._calculate_score";
static const char __pyx_k_SpectrumAlignment__determine_pea[] = "SpectrumAlignment._determine_peak_type";
static const char __pyx_k_SpectrumAlignment_calculate_norm[] = "SpectrumAlignment.calculate_normalization";
static const char __pyx_k_convolve_peak_sets2_deconvoluted[] = "convolve_peak_sets2_deconvoluted";
static const char __pyx_k_ms_deisotope__c_similarity_metho[] = "ms_deisotope._c.similarity_methods";
static const char __pyx_k_numpy__core_multiarray_failed_to[] = "numpy._core.multiarray failed to import";
static const char __pyx_k_numpy__core_umath_failed_to_impo[] = "numpy._core.umath failed to import";
static const char __pyx_k_pyx_unpickle_SpectrumAlignment_2[] = "__pyx_unpickle_SpectrumAlignment__set_state";
static const char __pyx_k_src_ms_deisotope__c_similarity_m[] = "src/ms_deisotope/_c/similarity_methods.pyx";
static const char __pyx_k_Incompatible_checksums_0x_x_vs_0_2[] = "Incompatible checksums (0x%x vs (0xf571677, 0x184e107, 0x158795d) = (norm_aa_cosine, norm_bb_cosine, normalize, peak_pairs, peak_set_a, peak_set_b, peak_type, score, shift, sqrt_transform))";
/* #### Code section: decls ### */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch___init__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, PyObject *__pyx_v_peak_a, PyObject *__pyx_v_peak_b, PyObject *__pyx_v_score); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_2_lt(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_other); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_4_gt(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_other); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6_eq(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_other); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_8__richcmp__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_other, int __pyx_v_code); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_10__getitem__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
static Py_ssize_t __pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_12__len__(CYTHON_UNUSED struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_14__repr__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_a___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_a_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_a_4__del__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_b___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_b_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_b_4__del__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_5score___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_5score_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_16__reduce_cython__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_18__setstate_cython__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *__pyx_v_self, PyObject *__pyx_v___pyx_state); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_signatures, PyObject *__pyx_v_args, PyObject *__pyx_v_kwargs, CYTHON_UNUSED PyObject *__pyx_v_defaults, PyObject *__pyx_v__fused_sigindex_ref); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_12__pyx_fuse_0peak_set_similarity(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *__pyx_v_peak_set_a, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *__pyx_v_peak_set_b, int __pyx_v_precision); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_14__pyx_fuse_1peak_set_similarity(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_v_peak_set_a, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_v_peak_set_b, int __pyx_v_precision); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_16__pyx_fuse_2peak_set_similarity(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_v_peak_set_a, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_v_peak_set_b, int __pyx_v_precision); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_18__pyx_fuse_3peak_set_similarity(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_peak_set_a, PyObject *__pyx_v_peak_set_b, int __pyx_v_precision); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_2bin_peaks(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_signatures, PyObject *__pyx_v_args, PyObject *__pyx_v_kwargs, CYTHON_UNUSED PyObject *__pyx_v_defaults, PyObject *__pyx_v__fused_sigindex_ref); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_22__pyx_fuse_0bin_peaks(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *__pyx_v_peak_set_a, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *__pyx_v_peak_set_b, int __pyx_v_precision); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_24__pyx_fuse_1bin_peaks(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_v_peak_set_a, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_v_peak_set_b, int __pyx_v_precision); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_26__pyx_fuse_2bin_peaks(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_v_peak_set_a, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_v_peak_set_b, int __pyx_v_precision); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_28__pyx_fuse_3bin_peaks(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_peak_set_a, PyObject *__pyx_v_peak_set_b, int __pyx_v_precision); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment___init__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v_peak_set_a, PyObject *__pyx_v_peak_set_b, double __pyx_v_error_tolerance, double __pyx_v_shift, int __pyx_v_normalize, int __pyx_v_sqrt_transform); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_2calculate_normalization(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_4_determine_peak_type(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_6align(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, double __pyx_v_error_tolerance, double __pyx_v_shift); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_8_calculate_score(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_pairs___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_pairs_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_pairs_4__del__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_5shift___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_5shift_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_5score___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_5score_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_a___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_a_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_a_4__del__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_b___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_b_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_b_4__del__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_9peak_type___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_9peak_type_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_14norm_aa_cosine___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_14norm_aa_cosine_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_14norm_bb_cosine___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_14norm_bb_cosine_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_9normalize___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_9normalize_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_14sqrt_transform___get__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static int __pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_14sqrt_transform_2__set__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10__reduce_cython__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_12__setstate_cython__(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *__pyx_v_self, PyObject *__pyx_v___pyx_state); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_4convolved_dot_product(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_peak_pairs, enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType __pyx_v_peak_type, double __pyx_v_norm_a, double __pyx_v_norm_b, int __pyx_v_sqrt_transform); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_6ppm_peak_set_similarity(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_signatures, PyObject *__pyx_v_args, PyObject *__pyx_v_kwargs, CYTHON_UNUSED PyObject *__pyx_v_defaults, PyObject *__pyx_v__fused_sigindex_ref); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_34__pyx_fuse_0ppm_peak_set_similarity(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *__pyx_v_peak_set_a, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *__pyx_v_peak_set_b, double __pyx_v_error_tolerance); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_36__pyx_fuse_1ppm_peak_set_similarity(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_v_peak_set_a, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_v_peak_set_b, double __pyx_v_error_tolerance); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_38__pyx_fuse_2ppm_peak_set_similarity(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_v_peak_set_a, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_v_peak_set_b, double __pyx_v_error_tolerance); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_40__pyx_fuse_3ppm_peak_set_similarity(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_peak_set_a, PyObject *__pyx_v_peak_set_b, double __pyx_v_error_tolerance); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_8align_peaks(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_signatures, PyObject *__pyx_v_args, PyObject *__pyx_v_kwargs, CYTHON_UNUSED PyObject *__pyx_v_defaults, PyObject *__pyx_v__fused_sigindex_ref); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_44__pyx_fuse_0align_peaks(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *__pyx_v_peak_set_a, struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *__pyx_v_peak_set_b, double __pyx_v_error_tolerance, double __pyx_v_shift, int __pyx_v_normalize); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_46__pyx_fuse_1align_peaks(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_v_peak_set_a, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_v_peak_set_b, double __pyx_v_error_tolerance, double __pyx_v_shift, int __pyx_v_normalize); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_48__pyx_fuse_2align_peaks(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_v_peak_set_a, struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_v_peak_set_b, double __pyx_v_error_tolerance, double __pyx_v_shift, int __pyx_v_normalize); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_50__pyx_fuse_3align_peaks(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_peak_set_a, PyObject *__pyx_v_peak_set_b, double __pyx_v_error_tolerance, double __pyx_v_shift, int __pyx_v_normalize); /* proto */
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_10__pyx_unpickle_PeakMatch(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_12ms_deisotope_2_c_18similarity_methods_32__pyx_unpickle_SpectrumAlignment(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v___pyx_type, long __pyx_v___pyx_checksum, PyObject *__pyx_v___pyx_state); /* proto */
static PyObject *__pyx_tp_new_12ms_deisotope_2_c_18similarity_methods_PeakMatch(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_12ms_deisotope_2_c_18similarity_methods___pyx_defaults(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
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#define __pyx_n_u_DeconvolutedPeakSet __pyx_string_tab[3]
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#define __pyx_kp_u_Incompatible_checksums_0x_x_vs_0_2 __pyx_string_tab[9]
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#define __pyx_n_u_convolve_peak_sets2_fitted __pyx_string_tab[58]
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#define __pyx_n_u_dot_product __pyx_string_tab[68]
#define __pyx_kp_u_enable __pyx_string_tab[69]
#define __pyx_n_u_enum __pyx_string_tab[70]
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#define __pyx_n_u_make_fast_array __pyx_string_tab[92]
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#define __pyx_n_u_peak_set_b __pyx_string_tab[119]
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#define __pyx_n_u_pyx_PickleError __pyx_string_tab[126]
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#define __pyx_n_u_pyx_fuse_0align_peaks __pyx_string_tab[128]
#define __pyx_n_u_pyx_fuse_0bin_peaks __pyx_string_tab[129]
#define __pyx_n_u_pyx_fuse_0peak_set_similarity __pyx_string_tab[130]
#define __pyx_n_u_pyx_fuse_0ppm_peak_set_similar __pyx_string_tab[131]
#define __pyx_n_u_pyx_fuse_1align_peaks __pyx_string_tab[132]
#define __pyx_n_u_pyx_fuse_1bin_peaks __pyx_string_tab[133]
#define __pyx_n_u_pyx_fuse_1peak_set_similarity __pyx_string_tab[134]
#define __pyx_n_u_pyx_fuse_1ppm_peak_set_similar __pyx_string_tab[135]
#define __pyx_n_u_pyx_fuse_2align_peaks __pyx_string_tab[136]
#define __pyx_n_u_pyx_fuse_2bin_peaks __pyx_string_tab[137]
#define __pyx_n_u_pyx_fuse_2peak_set_similarity __pyx_string_tab[138]
#define __pyx_n_u_pyx_fuse_2ppm_peak_set_similar __pyx_string_tab[139]
#define __pyx_n_u_pyx_fuse_3align_peaks __pyx_string_tab[140]
#define __pyx_n_u_pyx_fuse_3bin_peaks __pyx_string_tab[141]
#define __pyx_n_u_pyx_fuse_3peak_set_similarity __pyx_string_tab[142]
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#define __pyx_n_u_signatures __pyx_string_tab[167]
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#define __pyx_n_u_test __pyx_string_tab[176]
#define __pyx_n_u_update __pyx_string_tab[177]
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#line 297 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = ((PyObject *)__pyx_t_1);

#line 297 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":295
 *         # Use fields/names with care as they may be NULL.  You must check
 *         # for this using PyDataType_HASFIELDS.
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline object fields(self):
 *             return <object>PyDataType_FIELDS(self)
*/

#line 295 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 295 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 295 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 295 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_XGIVEREF(__pyx_r);

#line 295 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_RefNannyFinishContext();

#line 295 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 295 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":299
 *             return <object>PyDataType_FIELDS(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline tuple names(self):
 *             return <tuple>PyDataType_NAMES(self)
*/

#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr *__pyx_v_self) {

#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  PyObject *__pyx_r = NULL;

#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_RefNannyDeclarations

#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  PyObject *__pyx_t_1;

#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_RefNannySetupContext("names", 0);

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":301
 *         @property
 *         cdef inline tuple names(self):
 *             return <tuple>PyDataType_NAMES(self)             # <<<<<<<<<<<<<<
 * 
 *         # Use PyDataType_HASSUBARRAY to test whether this field is
*/

#line 301 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_XDECREF(__pyx_r);

#line 301 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_t_1 = PyDataType_NAMES(__pyx_v_self);

#line 301 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_INCREF(((PyObject*)__pyx_t_1));

#line 301 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = ((PyObject*)__pyx_t_1);

#line 301 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":299
 *             return <object>PyDataType_FIELDS(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline tuple names(self):
 *             return <tuple>PyDataType_NAMES(self)
*/

#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_XGIVEREF(__pyx_r);

#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_RefNannyFinishContext();

#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 299 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":306
 *         # valid (the pointer can be NULL). Most users should access
 *         # this field via the inline helper method PyDataType_SHAPE.
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil:
 *             return PyDataType_SUBARRAY(self)
*/

#line 306 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 306 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarray(PyArray_Descr *__pyx_v_self) {

#line 306 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  PyArray_ArrayDescr *__pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":308
 *         @property
 *         cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil:
 *             return PyDataType_SUBARRAY(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 308 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyDataType_SUBARRAY(__pyx_v_self);

#line 308 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":306
 *         # valid (the pointer can be NULL). Most users should access
 *         # this field via the inline helper method PyDataType_SHAPE.
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil:
 *             return PyDataType_SUBARRAY(self)
*/

#line 306 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 306 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 306 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 306 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 306 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":310
 *             return PyDataType_SUBARRAY(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_uint64 flags(self) noexcept nogil:
 *             """The data types flags."""
*/

#line 310 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 310 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr *__pyx_v_self) {

#line 310 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  npy_uint64 __pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":313
 *         cdef inline npy_uint64 flags(self) noexcept nogil:
 *             """The data types flags."""
 *             return PyDataType_FLAGS(self)             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 313 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyDataType_FLAGS(__pyx_v_self);

#line 313 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":310
 *             return PyDataType_SUBARRAY(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_uint64 flags(self) noexcept nogil:
 *             """The data types flags."""
*/

#line 310 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 310 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 310 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 310 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 310 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":322
 *     ctypedef class numpy.broadcast [object PyArrayMultiIterObject, check_size ignore]:
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline int numiter(self) noexcept nogil:
 *             """The number of arrays that need to be broadcast to the same shape."""
*/

#line 322 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 322 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMultiIterObject *__pyx_v_self) {

#line 322 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  int __pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":325
 *         cdef inline int numiter(self) noexcept nogil:
 *             """The number of arrays that need to be broadcast to the same shape."""
 *             return PyArray_MultiIter_NUMITER(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 325 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyArray_MultiIter_NUMITER(__pyx_v_self);

#line 325 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":322
 *     ctypedef class numpy.broadcast [object PyArrayMultiIterObject, check_size ignore]:
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline int numiter(self) noexcept nogil:
 *             """The number of arrays that need to be broadcast to the same shape."""
*/

#line 322 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 322 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 322 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 322 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 322 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":327
 *             return PyArray_MultiIter_NUMITER(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp size(self) noexcept nogil:
 *             """The total broadcasted size."""
*/

#line 327 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 327 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiIterObject *__pyx_v_self) {

#line 327 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  npy_intp __pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":330
 *         cdef inline npy_intp size(self) noexcept nogil:
 *             """The total broadcasted size."""
 *             return PyArray_MultiIter_SIZE(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 330 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyArray_MultiIter_SIZE(__pyx_v_self);

#line 330 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":327
 *             return PyArray_MultiIter_NUMITER(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp size(self) noexcept nogil:
 *             """The total broadcasted size."""
*/

#line 327 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 327 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 327 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 327 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 327 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":332
 *             return PyArray_MultiIter_SIZE(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp index(self) noexcept nogil:
 *             """The current (1-d) index into the broadcasted result."""
*/

#line 332 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 332 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMultiIterObject *__pyx_v_self) {

#line 332 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  npy_intp __pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":335
 *         cdef inline npy_intp index(self) noexcept nogil:
 *             """The current (1-d) index into the broadcasted result."""
 *             return PyArray_MultiIter_INDEX(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 335 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyArray_MultiIter_INDEX(__pyx_v_self);

#line 335 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":332
 *             return PyArray_MultiIter_SIZE(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp index(self) noexcept nogil:
 *             """The current (1-d) index into the broadcasted result."""
*/

#line 332 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 332 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 332 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 332 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 332 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":337
 *             return PyArray_MultiIter_INDEX(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline int nd(self) noexcept nogil:
 *             """The number of dimensions in the broadcasted result."""
*/

#line 337 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 337 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject *__pyx_v_self) {

#line 337 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  int __pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":340
 *         cdef inline int nd(self) noexcept nogil:
 *             """The number of dimensions in the broadcasted result."""
 *             return PyArray_MultiIter_NDIM(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 340 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyArray_MultiIter_NDIM(__pyx_v_self);

#line 340 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":337
 *             return PyArray_MultiIter_INDEX(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline int nd(self) noexcept nogil:
 *             """The number of dimensions in the broadcasted result."""
*/

#line 337 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 337 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 337 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 337 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 337 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":342
 *             return PyArray_MultiIter_NDIM(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp* dimensions(self) noexcept nogil:
 *             """The shape of the broadcasted result."""
*/

#line 342 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 342 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions(PyArrayMultiIterObject *__pyx_v_self) {

#line 342 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  npy_intp *__pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":345
 *         cdef inline npy_intp* dimensions(self) noexcept nogil:
 *             """The shape of the broadcasted result."""
 *             return PyArray_MultiIter_DIMS(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 345 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyArray_MultiIter_DIMS(__pyx_v_self);

#line 345 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":342
 *             return PyArray_MultiIter_NDIM(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp* dimensions(self) noexcept nogil:
 *             """The shape of the broadcasted result."""
*/

#line 342 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 342 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 342 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 342 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 342 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":347
 *             return PyArray_MultiIter_DIMS(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline void** iters(self) noexcept nogil:
 *             """An array of iterator objects that holds the iterators for the arrays to be broadcast together.
*/

#line 347 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 347 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiIterObject *__pyx_v_self) {

#line 347 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  void **__pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":351
 *             """An array of iterator objects that holds the iterators for the arrays to be broadcast together.
 *             On return, the iterators are adjusted for broadcasting."""
 *             return PyArray_MultiIter_ITERS(self)             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 351 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyArray_MultiIter_ITERS(__pyx_v_self);

#line 351 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":347
 *             return PyArray_MultiIter_DIMS(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline void** iters(self) noexcept nogil:
 *             """An array of iterator objects that holds the iterators for the arrays to be broadcast together.
*/

#line 347 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 347 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 347 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 347 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 347 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":365
 *         # Instead, we use properties that map to the corresponding C-API functions.
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline PyObject* base(self) noexcept nogil:
 *             """Returns a borrowed reference to the object owning the data/memory.
*/

#line 365 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 365 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject *__pyx_v_self) {

#line 365 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  PyObject *__pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":369
 *             """Returns a borrowed reference to the object owning the data/memory.
 *             """
 *             return PyArray_BASE(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 369 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyArray_BASE(__pyx_v_self);

#line 369 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":365
 *         # Instead, we use properties that map to the corresponding C-API functions.
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline PyObject* base(self) noexcept nogil:
 *             """Returns a borrowed reference to the object owning the data/memory.
*/

#line 365 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 365 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 365 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 365 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 365 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":371
 *             return PyArray_BASE(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline dtype descr(self):
 *             """Returns an owned reference to the dtype of the array.
*/

#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArrayObject *__pyx_v_self) {

#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  PyArray_Descr *__pyx_r = NULL;

#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_RefNannyDeclarations

#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  PyArray_Descr *__pyx_t_1;

#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_RefNannySetupContext("descr", 0);

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":375
 *             """Returns an owned reference to the dtype of the array.
 *             """
 *             return <dtype>PyArray_DESCR(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 375 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_XDECREF((PyObject *)__pyx_r);

#line 375 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_t_1 = PyArray_DESCR(__pyx_v_self);

#line 375 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_INCREF((PyObject *)((PyArray_Descr *)__pyx_t_1));

#line 375 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = ((PyArray_Descr *)__pyx_t_1);

#line 375 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":371
 *             return PyArray_BASE(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline dtype descr(self):
 *             """Returns an owned reference to the dtype of the array.
*/

#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_XGIVEREF((PyObject *)__pyx_r);

#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __Pyx_RefNannyFinishContext();

#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 371 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":377
 *             return <dtype>PyArray_DESCR(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline int ndim(self) noexcept nogil:
 *             """Returns the number of dimensions in the array.
*/

#line 377 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 377 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx_v_self) {

#line 377 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  int __pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":381
 *             """Returns the number of dimensions in the array.
 *             """
 *             return PyArray_NDIM(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 381 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyArray_NDIM(__pyx_v_self);

#line 381 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":377
 *             return <dtype>PyArray_DESCR(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline int ndim(self) noexcept nogil:
 *             """Returns the number of dimensions in the array.
*/

#line 377 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 377 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 377 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 377 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 377 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":383
 *             return PyArray_NDIM(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp *shape(self) noexcept nogil:
 *             """Returns a pointer to the dimensions/shape of the array.
*/

#line 383 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 383 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObject *__pyx_v_self) {

#line 383 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  npy_intp *__pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":389
 *             Can return NULL for 0-dimensional arrays.
 *             """
 *             return PyArray_DIMS(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 389 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyArray_DIMS(__pyx_v_self);

#line 389 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":383
 *             return PyArray_NDIM(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp *shape(self) noexcept nogil:
 *             """Returns a pointer to the dimensions/shape of the array.
*/

#line 383 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 383 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 383 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 383 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 383 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":391
 *             return PyArray_DIMS(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp *strides(self) noexcept nogil:
 *             """Returns a pointer to the strides of the array.
*/

#line 391 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 391 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayObject *__pyx_v_self) {

#line 391 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  npy_intp *__pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":396
 *             The number of elements matches the number of dimensions of the array (ndim).
 *             """
 *             return PyArray_STRIDES(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 396 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyArray_STRIDES(__pyx_v_self);

#line 396 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":391
 *             return PyArray_DIMS(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp *strides(self) noexcept nogil:
 *             """Returns a pointer to the strides of the array.
*/

#line 391 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 391 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 391 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 391 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  return __pyx_r;

#line 391 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":398
 *             return PyArray_STRIDES(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp size(self) noexcept nogil:
 *             """Returns the total size (in number of elements) of the array.
*/

#line 398 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 398 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *__pyx_v_self) {

#line 398 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  npy_intp __pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":402
 *             """Returns the total size (in number of elements) of the array.
 *             """
 *             return PyArray_SIZE(self)             # <<<<<<<<<<<<<<
 * 
 *         @property
*/

#line 402 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = PyArray_SIZE(__pyx_v_self);

#line 402 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":398
 *             return PyArray_STRIDES(self)
 * 
 *         @property             # <<<<<<<<<<<<<<
 *         cdef inline npy_intp size(self) noexcept nogil:
 *             """Returns the total size (in number of elements) of the array.
*/

#line 398 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 398 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 398 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

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#line 1056 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


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#line 1056 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


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#line 1071 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 1071 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *__pyx_v_obj) {

#line 1071 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  npy_datetime __pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":1078
 *     also needed.  That can be found using `get_datetime64_unit`.
 *     """
 *     return (<PyDatetimeScalarObject*>obj).obval             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 1078 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = ((PyDatetimeScalarObject *)__pyx_v_obj)->obval;

#line 1078 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":1071
 * 
 * 
 * cdef inline npy_datetime get_datetime64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
 *     """
 *     returns the int64 value underlying scalar numpy datetime64 object
*/

#line 1071 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 1071 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 1071 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 1071 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
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#line 1071 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":1081
 * 
 * 
 * cdef inline npy_timedelta get_timedelta64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
 *     """
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*/

#line 1081 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 1081 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject *__pyx_v_obj) {

#line 1081 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  npy_timedelta __pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":1085
 *     returns the int64 value underlying scalar numpy timedelta64 object
 *     """
 *     return (<PyTimedeltaScalarObject*>obj).obval             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 1085 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = ((PyTimedeltaScalarObject *)__pyx_v_obj)->obval;

#line 1085 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
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  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":1081
 * 
 * 
 * cdef inline npy_timedelta get_timedelta64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
 *     """
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*/

#line 1081 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 1081 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 1081 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 1081 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
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#line 1081 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":1088
 * 
 * 
 * cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
 *     """
 *     returns the unit part of the dtype for a numpy datetime64 object.
*/

#line 1088 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 1088 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
static CYTHON_INLINE NPY_DATETIMEUNIT __pyx_f_5numpy_get_datetime64_unit(PyObject *__pyx_v_obj) {

#line 1088 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  NPY_DATETIMEUNIT __pyx_r;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":1092
 *     returns the unit part of the dtype for a numpy datetime64 object.
 *     """
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 * 
 * 
*/

#line 1092 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_r = ((NPY_DATETIMEUNIT)((PyDatetimeScalarObject *)__pyx_v_obj)->obmeta.base);

#line 1092 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  goto __pyx_L0;

  /* "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd":1088
 * 
 * 
 * cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
 *     """
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*/

#line 1088 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"


#line 1088 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  /* function exit code */

#line 1088 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
  __pyx_L0:;

#line 1088 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
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#line 1088 "../../../../../tmp/pip-build-env-of514uja/overlay/lib/python3.11/site-packages/numpy/__init__.cython-30.pxd"
}

/* "ms_deisotope/_c/similarity_methods.pyx":50
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 *     def __init__(self, peak_a, peak_b, score=0.0):             # <<<<<<<<<<<<<<
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"


#line 50 "ms_deisotope/_c/similarity_methods.pyx"
/* Python wrapper */

#line 50 "ms_deisotope/_c/similarity_methods.pyx"
static int __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/

#line 50 "ms_deisotope/_c/similarity_methods.pyx"
static int __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
;
  PyObject *__pyx_v_peak_b = 0
#line 50 "ms_deisotope/_c/similarity_methods.pyx"
;
  PyObject *__pyx_v_score = 0
#line 50 "ms_deisotope/_c/similarity_methods.pyx"
;

#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
goto __pyx_L5_argtuple_error;

#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
goto __pyx_L5_argtuple_error;

#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"


#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"


#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 50 "ms_deisotope/_c/similarity_methods.pyx"
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#line 51 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"


#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"


#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"


#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 55 "ms_deisotope/_c/similarity_methods.pyx"
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#line 58 "ms_deisotope/_c/similarity_methods.pyx"


#line 58 "ms_deisotope/_c/similarity_methods.pyx"
static PyObject *__pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_5_gt(PyObject *__pyx_v_self, 
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PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
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#line 58 "ms_deisotope/_c/similarity_methods.pyx"
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#line 58 "ms_deisotope/_c/similarity_methods.pyx"
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#line 58 "ms_deisotope/_c/similarity_methods.pyx"
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#line 58 "ms_deisotope/_c/similarity_methods.pyx"
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#line 58 "ms_deisotope/_c/similarity_methods.pyx"
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#line 58 "ms_deisotope/_c/similarity_methods.pyx"
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#line 58 "ms_deisotope/_c/similarity_methods.pyx"
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#line 61 "ms_deisotope/_c/similarity_methods.pyx"


#line 61 "ms_deisotope/_c/similarity_methods.pyx"
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#line 62 "ms_deisotope/_c/similarity_methods.pyx"
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#line 61 "ms_deisotope/_c/similarity_methods.pyx"


#line 61 "ms_deisotope/_c/similarity_methods.pyx"
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#line 61 "ms_deisotope/_c/similarity_methods.pyx"
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#line 61 "ms_deisotope/_c/similarity_methods.pyx"
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#line 61 "ms_deisotope/_c/similarity_methods.pyx"
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#line 61 "ms_deisotope/_c/similarity_methods.pyx"
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 *         hi = max(peak.mz, hi)
 *     elif peak_collection is DeconvolutedPeakSet or peak_collection is DeconvolutedPeakSetIndexed:
*/

#line 186 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = ((struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakSet *)__pyx_v_peak_set_b->__pyx_vtab)->get_size(__pyx_v_peak_set_b); if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 186, __pyx_L1_error)

#line 186 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_2 = ((PyObject *)((struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakSet *)__pyx_v_peak_set_b->__pyx_vtab)->getitem(__pyx_v_peak_set_b, (__pyx_t_1 - 1))); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 186, __pyx_L1_error)

#line 186 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_GOTREF(__pyx_t_2);

#line 186 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_DECREF_SET(__pyx_v_peak, ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_t_2));

#line 186 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_2 = 0;

  /* "ms_deisotope/_c/similarity_methods.pyx":187
 *         hi = peak.mz
 *         peak = peak_set_b.getitem(peak_set_b.get_size() - 1)
 *         hi = max(peak.mz, hi)             # <<<<<<<<<<<<<<
 *     elif peak_collection is DeconvolutedPeakSet or peak_collection is DeconvolutedPeakSetIndexed:
 *         peak = peak_set_a._mz_ordered[-1]
*/

#line 187 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_3 = __pyx_v_hi;

#line 187 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_4 = __pyx_v_peak->mz;

#line 187 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_6 = (__pyx_t_3 > __pyx_t_4);

#line 187 "ms_deisotope/_c/similarity_methods.pyx"
  if (__pyx_t_6) {

#line 187 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_5 = __pyx_t_3;

#line 187 "ms_deisotope/_c/similarity_methods.pyx"
  } else {

#line 187 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_5 = __pyx_t_4;

#line 187 "ms_deisotope/_c/similarity_methods.pyx"
  }

#line 187 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_hi = __pyx_t_5;

  /* "ms_deisotope/_c/similarity_methods.pyx":195
 * 
 *     # Calculate bin array size and allocate memory
 *     scaler = 10 ** precision             # <<<<<<<<<<<<<<
 *     k = <long>((hi * scaler) + 1)
 *     bin_a = <double*>malloc(k * sizeof(double))
*/

#line 195 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_scaler = pow(10.0, ((double)__pyx_v_precision));

  /* "ms_deisotope/_c/similarity_methods.pyx":196
 *     # Calculate bin array size and allocate memory
 *     scaler = 10 ** precision
 *     k = <long>((hi * scaler) + 1)             # <<<<<<<<<<<<<<
 *     bin_a = <double*>malloc(k * sizeof(double))
 *     bin_b = <double*>malloc(k * sizeof(double))
*/

#line 196 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_k = ((long)((__pyx_v_hi * __pyx_v_scaler) + 1.0));

  /* "ms_deisotope/_c/similarity_methods.pyx":197
 *     scaler = 10 ** precision
 *     k = <long>((hi * scaler) + 1)
 *     bin_a = <double*>malloc(k * sizeof(double))             # <<<<<<<<<<<<<<
 *     bin_b = <double*>malloc(k * sizeof(double))
 *     if bin_a == NULL or bin_b == NULL:
*/

#line 197 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_bin_a = ((double *)malloc((__pyx_v_k * (sizeof(double)))));

  /* "ms_deisotope/_c/similarity_methods.pyx":198
 *     k = <long>((hi * scaler) + 1)
 *     bin_a = <double*>malloc(k * sizeof(double))
 *     bin_b = <double*>malloc(k * sizeof(double))             # <<<<<<<<<<<<<<
 *     if bin_a == NULL or bin_b == NULL:
 *         if bin_a != NULL:
*/

#line 198 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_bin_b = ((double *)malloc((__pyx_v_k * (sizeof(double)))));

  /* "ms_deisotope/_c/similarity_methods.pyx":199
 *     bin_a = <double*>malloc(k * sizeof(double))
 *     bin_b = <double*>malloc(k * sizeof(double))
 *     if bin_a == NULL or bin_b == NULL:             # <<<<<<<<<<<<<<
 *         if bin_a != NULL:
 *             free(bin_a)
*/

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_7 = (__pyx_v_bin_a == NULL);

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  if (!__pyx_t_7) {

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  } else {

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_6 = __pyx_t_7;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
    goto __pyx_L4_bool_binop_done;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  }

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_7 = (__pyx_v_bin_b == NULL);

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_6 = __pyx_t_7;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_L4_bool_binop_done:;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  if (__pyx_t_6) {

    /* "ms_deisotope/_c/similarity_methods.pyx":200
 *     bin_b = <double*>malloc(k * sizeof(double))
 *     if bin_a == NULL or bin_b == NULL:
 *         if bin_a != NULL:             # <<<<<<<<<<<<<<
 *             free(bin_a)
 *         if bin_b != NULL:
*/

#line 200 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_6 = (__pyx_v_bin_a != NULL);

#line 200 "ms_deisotope/_c/similarity_methods.pyx"
    if (__pyx_t_6) {

      /* "ms_deisotope/_c/similarity_methods.pyx":201
 *     if bin_a == NULL or bin_b == NULL:
 *         if bin_a != NULL:
 *             free(bin_a)             # <<<<<<<<<<<<<<
 *         if bin_b != NULL:
 *             free(bin_b)
*/

#line 201 "ms_deisotope/_c/similarity_methods.pyx"
      free(__pyx_v_bin_a);

      /* "ms_deisotope/_c/similarity_methods.pyx":200
 *     bin_b = <double*>malloc(k * sizeof(double))
 *     if bin_a == NULL or bin_b == NULL:
 *         if bin_a != NULL:             # <<<<<<<<<<<<<<
 *             free(bin_a)
 *         if bin_b != NULL:
*/

#line 200 "ms_deisotope/_c/similarity_methods.pyx"
    }

    /* "ms_deisotope/_c/similarity_methods.pyx":202
 *         if bin_a != NULL:
 *             free(bin_a)
 *         if bin_b != NULL:             # <<<<<<<<<<<<<<
 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
*/

#line 202 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_6 = (__pyx_v_bin_b != NULL);

#line 202 "ms_deisotope/_c/similarity_methods.pyx"
    if (__pyx_t_6) {

      /* "ms_deisotope/_c/similarity_methods.pyx":203
 *             free(bin_a)
 *         if bin_b != NULL:
 *             free(bin_b)             # <<<<<<<<<<<<<<
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
 *         return -1
*/

#line 203 "ms_deisotope/_c/similarity_methods.pyx"
      free(__pyx_v_bin_b);

      /* "ms_deisotope/_c/similarity_methods.pyx":202
 *         if bin_a != NULL:
 *             free(bin_a)
 *         if bin_b != NULL:             # <<<<<<<<<<<<<<
 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
*/

#line 202 "ms_deisotope/_c/similarity_methods.pyx"
    }

    /* "ms_deisotope/_c/similarity_methods.pyx":204
 *         if bin_b != NULL:
 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")             # <<<<<<<<<<<<<<
 *         return -1
 *     for i in range(k):
*/

#line 204 "ms_deisotope/_c/similarity_methods.pyx"
    PyErr_SetString(__pyx_builtin_MemoryError, ((char *)"Could not allocate bins"));

    /* "ms_deisotope/_c/similarity_methods.pyx":205
 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
 *         return -1             # <<<<<<<<<<<<<<
 *     for i in range(k):
 *         bin_a[i] = bin_b[i] = 0
*/

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_r = -1.0;

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    __Pyx_TraceReturnCValue(__pyx_r, PyFloat_FromDouble, 92, 0, __PYX_ERR(0, 205, __pyx_L1_error));

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    goto __pyx_L0;

    /* "ms_deisotope/_c/similarity_methods.pyx":199
 *     bin_a = <double*>malloc(k * sizeof(double))
 *     bin_b = <double*>malloc(k * sizeof(double))
 *     if bin_a == NULL or bin_b == NULL:             # <<<<<<<<<<<<<<
 *         if bin_a != NULL:
 *             free(bin_a)
*/

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  }

  /* "ms_deisotope/_c/similarity_methods.pyx":206
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
 *         return -1
 *     for i in range(k):             # <<<<<<<<<<<<<<
 *         bin_a[i] = bin_b[i] = 0
 * 
*/

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_8 = __pyx_v_k;

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_9 = __pyx_t_8;

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) {

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_v_i = __pyx_t_10;

    /* "ms_deisotope/_c/similarity_methods.pyx":207
 *         return -1
 *     for i in range(k):
 *         bin_a[i] = bin_b[i] = 0             # <<<<<<<<<<<<<<
 * 
 *     # Fill bins
*/

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
    (__pyx_v_bin_a[__pyx_v_i]) = 0.0;

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
    (__pyx_v_bin_b[__pyx_v_i]) = 0.0;

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
  }

  /* "ms_deisotope/_c/similarity_methods.pyx":214
 *         n_peaks_a = len(_hold_a)
 *     else:
 *         n_peaks_a = peak_set_a.get_size()             # <<<<<<<<<<<<<<
 * 
 *     if peak_collection is object:
*/

#line 214 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = ((struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakSet *)__pyx_v_peak_set_a->__pyx_vtab)->get_size(__pyx_v_peak_set_a); if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 214, __pyx_L1_error)

#line 214 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_n_peaks_a = __pyx_t_1;

  /* "ms_deisotope/_c/similarity_methods.pyx":220
 *         n_peaks_b = len(_hold_b)
 *     else:
 *         n_peaks_b = peak_set_b.get_size()             # <<<<<<<<<<<<<<
 * 
 *     if peak_collection is object:
*/

#line 220 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = ((struct __pyx_vtabstruct_14ms_peak_picker_2_c_8peak_set_PeakSet *)__pyx_v_peak_set_b->__pyx_vtab)->get_size(__pyx_v_peak_set_b); if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 220, __pyx_L1_error)

#line 220 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_n_peaks_b = __pyx_t_1;

  /* "ms_deisotope/_c/similarity_methods.pyx":226
 *         items_b = _make_fast_array(_hold_b)
 *     else:
 *         items_a = _make_fast_array(peak_set_a)             # <<<<<<<<<<<<<<
 *         items_b = _make_fast_array(peak_set_b)
 *     with nogil:
*/

#line 226 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_11 = __pyx_fuse_0__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(__pyx_v_peak_set_a); if (unlikely(__pyx_t_11 == ((PyObject **)0) && PyErr_Occurred())) __PYX_ERR(0, 226, __pyx_L1_error)

#line 226 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_items_a = __pyx_t_11;

  /* "ms_deisotope/_c/similarity_methods.pyx":227
 *     else:
 *         items_a = _make_fast_array(peak_set_a)
 *         items_b = _make_fast_array(peak_set_b)             # <<<<<<<<<<<<<<
 *     with nogil:
 *         # Fill bins
*/

#line 227 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_11 = __pyx_fuse_0__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(__pyx_v_peak_set_b); if (unlikely(__pyx_t_11 == ((PyObject **)0) && PyErr_Occurred())) __PYX_ERR(0, 227, __pyx_L1_error)

#line 227 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_items_b = __pyx_t_11;

  /* "ms_deisotope/_c/similarity_methods.pyx":228
 *         items_a = _make_fast_array(peak_set_a)
 *         items_b = _make_fast_array(peak_set_b)
 *     with nogil:             # <<<<<<<<<<<<<<
 *         # Fill bins
 *         for i in range(n_peaks_a):
*/

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
  {

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      PyThreadState *_save;

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      _save = NULL;

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      Py_UNBLOCK_THREADS

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      __Pyx_FastGIL_Remember();

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      /*try:*/ {

        /* "ms_deisotope/_c/similarity_methods.pyx":230
 *     with nogil:
 *         # Fill bins
 *         for i in range(n_peaks_a):             # <<<<<<<<<<<<<<
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
*/

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_8 = __pyx_v_n_peaks_a;

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_9 = __pyx_t_8;

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) {

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_i = __pyx_t_10;

          /* "ms_deisotope/_c/similarity_methods.pyx":231
 *         # Fill bins
 *         for i in range(n_peaks_a):
 *             p_peak = items_a[i]             # <<<<<<<<<<<<<<
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_a[index] += (<PeakBase>p_peak).intensity
*/

#line 231 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_p_peak = (__pyx_v_items_a[__pyx_v_i]);

          /* "ms_deisotope/_c/similarity_methods.pyx":232
 *         for i in range(n_peaks_a):
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)             # <<<<<<<<<<<<<<
 *             bin_a[index] += (<PeakBase>p_peak).intensity
 * 
*/

#line 232 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_index = ((long)(((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->mz * __pyx_v_scaler));

          /* "ms_deisotope/_c/similarity_methods.pyx":233
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_a[index] += (<PeakBase>p_peak).intensity             # <<<<<<<<<<<<<<
 * 
 *         for i in range(n_peaks_b):
*/

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_t_12 = __pyx_v_index;

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
          (__pyx_v_bin_a[__pyx_t_12]) = ((__pyx_v_bin_a[__pyx_t_12]) + ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->intensity);

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
        }

        /* "ms_deisotope/_c/similarity_methods.pyx":235
 *             bin_a[index] += (<PeakBase>p_peak).intensity
 * 
 *         for i in range(n_peaks_b):             # <<<<<<<<<<<<<<
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
*/

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_8 = __pyx_v_n_peaks_b;

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_9 = __pyx_t_8;

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) {

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_i = __pyx_t_10;

          /* "ms_deisotope/_c/similarity_methods.pyx":236
 * 
 *         for i in range(n_peaks_b):
 *             p_peak = items_b[i]             # <<<<<<<<<<<<<<
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_b[index] += (<PeakBase>p_peak).intensity
*/

#line 236 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_p_peak = (__pyx_v_items_b[__pyx_v_i]);

          /* "ms_deisotope/_c/similarity_methods.pyx":237
 *         for i in range(n_peaks_b):
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)             # <<<<<<<<<<<<<<
 *             bin_b[index] += (<PeakBase>p_peak).intensity
 * 
*/

#line 237 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_index = ((long)(((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->mz * __pyx_v_scaler));

          /* "ms_deisotope/_c/similarity_methods.pyx":238
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_b[index] += (<PeakBase>p_peak).intensity             # <<<<<<<<<<<<<<
 * 
 *         # Calculate dot product and normalizers in parallel
*/

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_t_12 = __pyx_v_index;

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
          (__pyx_v_bin_b[__pyx_t_12]) = ((__pyx_v_bin_b[__pyx_t_12]) + ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->intensity);

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
        }

        /* "ms_deisotope/_c/similarity_methods.pyx":241
 * 
 *         # Calculate dot product and normalizers in parallel
 *         n = k             # <<<<<<<<<<<<<<
 *         for i in prange(n, schedule='static', num_threads=4):
 *             a = bin_a[i]
*/

#line 241 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_v_n = __pyx_v_k;

        /* "ms_deisotope/_c/similarity_methods.pyx":242
 *         # Calculate dot product and normalizers in parallel
 *         n = k
 *         for i in prange(n, schedule='static', num_threads=4):             # <<<<<<<<<<<<<<
 *             a = bin_a[i]
 *             b = bin_b[i]
*/

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_8 = __pyx_v_n;

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
        {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            __Pyx_TurnOffSysMonitoringInParallel

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            #if ((defined(__APPLE__) || defined(__OSX__)) && (defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))))

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #undef likely

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #undef unlikely

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #define likely(x)   (x)

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #define unlikely(x) (x)

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            #endif

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            __pyx_t_10 = (__pyx_t_8 - 0 + 1 - 1/abs(1)) / 1;

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            if (__pyx_t_10 > 0)

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #ifdef _OPENMP
                #pragma omp parallel reduction(+:__pyx_v_n_a) reduction(+:__pyx_v_n_b) reduction(+:__pyx_v_z) num_threads(4)
#line 242 "ms_deisotope/_c/similarity_methods.pyx"


#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #endif /* _OPENMP */

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                    #ifdef _OPENMP
                    #pragma omp for lastprivate(__pyx_v_a) lastprivate(__pyx_v_b) firstprivate(__pyx_v_i) lastprivate(__pyx_v_i) schedule(static)
#line 242 "ms_deisotope/_c/similarity_methods.pyx"


#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                    #endif /* _OPENMP */
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
{

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 243 "ms_deisotope/_c/similarity_methods.pyx"
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#line 244 "ms_deisotope/_c/similarity_methods.pyx"
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#line 245 "ms_deisotope/_c/similarity_methods.pyx"
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#line 246 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
            #define likely(x)   __builtin_expect(!!(x), 1)

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 249 "ms_deisotope/_c/similarity_methods.pyx"
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#line 250 "ms_deisotope/_c/similarity_methods.pyx"
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#line 251 "ms_deisotope/_c/similarity_methods.pyx"
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#line 252 "ms_deisotope/_c/similarity_methods.pyx"
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#line 253 "ms_deisotope/_c/similarity_methods.pyx"
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#line 254 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"


#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"


#line 125 "ms_deisotope/_c/similarity_methods.pyx"
/* Python wrapper */

#line 125 "ms_deisotope/_c/similarity_methods.pyx"
static PyObject *__pyx_pw_12ms_deisotope_2_c_18similarity_methods_13__pyx_fuse_0peak_set_similarity(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
{"__pyx_fuse_0peak_set_similarity", (PyCFunction)(void(*)(void))(PyCFunctionWithKeywords)__pyx_pw_12ms_deisotope_2_c_18similarity_methods_13__pyx_fuse_0peak_set_similarity, METH_VARARGS|METH_KEYWORDS, __pyx_doc_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity};

#line 125 "ms_deisotope/_c/similarity_methods.pyx"
static PyObject *__pyx_pw_12ms_deisotope_2_c_18similarity_methods_13__pyx_fuse_0peak_set_similarity(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
  struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakSet *__pyx_v_peak_set_b = 0
#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
  int __pyx_v_precision
#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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*/

#line 198 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_bin_b = ((double *)malloc((__pyx_v_k * (sizeof(double)))));

  /* "ms_deisotope/_c/similarity_methods.pyx":199
 *     bin_a = <double*>malloc(k * sizeof(double))
 *     bin_b = <double*>malloc(k * sizeof(double))
 *     if bin_a == NULL or bin_b == NULL:             # <<<<<<<<<<<<<<
 *         if bin_a != NULL:
 *             free(bin_a)
*/

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_7 = (__pyx_v_bin_a == NULL);

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  if (!__pyx_t_7) {

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  } else {

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_6 = __pyx_t_7;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
    goto __pyx_L4_bool_binop_done;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  }

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_7 = (__pyx_v_bin_b == NULL);

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_6 = __pyx_t_7;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_L4_bool_binop_done:;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  if (__pyx_t_6) {

    /* "ms_deisotope/_c/similarity_methods.pyx":200
 *     bin_b = <double*>malloc(k * sizeof(double))
 *     if bin_a == NULL or bin_b == NULL:
 *         if bin_a != NULL:             # <<<<<<<<<<<<<<
 *             free(bin_a)
 *         if bin_b != NULL:
*/

#line 200 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_6 = (__pyx_v_bin_a != NULL);

#line 200 "ms_deisotope/_c/similarity_methods.pyx"
    if (__pyx_t_6) {

      /* "ms_deisotope/_c/similarity_methods.pyx":201
 *     if bin_a == NULL or bin_b == NULL:
 *         if bin_a != NULL:
 *             free(bin_a)             # <<<<<<<<<<<<<<
 *         if bin_b != NULL:
 *             free(bin_b)
*/

#line 201 "ms_deisotope/_c/similarity_methods.pyx"
      free(__pyx_v_bin_a);

      /* "ms_deisotope/_c/similarity_methods.pyx":200
 *     bin_b = <double*>malloc(k * sizeof(double))
 *     if bin_a == NULL or bin_b == NULL:
 *         if bin_a != NULL:             # <<<<<<<<<<<<<<
 *             free(bin_a)
 *         if bin_b != NULL:
*/

#line 200 "ms_deisotope/_c/similarity_methods.pyx"
    }

    /* "ms_deisotope/_c/similarity_methods.pyx":202
 *         if bin_a != NULL:
 *             free(bin_a)
 *         if bin_b != NULL:             # <<<<<<<<<<<<<<
 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
*/

#line 202 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_6 = (__pyx_v_bin_b != NULL);

#line 202 "ms_deisotope/_c/similarity_methods.pyx"
    if (__pyx_t_6) {

      /* "ms_deisotope/_c/similarity_methods.pyx":203
 *             free(bin_a)
 *         if bin_b != NULL:
 *             free(bin_b)             # <<<<<<<<<<<<<<
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
 *         return -1
*/

#line 203 "ms_deisotope/_c/similarity_methods.pyx"
      free(__pyx_v_bin_b);

      /* "ms_deisotope/_c/similarity_methods.pyx":202
 *         if bin_a != NULL:
 *             free(bin_a)
 *         if bin_b != NULL:             # <<<<<<<<<<<<<<
 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
*/

#line 202 "ms_deisotope/_c/similarity_methods.pyx"
    }

    /* "ms_deisotope/_c/similarity_methods.pyx":204
 *         if bin_b != NULL:
 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")             # <<<<<<<<<<<<<<
 *         return -1
 *     for i in range(k):
*/

#line 204 "ms_deisotope/_c/similarity_methods.pyx"
    PyErr_SetString(__pyx_builtin_MemoryError, ((char *)"Could not allocate bins"));

    /* "ms_deisotope/_c/similarity_methods.pyx":205
 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
 *         return -1             # <<<<<<<<<<<<<<
 *     for i in range(k):
 *         bin_a[i] = bin_b[i] = 0
*/

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_r = -1.0;

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    __Pyx_TraceReturnCValue(__pyx_r, PyFloat_FromDouble, 94, 0, __PYX_ERR(0, 205, __pyx_L1_error));

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    goto __pyx_L0;

    /* "ms_deisotope/_c/similarity_methods.pyx":199
 *     bin_a = <double*>malloc(k * sizeof(double))
 *     bin_b = <double*>malloc(k * sizeof(double))
 *     if bin_a == NULL or bin_b == NULL:             # <<<<<<<<<<<<<<
 *         if bin_a != NULL:
 *             free(bin_a)
*/

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  }

  /* "ms_deisotope/_c/similarity_methods.pyx":206
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
 *         return -1
 *     for i in range(k):             # <<<<<<<<<<<<<<
 *         bin_a[i] = bin_b[i] = 0
 * 
*/

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_8 = __pyx_v_k;

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_9 = __pyx_t_8;

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) {

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_v_i = __pyx_t_10;

    /* "ms_deisotope/_c/similarity_methods.pyx":207
 *         return -1
 *     for i in range(k):
 *         bin_a[i] = bin_b[i] = 0             # <<<<<<<<<<<<<<
 * 
 *     # Fill bins
*/

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
    (__pyx_v_bin_a[__pyx_v_i]) = 0.0;

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
    (__pyx_v_bin_b[__pyx_v_i]) = 0.0;

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
  }

  /* "ms_deisotope/_c/similarity_methods.pyx":214
 *         n_peaks_a = len(_hold_a)
 *     else:
 *         n_peaks_a = peak_set_a.get_size()             # <<<<<<<<<<<<<<
 * 
 *     if peak_collection is object:
*/

#line 214 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = ((struct __pyx_vtabstruct_14ms_peak_picker_2_c_10peak_index_PeakIndex *)__pyx_v_peak_set_a->__pyx_vtab)->get_size(__pyx_v_peak_set_a); if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 214, __pyx_L1_error)

#line 214 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_n_peaks_a = __pyx_t_1;

  /* "ms_deisotope/_c/similarity_methods.pyx":220
 *         n_peaks_b = len(_hold_b)
 *     else:
 *         n_peaks_b = peak_set_b.get_size()             # <<<<<<<<<<<<<<
 * 
 *     if peak_collection is object:
*/

#line 220 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = ((struct __pyx_vtabstruct_14ms_peak_picker_2_c_10peak_index_PeakIndex *)__pyx_v_peak_set_b->__pyx_vtab)->get_size(__pyx_v_peak_set_b); if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 220, __pyx_L1_error)

#line 220 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_n_peaks_b = __pyx_t_1;

  /* "ms_deisotope/_c/similarity_methods.pyx":226
 *         items_b = _make_fast_array(_hold_b)
 *     else:
 *         items_a = _make_fast_array(peak_set_a)             # <<<<<<<<<<<<<<
 *         items_b = _make_fast_array(peak_set_b)
 *     with nogil:
*/

#line 226 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_11 = __pyx_fuse_1__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(__pyx_v_peak_set_a); if (unlikely(__pyx_t_11 == ((PyObject **)0) && PyErr_Occurred())) __PYX_ERR(0, 226, __pyx_L1_error)

#line 226 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_items_a = __pyx_t_11;

  /* "ms_deisotope/_c/similarity_methods.pyx":227
 *     else:
 *         items_a = _make_fast_array(peak_set_a)
 *         items_b = _make_fast_array(peak_set_b)             # <<<<<<<<<<<<<<
 *     with nogil:
 *         # Fill bins
*/

#line 227 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_11 = __pyx_fuse_1__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(__pyx_v_peak_set_b); if (unlikely(__pyx_t_11 == ((PyObject **)0) && PyErr_Occurred())) __PYX_ERR(0, 227, __pyx_L1_error)

#line 227 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_items_b = __pyx_t_11;

  /* "ms_deisotope/_c/similarity_methods.pyx":228
 *         items_a = _make_fast_array(peak_set_a)
 *         items_b = _make_fast_array(peak_set_b)
 *     with nogil:             # <<<<<<<<<<<<<<
 *         # Fill bins
 *         for i in range(n_peaks_a):
*/

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
  {

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      PyThreadState *_save;

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      _save = NULL;

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      Py_UNBLOCK_THREADS

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      __Pyx_FastGIL_Remember();

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      /*try:*/ {

        /* "ms_deisotope/_c/similarity_methods.pyx":230
 *     with nogil:
 *         # Fill bins
 *         for i in range(n_peaks_a):             # <<<<<<<<<<<<<<
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
*/

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_8 = __pyx_v_n_peaks_a;

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_9 = __pyx_t_8;

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) {

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_i = __pyx_t_10;

          /* "ms_deisotope/_c/similarity_methods.pyx":231
 *         # Fill bins
 *         for i in range(n_peaks_a):
 *             p_peak = items_a[i]             # <<<<<<<<<<<<<<
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_a[index] += (<PeakBase>p_peak).intensity
*/

#line 231 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_p_peak = (__pyx_v_items_a[__pyx_v_i]);

          /* "ms_deisotope/_c/similarity_methods.pyx":232
 *         for i in range(n_peaks_a):
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)             # <<<<<<<<<<<<<<
 *             bin_a[index] += (<PeakBase>p_peak).intensity
 * 
*/

#line 232 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_index = ((long)(((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->mz * __pyx_v_scaler));

          /* "ms_deisotope/_c/similarity_methods.pyx":233
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_a[index] += (<PeakBase>p_peak).intensity             # <<<<<<<<<<<<<<
 * 
 *         for i in range(n_peaks_b):
*/

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_t_12 = __pyx_v_index;

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
          (__pyx_v_bin_a[__pyx_t_12]) = ((__pyx_v_bin_a[__pyx_t_12]) + ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->intensity);

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
        }

        /* "ms_deisotope/_c/similarity_methods.pyx":235
 *             bin_a[index] += (<PeakBase>p_peak).intensity
 * 
 *         for i in range(n_peaks_b):             # <<<<<<<<<<<<<<
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
*/

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_8 = __pyx_v_n_peaks_b;

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_9 = __pyx_t_8;

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) {

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_i = __pyx_t_10;

          /* "ms_deisotope/_c/similarity_methods.pyx":236
 * 
 *         for i in range(n_peaks_b):
 *             p_peak = items_b[i]             # <<<<<<<<<<<<<<
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_b[index] += (<PeakBase>p_peak).intensity
*/

#line 236 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_p_peak = (__pyx_v_items_b[__pyx_v_i]);

          /* "ms_deisotope/_c/similarity_methods.pyx":237
 *         for i in range(n_peaks_b):
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)             # <<<<<<<<<<<<<<
 *             bin_b[index] += (<PeakBase>p_peak).intensity
 * 
*/

#line 237 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_index = ((long)(((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->mz * __pyx_v_scaler));

          /* "ms_deisotope/_c/similarity_methods.pyx":238
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_b[index] += (<PeakBase>p_peak).intensity             # <<<<<<<<<<<<<<
 * 
 *         # Calculate dot product and normalizers in parallel
*/

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_t_12 = __pyx_v_index;

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
          (__pyx_v_bin_b[__pyx_t_12]) = ((__pyx_v_bin_b[__pyx_t_12]) + ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->intensity);

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
        }

        /* "ms_deisotope/_c/similarity_methods.pyx":241
 * 
 *         # Calculate dot product and normalizers in parallel
 *         n = k             # <<<<<<<<<<<<<<
 *         for i in prange(n, schedule='static', num_threads=4):
 *             a = bin_a[i]
*/

#line 241 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_v_n = __pyx_v_k;

        /* "ms_deisotope/_c/similarity_methods.pyx":242
 *         # Calculate dot product and normalizers in parallel
 *         n = k
 *         for i in prange(n, schedule='static', num_threads=4):             # <<<<<<<<<<<<<<
 *             a = bin_a[i]
 *             b = bin_b[i]
*/

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_8 = __pyx_v_n;

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
        {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            __Pyx_TurnOffSysMonitoringInParallel

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            #if ((defined(__APPLE__) || defined(__OSX__)) && (defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))))

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #undef likely

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #undef unlikely

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #define likely(x)   (x)

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #define unlikely(x) (x)

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            #endif

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            __pyx_t_10 = (__pyx_t_8 - 0 + 1 - 1/abs(1)) / 1;

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            if (__pyx_t_10 > 0)

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #ifdef _OPENMP
                #pragma omp parallel reduction(+:__pyx_v_n_a) reduction(+:__pyx_v_n_b) reduction(+:__pyx_v_z) num_threads(4)
#line 242 "ms_deisotope/_c/similarity_methods.pyx"


#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #endif /* _OPENMP */

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                    #ifdef _OPENMP
                    #pragma omp for lastprivate(__pyx_v_a) lastprivate(__pyx_v_b) firstprivate(__pyx_v_i) lastprivate(__pyx_v_i) schedule(static)
#line 242 "ms_deisotope/_c/similarity_methods.pyx"


#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                    #endif /* _OPENMP */
                    for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_10; __pyx_t_9++)
#line 242 "ms_deisotope/_c/similarity_methods.pyx"
{

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                        {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_i = (long)(0 + 1 * __pyx_t_9);

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                            /* Initialize private variables to invalid values */

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_a = ((double)__PYX_NAN());

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_b = ((double)__PYX_NAN());

                            /* "ms_deisotope/_c/similarity_methods.pyx":243
 *         n = k
 *         for i in prange(n, schedule='static', num_threads=4):
 *             a = bin_a[i]             # <<<<<<<<<<<<<<
 *             b = bin_b[i]
 *             n_a += a * a
*/

#line 243 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_a = (__pyx_v_bin_a[__pyx_v_i]);

                            /* "ms_deisotope/_c/similarity_methods.pyx":244
 *         for i in prange(n, schedule='static', num_threads=4):
 *             a = bin_a[i]
 *             b = bin_b[i]             # <<<<<<<<<<<<<<
 *             n_a += a * a
 *             n_b += b * b
*/

#line 244 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_b = (__pyx_v_bin_b[__pyx_v_i]);

                            /* "ms_deisotope/_c/similarity_methods.pyx":245
 *             a = bin_a[i]
 *             b = bin_b[i]
 *             n_a += a * a             # <<<<<<<<<<<<<<
 *             n_b += b * b
 *             z += a * b
*/

#line 245 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_n_a = (__pyx_v_n_a + (__pyx_v_a * __pyx_v_a));

                            /* "ms_deisotope/_c/similarity_methods.pyx":246
 *             b = bin_b[i]
 *             n_a += a * a
 *             n_b += b * b             # <<<<<<<<<<<<<<
 *             z += a * b
 * 
*/

#line 246 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_n_b = (__pyx_v_n_b + (__pyx_v_b * __pyx_v_b));

                            /* "ms_deisotope/_c/similarity_methods.pyx":247
 *             n_a += a * a
 *             n_b += b * b
 *             z += a * b             # <<<<<<<<<<<<<<
 * 
 *         free(bin_a)
*/

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_z = (__pyx_v_z + (__pyx_v_a * __pyx_v_b));

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
                        }

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
                    }

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
                }

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
            }

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
        }

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
        #if ((defined(__APPLE__) || defined(__OSX__)) && (defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))))

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
            #undef likely

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
            #undef unlikely

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
            #define likely(x)   __builtin_expect(!!(x), 1)

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
            #define unlikely(x) __builtin_expect(!!(x), 0)

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
        #endif

        /* "ms_deisotope/_c/similarity_methods.pyx":249
 *             z += a * b
 * 
 *         free(bin_a)             # <<<<<<<<<<<<<<
 *         free(bin_b)
 *         n_ab = sqrt(n_a) * sqrt(n_b)
*/

#line 249 "ms_deisotope/_c/similarity_methods.pyx"
        free(__pyx_v_bin_a);

        /* "ms_deisotope/_c/similarity_methods.pyx":250
 * 
 *         free(bin_a)
 *         free(bin_b)             # <<<<<<<<<<<<<<
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"


#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
/* Python wrapper */

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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"


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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 161 "ms_deisotope/_c/similarity_methods.pyx"
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#line 167 "ms_deisotope/_c/similarity_methods.pyx"
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#line 189 "ms_deisotope/_c/similarity_methods.pyx"
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#line 189 "ms_deisotope/_c/similarity_methods.pyx"
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#line 189 "ms_deisotope/_c/similarity_methods.pyx"
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#line 189 "ms_deisotope/_c/similarity_methods.pyx"
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#line 189 "ms_deisotope/_c/similarity_methods.pyx"
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#line 189 "ms_deisotope/_c/similarity_methods.pyx"
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#line 189 "ms_deisotope/_c/similarity_methods.pyx"
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#line 189 "ms_deisotope/_c/similarity_methods.pyx"
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#line 189 "ms_deisotope/_c/similarity_methods.pyx"
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#line 190 "ms_deisotope/_c/similarity_methods.pyx"
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#line 190 "ms_deisotope/_c/similarity_methods.pyx"
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*/

#line 191 "ms_deisotope/_c/similarity_methods.pyx"
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#line 191 "ms_deisotope/_c/similarity_methods.pyx"
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#line 191 "ms_deisotope/_c/similarity_methods.pyx"
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#line 191 "ms_deisotope/_c/similarity_methods.pyx"
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#line 191 "ms_deisotope/_c/similarity_methods.pyx"
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#line 191 "ms_deisotope/_c/similarity_methods.pyx"
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#line 192 "ms_deisotope/_c/similarity_methods.pyx"
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#line 192 "ms_deisotope/_c/similarity_methods.pyx"
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#line 192 "ms_deisotope/_c/similarity_methods.pyx"
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#line 192 "ms_deisotope/_c/similarity_methods.pyx"
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#line 192 "ms_deisotope/_c/similarity_methods.pyx"
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#line 192 "ms_deisotope/_c/similarity_methods.pyx"
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#line 192 "ms_deisotope/_c/similarity_methods.pyx"
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#line 192 "ms_deisotope/_c/similarity_methods.pyx"
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#line 192 "ms_deisotope/_c/similarity_methods.pyx"
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#line 195 "ms_deisotope/_c/similarity_methods.pyx"
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#line 196 "ms_deisotope/_c/similarity_methods.pyx"
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#line 197 "ms_deisotope/_c/similarity_methods.pyx"
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#line 198 "ms_deisotope/_c/similarity_methods.pyx"
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#line 199 "ms_deisotope/_c/similarity_methods.pyx"
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#line 199 "ms_deisotope/_c/similarity_methods.pyx"
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#line 199 "ms_deisotope/_c/similarity_methods.pyx"
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#line 199 "ms_deisotope/_c/similarity_methods.pyx"
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#line 199 "ms_deisotope/_c/similarity_methods.pyx"
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#line 199 "ms_deisotope/_c/similarity_methods.pyx"
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#line 199 "ms_deisotope/_c/similarity_methods.pyx"
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#line 199 "ms_deisotope/_c/similarity_methods.pyx"
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#line 199 "ms_deisotope/_c/similarity_methods.pyx"
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#line 199 "ms_deisotope/_c/similarity_methods.pyx"
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#line 200 "ms_deisotope/_c/similarity_methods.pyx"
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#line 200 "ms_deisotope/_c/similarity_methods.pyx"
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#line 201 "ms_deisotope/_c/similarity_methods.pyx"
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#line 200 "ms_deisotope/_c/similarity_methods.pyx"
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#line 202 "ms_deisotope/_c/similarity_methods.pyx"
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#line 202 "ms_deisotope/_c/similarity_methods.pyx"
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#line 203 "ms_deisotope/_c/similarity_methods.pyx"
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#line 202 "ms_deisotope/_c/similarity_methods.pyx"
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*/

#line 204 "ms_deisotope/_c/similarity_methods.pyx"
    PyErr_SetString(__pyx_builtin_MemoryError, ((char *)"Could not allocate bins"));

    /* "ms_deisotope/_c/similarity_methods.pyx":205
 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
 *         return -1             # <<<<<<<<<<<<<<
 *     for i in range(k):
 *         bin_a[i] = bin_b[i] = 0
*/

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_r = -1.0;

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    __Pyx_TraceReturnCValue(__pyx_r, PyFloat_FromDouble, 84, 0, __PYX_ERR(0, 205, __pyx_L1_error));

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    goto __pyx_L0;

    /* "ms_deisotope/_c/similarity_methods.pyx":199
 *     bin_a = <double*>malloc(k * sizeof(double))
 *     bin_b = <double*>malloc(k * sizeof(double))
 *     if bin_a == NULL or bin_b == NULL:             # <<<<<<<<<<<<<<
 *         if bin_a != NULL:
 *             free(bin_a)
*/

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  }

  /* "ms_deisotope/_c/similarity_methods.pyx":206
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
 *         return -1
 *     for i in range(k):             # <<<<<<<<<<<<<<
 *         bin_a[i] = bin_b[i] = 0
 * 
*/

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_7 = __pyx_v_k;

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_8 = __pyx_t_7;

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_8; __pyx_t_9+=1) {

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_v_i = __pyx_t_9;

    /* "ms_deisotope/_c/similarity_methods.pyx":207
 *         return -1
 *     for i in range(k):
 *         bin_a[i] = bin_b[i] = 0             # <<<<<<<<<<<<<<
 * 
 *     # Fill bins
*/

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
    (__pyx_v_bin_a[__pyx_v_i]) = 0.0;

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
    (__pyx_v_bin_b[__pyx_v_i]) = 0.0;

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
  }

  /* "ms_deisotope/_c/similarity_methods.pyx":214
 *         n_peaks_a = len(_hold_a)
 *     else:
 *         n_peaks_a = peak_set_a.get_size()             # <<<<<<<<<<<<<<
 * 
 *     if peak_collection is object:
*/

#line 214 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_10 = ((struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *)__pyx_v_peak_set_a->__pyx_vtab)->get_size(__pyx_v_peak_set_a); if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 214, __pyx_L1_error)

#line 214 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_n_peaks_a = __pyx_t_10;

  /* "ms_deisotope/_c/similarity_methods.pyx":220
 *         n_peaks_b = len(_hold_b)
 *     else:
 *         n_peaks_b = peak_set_b.get_size()             # <<<<<<<<<<<<<<
 * 
 *     if peak_collection is object:
*/

#line 220 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_10 = ((struct __pyx_vtabstruct_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *)__pyx_v_peak_set_b->__pyx_vtab)->get_size(__pyx_v_peak_set_b); if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 220, __pyx_L1_error)

#line 220 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_n_peaks_b = __pyx_t_10;

  /* "ms_deisotope/_c/similarity_methods.pyx":226
 *         items_b = _make_fast_array(_hold_b)
 *     else:
 *         items_a = _make_fast_array(peak_set_a)             # <<<<<<<<<<<<<<
 *         items_b = _make_fast_array(peak_set_b)
 *     with nogil:
*/

#line 226 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_11 = __pyx_fuse_2__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(__pyx_v_peak_set_a); if (unlikely(__pyx_t_11 == ((PyObject **)0) && PyErr_Occurred())) __PYX_ERR(0, 226, __pyx_L1_error)

#line 226 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_items_a = __pyx_t_11;

  /* "ms_deisotope/_c/similarity_methods.pyx":227
 *     else:
 *         items_a = _make_fast_array(peak_set_a)
 *         items_b = _make_fast_array(peak_set_b)             # <<<<<<<<<<<<<<
 *     with nogil:
 *         # Fill bins
*/

#line 227 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_11 = __pyx_fuse_2__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(__pyx_v_peak_set_b); if (unlikely(__pyx_t_11 == ((PyObject **)0) && PyErr_Occurred())) __PYX_ERR(0, 227, __pyx_L1_error)

#line 227 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_items_b = __pyx_t_11;

  /* "ms_deisotope/_c/similarity_methods.pyx":228
 *         items_a = _make_fast_array(peak_set_a)
 *         items_b = _make_fast_array(peak_set_b)
 *     with nogil:             # <<<<<<<<<<<<<<
 *         # Fill bins
 *         for i in range(n_peaks_a):
*/

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
  {

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      PyThreadState *_save;

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      _save = NULL;

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      Py_UNBLOCK_THREADS

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      __Pyx_FastGIL_Remember();

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      /*try:*/ {

        /* "ms_deisotope/_c/similarity_methods.pyx":230
 *     with nogil:
 *         # Fill bins
 *         for i in range(n_peaks_a):             # <<<<<<<<<<<<<<
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
*/

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_7 = __pyx_v_n_peaks_a;

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_8 = __pyx_t_7;

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_8; __pyx_t_9+=1) {

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_i = __pyx_t_9;

          /* "ms_deisotope/_c/similarity_methods.pyx":231
 *         # Fill bins
 *         for i in range(n_peaks_a):
 *             p_peak = items_a[i]             # <<<<<<<<<<<<<<
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_a[index] += (<PeakBase>p_peak).intensity
*/

#line 231 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_p_peak = (__pyx_v_items_a[__pyx_v_i]);

          /* "ms_deisotope/_c/similarity_methods.pyx":232
 *         for i in range(n_peaks_a):
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)             # <<<<<<<<<<<<<<
 *             bin_a[index] += (<PeakBase>p_peak).intensity
 * 
*/

#line 232 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_index = ((long)(((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->mz * __pyx_v_scaler));

          /* "ms_deisotope/_c/similarity_methods.pyx":233
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_a[index] += (<PeakBase>p_peak).intensity             # <<<<<<<<<<<<<<
 * 
 *         for i in range(n_peaks_b):
*/

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_t_12 = __pyx_v_index;

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
          (__pyx_v_bin_a[__pyx_t_12]) = ((__pyx_v_bin_a[__pyx_t_12]) + ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->intensity);

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
        }

        /* "ms_deisotope/_c/similarity_methods.pyx":235
 *             bin_a[index] += (<PeakBase>p_peak).intensity
 * 
 *         for i in range(n_peaks_b):             # <<<<<<<<<<<<<<
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
*/

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_7 = __pyx_v_n_peaks_b;

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_8 = __pyx_t_7;

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_8; __pyx_t_9+=1) {

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_i = __pyx_t_9;

          /* "ms_deisotope/_c/similarity_methods.pyx":236
 * 
 *         for i in range(n_peaks_b):
 *             p_peak = items_b[i]             # <<<<<<<<<<<<<<
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_b[index] += (<PeakBase>p_peak).intensity
*/

#line 236 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_p_peak = (__pyx_v_items_b[__pyx_v_i]);

          /* "ms_deisotope/_c/similarity_methods.pyx":237
 *         for i in range(n_peaks_b):
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)             # <<<<<<<<<<<<<<
 *             bin_b[index] += (<PeakBase>p_peak).intensity
 * 
*/

#line 237 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_index = ((long)(((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->mz * __pyx_v_scaler));

          /* "ms_deisotope/_c/similarity_methods.pyx":238
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_b[index] += (<PeakBase>p_peak).intensity             # <<<<<<<<<<<<<<
 * 
 *         # Calculate dot product and normalizers in parallel
*/

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_t_12 = __pyx_v_index;

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
          (__pyx_v_bin_b[__pyx_t_12]) = ((__pyx_v_bin_b[__pyx_t_12]) + ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->intensity);

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
        }

        /* "ms_deisotope/_c/similarity_methods.pyx":241
 * 
 *         # Calculate dot product and normalizers in parallel
 *         n = k             # <<<<<<<<<<<<<<
 *         for i in prange(n, schedule='static', num_threads=4):
 *             a = bin_a[i]
*/

#line 241 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_v_n = __pyx_v_k;

        /* "ms_deisotope/_c/similarity_methods.pyx":242
 *         # Calculate dot product and normalizers in parallel
 *         n = k
 *         for i in prange(n, schedule='static', num_threads=4):             # <<<<<<<<<<<<<<
 *             a = bin_a[i]
 *             b = bin_b[i]
*/

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_7 = __pyx_v_n;

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
        {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            __Pyx_TurnOffSysMonitoringInParallel

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            #if ((defined(__APPLE__) || defined(__OSX__)) && (defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))))

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #undef likely

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #undef unlikely

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #define likely(x)   (x)

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #define unlikely(x) (x)

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            #endif

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            __pyx_t_9 = (__pyx_t_7 - 0 + 1 - 1/abs(1)) / 1;

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            if (__pyx_t_9 > 0)

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
            {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #ifdef _OPENMP
                #pragma omp parallel reduction(+:__pyx_v_n_a) reduction(+:__pyx_v_n_b) reduction(+:__pyx_v_z) num_threads(4)
#line 242 "ms_deisotope/_c/similarity_methods.pyx"


#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                #endif /* _OPENMP */

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                    #ifdef _OPENMP
                    #pragma omp for lastprivate(__pyx_v_a) lastprivate(__pyx_v_b) firstprivate(__pyx_v_i) lastprivate(__pyx_v_i) schedule(static)
#line 242 "ms_deisotope/_c/similarity_methods.pyx"


#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                    #endif /* _OPENMP */
                    for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_9; __pyx_t_8++)
#line 242 "ms_deisotope/_c/similarity_methods.pyx"
{

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                        {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_i = (long)(0 + 1 * __pyx_t_8);

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                            /* Initialize private variables to invalid values */

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_a = ((double)__PYX_NAN());

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_b = ((double)__PYX_NAN());

                            /* "ms_deisotope/_c/similarity_methods.pyx":243
 *         n = k
 *         for i in prange(n, schedule='static', num_threads=4):
 *             a = bin_a[i]             # <<<<<<<<<<<<<<
 *             b = bin_b[i]
 *             n_a += a * a
*/

#line 243 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_a = (__pyx_v_bin_a[__pyx_v_i]);

                            /* "ms_deisotope/_c/similarity_methods.pyx":244
 *         for i in prange(n, schedule='static', num_threads=4):
 *             a = bin_a[i]
 *             b = bin_b[i]             # <<<<<<<<<<<<<<
 *             n_a += a * a
 *             n_b += b * b
*/

#line 244 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_b = (__pyx_v_bin_b[__pyx_v_i]);

                            /* "ms_deisotope/_c/similarity_methods.pyx":245
 *             a = bin_a[i]
 *             b = bin_b[i]
 *             n_a += a * a             # <<<<<<<<<<<<<<
 *             n_b += b * b
 *             z += a * b
*/

#line 245 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_n_a = (__pyx_v_n_a + (__pyx_v_a * __pyx_v_a));

                            /* "ms_deisotope/_c/similarity_methods.pyx":246
 *             b = bin_b[i]
 *             n_a += a * a
 *             n_b += b * b             # <<<<<<<<<<<<<<
 *             z += a * b
 * 
*/

#line 246 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_n_b = (__pyx_v_n_b + (__pyx_v_b * __pyx_v_b));

                            /* "ms_deisotope/_c/similarity_methods.pyx":247
 *             n_a += a * a
 *             n_b += b * b
 *             z += a * b             # <<<<<<<<<<<<<<
 * 
 *         free(bin_a)
*/

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_z = (__pyx_v_z + (__pyx_v_a * __pyx_v_b));

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
                        }

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
                    }

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
                }

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
            }

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
        }

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
        #if ((defined(__APPLE__) || defined(__OSX__)) && (defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))))

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
            #undef likely

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
            #undef unlikely

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
            #define likely(x)   __builtin_expect(!!(x), 1)

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
            #define unlikely(x) __builtin_expect(!!(x), 0)

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
        #endif

        /* "ms_deisotope/_c/similarity_methods.pyx":249
 *             z += a * b
 * 
 *         free(bin_a)             # <<<<<<<<<<<<<<
 *         free(bin_b)
 *         n_ab = sqrt(n_a) * sqrt(n_b)
*/

#line 249 "ms_deisotope/_c/similarity_methods.pyx"
        free(__pyx_v_bin_a);

        /* "ms_deisotope/_c/similarity_methods.pyx":250
 * 
 *         free(bin_a)
 *         free(bin_b)             # <<<<<<<<<<<<<<
 *         n_ab = sqrt(n_a) * sqrt(n_b)
 *         if n_ab == 0:
*/

#line 250 "ms_deisotope/_c/similarity_methods.pyx"
        free(__pyx_v_bin_b);

        /* "ms_deisotope/_c/similarity_methods.pyx":251
 *         free(bin_a)
 *         free(bin_b)
 *         n_ab = sqrt(n_a) * sqrt(n_b)             # <<<<<<<<<<<<<<
 *         if n_ab == 0:
 *             return 0.0
*/

#line 251 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_v_n_ab = (sqrt(__pyx_v_n_a) * sqrt(__pyx_v_n_b));

        /* "ms_deisotope/_c/similarity_methods.pyx":252
 *         free(bin_b)
 *         n_ab = sqrt(n_a) * sqrt(n_b)
 *         if n_ab == 0:             # <<<<<<<<<<<<<<
 *             return 0.0
 *         return z / n_ab
*/

#line 252 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_5 = (__pyx_v_n_ab == 0.0);

#line 252 "ms_deisotope/_c/similarity_methods.pyx"
        if (__pyx_t_5) {

          /* "ms_deisotope/_c/similarity_methods.pyx":253
 *         n_ab = sqrt(n_a) * sqrt(n_b)
 *         if n_ab == 0:
 *             return 0.0             # <<<<<<<<<<<<<<
 *         return z / n_ab
 * 
*/

#line 253 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_r = 0.0;

#line 253 "ms_deisotope/_c/similarity_methods.pyx"
          __Pyx_TraceReturnCValue(__pyx_r, PyFloat_FromDouble, 205, 1, __PYX_ERR(0, 253, __pyx_L11_error));

#line 253 "ms_deisotope/_c/similarity_methods.pyx"
          goto __pyx_L10_return;

          /* "ms_deisotope/_c/similarity_methods.pyx":252
 *         free(bin_b)
 *         n_ab = sqrt(n_a) * sqrt(n_b)
 *         if n_ab == 0:             # <<<<<<<<<<<<<<
 *             return 0.0
 *         return z / n_ab
*/

#line 252 "ms_deisotope/_c/similarity_methods.pyx"
        }

        /* "ms_deisotope/_c/similarity_methods.pyx":254
 *         if n_ab == 0:
 *             return 0.0
 *         return z / n_ab             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 254 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_r = (__pyx_v_z / __pyx_v_n_ab);

#line 254 "ms_deisotope/_c/similarity_methods.pyx"
        __Pyx_TraceReturnCValue(__pyx_r, PyFloat_FromDouble, 207, 1, __PYX_ERR(0, 254, __pyx_L11_error));

#line 254 "ms_deisotope/_c/similarity_methods.pyx"
        goto __pyx_L10_return;

#line 254 "ms_deisotope/_c/similarity_methods.pyx"
      }

      /* "ms_deisotope/_c/similarity_methods.pyx":228
 *         items_a = _make_fast_array(peak_set_a)
 *         items_b = _make_fast_array(peak_set_b)
 *     with nogil:             # <<<<<<<<<<<<<<
 *         # Fill bins
 *         for i in range(n_peaks_a):
*/

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      /*finally:*/ {

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_L10_return: {

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
          __Pyx_FastGIL_Forget();

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
          Py_BLOCK_THREADS

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
          goto __pyx_L0;

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
        }

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_L11_error: {

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
          __Pyx_FastGIL_Forget();

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
          Py_BLOCK_THREADS

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
          goto __pyx_L1_error;

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
        }

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      }

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"


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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
static double __pyx_fuse_3__pyx_f_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity(PyObject *__pyx_v_peak_set_a, PyObject *__pyx_v_peak_set_b, CYTHON_UNUSED int __pyx_skip_dispatch, struct __pyx_fuse_3__pyx_opt_args_12ms_deisotope_2_c_18similarity_methods_peak_set_similarity *__pyx_optional_args) {

#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
  double __pyx_v_a
#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
  double __pyx_v_b
#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
;

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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 163 "ms_deisotope/_c/similarity_methods.pyx"
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#line 164 "ms_deisotope/_c/similarity_methods.pyx"
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#line 167 "ms_deisotope/_c/similarity_methods.pyx"
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#line 174 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 176 "ms_deisotope/_c/similarity_methods.pyx"
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#line 176 "ms_deisotope/_c/similarity_methods.pyx"
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#line 177 "ms_deisotope/_c/similarity_methods.pyx"
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#line 175 "ms_deisotope/_c/similarity_methods.pyx"
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#line 179 "ms_deisotope/_c/similarity_methods.pyx"
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#line 179 "ms_deisotope/_c/similarity_methods.pyx"
        break;

#line 179 "ms_deisotope/_c/similarity_methods.pyx"
      }

#line 179 "ms_deisotope/_c/similarity_methods.pyx"
    }

#line 179 "ms_deisotope/_c/similarity_methods.pyx"
    __Pyx_GOTREF(__pyx_t_4);

#line 179 "ms_deisotope/_c/similarity_methods.pyx"
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#line 179 "ms_deisotope/_c/similarity_methods.pyx"
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*/

#line 180 "ms_deisotope/_c/similarity_methods.pyx"
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#line 180 "ms_deisotope/_c/similarity_methods.pyx"
    __Pyx_INCREF(__pyx_t_4);

#line 180 "ms_deisotope/_c/similarity_methods.pyx"
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#line 180 "ms_deisotope/_c/similarity_methods.pyx"
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*/

#line 181 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_5 = (__pyx_v_peak->mz > __pyx_v_hi);

#line 181 "ms_deisotope/_c/similarity_methods.pyx"
    if (__pyx_t_5) {

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*/

#line 182 "ms_deisotope/_c/similarity_methods.pyx"
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#line 182 "ms_deisotope/_c/similarity_methods.pyx"
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 *                 hi = peak.mz
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*/

#line 181 "ms_deisotope/_c/similarity_methods.pyx"
    }

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#line 179 "ms_deisotope/_c/similarity_methods.pyx"
  }

#line 179 "ms_deisotope/_c/similarity_methods.pyx"
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 *     # Calculate bin array size and allocate memory
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*/

#line 195 "ms_deisotope/_c/similarity_methods.pyx"
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 *     bin_a = <double*>malloc(k * sizeof(double))
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*/

#line 196 "ms_deisotope/_c/similarity_methods.pyx"
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 *     bin_b = <double*>malloc(k * sizeof(double))
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*/

#line 197 "ms_deisotope/_c/similarity_methods.pyx"
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*/

#line 198 "ms_deisotope/_c/similarity_methods.pyx"
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*/

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_7 = (__pyx_v_bin_a == NULL);

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  if (!__pyx_t_7) {

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  } else {

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_5 = __pyx_t_7;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
    goto __pyx_L12_bool_binop_done;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  }

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_7 = (__pyx_v_bin_b == NULL);

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_5 = __pyx_t_7;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_L12_bool_binop_done:;

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  if (__pyx_t_5) {

    /* "ms_deisotope/_c/similarity_methods.pyx":200
 *     bin_b = <double*>malloc(k * sizeof(double))
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*/

#line 200 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_5 = (__pyx_v_bin_a != NULL);

#line 200 "ms_deisotope/_c/similarity_methods.pyx"
    if (__pyx_t_5) {

      /* "ms_deisotope/_c/similarity_methods.pyx":201
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 *         if bin_a != NULL:
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 *         if bin_b != NULL:
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*/

#line 201 "ms_deisotope/_c/similarity_methods.pyx"
      free(__pyx_v_bin_a);

      /* "ms_deisotope/_c/similarity_methods.pyx":200
 *     bin_b = <double*>malloc(k * sizeof(double))
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*/

#line 200 "ms_deisotope/_c/similarity_methods.pyx"
    }

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*/

#line 202 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_t_5 = (__pyx_v_bin_b != NULL);

#line 202 "ms_deisotope/_c/similarity_methods.pyx"
    if (__pyx_t_5) {

      /* "ms_deisotope/_c/similarity_methods.pyx":203
 *             free(bin_a)
 *         if bin_b != NULL:
 *             free(bin_b)             # <<<<<<<<<<<<<<
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*/

#line 203 "ms_deisotope/_c/similarity_methods.pyx"
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      /* "ms_deisotope/_c/similarity_methods.pyx":202
 *         if bin_a != NULL:
 *             free(bin_a)
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 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
*/

#line 202 "ms_deisotope/_c/similarity_methods.pyx"
    }

    /* "ms_deisotope/_c/similarity_methods.pyx":204
 *         if bin_b != NULL:
 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")             # <<<<<<<<<<<<<<
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*/

#line 204 "ms_deisotope/_c/similarity_methods.pyx"
    PyErr_SetString(__pyx_builtin_MemoryError, ((char *)"Could not allocate bins"));

    /* "ms_deisotope/_c/similarity_methods.pyx":205
 *             free(bin_b)
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
 *         return -1             # <<<<<<<<<<<<<<
 *     for i in range(k):
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*/

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_r = -1.0;

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    __Pyx_TraceReturnCValue(__pyx_r, PyFloat_FromDouble, 96, 0, __PYX_ERR(0, 205, __pyx_L1_error));

#line 205 "ms_deisotope/_c/similarity_methods.pyx"
    goto __pyx_L0;

    /* "ms_deisotope/_c/similarity_methods.pyx":199
 *     bin_a = <double*>malloc(k * sizeof(double))
 *     bin_b = <double*>malloc(k * sizeof(double))
 *     if bin_a == NULL or bin_b == NULL:             # <<<<<<<<<<<<<<
 *         if bin_a != NULL:
 *             free(bin_a)
*/

#line 199 "ms_deisotope/_c/similarity_methods.pyx"
  }

  /* "ms_deisotope/_c/similarity_methods.pyx":206
 *         PyErr_SetString(MemoryError, "Could not allocate bins")
 *         return -1
 *     for i in range(k):             # <<<<<<<<<<<<<<
 *         bin_a[i] = bin_b[i] = 0
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*/

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_8 = __pyx_v_k;

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_9 = __pyx_t_8;

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
  for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) {

#line 206 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_v_i = __pyx_t_10;

    /* "ms_deisotope/_c/similarity_methods.pyx":207
 *         return -1
 *     for i in range(k):
 *         bin_a[i] = bin_b[i] = 0             # <<<<<<<<<<<<<<
 * 
 *     # Fill bins
*/

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
    (__pyx_v_bin_a[__pyx_v_i]) = 0.0;

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
    (__pyx_v_bin_b[__pyx_v_i]) = 0.0;

#line 207 "ms_deisotope/_c/similarity_methods.pyx"
  }

  /* "ms_deisotope/_c/similarity_methods.pyx":211
 *     # Fill bins
 *     if peak_collection is object:
 *         _hold_a = list(peak_set_a)             # <<<<<<<<<<<<<<
 *         n_peaks_a = len(_hold_a)
 *     else:
*/

#line 211 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = PySequence_List(__pyx_v_peak_set_a); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 211, __pyx_L1_error)

#line 211 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_GOTREF(__pyx_t_1);

#line 211 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v__hold_a = ((PyObject*)__pyx_t_1);

#line 211 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = 0;

  /* "ms_deisotope/_c/similarity_methods.pyx":212
 *     if peak_collection is object:
 *         _hold_a = list(peak_set_a)
 *         n_peaks_a = len(_hold_a)             # <<<<<<<<<<<<<<
 *     else:
 *         n_peaks_a = peak_set_a.get_size()
*/

#line 212 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_2 = __Pyx_PyList_GET_SIZE(__pyx_v__hold_a); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 212, __pyx_L1_error)

#line 212 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_n_peaks_a = __pyx_t_2;

  /* "ms_deisotope/_c/similarity_methods.pyx":217
 * 
 *     if peak_collection is object:
 *         _hold_b = list(peak_set_b)             # <<<<<<<<<<<<<<
 *         n_peaks_b = len(_hold_b)
 *     else:
*/

#line 217 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = PySequence_List(__pyx_v_peak_set_b); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 217, __pyx_L1_error)

#line 217 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_GOTREF(__pyx_t_1);

#line 217 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v__hold_b = ((PyObject*)__pyx_t_1);

#line 217 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = 0;

  /* "ms_deisotope/_c/similarity_methods.pyx":218
 *     if peak_collection is object:
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 *         n_peaks_b = len(_hold_b)             # <<<<<<<<<<<<<<
 *     else:
 *         n_peaks_b = peak_set_b.get_size()
*/

#line 218 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_2 = __Pyx_PyList_GET_SIZE(__pyx_v__hold_b); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 218, __pyx_L1_error)

#line 218 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_n_peaks_b = __pyx_t_2;

  /* "ms_deisotope/_c/similarity_methods.pyx":223
 * 
 *     if peak_collection is object:
 *         items_a = _make_fast_array(_hold_a)             # <<<<<<<<<<<<<<
 *         items_b = _make_fast_array(_hold_b)
 *     else:
*/

#line 223 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_11 = __pyx_fuse_3__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(__pyx_v__hold_a); if (unlikely(__pyx_t_11 == ((PyObject **)0) && PyErr_Occurred())) __PYX_ERR(0, 223, __pyx_L1_error)

#line 223 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_items_a = __pyx_t_11;

  /* "ms_deisotope/_c/similarity_methods.pyx":224
 *     if peak_collection is object:
 *         items_a = _make_fast_array(_hold_a)
 *         items_b = _make_fast_array(_hold_b)             # <<<<<<<<<<<<<<
 *     else:
 *         items_a = _make_fast_array(peak_set_a)
*/

#line 224 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_11 = __pyx_fuse_3__pyx_f_12ms_deisotope_2_c_18similarity_methods__make_fast_array(__pyx_v__hold_b); if (unlikely(__pyx_t_11 == ((PyObject **)0) && PyErr_Occurred())) __PYX_ERR(0, 224, __pyx_L1_error)

#line 224 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_items_b = __pyx_t_11;

  /* "ms_deisotope/_c/similarity_methods.pyx":228
 *         items_a = _make_fast_array(peak_set_a)
 *         items_b = _make_fast_array(peak_set_b)
 *     with nogil:             # <<<<<<<<<<<<<<
 *         # Fill bins
 *         for i in range(n_peaks_a):
*/

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
  {

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      PyThreadState *_save;

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      _save = NULL;

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      Py_UNBLOCK_THREADS

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      __Pyx_FastGIL_Remember();

#line 228 "ms_deisotope/_c/similarity_methods.pyx"
      /*try:*/ {

        /* "ms_deisotope/_c/similarity_methods.pyx":230
 *     with nogil:
 *         # Fill bins
 *         for i in range(n_peaks_a):             # <<<<<<<<<<<<<<
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
*/

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_8 = __pyx_v_n_peaks_a;

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_9 = __pyx_t_8;

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
        for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) {

#line 230 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_i = __pyx_t_10;

          /* "ms_deisotope/_c/similarity_methods.pyx":231
 *         # Fill bins
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 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_a[index] += (<PeakBase>p_peak).intensity
*/

#line 231 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_p_peak = (__pyx_v_items_a[__pyx_v_i]);

          /* "ms_deisotope/_c/similarity_methods.pyx":232
 *         for i in range(n_peaks_a):
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)             # <<<<<<<<<<<<<<
 *             bin_a[index] += (<PeakBase>p_peak).intensity
 * 
*/

#line 232 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_index = ((long)(((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->mz * __pyx_v_scaler));

          /* "ms_deisotope/_c/similarity_methods.pyx":233
 *             p_peak = items_a[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_a[index] += (<PeakBase>p_peak).intensity             # <<<<<<<<<<<<<<
 * 
 *         for i in range(n_peaks_b):
*/

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_t_12 = __pyx_v_index;

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
          (__pyx_v_bin_a[__pyx_t_12]) = ((__pyx_v_bin_a[__pyx_t_12]) + ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->intensity);

#line 233 "ms_deisotope/_c/similarity_methods.pyx"
        }

        /* "ms_deisotope/_c/similarity_methods.pyx":235
 *             bin_a[index] += (<PeakBase>p_peak).intensity
 * 
 *         for i in range(n_peaks_b):             # <<<<<<<<<<<<<<
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
*/

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_8 = __pyx_v_n_peaks_b;

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_9 = __pyx_t_8;

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
        for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) {

#line 235 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_i = __pyx_t_10;

          /* "ms_deisotope/_c/similarity_methods.pyx":236
 * 
 *         for i in range(n_peaks_b):
 *             p_peak = items_b[i]             # <<<<<<<<<<<<<<
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_b[index] += (<PeakBase>p_peak).intensity
*/

#line 236 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_p_peak = (__pyx_v_items_b[__pyx_v_i]);

          /* "ms_deisotope/_c/similarity_methods.pyx":237
 *         for i in range(n_peaks_b):
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)             # <<<<<<<<<<<<<<
 *             bin_b[index] += (<PeakBase>p_peak).intensity
 * 
*/

#line 237 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_index = ((long)(((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->mz * __pyx_v_scaler));

          /* "ms_deisotope/_c/similarity_methods.pyx":238
 *             p_peak = items_b[i]
 *             index = int((<PeakBase>p_peak).mz * scaler)
 *             bin_b[index] += (<PeakBase>p_peak).intensity             # <<<<<<<<<<<<<<
 * 
 *         # Calculate dot product and normalizers in parallel
*/

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_t_12 = __pyx_v_index;

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
          (__pyx_v_bin_b[__pyx_t_12]) = ((__pyx_v_bin_b[__pyx_t_12]) + ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)__pyx_v_p_peak)->intensity);

#line 238 "ms_deisotope/_c/similarity_methods.pyx"
        }

        /* "ms_deisotope/_c/similarity_methods.pyx":241
 * 
 *         # Calculate dot product and normalizers in parallel
 *         n = k             # <<<<<<<<<<<<<<
 *         for i in prange(n, schedule='static', num_threads=4):
 *             a = bin_a[i]
*/

#line 241 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_v_n = __pyx_v_k;

        /* "ms_deisotope/_c/similarity_methods.pyx":242
 *         # Calculate dot product and normalizers in parallel
 *         n = k
 *         for i in prange(n, schedule='static', num_threads=4):             # <<<<<<<<<<<<<<
 *             a = bin_a[i]
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"


#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"


#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
{

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
                        {

#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 242 "ms_deisotope/_c/similarity_methods.pyx"
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#line 243 "ms_deisotope/_c/similarity_methods.pyx"
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#line 244 "ms_deisotope/_c/similarity_methods.pyx"
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#line 245 "ms_deisotope/_c/similarity_methods.pyx"
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#line 246 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
        #if ((defined(__APPLE__) || defined(__OSX__)) && (defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))))

#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 247 "ms_deisotope/_c/similarity_methods.pyx"
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#line 249 "ms_deisotope/_c/similarity_methods.pyx"
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#line 250 "ms_deisotope/_c/similarity_methods.pyx"
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#line 251 "ms_deisotope/_c/similarity_methods.pyx"
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#line 252 "ms_deisotope/_c/similarity_methods.pyx"
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#line 252 "ms_deisotope/_c/similarity_methods.pyx"
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#line 253 "ms_deisotope/_c/similarity_methods.pyx"
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#line 253 "ms_deisotope/_c/similarity_methods.pyx"
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#line 252 "ms_deisotope/_c/similarity_methods.pyx"
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#line 254 "ms_deisotope/_c/similarity_methods.pyx"
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#line 254 "ms_deisotope/_c/similarity_methods.pyx"
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#line 254 "ms_deisotope/_c/similarity_methods.pyx"
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#line 254 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 228 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"


#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"


#line 125 "ms_deisotope/_c/similarity_methods.pyx"
/* Python wrapper */

#line 125 "ms_deisotope/_c/similarity_methods.pyx"
static PyObject *__pyx_pw_12ms_deisotope_2_c_18similarity_methods_19__pyx_fuse_3peak_set_similarity(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
static PyObject *__pyx_pw_12ms_deisotope_2_c_18similarity_methods_19__pyx_fuse_3peak_set_similarity(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 125 "ms_deisotope/_c/similarity_methods.pyx"
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#line 329 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_pybuffernd_bin_b.diminfo[0].strides = __pyx_pybuffernd_bin_b.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_bin_b.diminfo[0].shape = __pyx_pybuffernd_bin_b.rcbuffer->pybuffer.shape[0];

  /* "ms_deisotope/_c/similarity_methods.pyx":333
 *         double n_a, n_b, n_ab, z, a, b
 *         long i, n
 *     with nogil:             # <<<<<<<<<<<<<<
 *         n_a = 0
 *         n_b = 0
*/

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
  {

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
      PyThreadState *_save;

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
      _save = NULL;

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
      Py_UNBLOCK_THREADS

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
      __Pyx_FastGIL_Remember();

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
      /*try:*/ {

        /* "ms_deisotope/_c/similarity_methods.pyx":334
 *         long i, n
 *     with nogil:
 *         n_a = 0             # <<<<<<<<<<<<<<
 *         n_b = 0
 *         z = 0
*/

#line 334 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_v_n_a = 0.0;

        /* "ms_deisotope/_c/similarity_methods.pyx":335
 *     with nogil:
 *         n_a = 0
 *         n_b = 0             # <<<<<<<<<<<<<<
 *         z = 0
 *         n = bin_a.shape[0]
*/

#line 335 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_v_n_b = 0.0;

        /* "ms_deisotope/_c/similarity_methods.pyx":336
 *         n_a = 0
 *         n_b = 0
 *         z = 0             # <<<<<<<<<<<<<<
 *         n = bin_a.shape[0]
 *         for i in prange(n, schedule='static'):
*/

#line 336 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_v_z = 0.0;

        /* "ms_deisotope/_c/similarity_methods.pyx":337
 *         n_b = 0
 *         z = 0
 *         n = bin_a.shape[0]             # <<<<<<<<<<<<<<
 *         for i in prange(n, schedule='static'):
 *             a = bin_a[i]
*/

#line 337 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_v_n = (__pyx_f_5numpy_7ndarray_5shape_shape(((PyArrayObject *)__pyx_v_bin_a))[0]);

        /* "ms_deisotope/_c/similarity_methods.pyx":338
 *         z = 0
 *         n = bin_a.shape[0]
 *         for i in prange(n, schedule='static'):             # <<<<<<<<<<<<<<
 *             a = bin_a[i]
 *             b = bin_b[i]
*/

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_t_1 = __pyx_v_n;

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
        {

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
            __Pyx_TurnOffSysMonitoringInParallel

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
            #if ((defined(__APPLE__) || defined(__OSX__)) && (defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))))

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                #undef likely

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                #undef unlikely

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                #define likely(x)   (x)

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                #define unlikely(x) (x)

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
            #endif

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
            __pyx_t_3 = (__pyx_t_1 - 0 + 1 - 1/abs(1)) / 1;

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
            if (__pyx_t_3 > 0)

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
            {

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                #ifdef _OPENMP
                #pragma omp parallel reduction(+:__pyx_v_n_a) reduction(+:__pyx_v_n_b) reduction(+:__pyx_v_z) private(__pyx_t_4)
#line 338 "ms_deisotope/_c/similarity_methods.pyx"


#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                #endif /* _OPENMP */

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                {

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                    #ifdef _OPENMP
                    #pragma omp for lastprivate(__pyx_v_a) lastprivate(__pyx_v_b) firstprivate(__pyx_v_i) lastprivate(__pyx_v_i) schedule(static)
#line 338 "ms_deisotope/_c/similarity_methods.pyx"


#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                    #endif /* _OPENMP */
                    for (__pyx_t_2 = 0; __pyx_t_2 < __pyx_t_3; __pyx_t_2++)
#line 338 "ms_deisotope/_c/similarity_methods.pyx"
{

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                        {

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_i = (long)(0 + 1 * __pyx_t_2);

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                            /* Initialize private variables to invalid values */

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_a = ((double)__PYX_NAN());

#line 338 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_b = ((double)__PYX_NAN());

                            /* "ms_deisotope/_c/similarity_methods.pyx":339
 *         n = bin_a.shape[0]
 *         for i in prange(n, schedule='static'):
 *             a = bin_a[i]             # <<<<<<<<<<<<<<
 *             b = bin_b[i]
 *             n_a += a * a
*/

#line 339 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_t_4 = __pyx_v_i;

#line 339 "ms_deisotope/_c/similarity_methods.pyx"
                            if (__pyx_t_4 < 0) __pyx_t_4 += __pyx_pybuffernd_bin_a.diminfo[0].shape;

#line 339 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_a = (*__Pyx_BufPtrStrided1d(double *, __pyx_pybuffernd_bin_a.rcbuffer->pybuffer.buf, __pyx_t_4, __pyx_pybuffernd_bin_a.diminfo[0].strides));

                            /* "ms_deisotope/_c/similarity_methods.pyx":340
 *         for i in prange(n, schedule='static'):
 *             a = bin_a[i]
 *             b = bin_b[i]             # <<<<<<<<<<<<<<
 *             n_a += a * a
 *             n_b += b * b
*/

#line 340 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_t_4 = __pyx_v_i;

#line 340 "ms_deisotope/_c/similarity_methods.pyx"
                            if (__pyx_t_4 < 0) __pyx_t_4 += __pyx_pybuffernd_bin_b.diminfo[0].shape;

#line 340 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_b = (*__Pyx_BufPtrStrided1d(double *, __pyx_pybuffernd_bin_b.rcbuffer->pybuffer.buf, __pyx_t_4, __pyx_pybuffernd_bin_b.diminfo[0].strides));

                            /* "ms_deisotope/_c/similarity_methods.pyx":341
 *             a = bin_a[i]
 *             b = bin_b[i]
 *             n_a += a * a             # <<<<<<<<<<<<<<
 *             n_b += b * b
 *             z += a * b
*/

#line 341 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_n_a = (__pyx_v_n_a + (__pyx_v_a * __pyx_v_a));

                            /* "ms_deisotope/_c/similarity_methods.pyx":342
 *             b = bin_b[i]
 *             n_a += a * a
 *             n_b += b * b             # <<<<<<<<<<<<<<
 *             z += a * b
 *         if normalize:
*/

#line 342 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_n_b = (__pyx_v_n_b + (__pyx_v_b * __pyx_v_b));

                            /* "ms_deisotope/_c/similarity_methods.pyx":343
 *             n_a += a * a
 *             n_b += b * b
 *             z += a * b             # <<<<<<<<<<<<<<
 *         if normalize:
 *             n_ab = sqrt(n_a) * sqrt(n_b)
*/

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
                            __pyx_v_z = (__pyx_v_z + (__pyx_v_a * __pyx_v_b));

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
                        }

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
                    }

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
                }

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
            }

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
        }

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
        #if ((defined(__APPLE__) || defined(__OSX__)) && (defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))))

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
            #undef likely

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
            #undef unlikely

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
            #define likely(x)   __builtin_expect(!!(x), 1)

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
            #define unlikely(x) __builtin_expect(!!(x), 0)

#line 343 "ms_deisotope/_c/similarity_methods.pyx"
        #endif

        /* "ms_deisotope/_c/similarity_methods.pyx":344
 *             n_b += b * b
 *             z += a * b
 *         if normalize:             # <<<<<<<<<<<<<<
 *             n_ab = sqrt(n_a) * sqrt(n_b)
 *             if n_ab == 0:
*/

#line 344 "ms_deisotope/_c/similarity_methods.pyx"
        if (__pyx_v_normalize) {

          /* "ms_deisotope/_c/similarity_methods.pyx":345
 *             z += a * b
 *         if normalize:
 *             n_ab = sqrt(n_a) * sqrt(n_b)             # <<<<<<<<<<<<<<
 *             if n_ab == 0:
 *                 return 0.0
*/

#line 345 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_v_n_ab = (sqrt(__pyx_v_n_a) * sqrt(__pyx_v_n_b));

          /* "ms_deisotope/_c/similarity_methods.pyx":346
 *         if normalize:
 *             n_ab = sqrt(n_a) * sqrt(n_b)
 *             if n_ab == 0:             # <<<<<<<<<<<<<<
 *                 return 0.0
 *             return z / n_ab
*/

#line 346 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_t_5 = (__pyx_v_n_ab == 0.0);

#line 346 "ms_deisotope/_c/similarity_methods.pyx"
          if (__pyx_t_5) {

            /* "ms_deisotope/_c/similarity_methods.pyx":347
 *             n_ab = sqrt(n_a) * sqrt(n_b)
 *             if n_ab == 0:
 *                 return 0.0             # <<<<<<<<<<<<<<
 *             return z / n_ab
 *         return z
*/

#line 347 "ms_deisotope/_c/similarity_methods.pyx"
            __pyx_r = 0.0;

#line 347 "ms_deisotope/_c/similarity_methods.pyx"
            __Pyx_TraceReturnCValue(__pyx_r, PyFloat_FromDouble, 52, 1, __PYX_ERR(0, 347, __pyx_L4_error));

#line 347 "ms_deisotope/_c/similarity_methods.pyx"
            goto __pyx_L3_return;

            /* "ms_deisotope/_c/similarity_methods.pyx":346
 *         if normalize:
 *             n_ab = sqrt(n_a) * sqrt(n_b)
 *             if n_ab == 0:             # <<<<<<<<<<<<<<
 *                 return 0.0
 *             return z / n_ab
*/

#line 346 "ms_deisotope/_c/similarity_methods.pyx"
          }

          /* "ms_deisotope/_c/similarity_methods.pyx":348
 *             if n_ab == 0:
 *                 return 0.0
 *             return z / n_ab             # <<<<<<<<<<<<<<
 *         return z
 * 
*/

#line 348 "ms_deisotope/_c/similarity_methods.pyx"
          __pyx_r = (__pyx_v_z / __pyx_v_n_ab);

#line 348 "ms_deisotope/_c/similarity_methods.pyx"
          __Pyx_TraceReturnCValue(__pyx_r, PyFloat_FromDouble, 54, 1, __PYX_ERR(0, 348, __pyx_L4_error));

#line 348 "ms_deisotope/_c/similarity_methods.pyx"
          goto __pyx_L3_return;

          /* "ms_deisotope/_c/similarity_methods.pyx":344
 *             n_b += b * b
 *             z += a * b
 *         if normalize:             # <<<<<<<<<<<<<<
 *             n_ab = sqrt(n_a) * sqrt(n_b)
 *             if n_ab == 0:
*/

#line 344 "ms_deisotope/_c/similarity_methods.pyx"
        }

        /* "ms_deisotope/_c/similarity_methods.pyx":349
 *                 return 0.0
 *             return z / n_ab
 *         return z             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 349 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_r = __pyx_v_z;

#line 349 "ms_deisotope/_c/similarity_methods.pyx"
        __Pyx_TraceReturnCValue(__pyx_r, PyFloat_FromDouble, 58, 1, __PYX_ERR(0, 349, __pyx_L4_error));

#line 349 "ms_deisotope/_c/similarity_methods.pyx"
        goto __pyx_L3_return;

#line 349 "ms_deisotope/_c/similarity_methods.pyx"
      }

      /* "ms_deisotope/_c/similarity_methods.pyx":333
 *         double n_a, n_b, n_ab, z, a, b
 *         long i, n
 *     with nogil:             # <<<<<<<<<<<<<<
 *         n_a = 0
 *         n_b = 0
*/

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
      /*finally:*/ {

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_L3_return: {

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
          __Pyx_FastGIL_Forget();

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
          Py_BLOCK_THREADS

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
          goto __pyx_L0;

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
        }

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
        __pyx_L4_error: {

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
          __Pyx_FastGIL_Forget();

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
          Py_BLOCK_THREADS

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
          goto __pyx_L1_error;

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
        }

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
      }

#line 333 "ms_deisotope/_c/similarity_methods.pyx"
  }

  /* "ms_deisotope/_c/similarity_methods.pyx":327
 * 
 * 
 * @cython.boundscheck(False)             # <<<<<<<<<<<<<<
 * @cython.cdivision(True)
 * cdef double calculate_dot_product(cnp.ndarray[double, ndim=1] bin_a, cnp.ndarray[double, ndim=1] bin_b, bint normalize=True):
*/

#line 327 "ms_deisotope/_c/similarity_methods.pyx"


#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  /* function exit code */

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_L1_error:;

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
    __Pyx_PyThreadState_declare

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
    __Pyx_PyThreadState_assign

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_bin_a.rcbuffer->pybuffer);

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_bin_b.rcbuffer->pybuffer);

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_TraceException(__pyx_lineno, 0, 0);

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  #if CYTHON_USE_SYS_MONITORING

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_TraceExceptionUnwind(0, 0);

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
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#line 327 "ms_deisotope/_c/similarity_methods.pyx"
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#line 327 "ms_deisotope/_c/similarity_methods.pyx"
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#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_AddTraceback("ms_deisotope._c.similarity_methods.calculate_dot_product", __pyx_clineno, __pyx_lineno, __pyx_filename);

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_r = -1;

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  goto __pyx_L2;

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_L0:;

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_bin_a.rcbuffer->pybuffer);

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_bin_b.rcbuffer->pybuffer);

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_L2:;

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_PyMonitoring_ExitScope(0);

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
  return __pyx_r;

#line 327 "ms_deisotope/_c/similarity_methods.pyx"
}

/* "ms_deisotope/_c/similarity_methods.pyx":366
 *         public bint sqrt_transform
 * 
 *     def __init__(self, peak_set_a, peak_set_b, double error_tolerance=2e-5, double shift=0.0,             # <<<<<<<<<<<<<<
 *                  bint normalize=True, bint sqrt_transform=False):
 *         self.peak_set_a = peak_set_a
*/

#line 366 "ms_deisotope/_c/similarity_methods.pyx"


#line 366 "ms_deisotope/_c/similarity_methods.pyx"
/* Python wrapper */

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
static int __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
static int __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_peak_set_a = 0
#line 366 "ms_deisotope/_c/similarity_methods.pyx"
;
  PyObject *__pyx_v_peak_set_b = 0
#line 366 "ms_deisotope/_c/similarity_methods.pyx"
;
  double __pyx_v_error_tolerance
#line 366 "ms_deisotope/_c/similarity_methods.pyx"
;
  double __pyx_v_shift
#line 366 "ms_deisotope/_c/similarity_methods.pyx"
;
  int __pyx_v_normalize
#line 366 "ms_deisotope/_c/similarity_methods.pyx"
;
  int __pyx_v_sqrt_transform
#line 366 "ms_deisotope/_c/similarity_methods.pyx"
;

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
  CYTHON_UNUSED Py_ssize_t __pyx_nargs;

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
  CYTHON_UNUSED PyObject *const *__pyx_kwvalues;

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
  PyObject* values[6] = {0,0,0,0,0,0};

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
  int __pyx_clineno = 0;

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
  __Pyx_RefNannyDeclarations

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_nargs = PyTuple_GET_SIZE(__pyx_args);

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
  #else

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_nargs = PyTuple_Size(__pyx_args); if (unlikely(__pyx_nargs < 0)) return -1;

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_kwvalues = __Pyx_KwValues_VARARGS(__pyx_args, __pyx_nargs);

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
    PyObject ** const __pyx_pyargnames[] = {&__pyx_mstate_global->__pyx_n_u_peak_set_a,&__pyx_mstate_global->__pyx_n_u_peak_set_b,&__pyx_mstate_global->__pyx_n_u_error_tolerance,&__pyx_mstate_global->__pyx_n_u_shift,&__pyx_mstate_global->__pyx_n_u_normalize,&__pyx_mstate_global->__pyx_n_u_sqrt_transform,0};

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
    const Py_ssize_t __pyx_kwds_len = (__pyx_kwds) ? __Pyx_NumKwargs_VARARGS(__pyx_kwds) : 0;

#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 366 "ms_deisotope/_c/similarity_methods.pyx"
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#line 480 "ms_deisotope/_c/similarity_methods.pyx"
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#line 480 "ms_deisotope/_c/similarity_methods.pyx"
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#line 480 "ms_deisotope/_c/similarity_methods.pyx"
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#line 480 "ms_deisotope/_c/similarity_methods.pyx"
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#line 545 "ms_deisotope/_c/similarity_methods.pyx"
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#line 544 "ms_deisotope/_c/similarity_methods.pyx"
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#line 555 "ms_deisotope/_c/similarity_methods.pyx"
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#line 554 "ms_deisotope/_c/similarity_methods.pyx"
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#line 558 "ms_deisotope/_c/similarity_methods.pyx"
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#line 552 "ms_deisotope/_c/similarity_methods.pyx"
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#line 552 "ms_deisotope/_c/similarity_methods.pyx"
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#line 560 "ms_deisotope/_c/similarity_methods.pyx"
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#line 561 "ms_deisotope/_c/similarity_methods.pyx"
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#line 561 "ms_deisotope/_c/similarity_methods.pyx"
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#line 562 "ms_deisotope/_c/similarity_methods.pyx"
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#line 561 "ms_deisotope/_c/similarity_methods.pyx"
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#line 563 "ms_deisotope/_c/similarity_methods.pyx"
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#line 563 "ms_deisotope/_c/similarity_methods.pyx"
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#line 563 "ms_deisotope/_c/similarity_methods.pyx"
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#line 564 "ms_deisotope/_c/similarity_methods.pyx"
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#line 564 "ms_deisotope/_c/similarity_methods.pyx"
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#line 565 "ms_deisotope/_c/similarity_methods.pyx"
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#line 564 "ms_deisotope/_c/similarity_methods.pyx"
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#line 559 "ms_deisotope/_c/similarity_methods.pyx"
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#line 559 "ms_deisotope/_c/similarity_methods.pyx"
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#line 559 "ms_deisotope/_c/similarity_methods.pyx"
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#line 566 "ms_deisotope/_c/similarity_methods.pyx"
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#line 566 "ms_deisotope/_c/similarity_methods.pyx"
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#line 567 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"


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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 528 "ms_deisotope/_c/similarity_methods.pyx"
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#line 572 "ms_deisotope/_c/similarity_methods.pyx"


#line 572 "ms_deisotope/_c/similarity_methods.pyx"
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#line 593 "ms_deisotope/_c/similarity_methods.pyx"


#line 593 "ms_deisotope/_c/similarity_methods.pyx"
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#line 593 "ms_deisotope/_c/similarity_methods.pyx"
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#line 593 "ms_deisotope/_c/similarity_methods.pyx"
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#line 593 "ms_deisotope/_c/similarity_methods.pyx"
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#line 593 "ms_deisotope/_c/similarity_methods.pyx"
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#line 593 "ms_deisotope/_c/similarity_methods.pyx"
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#line 593 "ms_deisotope/_c/similarity_methods.pyx"
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#line 593 "ms_deisotope/_c/similarity_methods.pyx"
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#line 593 "ms_deisotope/_c/similarity_methods.pyx"
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#line 610 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 618 "ms_deisotope/_c/similarity_methods.pyx"
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#line 618 "ms_deisotope/_c/similarity_methods.pyx"
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#line 618 "ms_deisotope/_c/similarity_methods.pyx"
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#line 619 "ms_deisotope/_c/similarity_methods.pyx"
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#line 620 "ms_deisotope/_c/similarity_methods.pyx"
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#line 632 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"


#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"


#line 614 "ms_deisotope/_c/similarity_methods.pyx"
/* Python wrapper */

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
static PyObject *__pyx_pw_12ms_deisotope_2_c_18similarity_methods_35__pyx_fuse_0ppm_peak_set_similarity(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_fuse_0__pyx_mdef_12ms_deisotope_2_c_18similarity_methods_35__pyx_fuse_0ppm_peak_set_similarity = 
#line 614 "ms_deisotope/_c/similarity_methods.pyx"
{"__pyx_fuse_0ppm_peak_set_similarity", (PyCFunction)(void(*)(void))(PyCFunctionWithKeywords)__pyx_pw_12ms_deisotope_2_c_18similarity_methods_35__pyx_fuse_0ppm_peak_set_similarity, METH_VARARGS|METH_KEYWORDS, __pyx_doc_12ms_deisotope_2_c_18similarity_methods_6ppm_peak_set_similarity};

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
goto __pyx_L5_argtuple_error;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
;
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"


#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"


#line 614 "ms_deisotope/_c/similarity_methods.pyx"
static PyObject *__pyx_pf_12ms_deisotope_2_c_18similarity_methods_36__pyx_fuse_1ppm_peak_set_similarity(CYTHON_UNUSED PyObject *__pyx_self, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_v_peak_set_a, struct __pyx_obj_14ms_peak_picker_2_c_10peak_index_PeakIndex *__pyx_v_peak_set_b, double __pyx_v_error_tolerance) {

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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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 *         ab = convolve_peak_sets2_deconvoluted(peak_set_a, peak_set_b, error_tolerance)             # <<<<<<<<<<<<<<
 *         aa = convolve_peak_sets2_deconvoluted(peak_set_a, peak_set_a, error_tolerance)
 *         bb = convolve_peak_sets2_deconvoluted(peak_set_b, peak_set_b, error_tolerance)
*/

#line 626 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_2.__pyx_n = 1;

#line 626 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_2.error_tolerance = __pyx_v_error_tolerance;

#line 626 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = __pyx_f_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets2_deconvoluted(__pyx_v_peak_set_a, __pyx_v_peak_set_b, &__pyx_t_2); if (unlikely(__pyx_t_1 == ((double)-1) && PyErr_Occurred())) __PYX_ERR(0, 626, __pyx_L1_error)

#line 626 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_v_ab = __pyx_t_1;

  /* "ms_deisotope/_c/similarity_methods.pyx":627
 *     elif peak_collection is DeconvolutedPeakSet:
 *         ab = convolve_peak_sets2_deconvoluted(peak_set_a, peak_set_b, error_tolerance)
 *         aa = convolve_peak_sets2_deconvoluted(peak_set_a, peak_set_a, error_tolerance)             # <<<<<<<<<<<<<<
 *         bb = convolve_peak_sets2_deconvoluted(peak_set_b, peak_set_b, error_tolerance)
 *     elif peak_collection is object:
*/

#line 627 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_2.__pyx_n = 1;

#line 627 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_2.error_tolerance = __pyx_v_error_tolerance;

#line 627 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = __pyx_f_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets2_deconvoluted(__pyx_v_peak_set_a, __pyx_v_peak_set_a, &__pyx_t_2); if (unlikely(__pyx_t_1 == ((double)-1) && PyErr_Occurred())) __PYX_ERR(0, 627, __pyx_L1_error)

#line 627 "ms_deisotope/_c/similarity_methods.pyx"
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  /* "ms_deisotope/_c/similarity_methods.pyx":628
 *         ab = convolve_peak_sets2_deconvoluted(peak_set_a, peak_set_b, error_tolerance)
 *         aa = convolve_peak_sets2_deconvoluted(peak_set_a, peak_set_a, error_tolerance)
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*/

#line 628 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_2.__pyx_n = 1;

#line 628 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_2.error_tolerance = __pyx_v_error_tolerance;

#line 628 "ms_deisotope/_c/similarity_methods.pyx"
  __pyx_t_1 = __pyx_f_12ms_deisotope_2_c_18similarity_methods_convolve_peak_sets2_deconvoluted(__pyx_v_peak_set_b, __pyx_v_peak_set_b, &__pyx_t_2); if (unlikely(__pyx_t_1 == ((double)-1) && PyErr_Occurred())) __PYX_ERR(0, 628, __pyx_L1_error)

#line 628 "ms_deisotope/_c/similarity_methods.pyx"
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  /* "ms_deisotope/_c/similarity_methods.pyx":632
 *         raise TypeError("Cannot handle objects of type %s" % type(peak_set_a))
 * 
 *     return (ab) / (sqrt((aa)) * sqrt((bb)))             # <<<<<<<<<<<<<<
 * 
 * 
*/

#line 632 "ms_deisotope/_c/similarity_methods.pyx"
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#line 632 "ms_deisotope/_c/similarity_methods.pyx"
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#line 632 "ms_deisotope/_c/similarity_methods.pyx"
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#line 632 "ms_deisotope/_c/similarity_methods.pyx"
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#line 632 "ms_deisotope/_c/similarity_methods.pyx"
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#line 632 "ms_deisotope/_c/similarity_methods.pyx"
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#line 632 "ms_deisotope/_c/similarity_methods.pyx"
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#line 632 "ms_deisotope/_c/similarity_methods.pyx"
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  /* "ms_deisotope/_c/similarity_methods.pyx":614
 * 
 * 
 * cpdef double ppm_peak_set_similarity(peak_collection peak_set_a, peak_collection peak_set_b, double error_tolerance=2e-5):             # <<<<<<<<<<<<<<
 *     cdef:
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*/

#line 614 "ms_deisotope/_c/similarity_methods.pyx"


#line 614 "ms_deisotope/_c/similarity_methods.pyx"
  /* function exit code */

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"


#line 614 "ms_deisotope/_c/similarity_methods.pyx"
/* Python wrapper */

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
static PyObject *__pyx_pw_12ms_deisotope_2_c_18similarity_methods_39__pyx_fuse_2ppm_peak_set_similarity(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_fuse_2__pyx_mdef_12ms_deisotope_2_c_18similarity_methods_39__pyx_fuse_2ppm_peak_set_similarity = 
#line 614 "ms_deisotope/_c/similarity_methods.pyx"
{"__pyx_fuse_2ppm_peak_set_similarity", (PyCFunction)(void(*)(void))(PyCFunctionWithKeywords)__pyx_pw_12ms_deisotope_2_c_18similarity_methods_39__pyx_fuse_2ppm_peak_set_similarity, METH_VARARGS|METH_KEYWORDS, __pyx_doc_12ms_deisotope_2_c_18similarity_methods_6ppm_peak_set_similarity};

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
static PyObject *__pyx_pw_12ms_deisotope_2_c_18similarity_methods_39__pyx_fuse_2ppm_peak_set_similarity(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_v_peak_set_a = 0
#line 614 "ms_deisotope/_c/similarity_methods.pyx"
;
  struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *__pyx_v_peak_set_b = 0
#line 614 "ms_deisotope/_c/similarity_methods.pyx"
;
  double __pyx_v_error_tolerance
#line 614 "ms_deisotope/_c/similarity_methods.pyx"
;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
goto __pyx_L5_argtuple_error;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
goto __pyx_L5_argtuple_error;

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_v_peak_set_a = ((struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *)values[0]);

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
    __pyx_v_peak_set_b = ((struct __pyx_obj_12ms_deisotope_2_c_8peak_set_DeconvolutedPeakSet *)values[1]);

#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"


#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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#line 614 "ms_deisotope/_c/similarity_methods.pyx"


#line 614 "ms_deisotope/_c/similarity_methods.pyx"
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  p->__pyx_vtab = __pyx_vtabptr_12ms_deisotope_2_c_18similarity_methods_PeakMatch;
  p->peak_a = ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)Py_None); Py_INCREF(Py_None);
  p->peak_b = ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_12ms_deisotope_2_c_18similarity_methods_PeakMatch(PyObject *o) {
  struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *p = (struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *)o;
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->peak_a);
  Py_CLEAR(p->peak_b);
  #if CYTHON_USE_FREELISTS
  if (((int)(__pyx_mstate_global->__pyx_freecount_12ms_deisotope_2_c_18similarity_methods_PeakMatch < 10000) & (int)(Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch)))) {
    __pyx_mstate_global->__pyx_freelist_12ms_deisotope_2_c_18similarity_methods_PeakMatch[__pyx_mstate_global->__pyx_freecount_12ms_deisotope_2_c_18similarity_methods_PeakMatch++] = ((struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *)o);
  } else
  #endif
  {
    #if CYTHON_USE_TYPE_SLOTS
    (*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_12ms_deisotope_2_c_18similarity_methods_PeakMatch(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *p = (struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *)o;
  {
    e = __Pyx_call_type_traverse(o, 1, v, a);
    if (e) return e;
  }
  if (p->peak_a) {
    e = (*v)(((PyObject *)p->peak_a), a); if (e) return e;
  }
  if (p->peak_b) {
    e = (*v)(((PyObject *)p->peak_b), a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_12ms_deisotope_2_c_18similarity_methods_PeakMatch(PyObject *o) {
  PyObject* tmp;
  struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *p = (struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch *)o;
  tmp = ((PyObject*)p->peak_a);
  p->peak_a = ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->peak_b);
  p->peak_b = ((struct __pyx_obj_14ms_peak_picker_2_c_8peak_set_PeakBase *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_sq_item_12ms_deisotope_2_c_18similarity_methods_PeakMatch(PyObject *o, Py_ssize_t i) {
  PyObject *r;
  PyObject *x = PyLong_FromSsize_t(i); if(!x) return 0;
  #if CYTHON_USE_TYPE_SLOTS || (!CYTHON_USE_TYPE_SPECS && __PYX_LIMITED_VERSION_HEX < 0x030A0000)
  r = Py_TYPE(o)->tp_as_mapping->mp_subscript(o, x);
  #else
  r = ((binaryfunc)PyType_GetSlot(Py_TYPE(o), Py_mp_subscript))(o, x);
  #endif
  Py_DECREF(x);
  return r;
}

static PyObject *__pyx_getprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_peak_a(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_a_1__get__(o);
}

static int __pyx_setprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_peak_a(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_a_3__set__(o, v);
  }
  else {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_a_5__del__(o);
  }
}

static PyObject *__pyx_getprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_peak_b(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_b_1__get__(o);
}

static int __pyx_setprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_peak_b(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_b_3__set__(o, v);
  }
  else {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_6peak_b_5__del__(o);
  }
}

static PyObject *__pyx_getprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_score(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_5score_1__get__(o);
}

static int __pyx_setprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_score(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_5score_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyMethodDef __pyx_methods_12ms_deisotope_2_c_18similarity_methods_PeakMatch[] = {
  {"__reduce_cython__", (PyCFunction)(void(*)(void))(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_17__reduce_cython__, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_16__reduce_cython__},
  {"__setstate_cython__", (PyCFunction)(void(*)(void))(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_19__setstate_cython__, __Pyx_METH_FASTCALL|METH_KEYWORDS, __pyx_doc_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_18__setstate_cython__},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_12ms_deisotope_2_c_18similarity_methods_PeakMatch[] = {
  {"peak_a", __pyx_getprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_peak_a, __pyx_setprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_peak_a, PyDoc_STR("peak_a: ms_peak_picker._c.peak_set.PeakBase"), 0},
  {"peak_b", __pyx_getprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_peak_b, __pyx_setprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_peak_b, PyDoc_STR("peak_b: ms_peak_picker._c.peak_set.PeakBase"), 0},
  {"score", __pyx_getprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_score, __pyx_setprop_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_score, PyDoc_STR("score: 'double'"), 0},
  {0, 0, 0, 0, 0}
};
#if CYTHON_USE_TYPE_SPECS
static PyType_Slot __pyx_type_12ms_deisotope_2_c_18similarity_methods_PeakMatch_slots[] = {
  {Py_tp_dealloc, (void *)__pyx_tp_dealloc_12ms_deisotope_2_c_18similarity_methods_PeakMatch},
  {Py_tp_repr, (void *)__pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_15__repr__},
  {Py_sq_length, (void *)__pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_13__len__},
  {Py_sq_item, (void *)__pyx_sq_item_12ms_deisotope_2_c_18similarity_methods_PeakMatch},
  {Py_mp_length, (void *)__pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_13__len__},
  {Py_mp_subscript, (void *)__pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_11__getitem__},
  {Py_tp_doc, (void *)PyDoc_STR("PeakMatch(peak_a, peak_b, score=0.0)")},
  {Py_tp_traverse, (void *)__pyx_tp_traverse_12ms_deisotope_2_c_18similarity_methods_PeakMatch},
  {Py_tp_clear, (void *)__pyx_tp_clear_12ms_deisotope_2_c_18similarity_methods_PeakMatch},
  {Py_tp_richcompare, (void *)__pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_9__richcmp__},
  {Py_tp_methods, (void *)__pyx_methods_12ms_deisotope_2_c_18similarity_methods_PeakMatch},
  {Py_tp_getset, (void *)__pyx_getsets_12ms_deisotope_2_c_18similarity_methods_PeakMatch},
  {Py_tp_init, (void *)__pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_1__init__},
  {Py_tp_new, (void *)__pyx_tp_new_12ms_deisotope_2_c_18similarity_methods_PeakMatch},
  {0, 0},
};
static PyType_Spec __pyx_type_12ms_deisotope_2_c_18similarity_methods_PeakMatch_spec = {
  "ms_deisotope._c.similarity_methods.PeakMatch",
  sizeof(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch),
  0,
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC,
  __pyx_type_12ms_deisotope_2_c_18similarity_methods_PeakMatch_slots,
};
#else

static PySequenceMethods __pyx_tp_as_sequence_PeakMatch = {
  __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_13__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  __pyx_sq_item_12ms_deisotope_2_c_18similarity_methods_PeakMatch, /*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_PeakMatch = {
  __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_13__len__, /*mp_length*/
  __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_11__getitem__, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyTypeObject __pyx_type_12ms_deisotope_2_c_18similarity_methods_PeakMatch = {
  PyVarObject_HEAD_INIT(0, 0)
  "ms_deisotope._c.similarity_methods.""PeakMatch", /*tp_name*/
  sizeof(struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_PeakMatch), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_12ms_deisotope_2_c_18similarity_methods_PeakMatch, /*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*/
  0, /*tp_as_async*/
  __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_15__repr__, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_PeakMatch, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_PeakMatch, /*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_HAVE_GC, /*tp_flags*/
  PyDoc_STR("PeakMatch(peak_a, peak_b, score=0.0)"), /*tp_doc*/
  __pyx_tp_traverse_12ms_deisotope_2_c_18similarity_methods_PeakMatch, /*tp_traverse*/
  __pyx_tp_clear_12ms_deisotope_2_c_18similarity_methods_PeakMatch, /*tp_clear*/
  __pyx_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_9__richcmp__, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_12ms_deisotope_2_c_18similarity_methods_PeakMatch, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_12ms_deisotope_2_c_18similarity_methods_PeakMatch, /*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_pw_12ms_deisotope_2_c_18similarity_methods_9PeakMatch_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_12ms_deisotope_2_c_18similarity_methods_PeakMatch, /*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 CYTHON_USE_TP_FINALIZE
  0, /*tp_finalize*/
  #else
  NULL, /*tp_finalize*/
  #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 PY_VERSION_HEX >= 0x030d00A4
  0, /*tp_versions_used*/
  #endif
  #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 && PY_VERSION_HEX < 0x030a0000
  0, /*tp_pypy_flags*/
  #endif
};
#endif
static struct __pyx_vtabstruct_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment __pyx_vtable_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment;

static PyObject *__pyx_tp_new_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *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_mstate_global->__pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  #endif
  p = ((struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *)o);
  p->__pyx_vtab = __pyx_vtabptr_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment;
  p->peak_pairs = ((PyObject*)Py_None); Py_INCREF(Py_None);
  p->peak_set_a = Py_None; Py_INCREF(Py_None);
  p->peak_set_b = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment(PyObject *o) {
  struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *p = (struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *)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_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment) {
      if (PyObject_CallFinalizerFromDealloc(o)) return;
    }
  }
  #endif
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->peak_pairs);
  Py_CLEAR(p->peak_set_a);
  Py_CLEAR(p->peak_set_b);
  #if CYTHON_USE_TYPE_SLOTS
  (*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_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *p = (struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *)o;
  {
    e = __Pyx_call_type_traverse(o, 1, v, a);
    if (e) return e;
  }
  if (p->peak_pairs) {
    e = (*v)(p->peak_pairs, a); if (e) return e;
  }
  if (p->peak_set_a) {
    e = (*v)(p->peak_set_a, a); if (e) return e;
  }
  if (p->peak_set_b) {
    e = (*v)(p->peak_set_b, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment(PyObject *o) {
  PyObject* tmp;
  struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *p = (struct __pyx_obj_12ms_deisotope_2_c_18similarity_methods_SpectrumAlignment *)o;
  tmp = ((PyObject*)p->peak_pairs);
  p->peak_pairs = ((PyObject*)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->peak_set_a);
  p->peak_set_a = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->peak_set_b);
  p->peak_set_b = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_peak_pairs(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_pairs_1__get__(o);
}

static int __pyx_setprop_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_peak_pairs(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_pairs_3__set__(o, v);
  }
  else {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_pairs_5__del__(o);
  }
}

static PyObject *__pyx_getprop_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_shift(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_5shift_1__get__(o);
}

static int __pyx_setprop_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_shift(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_5shift_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyObject *__pyx_getprop_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_score(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_5score_1__get__(o);
}

static int __pyx_setprop_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_score(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_5score_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyObject *__pyx_getprop_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_peak_set_a(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_a_1__get__(o);
}

static int __pyx_setprop_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_peak_set_a(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_a_3__set__(o, v);
  }
  else {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_a_5__del__(o);
  }
}

static PyObject *__pyx_getprop_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_peak_set_b(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_b_1__get__(o);
}

static int __pyx_setprop_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_peak_set_b(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_b_3__set__(o, v);
  }
  else {
    return __pyx_pw_12ms_deisotope_2_c_18similarity_methods_17SpectrumAlignment_10peak_set_b_5__del__(o);
  }
}

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    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_a, __pyx_mstate->__pyx_n_u_peak_b, __pyx_mstate->__pyx_n_u_score, __pyx_mstate->__pyx_n_u_peak_a, __pyx_mstate->__pyx_n_u_peak_b, __pyx_mstate->__pyx_n_u_score};
    __pyx_mstate_global->__pyx_codeobj_tab[5] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_create, __pyx_k_AQJK_ixq_Ja_Ja_IQ_q, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[5])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 88, 41};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_i};
    __pyx_mstate_global->__pyx_codeobj_tab[6] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_getitem, __pyx_k_A_2S_4q_s_4q_AQ, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[6])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 96, 7};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[7] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_len, __pyx_k_A_q, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[7])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 99, 20};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_template};
    __pyx_mstate_global->__pyx_codeobj_tab[8] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_repr, __pyx_k_A_1_xwauA, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[8])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 46, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[9] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k__7, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[9])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 46, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[10] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k__7, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[10])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 46, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[11] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_del, __pyx_k__7, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[11])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 47, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[12] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k__7, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[12])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 47, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[13] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k__7, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[13])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 47, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[14] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_del, __pyx_k__7, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[14])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 48, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[15] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[15])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 48, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[16] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[16])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 4, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 1, 111};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_state, __pyx_mstate->__pyx_n_u_dict_2, __pyx_mstate->__pyx_n_u_use_setstate};
    __pyx_mstate_global->__pyx_codeobj_tab[17] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_stringsource, __pyx_mstate->__pyx_n_u_reduce_cython, __pyx_k_T_it1_G1F_a_vWA_q_t87_s_hgQ_q_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[17])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 16, 11};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_pyx_state};
    __pyx_mstate_global->__pyx_codeobj_tab[18] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_stringsource, __pyx_mstate->__pyx_n_u_setstate_cython, __pyx_k_q_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[18])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 104, 33};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set, __pyx_mstate->__pyx_n_u_zeros};
    __pyx_mstate_global->__pyx_codeobj_tab[19] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_make_fast_array, __pyx_k_Q_1HHA_1, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[19])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 104, 35};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set, __pyx_mstate->__pyx_n_u_zeros};
    __pyx_mstate_global->__pyx_codeobj_tab[20] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_make_fast_array, __pyx_k_Q_1HF_1, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[20])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 104, 33};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set, __pyx_mstate->__pyx_n_u_zeros};
    __pyx_mstate_global->__pyx_codeobj_tab[21] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_make_fast_array, __pyx_k_Q_1HHA_1_2, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[21])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 104, 29};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set, __pyx_mstate->__pyx_n_u_zeros};
    __pyx_mstate_global->__pyx_codeobj_tab[22] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_make_fast_array, __pyx_k_Q_1Ja_1, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[22])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 125, 509};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_precision};
    __pyx_mstate_global->__pyx_codeobj_tab[23] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_0peak_set_similarity, __pyx_k_grrsB_z_IS_T_z_IS_U_S_1_2XRq_IV, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[23])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 125, 509};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_precision};
    __pyx_mstate_global->__pyx_codeobj_tab[24] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_0peak_set_similarity, __pyx_k_grrsB_z_IS_T_z_IS_U_S_1_2XRq_IV, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[24])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 125, 511};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_precision};
    __pyx_mstate_global->__pyx_codeobj_tab[25] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_1peak_set_similarity, __pyx_k_grrsB_z_xq_3b_T_z_xq_3b_U_S_1_2, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[25])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 125, 493};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_precision};
    __pyx_mstate_global->__pyx_codeobj_tab[26] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_2peak_set_similarity, __pyx_k_grrsB_z_Rq_T_z_Rq_U_S_1_2XRq_IV, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[26])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 125, 542};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_precision};
    __pyx_mstate_global->__pyx_codeobj_tab[27] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_3peak_set_similarity, __pyx_k_grrsB_Q_G1_Q_t4r_T_G1_Q_t4r_T_S, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[27])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 257, 241};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_precision};
    __pyx_mstate_global->__pyx_codeobj_tab[28] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_0bin_peaks, __pyx_k_Q_z_IS_T_z_IS_U_S_1_Rxr_E_q_E_q, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[28])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 257, 241};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_precision};
    __pyx_mstate_global->__pyx_codeobj_tab[29] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_0bin_peaks, __pyx_k_Q_z_IS_T_z_IS_U_S_1_Rxr_E_q_E_q, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[29])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 257, 251};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_precision};
    __pyx_mstate_global->__pyx_codeobj_tab[30] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_1bin_peaks, __pyx_k_Q_z_xq_3b_T_z_xq_3b_U_S_1_Rxr_E, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[30])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 257, 222};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_precision};
    __pyx_mstate_global->__pyx_codeobj_tab[31] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_2bin_peaks, __pyx_k_0_z_Rq_T_z_Rq_U_S_1_Rxr_E_q_E_q, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[31])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 257, 255};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_precision};
    __pyx_mstate_global->__pyx_codeobj_tab[32] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_3bin_peaks, __pyx_k_Q_G1_Q_t4r_T_G1_Q_t4r_T_S_1_Rxr, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[32])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 4, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 327, 141};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_bin_a, __pyx_mstate->__pyx_n_u_bin_b, __pyx_mstate->__pyx_n_u_normalize, __pyx_mstate->__pyx_n_u_zeros};
    __pyx_mstate_global->__pyx_codeobj_tab[33] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_calculate_dot_product, __pyx_k_wwx_a_a_A_E_q_q_Qa_Qa_2Rq_2Rq_2, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[33])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {7, 0, 0, 7, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 366, 108};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_error_tolerance, __pyx_mstate->__pyx_n_u_shift, __pyx_mstate->__pyx_n_u_normalize, __pyx_mstate->__pyx_n_u_sqrt_transform};
    __pyx_mstate_global->__pyx_codeobj_tab[34] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_init, __pyx_k_FFYYZ_N_N_N_IQ_IQ_a_a_M_a_A_F_A, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[34])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 384, 361};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[35] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_calculate_normalization, __pyx_k_A_Q_4_Q_y_A_U_1_HHARq_1_AQ_j_1_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[35])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 432, 158};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[36] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_determine_peak_type, __pyx_k_A_Qd_q_z_m1_iq_B_at_Y_bbc_q_M_z, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[36])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 449, 177};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_error_tolerance, __pyx_mstate->__pyx_n_u_shift};
    __pyx_mstate_global->__pyx_codeobj_tab[37] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_align, __pyx_k_4_Q_ay_M_m_vS_WA_a_Q_2C1_Kq_31, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[37])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 472, 50};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[38] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_calculate_score, __pyx_k_A_I_T__D_4q_4_r_Q, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[38])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 355, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[39] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k_A, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[39])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 355, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[40] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k_A, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[40])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 355, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[41] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_del, __pyx_k_A, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[41])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 356, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[42] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[42])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 356, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[43] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[43])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 357, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[44] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[44])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 357, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[45] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[45])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 358, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[46] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[46])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 358, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[47] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[47])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 358, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[48] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_del, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[48])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 359, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[49] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[49])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 359, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[50] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[50])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 359, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[51] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_del, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[51])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 360, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[52] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k__7, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[52])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 360, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[53] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k__7, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[53])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 361, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[54] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[54])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 361, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[55] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[55])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 362, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[56] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[56])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 362, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[57] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k_a, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[57])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 363, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[58] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k_A, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[58])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 363, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[59] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k_A, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[59])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 1, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 364, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self};
    __pyx_mstate_global->__pyx_codeobj_tab[60] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_get_2, __pyx_k_A, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[60])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 364, 2};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_value};
    __pyx_mstate_global->__pyx_codeobj_tab[61] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_set, __pyx_k_A, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[61])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {1, 0, 0, 4, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 1, 197};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_state, __pyx_mstate->__pyx_n_u_dict_2, __pyx_mstate->__pyx_n_u_use_setstate};
    __pyx_mstate_global->__pyx_codeobj_tab[62] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_stringsource, __pyx_mstate->__pyx_n_u_reduce_cython, __pyx_k_T_7t_t_X_iimmzz_K_K_O_O_W_W_c_c, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[62])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 2, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 16, 11};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_self, __pyx_mstate->__pyx_n_u_pyx_state};
    __pyx_mstate_global->__pyx_codeobj_tab[63] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_stringsource, __pyx_mstate->__pyx_n_u_setstate_cython, __pyx_k_q_a_2, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[63])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {4, 0, 0, 5, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 480, 130};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_error_tolerance, __pyx_mstate->__pyx_n_u_shift, __pyx_mstate->__pyx_n_u_zeros};
    __pyx_mstate_global->__pyx_codeobj_tab[64] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_convolve_peak_sets, __pyx_k_oop_1_U_1_z_T_Rq_j_at1_L_E_aq_L, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[64])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {4, 0, 0, 5, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 504, 125};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_error_tolerance, __pyx_mstate->__pyx_n_u_shift, __pyx_mstate->__pyx_n_u_zeros};
    __pyx_mstate_global->__pyx_codeobj_tab[65] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_convolve_deconvoluted_peak_sets, __pyx_k_ATTU_1_U_1_z_T_r_j_at1_L_E_aq_6, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[65])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {5, 0, 0, 5, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 528, 322};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_pairs, __pyx_mstate->__pyx_n_u_peak_type, __pyx_mstate->__pyx_n_u_norm_a, __pyx_mstate->__pyx_n_u_norm_b, __pyx_mstate->__pyx_n_u_sqrt_transform};
    __pyx_mstate_global->__pyx_codeobj_tab[66] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_convolved_dot_product, __pyx_k_OOffg1J_q_q_1A_U_1_a_1_at7_b_4q, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[66])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 4, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 572, 135};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_error_tolerance, __pyx_mstate->__pyx_n_u_zeros};
    __pyx_mstate_global->__pyx_codeobj_tab[67] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_convolve_peak_sets2_fitted, __pyx_k_ffg_1_U_1_z_j_Bd_b_1_T_4t2Q_Ky, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[67])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 4, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 593, 114};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_error_tolerance, __pyx_mstate->__pyx_n_u_zeros};
    __pyx_mstate_global->__pyx_codeobj_tab[68] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_convolve_peak_sets2_deconvoluted, __pyx_k_ADE_1_U_1_z_j_at_L_E_aq_6a_A_4, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[68])) goto bad;
  }
  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 614, 76};
    PyObject* const varnames[] = {__pyx_mstate->__pyx_n_u_peak_set_a, __pyx_mstate->__pyx_n_u_peak_set_b, __pyx_mstate->__pyx_n_u_error_tolerance};
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  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 614, 76};
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    __pyx_mstate_global->__pyx_codeobj_tab[70] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_0ppm_peak_set_similar, __pyx_k_ttu_q_L_q_L_q_L_D_4r_b_Ba, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[70])) goto bad;
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  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 614, 88};
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  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 614, 76};
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  {
    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 614, 29};
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  {
    const __Pyx_PyCode_New_function_description descr = {5, 0, 0, 5, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 635, 37};
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    __pyx_mstate_global->__pyx_codeobj_tab[74] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_0align_peaks, __pyx_k_sst1EQ_9J_Q_kkl, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[74])) goto bad;
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  {
    const __Pyx_PyCode_New_function_description descr = {5, 0, 0, 5, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 635, 37};
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    __pyx_mstate_global->__pyx_codeobj_tab[75] = __Pyx_PyCode_New(descr, varnames, __pyx_mstate->__pyx_kp_u_src_ms_deisotope__c_similarity_m, __pyx_mstate->__pyx_n_u_pyx_fuse_0align_peaks, __pyx_k_sst1EQ_9J_Q_kkl, tuple_dedup_map); if (unlikely(!__pyx_mstate_global->__pyx_codeobj_tab[75])) goto bad;
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  {
    const __Pyx_PyCode_New_function_description descr = {5, 0, 0, 5, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 635, 44};
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    const __Pyx_PyCode_New_function_description descr = {5, 0, 0, 5, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 635, 37};
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    const __Pyx_PyCode_New_function_description descr = {5, 0, 0, 5, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 635, 31};
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    const __Pyx_PyCode_New_function_description descr = {3, 0, 0, 5, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 1, 86};
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    const __Pyx_PyCode_New_function_description descr = {2, 0, 0, 3, (unsigned int)(CO_OPTIMIZED|CO_NEWLOCALS), 11, 76};
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                                               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 *const *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;
    PyObject *kwdefs;
    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 (unlikely(Py_EnterRecursiveCall(" while calling a Python object"))) {
        return NULL;
    }
    if (
            co->co_kwonlyargcount == 0 &&
            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);
    kwdefs = PyFunction_GET_KW_DEFAULTS(func);
    if (argdefs != NULL) {
        d = &PyTuple_GET_ITEM(argdefs, 0);
        nd = Py_SIZE(argdefs);
    }
    else {
        d = NULL;
        nd = 0;
    }
    result = PyEval_EvalCodeEx((PyObject*)co, globals, (PyObject *)NULL,
                               args, (int)nargs,
                               k, (int)nk,
                               d, (int)nd, kwdefs, closure);
    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 (unlikely(Py_EnterRecursiveCall(" while calling a Python object")))
        return NULL;
    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 (unlikely(Py_EnterRecursiveCall(" while calling a Python object")))
        return NULL;
    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 * const*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
#if CYTHON_VECTORCALL && !CYTHON_COMPILING_IN_LIMITED_API
  #if PY_VERSION_HEX < 0x03090000
    #define __Pyx_PyVectorcall_Function(callable) _PyVectorcall_Function(callable)
  #elif CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE vectorcallfunc __Pyx_PyVectorcall_Function(PyObject *callable) {
    PyTypeObject *tp = Py_TYPE(callable);
    #if defined(__Pyx_CyFunction_USED)
    if (__Pyx_CyFunction_CheckExact(callable)) {
        return __Pyx_CyFunction_func_vectorcall(callable);
    }
    #endif
    if (!PyType_HasFeature(tp, Py_TPFLAGS_HAVE_VECTORCALL)) {
        return NULL;
    }
    assert(PyCallable_Check(callable));
    Py_ssize_t offset = tp->tp_vectorcall_offset;
    assert(offset > 0);
    vectorcallfunc ptr;
    memcpy(&ptr, (char *) callable + offset, sizeof(ptr));
    return ptr;
}
  #else
    #define __Pyx_PyVectorcall_Function(callable) PyVectorcall_Function(callable)
  #endif
#endif
static CYTHON_INLINE PyObject* __Pyx_PyObject_FastCallDict(PyObject *func, PyObject *const *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 (!kwargs && __Pyx_IS_TYPE(func, &PyMethodDescr_Type)) {
        return _PyMethodDescr_FastCallKeywords(func, args, nargs, NULL);
    }
    #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 && !CYTHON_COMPILING_IN_LIMITED_API
        vectorcallfunc f = __Pyx_PyVectorcall_Function(func);
        if (f) {
            return f(func, args, _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, _nargs, NULL);
        }
        #elif CYTHON_COMPILING_IN_LIMITED_API && CYTHON_VECTORCALL
        return PyObject_Vectorcall(func, args, _nargs, NULL);
        #endif
    }
    if (nargs == 0) {
        return __Pyx_PyObject_Call(func, __pyx_mstate_global->__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
}

/* 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 >= 0x030C0000
    local_value = tstate->current_exception;
    tstate->current_exception = 0;
  #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
#elif __PYX_LIMITED_VERSION_HEX > 0x030C0000
    local_value = PyErr_GetRaisedException();
#else
    PyErr_Fetch(&local_type, &local_value, &local_tb);
#endif
#if __PYX_LIMITED_VERSION_HEX > 0x030C0000
    if (likely(local_value)) {
        local_type = (PyObject*) Py_TYPE(local_value);
        Py_INCREF(local_type);
        local_tb = PyException_GetTraceback(local_value);
    }
#else
    PyErr_NormalizeException(&local_type, &local_value, &local_tb);
#if CYTHON_FAST_THREAD_STATE
    if (unlikely(tstate->curexc_type))
#else
    if (unlikely(PyErr_Occurred()))
#endif
        goto bad;
    if (local_tb) {
        if (unlikely(PyException_SetTraceback(local_value, local_tb) < 0))
            goto bad;
    }
#endif // __PYX_LIMITED_VERSION_HEX > 0x030C0000
    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);
#elif __PYX_LIMITED_VERSION_HEX >= 0x030b0000
    PyErr_SetHandledException(local_value);
    Py_XDECREF(local_value);
    Py_XDECREF(local_type);
    Py_XDECREF(local_tb);
#else
    PyErr_SetExcInfo(local_type, local_value, local_tb);
#endif
    return 0;
#if __PYX_LIMITED_VERSION_HEX <= 0x030C0000
bad:
    *type = 0;
    *value = 0;
    *tb = 0;
    Py_XDECREF(local_type);
    Py_XDECREF(local_value);
    Py_XDECREF(local_tb);
    return -1;
#endif
}

/* RaiseException */
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;
}

/* TupleAndListFromArray */
#if !CYTHON_COMPILING_IN_CPYTHON && CYTHON_METH_FASTCALL
static CYTHON_INLINE PyObject *
__Pyx_PyTuple_FromArray(PyObject *const *src, Py_ssize_t n)
{
    PyObject *res;
    Py_ssize_t i;
    if (n <= 0) {
        return __Pyx_NewRef(__pyx_mstate_global->__pyx_empty_tuple);
    }
    res = PyTuple_New(n);
    if (unlikely(res == NULL)) return NULL;
    for (i = 0; i < n; i++) {
        if (unlikely(__Pyx_PyTuple_SET_ITEM(res, i, src[i]) < 0)) {
            Py_DECREF(res);
            return NULL;
        }
        Py_INCREF(src[i]);
    }
    return res;
}
#elif CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE void __Pyx_copy_object_array(PyObject *const *CYTHON_RESTRICT src, PyObject** CYTHON_RESTRICT dest, Py_ssize_t length) {
    PyObject *v;
    Py_ssize_t i;
    for (i = 0; i < length; i++) {
        v = dest[i] = src[i];
        Py_INCREF(v);
    }
}
static CYTHON_INLINE PyObject *
__Pyx_PyTuple_FromArray(PyObject *const *src, Py_ssize_t n)
{
    PyObject *res;
    if (n <= 0) {
        return __Pyx_NewRef(__pyx_mstate_global->__pyx_empty_tuple);
    }
    res = PyTuple_New(n);
    if (unlikely(res == NULL)) return NULL;
    __Pyx_copy_object_array(src, ((PyTupleObject*)res)->ob_item, n);
    return res;
}
static CYTHON_INLINE PyObject *
__Pyx_PyList_FromArray(PyObject *const *src, Py_ssize_t n)
{
    PyObject *res;
    if (n <= 0) {
        return PyList_New(0);
    }
    res = PyList_New(n);
    if (unlikely(res == NULL)) return NULL;
    __Pyx_copy_object_array(src, ((PyListObject*)res)->ob_item, n);
    return res;
}
#endif

/* BytesEquals */
static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals) {
#if CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API || CYTHON_COMPILING_IN_GRAAL ||\
        !(CYTHON_ASSUME_SAFE_SIZE && CYTHON_ASSUME_SAFE_MACROS)
    return PyObject_RichCompareBool(s1, s2, equals);
#else
    if (s1 == s2) {
        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 || CYTHON_COMPILING_IN_GRAAL
    return PyObject_RichCompareBool(s1, s2, equals);
#else
    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 (s1_is_unicode & s2_is_unicode) {
        Py_ssize_t length, length2;
        int kind;
        void *data1, *data2;
        #if !CYTHON_COMPILING_IN_LIMITED_API
        if (unlikely(__Pyx_PyUnicode_READY(s1) < 0) || unlikely(__Pyx_PyUnicode_READY(s2) < 0))
            return -1;
        #endif
        length = __Pyx_PyUnicode_GET_LENGTH(s1);
        #if !CYTHON_ASSUME_SAFE_SIZE
        if (unlikely(length < 0)) return -1;
        #endif
        length2 = __Pyx_PyUnicode_GET_LENGTH(s2);
        #if !CYTHON_ASSUME_SAFE_SIZE
        if (unlikely(length2 < 0)) return -1;
        #endif
        if (length != length2) {
            goto return_ne;
        }
#if CYTHON_USE_UNICODE_INTERNALS
        {
            Py_hash_t hash1, hash2;
            hash1 = ((PyASCIIObject*)s1)->hash;
            hash2 = ((PyASCIIObject*)s2)->hash;
            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));
            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_result)
            return -1;
        result = __Pyx_PyObject_IsTrue(py_result);
        Py_DECREF(py_result);
        return result;
    }
return_eq:
    return (equals == Py_EQ);
return_ne:
    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 = __Pyx_PyTuple_GET_SIZE(kwnames);
    #if !CYTHON_ASSUME_SAFE_SIZE
    if (unlikely(n == -1)) return NULL;
    #endif
    for (i = 0; i < n; i++)
    {
        PyObject *namei = __Pyx_PyTuple_GET_ITEM(kwnames, i);
        #if !CYTHON_ASSUME_SAFE_MACROS
        if (unlikely(!namei)) return NULL;
        #endif
        if (s == namei) return kwvalues[i];
    }
    for (i = 0; i < n; i++)
    {
        PyObject *namei = __Pyx_PyTuple_GET_ITEM(kwnames, i);
        #if !CYTHON_ASSUME_SAFE_MACROS
        if (unlikely(!namei)) return NULL;
        #endif
        int eq = __Pyx_PyUnicode_Equals(s, namei, 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_COMPILING_IN_LIMITED_API
CYTHON_UNUSED static PyObject *__Pyx_KwargsAsDict_FASTCALL(PyObject *kwnames, PyObject *const *kwvalues) {
    Py_ssize_t i, nkwargs;
    PyObject *dict;
#if !CYTHON_ASSUME_SAFE_SIZE
    nkwargs = PyTuple_Size(kwnames);
    if (unlikely(nkwargs < 0)) return NULL;
#else
    nkwargs = PyTuple_GET_SIZE(kwnames);
#endif
    dict = PyDict_New();
    if (unlikely(!dict))
        return NULL;
    for (i=0; i<nkwargs; i++) {
#if !CYTHON_ASSUME_SAFE_MACROS
        PyObject *key = PyTuple_GetItem(kwnames, i);
        if (!key) goto bad;
#else
        PyObject *key = PyTuple_GET_ITEM(kwnames, i);
#endif
        if (unlikely(PyDict_SetItem(dict, key, kwvalues[i]) < 0))
            goto bad;
    }
    return dict;
bad:
    Py_DECREF(dict);
    return NULL;
}
#endif
#endif

/* RaiseDoubleKeywords */
static void __Pyx_RaiseDoubleKeywordsError(
    const char* func_name,
    PyObject* kw_name)
{
    PyErr_Format(PyExc_TypeError,
        "%s() got multiple values for keyword argument '%U'", func_name, kw_name);
}

/* UnpackUnboundCMethod */
#if CYTHON_COMPILING_IN_LIMITED_API && __PYX_LIMITED_VERSION_HEX < 0x030C0000
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;
}
#elif CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX < 0x03090000
static PyObject *__Pyx_SelflessCall(PyObject *method, PyObject **args, Py_ssize_t nargs, PyObject *kwnames) {
        return _PyObject_Vectorcall
            (method, args ? args+1 : NULL, nargs ? nargs-1 : 0, kwnames);
}
#else
static PyObject *__Pyx_SelflessCall(PyObject *method, PyObject *const *args, Py_ssize_t nargs, PyObject *kwnames) {
    return
#if PY_VERSION_HEX < 0x03090000
    _PyObject_Vectorcall
#else
    PyObject_Vectorcall
#endif
        (method, args ? args+1 : NULL, nargs ? (size_t) nargs-1 : 0, kwnames);
}
#endif
static PyMethodDef __Pyx_UnboundCMethod_Def = {
     "CythonUnboundCMethod",
     __PYX_REINTERPRET_FUNCION(PyCFunction, __Pyx_SelflessCall),
#if CYTHON_COMPILING_IN_LIMITED_API && __PYX_LIMITED_VERSION_HEX < 0x030C0000
     METH_VARARGS | METH_KEYWORDS,
#else
     METH_FASTCALL | METH_KEYWORDS,
#endif
     NULL
};
static int __Pyx_TryUnpackUnboundCMethod(__Pyx_CachedCFunction* target) {
    PyObject *method, *result=NULL;
    method = __Pyx_PyObject_GetAttrStr(target->type, *target->method_name);
    if (unlikely(!method))
        return -1;
    result = method;
#if CYTHON_COMPILING_IN_CPYTHON
    if (likely(__Pyx_TypeCheck(method, &PyMethodDescr_Type)))
    {
        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);
            result = unbound_method;
        }
    }
#if !CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
    if (unlikely(target->method)) {
        Py_DECREF(result);
    } else
#endif
    target->method = result;
    return 0;
}

/* CallUnboundCMethod2 */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject *__Pyx_CallUnboundCMethod2(__Pyx_CachedCFunction *cfunc, PyObject *self, PyObject *arg1, PyObject *arg2) {
    int was_initialized = __Pyx_CachedCFunction_GetAndSetInitializing(cfunc);
    if (likely(was_initialized == 2 && cfunc->func)) {
        PyObject *args[2] = {arg1, arg2};
        if (cfunc->flag == METH_FASTCALL) {
            return __Pyx_CallCFunctionFast(cfunc, self, args, 2);
        }
        if (cfunc->flag == (METH_FASTCALL | METH_KEYWORDS))
            return __Pyx_CallCFunctionFastWithKeywords(cfunc, self, args, 2, NULL);
    }
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
    else if (unlikely(was_initialized == 1)) {
        __Pyx_CachedCFunction tmp_cfunc = {
#ifndef __cplusplus
            0
#endif
        };
        tmp_cfunc.type = cfunc->type;
        tmp_cfunc.method_name = cfunc->method_name;
        return __Pyx__CallUnboundCMethod2(&tmp_cfunc, self, arg1, arg2);
    }
#endif
    PyObject *result = __Pyx__CallUnboundCMethod2(cfunc, self, arg1, arg2);
    __Pyx_CachedCFunction_SetFinishedInitializing(cfunc);
    return result;
}
#endif
static PyObject* __Pyx__CallUnboundCMethod2(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg1, PyObject* arg2){
    if (unlikely(!cfunc->func && !cfunc->method) && unlikely(__Pyx_TryUnpackUnboundCMethod(cfunc) < 0)) return NULL;
#if CYTHON_COMPILING_IN_CPYTHON
    if (cfunc->func && (cfunc->flag & METH_VARARGS)) {
        PyObject *result = NULL;
        PyObject *args = PyTuple_New(2);
        if (unlikely(!args)) return NULL;
        Py_INCREF(arg1);
        PyTuple_SET_ITEM(args, 0, arg1);
        Py_INCREF(arg2);
        PyTuple_SET_ITEM(args, 1, arg2);
        if (cfunc->flag & METH_KEYWORDS)
            result = __Pyx_CallCFunctionWithKeywords(cfunc, self, args, NULL);
        else
            result = __Pyx_CallCFunction(cfunc, self, args);
        Py_DECREF(args);
        return result;
    }
#endif
    {
        PyObject *args[4] = {NULL, self, arg1, arg2};
        return __Pyx_PyObject_FastCall(cfunc->method, args+1, 3 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET);
    }
}

/* ParseKeywords */
static int __Pyx_ValidateDuplicatePosArgs(
    PyObject *kwds,
    PyObject ** const argnames[],
    PyObject ** const *first_kw_arg,
    const char* function_name)
{
    PyObject ** const *name = argnames;
    while (name != first_kw_arg) {
        PyObject *key = **name;
        int found = PyDict_Contains(kwds, key);
        if (unlikely(found)) {
            if (found == 1) __Pyx_RaiseDoubleKeywordsError(function_name, key);
            goto bad;
        }
        name++;
    }
    return 0;
bad:
    return -1;
}
#if CYTHON_USE_UNICODE_INTERNALS
static CYTHON_INLINE int __Pyx_UnicodeKeywordsEqual(PyObject *s1, PyObject *s2) {
    int kind;
    Py_ssize_t len = PyUnicode_GET_LENGTH(s1);
    if (len != PyUnicode_GET_LENGTH(s2)) return 0;
    kind = PyUnicode_KIND(s1);
    if (kind != PyUnicode_KIND(s2)) return 0;
    const void *data1 = PyUnicode_DATA(s1);
    const void *data2 = PyUnicode_DATA(s2);
    return (memcmp(data1, data2, (size_t) len * (size_t) kind) == 0);
}
#endif
static int __Pyx_MatchKeywordArg_str(
    PyObject *key,
    PyObject ** const argnames[],
    PyObject ** const *first_kw_arg,
    size_t *index_found,
    const char *function_name)
{
    PyObject ** const *name;
    #if CYTHON_USE_UNICODE_INTERNALS
    Py_hash_t key_hash = ((PyASCIIObject*)key)->hash;
    if (unlikely(key_hash == -1)) {
        key_hash = PyObject_Hash(key);
        if (unlikely(key_hash == -1))
            goto bad;
    }
    #endif
    name = first_kw_arg;
    while (*name) {
        PyObject *name_str = **name;
        #if CYTHON_USE_UNICODE_INTERNALS
        if (key_hash == ((PyASCIIObject*)name_str)->hash && __Pyx_UnicodeKeywordsEqual(name_str, key)) {
            *index_found = (size_t) (name - argnames);
            return 1;
        }
        #else
        #if CYTHON_ASSUME_SAFE_SIZE
        if (PyUnicode_GET_LENGTH(name_str) == PyUnicode_GET_LENGTH(key))
        #endif
        {
            int cmp = PyUnicode_Compare(name_str, key);
            if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
            if (cmp == 0) {
                *index_found = (size_t) (name - argnames);
                return 1;
            }
        }
        #endif
        name++;
    }
    name = argnames;
    while (name != first_kw_arg) {
        PyObject *name_str = **name;
        #if CYTHON_USE_UNICODE_INTERNALS
        if (unlikely(key_hash == ((PyASCIIObject*)name_str)->hash)) {
            if (__Pyx_UnicodeKeywordsEqual(name_str, key))
                goto arg_passed_twice;
        }
        #else
        #if CYTHON_ASSUME_SAFE_SIZE
        if (PyUnicode_GET_LENGTH(name_str) == PyUnicode_GET_LENGTH(key))
        #endif
        {
            if (unlikely(name_str == key)) goto arg_passed_twice;
            int cmp = PyUnicode_Compare(name_str, key);
            if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
            if (cmp == 0) goto arg_passed_twice;
        }
        #endif
        name++;
    }
    return 0;
arg_passed_twice:
    __Pyx_RaiseDoubleKeywordsError(function_name, key);
    goto bad;
bad:
    return -1;
}
static int __Pyx_MatchKeywordArg_nostr(
    PyObject *key,
    PyObject ** const argnames[],
    PyObject ** const *first_kw_arg,
    size_t *index_found,
    const char *function_name)
{
    PyObject ** const *name;
    if (unlikely(!PyUnicode_Check(key))) goto invalid_keyword_type;
    name = first_kw_arg;
    while (*name) {
        int cmp = PyObject_RichCompareBool(**name, key, Py_EQ);
        if (cmp == 1) {
            *index_found = (size_t) (name - argnames);
            return 1;
        }
        if (unlikely(cmp == -1)) goto bad;
        name++;
    }
    name = argnames;
    while (name != first_kw_arg) {
        int cmp = PyObject_RichCompareBool(**name, key, Py_EQ);
        if (unlikely(cmp != 0)) {
            if (cmp == 1) goto arg_passed_twice;
            else goto bad;
        }
        name++;
    }
    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;
bad:
    return -1;
}
static CYTHON_INLINE int __Pyx_MatchKeywordArg(
    PyObject *key,
    PyObject ** const argnames[],
    PyObject ** const *first_kw_arg,
    size_t *index_found,
    const char *function_name)
{
    return likely(PyUnicode_CheckExact(key)) ?
        __Pyx_MatchKeywordArg_str(key, argnames, first_kw_arg, index_found, function_name) :
        __Pyx_MatchKeywordArg_nostr(key, argnames, first_kw_arg, index_found, function_name);
}
static void __Pyx_RejectUnknownKeyword(
    PyObject *kwds,
    PyObject ** const argnames[],
    PyObject ** const *first_kw_arg,
    const char *function_name)
{
    Py_ssize_t pos = 0;
    PyObject *key = NULL;
    __Pyx_BEGIN_CRITICAL_SECTION(kwds);
    while (PyDict_Next(kwds, &pos, &key, NULL)) {
        PyObject** const *name = first_kw_arg;
        while (*name && (**name != key)) name++;
        if (!*name) {
            #if CYTHON_AVOID_BORROWED_REFS
            Py_INCREF(key);
            #endif
            size_t index_found = 0;
            int cmp = __Pyx_MatchKeywordArg(key, argnames, first_kw_arg, &index_found, function_name);
            if (cmp != 1) {
                if (cmp == 0) {
                    PyErr_Format(PyExc_TypeError,
                        "%s() got an unexpected keyword argument '%U'",
                        function_name, key);
                }
                #if CYTHON_AVOID_BORROWED_REFS
                Py_DECREF(key);
                #endif
                break;
            }
            #if CYTHON_AVOID_BORROWED_REFS
            Py_DECREF(key);
            #endif
        }
    }
    __Pyx_END_CRITICAL_SECTION();
    assert(PyErr_Occurred());
}
static int __Pyx_ParseKeywordDict(
    PyObject *kwds,
    PyObject ** const argnames[],
    PyObject *values[],
    Py_ssize_t num_pos_args,
    Py_ssize_t num_kwargs,
    const char* function_name,
    int ignore_unknown_kwargs)
{
    PyObject** const *name;
    PyObject** const *first_kw_arg = argnames + num_pos_args;
    Py_ssize_t extracted = 0;
#if !CYTHON_COMPILING_IN_PYPY || defined(PyArg_ValidateKeywordArguments)
    if (unlikely(!PyArg_ValidateKeywordArguments(kwds))) return -1;
#endif
    name = first_kw_arg;
    while (*name && num_kwargs > extracted) {
        PyObject * key = **name;
        PyObject *value;
        int found = 0;
        #if __PYX_LIMITED_VERSION_HEX >= 0x030d0000
        found = PyDict_GetItemRef(kwds, key, &value);
        #else
        value = PyDict_GetItemWithError(kwds, key);
        if (value) {
            Py_INCREF(value);
            found = 1;
        } else {
            if (unlikely(PyErr_Occurred())) goto bad;
        }
        #endif
        if (found) {
            if (unlikely(found < 0)) goto bad;
            values[name-argnames] = value;
            extracted++;
        }
        name++;
    }
    if (num_kwargs > extracted) {
        if (ignore_unknown_kwargs) {
            if (unlikely(__Pyx_ValidateDuplicatePosArgs(kwds, argnames, first_kw_arg, function_name) == -1))
                goto bad;
        } else {
            __Pyx_RejectUnknownKeyword(kwds, argnames, first_kw_arg, function_name);
            goto bad;
        }
    }
    return 0;
bad:
    return -1;
}
static int __Pyx_ParseKeywordDictToDict(
    PyObject *kwds,
    PyObject ** const argnames[],
    PyObject *kwds2,
    PyObject *values[],
    Py_ssize_t num_pos_args,
    const char* function_name)
{
    PyObject** const *name;
    PyObject** const *first_kw_arg = argnames + num_pos_args;
    Py_ssize_t len;
#if !CYTHON_COMPILING_IN_PYPY || defined(PyArg_ValidateKeywordArguments)
    if (unlikely(!PyArg_ValidateKeywordArguments(kwds))) return -1;
#endif
    if (PyDict_Update(kwds2, kwds) < 0) goto bad;
    name = first_kw_arg;
    while (*name) {
        PyObject *key = **name;
        PyObject *value;
#if !CYTHON_COMPILING_IN_LIMITED_API && (PY_VERSION_HEX >= 0x030d00A2 || defined(PyDict_Pop))
        int found = PyDict_Pop(kwds2, key, &value);
        if (found) {
            if (unlikely(found < 0)) goto bad;
            values[name-argnames] = value;
        }
#elif __PYX_LIMITED_VERSION_HEX >= 0x030d0000
        int found = PyDict_GetItemRef(kwds2, key, &value);
        if (found) {
            if (unlikely(found < 0)) goto bad;
            values[name-argnames] = value;
            if (unlikely(PyDict_DelItem(kwds2, key) < 0)) goto bad;
        }
#else
    #if CYTHON_COMPILING_IN_CPYTHON
        value = _PyDict_Pop(kwds2, key, kwds2);
    #else
        value = __Pyx_CallUnboundCMethod2(&__pyx_mstate_global->__pyx_umethod_PyDict_Type_pop, kwds2, key, kwds2);
    #endif
        if (value == kwds2) {
            Py_DECREF(value);
        } else {
            if (unlikely(!value)) goto bad;
            values[name-argnames] = value;
        }
#endif
        name++;
    }
    len = PyDict_Size(kwds2);
    if (len > 0) {
        return __Pyx_ValidateDuplicatePosArgs(kwds, argnames, first_kw_arg, function_name);
    } else if (unlikely(len == -1)) {
        goto bad;
    }
    return 0;
bad:
    return -1;
}
static int __Pyx_ParseKeywordsTuple(
    PyObject *kwds,
    PyObject * const *kwvalues,
    PyObject ** const argnames[],
    PyObject *kwds2,
    PyObject *values[],
    Py_ssize_t num_pos_args,
    Py_ssize_t num_kwargs,
    const char* function_name,
    int ignore_unknown_kwargs)
{
    PyObject *key = NULL;
    PyObject** const * name;
    PyObject** const *first_kw_arg = argnames + num_pos_args;
    for (Py_ssize_t pos = 0; pos < num_kwargs; pos++) {
#if CYTHON_AVOID_BORROWED_REFS
        key = __Pyx_PySequence_ITEM(kwds, pos);
#else
        key = __Pyx_PyTuple_GET_ITEM(kwds, pos);
#endif
#if !CYTHON_ASSUME_SAFE_MACROS
        if (unlikely(!key)) goto bad;
#endif
        name = first_kw_arg;
        while (*name && (**name != key)) name++;
        if (*name) {
            PyObject *value = kwvalues[pos];
            values[name-argnames] = __Pyx_NewRef(value);
        } else {
            size_t index_found = 0;
            int cmp = __Pyx_MatchKeywordArg(key, argnames, first_kw_arg, &index_found, function_name);
            if (cmp == 1) {
                PyObject *value = kwvalues[pos];
                values[index_found] = __Pyx_NewRef(value);
            } else {
                if (unlikely(cmp == -1)) goto bad;
                if (kwds2) {
                    PyObject *value = kwvalues[pos];
                    if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad;
                } else if (!ignore_unknown_kwargs) {
                    goto invalid_keyword;
                }
            }
        }
        #if CYTHON_AVOID_BORROWED_REFS
        Py_DECREF(key);
        key = NULL;
        #endif
    }
    return 0;
invalid_keyword:
    PyErr_Format(PyExc_TypeError,
        "%s() got an unexpected keyword argument '%U'",
        function_name, key);
    goto bad;
bad:
    #if CYTHON_AVOID_BORROWED_REFS
    Py_XDECREF(key);
    #endif
    return -1;
}
static int __Pyx_ParseKeywords(
    PyObject *kwds,
    PyObject * const *kwvalues,
    PyObject ** const argnames[],
    PyObject *kwds2,
    PyObject *values[],
    Py_ssize_t num_pos_args,
    Py_ssize_t num_kwargs,
    const char* function_name,
    int ignore_unknown_kwargs)
{
    if (CYTHON_METH_FASTCALL && likely(PyTuple_Check(kwds)))
        return __Pyx_ParseKeywordsTuple(kwds, kwvalues, argnames, kwds2, values, num_pos_args, num_kwargs, function_name, ignore_unknown_kwargs);
    else if (kwds2)
        return __Pyx_ParseKeywordDictToDict(kwds, argnames, kwds2, values, num_pos_args, function_name);
    else
        return __Pyx_ParseKeywordDict(kwds, argnames, values, num_pos_args, num_kwargs, function_name, ignore_unknown_kwargs);
}

/* 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);
}

/* Profile */
#if CYTHON_PROFILE || CYTHON_TRACE
#if CYTHON_TRACE && !CYTHON_USE_SYS_MONITORING
static int __Pyx_call_line_trace_func(PyThreadState *tstate, PyFrameObject *frame, int line) {
    int ret;
    PyObject *type, *value, *traceback;
    __Pyx_ErrFetchInState(tstate, &type, &value, &traceback);
    __Pyx_PyFrame_SetLineNumber(frame, line);
    __Pyx_EnterTracing(tstate);
    ret = tstate->c_tracefunc(tstate->c_traceobj, frame, PyTrace_LINE, NULL);
    __Pyx_LeaveTracing(tstate);
    if (likely(!ret)) {
        __Pyx_ErrRestoreInState(tstate, type, value, traceback);
    } else {
        Py_XDECREF(type);
        Py_XDECREF(value);
        Py_XDECREF(traceback);
    }
    return ret;
}
#endif
CYTHON_UNUSED static PyCodeObject *__Pyx_createFrameCodeObject(const char *funcname, const char *srcfile, int firstlineno) {
    PyCodeObject *py_code = PyCode_NewEmpty(srcfile, funcname, firstlineno);
    if (likely(py_code)) {
        py_code->co_flags |= CO_OPTIMIZED | CO_NEWLOCALS;
    }
    return py_code;
}
#if CYTHON_USE_SYS_MONITORING
CYTHON_UNUSED static int __Pyx__TraceStartFunc(PyMonitoringState *state_array, PyObject *code_obj, int offset, int skip_event) {
    int ret;
    __pyx_monitoring_version_type version = 0;
    ret = PyMonitoring_EnterScope(state_array, &version, __Pyx_MonitoringEventTypes, __Pyx_MonitoringEventTypes_CyFunc_count);
    if (unlikely(ret == -1)) return -1;
    return skip_event ? 0 : PyMonitoring_FirePyStartEvent(&state_array[__Pyx_Monitoring_PY_START], code_obj, offset);
}
CYTHON_UNUSED static int __Pyx__TraceStartGen(PyMonitoringState *state_array, __pyx_monitoring_version_type *version, PyObject *code_obj, int offset) {
    int ret;
    ret = PyMonitoring_EnterScope(state_array, version, __Pyx_MonitoringEventTypes, __Pyx_MonitoringEventTypes_CyGen_count);
    if (unlikely(ret == -1)) return -1;
    return PyMonitoring_FirePyStartEvent(&state_array[__Pyx_Monitoring_PY_START], code_obj, offset);
}
CYTHON_UNUSED static int __Pyx__TraceResumeGen(PyMonitoringState *state_array, __pyx_monitoring_version_type *version, PyObject *code_obj, int offset) {
    int ret;
    ret = PyMonitoring_EnterScope(state_array, version, __Pyx_MonitoringEventTypes, __Pyx_MonitoringEventTypes_CyGen_count);
    if (unlikely(ret == -1)) return -1;
    return PyMonitoring_FirePyResumeEvent(&state_array[__Pyx_Monitoring_PY_RESUME], code_obj, offset);
}
CYTHON_UNUSED static void __Pyx__TraceException(PyMonitoringState *monitoring_state, PyObject *code_obj, int offset, int reraised) {
    if (reraised) {
        (void) PyMonitoring_FireReraiseEvent(monitoring_state, code_obj, offset);
    } else {
        (void) PyMonitoring_FireRaiseEvent(monitoring_state, code_obj, offset);
    }
}
#if CYTHON_TRACE
CYTHON_UNUSED static int __Pyx__TraceLine(PyMonitoringState *monitoring_state, PyObject *code_obj, int line, int offset) {
    int ret;
    PyObject *exc = PyErr_GetRaisedException();
    ret = PyMonitoring_FireLineEvent(monitoring_state, code_obj, offset, line);
    if (exc) PyErr_SetRaisedException(exc);
    return ret;
}
#endif
#else
static int __Pyx_TraceSetupAndCall(PyCodeObject** code,
                                   PyFrameObject** frame,
                                   PyThreadState* tstate,
                                   const char *funcname,
                                   const char *srcfile,
                                   int firstlineno,
                                   int skip_event) {
    if (*frame == NULL || !CYTHON_PROFILE_REUSE_FRAME) {
        int needs_new_code_obj = (*code == NULL);
        if (needs_new_code_obj) {
            *code = __Pyx_createFrameCodeObject(funcname, srcfile, firstlineno);
            if (*code == NULL) return 0;
        }
        *frame = PyFrame_New(
            tstate,                          /*PyThreadState *tstate*/
            *code,                           /*PyCodeObject *code*/
            __pyx_mstate_global->__pyx_d,    /*PyObject *globals*/
            0                                /*PyObject *locals*/
        );
        if (needs_new_code_obj && !CYTHON_PROFILE_REUSE_CODEOBJ)
            Py_CLEAR(*code); // otherwise the reference is owned externally
        if (*frame == NULL) return 0;
        if (CYTHON_TRACE && (*frame)->f_trace == NULL) {
            Py_INCREF(Py_None);
            (*frame)->f_trace = Py_None;
        }
    }
    if (!skip_event) {
        PyObject *type, *value, *traceback;
        int retval = 1;
        __Pyx_PyFrame_SetLineNumber(*frame, firstlineno);
        __Pyx_EnterTracing(tstate);
        __Pyx_ErrFetchInState(tstate, &type, &value, &traceback);
        #if CYTHON_TRACE
        if (tstate->c_tracefunc)
            retval = tstate->c_tracefunc(tstate->c_traceobj, *frame, PyTrace_CALL, NULL) == 0;
        if (retval && tstate->c_profilefunc)
        #endif
            retval = tstate->c_profilefunc(tstate->c_profileobj, *frame, PyTrace_CALL, NULL) == 0;
        __Pyx_LeaveTracing(tstate);
        if (unlikely(!retval)) {
            Py_XDECREF(type);
            Py_XDECREF(value);
            Py_XDECREF(traceback);
            return -1;
        }
        __Pyx_ErrRestoreInState(tstate, type, value, traceback);
    }
    return __Pyx_IsTracing(tstate, 0, 0);
}
#endif
#endif

/* 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_GetFullyQualifiedName(Py_TYPE(obj));
    type_name = __Pyx_PyType_GetFullyQualifiedName(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;
}

/* ArgTypeTest */
static int __Pyx__ArgTypeTest(PyObject *obj, PyTypeObject *type, const char *name, int exact)
{
    __Pyx_TypeName type_name;
    __Pyx_TypeName obj_type_name;
    PyObject *extra_info = __pyx_mstate_global->__pyx_empty_unicode;
    int from_annotation_subclass = 0;
    if (unlikely(!type)) {
        PyErr_SetString(PyExc_SystemError, "Missing type object");
        return 0;
    }
    else if (!exact) {
        if (likely(__Pyx_TypeCheck(obj, type))) return 1;
    } else if (exact == 2) {
        if (__Pyx_TypeCheck(obj, type)) {
            from_annotation_subclass = 1;
            extra_info = __pyx_mstate_global->__pyx_kp_u_Note_that_Cython_is_deliberately;
        }
    }
    type_name = __Pyx_PyType_GetFullyQualifiedName(type);
    obj_type_name = __Pyx_PyType_GetFullyQualifiedName(Py_TYPE(obj));
    PyErr_Format(PyExc_TypeError,
        "Argument '%.200s' has incorrect type (expected " __Pyx_FMT_TYPENAME
        ", got " __Pyx_FMT_TYPENAME ")"
#if __PYX_LIMITED_VERSION_HEX < 0x030C0000
        "%s%U"
#endif
        , name, type_name, obj_type_name
#if __PYX_LIMITED_VERSION_HEX < 0x030C0000
        , (from_annotation_subclass ? ". " : ""), extra_info
#endif
        );
#if __PYX_LIMITED_VERSION_HEX >= 0x030C0000
    if (exact == 2 && from_annotation_subclass) {
        PyObject *res;
        PyObject *vargs[2];
        vargs[0] = PyErr_GetRaisedException();
        vargs[1] = extra_info;
        res = PyObject_VectorcallMethod(__pyx_mstate_global->__pyx_kp_u_add_note, vargs, 2, NULL);
        Py_XDECREF(res);
        PyErr_SetRaisedException(vargs[0]);
    }
#endif
    __Pyx_DECREF_TypeName(type_name);
    __Pyx_DECREF_TypeName(obj_type_name);
    return 0;
}

/* PyLongCompare */
static CYTHON_INLINE int __Pyx_PyLong_BoolEqObjC(PyObject *op1, PyObject *op2, long intval, long inplace) {
    CYTHON_MAYBE_UNUSED_VAR(intval);
    CYTHON_UNUSED_VAR(inplace);
    if (op1 == op2) {
        return 1;
    }
    #if CYTHON_USE_PYLONG_INTERNALS
    if (likely(PyLong_CheckExact(op1))) {
        int unequal;
        unsigned long uintval;
        Py_ssize_t size = __Pyx_PyLong_DigitCount(op1);
        const digit* digits = __Pyx_PyLong_Digits(op1);
        if (intval == 0) {
            return (__Pyx_PyLong_IsZero(op1) == 1);
        } else if (intval < 0) {
            if (__Pyx_PyLong_IsNonNeg(op1))
                return 0;
            intval = -intval;
        } else {
            if (__Pyx_PyLong_IsNeg(op1))
                return 0;
        }
        uintval = (unsigned long) intval;
#if PyLong_SHIFT * 4 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 4)) {
            unequal = (size != 5) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[2] != ((uintval >> (2 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[3] != ((uintval >> (3 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[4] != ((uintval >> (4 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
#if PyLong_SHIFT * 3 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 3)) {
            unequal = (size != 4) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[2] != ((uintval >> (2 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[3] != ((uintval >> (3 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
#if PyLong_SHIFT * 2 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 2)) {
            unequal = (size != 3) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[2] != ((uintval >> (2 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
#if PyLong_SHIFT * 1 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 1)) {
            unequal = (size != 2) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
            unequal = (size != 1) || (((unsigned long) digits[0]) != (uintval & (unsigned long) PyLong_MASK));
        return (unequal == 0);
    }
    #endif
    if (PyFloat_CheckExact(op1)) {
        const long b = intval;
        double a = __Pyx_PyFloat_AS_DOUBLE(op1);
        return ((double)a == (double)b);
    }
    return __Pyx_PyObject_IsTrueAndDecref(
        PyObject_RichCompare(op1, op2, Py_EQ));
}

/* PyObjectVectorCallKwBuilder */
#if CYTHON_VECTORCALL
static int __Pyx_VectorcallBuilder_AddArg(PyObject *key, PyObject *value, PyObject *builder, PyObject **args, int n) {
    (void)__Pyx_PyObject_FastCallDict;
    if (__Pyx_PyTuple_SET_ITEM(builder, n, key) != (0)) return -1;
    Py_INCREF(key);
    args[n] = value;
    return 0;
}
CYTHON_UNUSED static int __Pyx_VectorcallBuilder_AddArg_Check(PyObject *key, PyObject *value, PyObject *builder, PyObject **args, int n) {
    (void)__Pyx_VectorcallBuilder_AddArgStr;
    if (unlikely(!PyUnicode_Check(key))) {
        PyErr_SetString(PyExc_TypeError, "keywords must be strings");
        return -1;
    }
    return __Pyx_VectorcallBuilder_AddArg(key, value, builder, args, n);
}
static int __Pyx_VectorcallBuilder_AddArgStr(const char *key, PyObject *value, PyObject *builder, PyObject **args, int n) {
    PyObject *pyKey = PyUnicode_FromString(key);
    if (!pyKey) return -1;
    return __Pyx_VectorcallBuilder_AddArg(pyKey, value, builder, args, n);
}
#else // CYTHON_VECTORCALL
CYTHON_UNUSED static int __Pyx_VectorcallBuilder_AddArg_Check(PyObject *key, PyObject *value, PyObject *builder, CYTHON_UNUSED PyObject **args, CYTHON_UNUSED int n) {
    if (unlikely(!PyUnicode_Check(key))) {
        PyErr_SetString(PyExc_TypeError, "keywords must be strings");
        return -1;
    }
    return PyDict_SetItem(builder, key, value);
}
#endif

/* PyObjectVectorCallMethodKwBuilder */
#if !CYTHON_VECTORCALL || PY_VERSION_HEX < 0x03090000
static PyObject *__Pyx_Object_VectorcallMethod_CallFromBuilder(PyObject *name, PyObject *const *args, size_t nargsf, PyObject *kwnames) {
    PyObject *result;
    PyObject *obj = PyObject_GetAttr(args[0], name);
    if (unlikely(!obj))
        return NULL;
    result = __Pyx_Object_Vectorcall_CallFromBuilder(obj, args+1, nargsf-1, kwnames);
    Py_DECREF(obj);
    return result;
}
#endif

/* RejectKeywords */
static void __Pyx_RejectKeywords(const char* function_name, PyObject *kwds) {
    PyObject *key = NULL;
    if (CYTHON_METH_FASTCALL && likely(PyTuple_Check(kwds))) {
        key = __Pyx_PySequence_ITEM(kwds, 0);
    } else {
        Py_ssize_t pos = 0;
#if !CYTHON_COMPILING_IN_PYPY || defined(PyArg_ValidateKeywordArguments)
        if (unlikely(!PyArg_ValidateKeywordArguments(kwds))) return;
#endif
        PyDict_Next(kwds, &pos, &key, NULL);
        Py_INCREF(key);
    }
    if (likely(key)) {
        PyErr_Format(PyExc_TypeError,
            "%s() got an unexpected keyword argument '%U'",
            function_name, key);
        Py_DECREF(key);
    }
}

/* GetAttr3 */
#if __PYX_LIMITED_VERSION_HEX < 0x030d0000
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 >= 0x030d0000
    int res = PyObject_GetOptionalAttr(o, n, &r);
    return (res != 0) ? r : __Pyx_NewRef(d);
#else
  #if CYTHON_USE_TYPE_SLOTS
    if (likely(PyUnicode_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
}

/* RaiseUnexpectedTypeError */
static int
__Pyx_RaiseUnexpectedTypeError(const char *expected, PyObject *obj)
{
    __Pyx_TypeName obj_type_name = __Pyx_PyType_GetFullyQualifiedName(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;
}

/* DictGetItem */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key) {
    PyObject *value;
    if (unlikely(__Pyx_PyDict_GetItemRef(d, key, &value) == 0)) { // no value, no error
        if (unlikely(PyTuple_Check(key))) {
            PyObject* args = PyTuple_Pack(1, key);
            if (likely(args)) {
                PyErr_SetObject(PyExc_KeyError, args);
                Py_DECREF(args);
            }
        } else {
            PyErr_SetObject(PyExc_KeyError, key);
        }
    }
    return value;
}
#endif

/* 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, const 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;
    void *udata;
    uval = PyUnicode_New(ulength, 127);
    if (unlikely(!uval)) return NULL;
    udata = PyUnicode_DATA(uval);
    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 = PySequence_Repeat(padding, uoffset - prepend_sign);
                    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 = PyUnicode_Concat(padding, uval);
            Py_DECREF(uval);
            uval = tmp;
        }
        if (likely(uval) && sign) {
            PyObject *tmp = PyUnicode_Concat(sign, uval);
            Py_DECREF(uval);
            uval = tmp;
        }
done_or_error:
        Py_XDECREF(padding);
        Py_XDECREF(sign);
    }
#endif
    return uval;
}

/* COrdinalToPyUnicode */
static CYTHON_INLINE int __Pyx_CheckUnicodeValue(int value) {
    return value <= 1114111;
}
static PyObject* __Pyx_PyUnicode_FromOrdinal_Padded(int value, Py_ssize_t ulength, char padding_char) {
    if (likely(ulength <= 250)) {
        char chars[256];
        if (value <= 255) {
            memset(chars, padding_char, (size_t) (ulength - 1));
            chars[ulength-1] = (char) value;
            return PyUnicode_DecodeLatin1(chars, ulength, NULL);
        }
        char *cpos = chars + sizeof(chars);
        if (value < 0x800) {
            *--cpos = (char) (0x80 | (value & 0x3f));
            value >>= 6;
            *--cpos = (char) (0xc0 | (value & 0x1f));
        } else if (value < 0x10000) {
            *--cpos = (char) (0x80 | (value & 0x3f));
            value >>= 6;
            *--cpos = (char) (0x80 | (value & 0x3f));
            value >>= 6;
            *--cpos = (char) (0xe0 | (value & 0x0f));
        } else {
            *--cpos = (char) (0x80 | (value & 0x3f));
            value >>= 6;
            *--cpos = (char) (0x80 | (value & 0x3f));
            value >>= 6;
            *--cpos = (char) (0x80 | (value & 0x3f));
            value >>= 6;
            *--cpos = (char) (0xf0 | (value & 0x07));
        }
        cpos -= ulength;
        memset(cpos, padding_char, (size_t) (ulength - 1));
        return PyUnicode_DecodeUTF8(cpos, chars + sizeof(chars) - cpos, NULL);
    }
    if (value <= 127 && CYTHON_USE_UNICODE_INTERNALS) {
        const char chars[1] = {(char) value};
        return __Pyx_PyUnicode_BuildFromAscii(ulength, chars, 1, 0, padding_char);
    }
    {
        PyObject *uchar, *padding_uchar, *padding, *result;
        padding_uchar = PyUnicode_FromOrdinal(padding_char);
        if (unlikely(!padding_uchar)) return NULL;
        padding = PySequence_Repeat(padding_uchar, ulength - 1);
        Py_DECREF(padding_uchar);
        if (unlikely(!padding)) return NULL;
        uchar = PyUnicode_FromOrdinal(value);
        if (unlikely(!uchar)) {
            Py_DECREF(padding);
            return NULL;
        }
        result = PyUnicode_Concat(padding, uchar);
        Py_DECREF(padding);
        Py_DECREF(uchar);
        return result;
    }
}

/* CIntToPyUnicode */
static CYTHON_INLINE PyObject* __Pyx_PyUnicode_From_long(long value, Py_ssize_t width, char padding_char, char format_char) {
    char digits[sizeof(long)*3+2];
    char *dpos, *end = digits + sizeof(long)*3+2;
    const char *hex_digits = DIGITS_HEX;
    Py_ssize_t length, ulength;
    int prepend_sign, last_one_off;
    long remaining;
#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 (format_char == 'c') {
        if (unlikely(!(is_unsigned || value == 0 || value > 0) ||
                     !(sizeof(value) <= 2 || value & ~ (long) 0x01fffff || __Pyx_CheckUnicodeValue((int) value)))) {
            PyErr_SetString(PyExc_OverflowError, "%c arg not in range(0x110000)");
            return NULL;
        }
        if (width <= 1) {
            return PyUnicode_FromOrdinal((int) value);
        }
        return __Pyx_PyUnicode_FromOrdinal_Padded((int) value, width, padding_char);
    }
    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 = (long) (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 = (long) (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 = (long) (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 == 'c') {
        if (unlikely(!(is_unsigned || value == 0 || value > 0) ||
                     !(sizeof(value) <= 2 || value & ~ (Py_ssize_t) 0x01fffff || __Pyx_CheckUnicodeValue((int) value)))) {
            PyErr_SetString(PyExc_OverflowError, "%c arg not in range(0x110000)");
            return NULL;
        }
        if (width <= 1) {
            return PyUnicode_FromOrdinal((int) value);
        }
        return __Pyx_PyUnicode_FromOrdinal_Padded((int) value, width, padding_char);
    }
    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** values, 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;
    if (max_char > 1114111) max_char = 1114111;
    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);
    assert(kind_shift == 2 || kind_shift == 1 || kind_shift == 0);
    if (unlikely((PY_SSIZE_T_MAX >> kind_shift) - result_ulength < 0))
        goto overflow;
    char_pos = 0;
    for (i=0; i < value_count; i++) {
        int ukind;
        Py_ssize_t ulength;
        void *udata;
        PyObject *uval = values[i];
        #if !CYTHON_COMPILING_IN_LIMITED_API
        if (__Pyx_PyUnicode_READY(uval) == (-1))
            goto bad;
        #endif
        ulength = __Pyx_PyUnicode_GET_LENGTH(uval);
        #if !CYTHON_ASSUME_SAFE_SIZE
        if (unlikely(ulength < 0)) goto bad;
        #endif
        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 (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 || 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
    Py_ssize_t i;
    PyObject *result = NULL;
    PyObject *value_tuple = PyTuple_New(value_count);
    if (unlikely(!value_tuple)) return NULL;
    CYTHON_UNUSED_VAR(max_char);
    CYTHON_UNUSED_VAR(result_ulength);
    for (i=0; i<value_count; i++) {
        if (__Pyx_PyTuple_SET_ITEM(value_tuple, i, values[i]) != (0)) goto bad;
        Py_INCREF(values[i]);
    }
    result = PyUnicode_Join(__pyx_mstate_global->__pyx_empty_unicode, value_tuple);
bad:
    Py_DECREF(value_tuple);
    return result;
#endif
}

/* 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_ASSUME_SAFE_SIZE && !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)))) {
            Py_INCREF(v);
#if CYTHON_AVOID_THREAD_UNSAFE_BORROWED_REFS
            PyList_SetItem(o, n, v);
#else
            PyObject* old = PyList_GET_ITEM(o, n);
            PyList_SET_ITEM(o, n, v);
            Py_DECREF(old);
#endif
            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 = PyLong_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, PyLong_FromSsize_t(i), v);
}

/* 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_ASSUME_SAFE_SIZE && !CYTHON_AVOID_BORROWED_REFS && !CYTHON_AVOID_THREAD_UNSAFE_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, PyLong_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_ASSUME_SAFE_SIZE && !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, PyLong_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_ASSUME_SAFE_SIZE && !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))))) {
            return __Pyx_PyList_GetItemRef(o, n);
        }
    }
    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 = PyLong_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, PyLong_FromSsize_t(i));
}

/* 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;
}

/* 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);
}

/* 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);
}

/* 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))
#else
        #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
#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_GetFullyQualifiedName(tp);
    PyErr_Format(PyExc_AttributeError,
                 "'" __Pyx_FMT_TYPENAME "' object has no attribute '%U'",
                 type_name, name);
    __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;
}

/* 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");
}

/* 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);
}

/* 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();
}

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

/* UnpackTupleError */
static void __Pyx_UnpackTupleError(PyObject *t, Py_ssize_t index) {
    if (t == Py_None) {
      __Pyx_RaiseNoneNotIterableError();
    } else {
      Py_ssize_t size = __Pyx_PyTuple_GET_SIZE(t);
 #if !CYTHON_ASSUME_SAFE_SIZE
      if (unlikely(size < 0)) return;
 #endif
      if (size < index) {
        __Pyx_RaiseNeedMoreValuesError(size);
      } else {
        __Pyx_RaiseTooManyValuesError(index);
      }
    }
}

/* UnpackTuple2 */
static CYTHON_INLINE int __Pyx_unpack_tuple2(
        PyObject* tuple, PyObject** value1, PyObject** value2, int is_tuple, int has_known_size, int decref_tuple) {
    if (likely(is_tuple || PyTuple_Check(tuple))) {
        Py_ssize_t size;
        if (has_known_size) {
            return __Pyx_unpack_tuple2_exact(tuple, value1, value2, decref_tuple);
        }
        size = __Pyx_PyTuple_GET_SIZE(tuple);
        if (likely(size == 2)) {
            return __Pyx_unpack_tuple2_exact(tuple, value1, value2, decref_tuple);
        }
        if (size >= 0) {
            __Pyx_UnpackTupleError(tuple, 2);
        }
        return -1;
    } else {
        return __Pyx_unpack_tuple2_generic(tuple, value1, value2, has_known_size, decref_tuple);
    }
}
static CYTHON_INLINE int __Pyx_unpack_tuple2_exact(
        PyObject* tuple, PyObject** pvalue1, PyObject** pvalue2, int decref_tuple) {
    PyObject *value1 = NULL, *value2 = NULL;
#if CYTHON_AVOID_BORROWED_REFS || !CYTHON_ASSUME_SAFE_MACROS
    value1 = __Pyx_PySequence_ITEM(tuple, 0);  if (unlikely(!value1)) goto bad;
    value2 = __Pyx_PySequence_ITEM(tuple, 1);  if (unlikely(!value2)) goto bad;
#else
    value1 = PyTuple_GET_ITEM(tuple, 0);  Py_INCREF(value1);
    value2 = PyTuple_GET_ITEM(tuple, 1);  Py_INCREF(value2);
#endif
    if (decref_tuple) {
        Py_DECREF(tuple);
    }
    *pvalue1 = value1;
    *pvalue2 = value2;
    return 0;
#if CYTHON_AVOID_BORROWED_REFS || !CYTHON_ASSUME_SAFE_MACROS
bad:
    Py_XDECREF(value1);
    Py_XDECREF(value2);
    if (decref_tuple) { Py_XDECREF(tuple); }
    return -1;
#endif
}
static int __Pyx_unpack_tuple2_generic(PyObject* tuple, PyObject** pvalue1, PyObject** pvalue2,
                                       int has_known_size, int decref_tuple) {
    Py_ssize_t index;
    PyObject *value1 = NULL, *value2 = NULL, *iter = NULL;
    iternextfunc iternext;
    iter = PyObject_GetIter(tuple);
    if (unlikely(!iter)) goto bad;
    if (decref_tuple) { Py_DECREF(tuple); tuple = NULL; }
    iternext = __Pyx_PyObject_GetIterNextFunc(iter);
    value1 = iternext(iter); if (unlikely(!value1)) { index = 0; goto unpacking_failed; }
    value2 = iternext(iter); if (unlikely(!value2)) { index = 1; goto unpacking_failed; }
    if (!has_known_size && unlikely(__Pyx_IternextUnpackEndCheck(iternext(iter), 2))) goto bad;
    Py_DECREF(iter);
    *pvalue1 = value1;
    *pvalue2 = value2;
    return 0;
unpacking_failed:
    if (!has_known_size && __Pyx_IterFinish() == 0)
        __Pyx_RaiseNeedMoreValuesError(index);
bad:
    Py_XDECREF(iter);
    Py_XDECREF(value1);
    Py_XDECREF(value2);
    if (decref_tuple) { Py_XDECREF(tuple); }
    return -1;
}

/* dict_iter */
#if CYTHON_COMPILING_IN_PYPY
#include <string.h>
#endif
static CYTHON_INLINE PyObject* __Pyx_dict_iterator(PyObject* iterable, int is_dict, PyObject* method_name,
                                                   Py_ssize_t* p_orig_length, int* p_source_is_dict) {
    is_dict = is_dict || likely(PyDict_CheckExact(iterable));
    *p_source_is_dict = is_dict;
    if (is_dict) {
#if !CYTHON_COMPILING_IN_PYPY
        *p_orig_length = PyDict_Size(iterable);
        Py_INCREF(iterable);
        return iterable;
#else
        static PyObject *py_items = NULL, *py_keys = NULL, *py_values = NULL;
        PyObject **pp = NULL;
        if (method_name) {
            const char *name = PyUnicode_AsUTF8(method_name);
            if (strcmp(name, "iteritems") == 0) pp = &py_items;
            else if (strcmp(name, "iterkeys") == 0) pp = &py_keys;
            else if (strcmp(name, "itervalues") == 0) pp = &py_values;
            if (pp) {
                if (!*pp) {
                    *pp = PyUnicode_FromString(name + 4);
                    if (!*pp)
                        return NULL;
                }
                method_name = *pp;
            }
        }
#endif
    }
    *p_orig_length = 0;
    if (method_name) {
        PyObject* iter;
        iterable = __Pyx_PyObject_CallMethod0(iterable, method_name);
        if (!iterable)
            return NULL;
#if !CYTHON_COMPILING_IN_PYPY
        if (PyTuple_CheckExact(iterable) || PyList_CheckExact(iterable))
            return iterable;
#endif
        iter = PyObject_GetIter(iterable);
        Py_DECREF(iterable);
        return iter;
    }
    return PyObject_GetIter(iterable);
}
#if !CYTHON_COMPILING_IN_PYPY
static CYTHON_INLINE int __Pyx_dict_iter_next_source_is_dict(
        PyObject* iter_obj, CYTHON_NCP_UNUSED Py_ssize_t orig_length, CYTHON_NCP_UNUSED Py_ssize_t* ppos,
        PyObject** pkey, PyObject** pvalue, PyObject** pitem) {
    PyObject *key, *value;
    if (unlikely(orig_length != PyDict_Size(iter_obj))) {
        PyErr_SetString(PyExc_RuntimeError, "dictionary changed size during iteration");
        return -1;
    }
    if (unlikely(!PyDict_Next(iter_obj, ppos, &key, &value))) {
        return 0;
    }
    if (pitem) {
        PyObject* tuple = PyTuple_New(2);
        if (unlikely(!tuple)) {
            return -1;
        }
        Py_INCREF(key);
        Py_INCREF(value);
        #if CYTHON_ASSUME_SAFE_MACROS
        PyTuple_SET_ITEM(tuple, 0, key);
        PyTuple_SET_ITEM(tuple, 1, value);
        #else
        if (unlikely(PyTuple_SetItem(tuple, 0, key) < 0)) {
            Py_DECREF(value);
            Py_DECREF(tuple);
            return -1;
        }
        if (unlikely(PyTuple_SetItem(tuple, 1, value) < 0)) {
            Py_DECREF(tuple);
            return -1;
        }
        #endif
        *pitem = tuple;
    } else {
        if (pkey) {
            Py_INCREF(key);
            *pkey = key;
        }
        if (pvalue) {
            Py_INCREF(value);
            *pvalue = value;
        }
    }
    return 1;
}
#endif
static CYTHON_INLINE int __Pyx_dict_iter_next(
        PyObject* iter_obj, CYTHON_NCP_UNUSED Py_ssize_t orig_length, CYTHON_NCP_UNUSED Py_ssize_t* ppos,
        PyObject** pkey, PyObject** pvalue, PyObject** pitem, int source_is_dict) {
    PyObject* next_item;
#if !CYTHON_COMPILING_IN_PYPY
    if (source_is_dict) {
        int result;
#if PY_VERSION_HEX >= 0x030d0000 && !CYTHON_COMPILING_IN_LIMITED_API
        Py_BEGIN_CRITICAL_SECTION(iter_obj);
#endif
        result = __Pyx_dict_iter_next_source_is_dict(iter_obj, orig_length, ppos, pkey, pvalue, pitem);
#if PY_VERSION_HEX >= 0x030d0000 && !CYTHON_COMPILING_IN_LIMITED_API
        Py_END_CRITICAL_SECTION();
#endif
        return result;
    } else if (PyTuple_CheckExact(iter_obj)) {
        Py_ssize_t pos = *ppos;
        Py_ssize_t tuple_size = __Pyx_PyTuple_GET_SIZE(iter_obj);
        #if !CYTHON_ASSUME_SAFE_SIZE
        if (unlikely(tuple_size < 0)) return -1;
        #endif
        if (unlikely(pos >= tuple_size)) return 0;
        *ppos = pos + 1;
        #if CYTHON_ASSUME_SAFE_MACROS
        next_item = PyTuple_GET_ITEM(iter_obj, pos);
        #else
        next_item = PyTuple_GetItem(iter_obj, pos);
        if (unlikely(!next_item)) return -1;
        #endif
        Py_INCREF(next_item);
    } else if (PyList_CheckExact(iter_obj)) {
        Py_ssize_t pos = *ppos;
        Py_ssize_t list_size = __Pyx_PyList_GET_SIZE(iter_obj);
        #if !CYTHON_ASSUME_SAFE_SIZE
        if (unlikely(list_size < 0)) return -1;
        #endif
        if (unlikely(pos >= list_size)) return 0;
        *ppos = pos + 1;
        #if CYTHON_AVOID_THREAD_UNSAFE_BORROWED_REFS
        next_item = PyList_GetItemRef(iter_obj, pos);
        if (unlikely(!next_item)) return -1;
        #elif CYTHON_ASSUME_SAFE_MACROS
        next_item = PyList_GET_ITEM(iter_obj, pos);
        Py_INCREF(next_item);
        #else
        next_item = PyList_GetItem(iter_obj, pos);
        if (unlikely(!next_item)) return -1;
        Py_INCREF(next_item);
        #endif
    } else
#endif
    {
        next_item = PyIter_Next(iter_obj);
        if (unlikely(!next_item)) {
            return __Pyx_IterFinish();
        }
    }
    if (pitem) {
        *pitem = next_item;
    } else if (pkey && pvalue) {
        if (__Pyx_unpack_tuple2(next_item, pkey, pvalue, source_is_dict, source_is_dict, 1))
            return -1;
    } else if (pkey) {
        *pkey = next_item;
    } else {
        *pvalue = next_item;
    }
    return 1;
}

/* PyObjectFastCallMethod */
#if !CYTHON_VECTORCALL || PY_VERSION_HEX < 0x03090000
static PyObject *__Pyx_PyObject_FastCallMethod(PyObject *name, PyObject *const *args, size_t nargsf) {
    PyObject *result;
    PyObject *attr = PyObject_GetAttr(args[0], name);
    if (unlikely(!attr))
        return NULL;
    result = __Pyx_PyObject_FastCall(attr, args+1, nargsf - 1);
    Py_DECREF(attr);
    return result;
}
#endif

/* CallUnboundCMethod0 */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self) {
    int was_initialized = __Pyx_CachedCFunction_GetAndSetInitializing(cfunc);
    if (likely(was_initialized == 2 && cfunc->func)) {
        if (likely(cfunc->flag == METH_NOARGS))
            return __Pyx_CallCFunction(cfunc, self, NULL);
        if (likely(cfunc->flag == METH_FASTCALL))
            return __Pyx_CallCFunctionFast(cfunc, self, NULL, 0);
        if (cfunc->flag == (METH_FASTCALL | METH_KEYWORDS))
            return __Pyx_CallCFunctionFastWithKeywords(cfunc, self, NULL, 0, NULL);
        if (likely(cfunc->flag == (METH_VARARGS | METH_KEYWORDS)))
            return __Pyx_CallCFunctionWithKeywords(cfunc, self, __pyx_mstate_global->__pyx_empty_tuple, NULL);
        if (cfunc->flag == METH_VARARGS)
            return __Pyx_CallCFunction(cfunc, self, __pyx_mstate_global->__pyx_empty_tuple);
        return __Pyx__CallUnboundCMethod0(cfunc, self);
    }
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
    else if (unlikely(was_initialized == 1)) {
        __Pyx_CachedCFunction tmp_cfunc = {
#ifndef __cplusplus
            0
#endif
        };
        tmp_cfunc.type = cfunc->type;
        tmp_cfunc.method_name = cfunc->method_name;
        return __Pyx__CallUnboundCMethod0(&tmp_cfunc, self);
    }
#endif
    PyObject *result = __Pyx__CallUnboundCMethod0(cfunc, self);
    __Pyx_CachedCFunction_SetFinishedInitializing(cfunc);
    return result;
}
#endif
static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self) {
    PyObject *result;
    if (unlikely(!cfunc->method) && unlikely(__Pyx_TryUnpackUnboundCMethod(cfunc) < 0)) return NULL;
    result = __Pyx_PyObject_CallOneArg(cfunc->method, self);
    return result;
}

/* py_dict_values */
static CYTHON_INLINE PyObject* __Pyx_PyDict_Values(PyObject* d) {
    return __Pyx_CallUnboundCMethod0(&__pyx_mstate_global->__pyx_umethod_PyDict_Type_values, d);
}

/* PyObjectCall2Args */
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call2Args(PyObject* function, PyObject* arg1, PyObject* arg2) {
    PyObject *args[3] = {NULL, arg1, arg2};
    return __Pyx_PyObject_FastCall(function, args+1, 2 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET);
}

/* CallUnboundCMethod1 */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg) {
    int was_initialized =  __Pyx_CachedCFunction_GetAndSetInitializing(cfunc);
    if (likely(was_initialized == 2 && cfunc->func)) {
        int flag = cfunc->flag;
        if (flag == METH_O) {
            return __Pyx_CallCFunction(cfunc, self, arg);
        } else if (flag == METH_FASTCALL) {
            return __Pyx_CallCFunctionFast(cfunc, self, &arg, 1);
        } else if (flag == (METH_FASTCALL | METH_KEYWORDS)) {
            return __Pyx_CallCFunctionFastWithKeywords(cfunc, self, &arg, 1, NULL);
        }
    }
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
    else if (unlikely(was_initialized == 1)) {
        __Pyx_CachedCFunction tmp_cfunc = {
#ifndef __cplusplus
            0
#endif
        };
        tmp_cfunc.type = cfunc->type;
        tmp_cfunc.method_name = cfunc->method_name;
        return __Pyx__CallUnboundCMethod1(&tmp_cfunc, self, arg);
    }
#endif
    PyObject* result = __Pyx__CallUnboundCMethod1(cfunc, self, arg);
    __Pyx_CachedCFunction_SetFinishedInitializing(cfunc);
    return result;
}
#endif
static PyObject* __Pyx__CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg){
    PyObject *result = NULL;
    if (unlikely(!cfunc->func && !cfunc->method) && unlikely(__Pyx_TryUnpackUnboundCMethod(cfunc) < 0)) return NULL;
#if CYTHON_COMPILING_IN_CPYTHON
    if (cfunc->func && (cfunc->flag & METH_VARARGS)) {
        PyObject *args = PyTuple_New(1);
        if (unlikely(!args)) return NULL;
        Py_INCREF(arg);
        PyTuple_SET_ITEM(args, 0, arg);
        if (cfunc->flag & METH_KEYWORDS)
            result = __Pyx_CallCFunctionWithKeywords(cfunc, self, args, NULL);
        else
            result = __Pyx_CallCFunction(cfunc, self, args);
        Py_DECREF(args);
    } else
#endif
    {
        result = __Pyx_PyObject_Call2Args(cfunc->method, self, arg);
    }
    return result;
}

/* dict_getitem_default */
static PyObject* __Pyx_PyDict_GetItemDefault(PyObject* d, PyObject* key, PyObject* default_value) {
    PyObject* value;
#if !CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07020000
    value = PyDict_GetItemWithError(d, key);
    if (unlikely(!value)) {
        if (unlikely(PyErr_Occurred()))
            return NULL;
        value = default_value;
    }
    Py_INCREF(value);
    if ((1));
#else
    if (PyBytes_CheckExact(key) || PyUnicode_CheckExact(key) || PyLong_CheckExact(key)) {
        value = PyDict_GetItem(d, key);
        if (unlikely(!value)) {
            value = default_value;
        }
        Py_INCREF(value);
    }
#endif
    else {
        if (default_value == Py_None)
            value = __Pyx_CallUnboundCMethod1(&__pyx_mstate_global->__pyx_umethod_PyDict_Type_get, d, key);
        else
            value = __Pyx_CallUnboundCMethod2(&__pyx_mstate_global->__pyx_umethod_PyDict_Type_get, d, key, default_value);
    }
    return 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,
                              const __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 {
    const __Pyx_StructField* field = ctx->head->field;
    const __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 {
    const __Pyx_StructField* field = ctx->head->field;
    const __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;
        }
    }
  }
}

/* BufferGetAndValidate */
  static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
  if (unlikely(info->buf == NULL)) return;
  if (info->suboffsets == __Pyx_minusones) info->suboffsets = NULL;
  PyBuffer_Release(info);
}
static void __Pyx_ZeroBuffer(Py_buffer* buf) {
  buf->buf = NULL;
  buf->obj = NULL;
  buf->strides = __Pyx_zeros;
  buf->shape = __Pyx_zeros;
  buf->suboffsets = __Pyx_minusones;
}
static int __Pyx__GetBufferAndValidate(
        Py_buffer* buf, PyObject* obj,  const __Pyx_TypeInfo* dtype, int flags,
        int nd, int cast, __Pyx_BufFmt_StackElem* stack)
{
  buf->buf = NULL;
  if (unlikely(PyObject_GetBuffer(obj, buf, flags) == -1)) {
    __Pyx_ZeroBuffer(buf);
    return -1;
  }
  if (unlikely(buf->ndim != nd)) {
    PyErr_Format(PyExc_ValueError,
                 "Buffer has wrong number of dimensions (expected %d, got %d)",
                 nd, buf->ndim);
    goto fail;
  }
  if (!cast) {
    __Pyx_BufFmt_Context ctx;
    __Pyx_BufFmt_Init(&ctx, stack, dtype);
    if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail;
  }
  if (unlikely((size_t)buf->itemsize != dtype->size)) {
    PyErr_Format(PyExc_ValueError,
      "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "d byte%s) does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "d byte%s)",
      buf->itemsize, (buf->itemsize > 1) ? "s" : "",
      dtype->name, (Py_ssize_t)dtype->size, (dtype->size > 1) ? "s" : "");
    goto fail;
  }
  if (buf->suboffsets == NULL) buf->suboffsets = __Pyx_minusones;
  return 0;
fail:;
  __Pyx_SafeReleaseBuffer(buf);
  return -1;
}

/* BufferFallbackError */
  static void __Pyx_RaiseBufferFallbackError(void) {
  PyErr_SetString(PyExc_ValueError,
     "Buffer acquisition failed on assignment; and then reacquiring the old buffer failed too!");
}

/* PyObjectFormatAndDecref */
  static CYTHON_INLINE PyObject* __Pyx_PyObject_FormatSimpleAndDecref(PyObject* s, PyObject* f) {
    if (unlikely(!s)) return NULL;
    if (likely(PyUnicode_CheckExact(s))) return s;
    return __Pyx_PyObject_FormatAndDecref(s, f);
}
static CYTHON_INLINE PyObject* __Pyx_PyObject_FormatAndDecref(PyObject* s, PyObject* f) {
    PyObject *result;
    if (unlikely(!s)) return NULL;
    result = PyObject_Format(s, f);
    Py_DECREF(s);
    return result;
}

/* pyfrozenset_new */
  static CYTHON_INLINE PyObject* __Pyx_PyFrozenSet_New(PyObject* it) {
    if (it) {
        PyObject* result;
#if CYTHON_COMPILING_IN_PYPY
        PyObject* args;
        args = PyTuple_Pack(1, it);
        if (unlikely(!args))
            return NULL;
        result = PyObject_Call((PyObject*)&PyFrozenSet_Type, args, NULL);
        Py_DECREF(args);
        return result;
#else
        if (PyFrozenSet_CheckExact(it)) {
            Py_INCREF(it);
            return it;
        }
        result = PyFrozenSet_New(it);
        if (unlikely(!result))
            return NULL;
        if ((__PYX_LIMITED_VERSION_HEX >= 0x030A0000)
#if CYTHON_COMPILING_IN_LIMITED_API
            || __Pyx_get_runtime_version() >= 0x030A0000
#endif
            )
            return result;
        {
            Py_ssize_t size = __Pyx_PySet_GET_SIZE(result);
            if (likely(size > 0))
                return result;
#if !CYTHON_ASSUME_SAFE_SIZE
            if (unlikely(size < 0)) {
                Py_DECREF(result);
                return NULL;
            }
#endif
        }
        Py_DECREF(result);
#endif
    }
    return __Pyx_PyObject_CallNoArg((PyObject*) &PyFrozenSet_Type);
}

/* PySetContains */
  static int __Pyx_PySet_ContainsUnhashable(PyObject *set, PyObject *key) {
    int result = -1;
    if (PySet_Check(key) && PyErr_ExceptionMatches(PyExc_TypeError)) {
        PyObject *tmpkey;
        PyErr_Clear();
        tmpkey = __Pyx_PyFrozenSet_New(key);
        if (tmpkey != NULL) {
            result = PySet_Contains(set, tmpkey);
            Py_DECREF(tmpkey);
        }
    }
    return result;
}
static CYTHON_INLINE int __Pyx_PySet_ContainsTF(PyObject* key, PyObject* set, int eq) {
    int result = PySet_Contains(set, key);
    if (unlikely(result < 0)) {
        result = __Pyx_PySet_ContainsUnhashable(set, key);
    }
    return unlikely(result < 0) ? result : (result == (eq == Py_EQ));
}

/* RaiseUnboundLocalError */
  static void __Pyx_RaiseUnboundLocalError(const char *varname) {
    PyErr_Format(PyExc_UnboundLocalError, "local variable '%s' referenced before assignment", varname);
}

/* Import */
  static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) {
    PyObject *module = 0;
    PyObject *empty_dict = 0;
    PyObject *empty_list = 0;
    empty_dict = PyDict_New();
    if (unlikely(!empty_dict))
        goto bad;
    if (level == -1) {
        const char* package_sep = strchr(__Pyx_MODULE_NAME, '.');
        if (package_sep != (0)) {
            module = PyImport_ImportModuleLevelObject(
                name, __pyx_mstate_global->__pyx_d, empty_dict, from_list, 1);
            if (unlikely(!module)) {
                if (unlikely(!PyErr_ExceptionMatches(PyExc_ImportError)))
                    goto bad;
                PyErr_Clear();
            }
        }
        level = 0;
    }
    if (!module) {
        module = PyImport_ImportModuleLevelObject(
            name, __pyx_mstate_global->__pyx_d, empty_dict, from_list, level);
    }
bad:
    Py_XDECREF(empty_dict);
    Py_XDECREF(empty_list);
    return module;
}

/* 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_mstate_global->__pyx_kp_u__5);
        if (unlikely(!module_dot)) { goto modbad; }
        full_name = PyUnicode_Concat(module_dot, name);
        if (unlikely(!full_name)) { goto modbad; }
        #if (CYTHON_COMPILING_IN_PYPY && PYPY_VERSION_NUM  < 0x07030400) ||\
                CYTHON_COMPILING_IN_GRAAL
        {
            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, "cannot import name %S", name);
    }
    return value;
}

/* HasAttr */
  #if __PYX_LIMITED_VERSION_HEX < 0x030d0000
static CYTHON_INLINE int __Pyx_HasAttr(PyObject *o, PyObject *n) {
    PyObject *r;
    if (unlikely(!PyUnicode_Check(n))) {
        PyErr_SetString(PyExc_TypeError,
                        "hasattr(): attribute name must be string");
        return -1;
    }
    r = __Pyx_PyObject_GetAttrStrNoError(o, n);
    if (!r) {
        return (unlikely(PyErr_Occurred())) ? -1 : 0;
    } else {
        Py_DECREF(r);
        return 1;
    }
}
#endif

/* CallTypeTraverse */
  #if !CYTHON_USE_TYPE_SPECS || (!CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x03090000)
#else
static int __Pyx_call_type_traverse(PyObject *o, int always_call, visitproc visit, void *arg) {
    #if CYTHON_COMPILING_IN_LIMITED_API && __PYX_LIMITED_VERSION_HEX < 0x03090000
    if (__Pyx_get_runtime_version() < 0x03090000) return 0;
    #endif
    if (!always_call) {
        PyTypeObject *base = __Pyx_PyObject_GetSlot(o, tp_base, PyTypeObject*);
        unsigned long flags = PyType_GetFlags(base);
        if (flags & Py_TPFLAGS_HEAPTYPE) {
            return 0;
        }
    }
    Py_VISIT((PyObject*)Py_TYPE(o));
    return 0;
}
#endif

/* LimitedApiGetTypeDict */
  #if CYTHON_COMPILING_IN_LIMITED_API
static Py_ssize_t __Pyx_GetTypeDictOffset(void) {
    PyObject *tp_dictoffset_o;
    Py_ssize_t tp_dictoffset;
    tp_dictoffset_o = PyObject_GetAttrString((PyObject*)(&PyType_Type), "__dictoffset__");
    if (unlikely(!tp_dictoffset_o)) return -1;
    tp_dictoffset = PyLong_AsSsize_t(tp_dictoffset_o);
    Py_DECREF(tp_dictoffset_o);
    if (unlikely(tp_dictoffset == 0)) {
        PyErr_SetString(
            PyExc_TypeError,
            "'type' doesn't have a dictoffset");
        return -1;
    } else if (unlikely(tp_dictoffset < 0)) {
        PyErr_SetString(
            PyExc_TypeError,
            "'type' has an unexpected negative dictoffset. "
            "Please report this as Cython bug");
        return -1;
    }
    return tp_dictoffset;
}
static PyObject *__Pyx_GetTypeDict(PyTypeObject *tp) {
    static Py_ssize_t tp_dictoffset = 0;
    if (unlikely(tp_dictoffset == 0)) {
        tp_dictoffset = __Pyx_GetTypeDictOffset();
        if (unlikely(tp_dictoffset == -1 && PyErr_Occurred())) {
            tp_dictoffset = 0; // try again next time?
            return NULL;
        }
    }
    return *(PyObject**)((char*)tp + tp_dictoffset);
}
#endif

/* SetItemOnTypeDict */
  static int __Pyx__SetItemOnTypeDict(PyTypeObject *tp, PyObject *k, PyObject *v) {
    int result;
    PyObject *tp_dict;
#if CYTHON_COMPILING_IN_LIMITED_API
    tp_dict = __Pyx_GetTypeDict(tp);
    if (unlikely(!tp_dict)) return -1;
#else
    tp_dict = tp->tp_dict;
#endif
    result = PyDict_SetItem(tp_dict, k, v);
    if (likely(!result)) {
        PyType_Modified(tp);
        if (unlikely(PyObject_HasAttr(v, __pyx_mstate_global->__pyx_n_u_set_name))) {
            PyObject *setNameResult = PyObject_CallMethodObjArgs(v, __pyx_mstate_global->__pyx_n_u_set_name,  (PyObject *) tp, k, NULL);
            if (!setNameResult) return -1;
            Py_DECREF(setNameResult);
        }
    }
    return result;
}

/* FixUpExtensionType */
  static int __Pyx_fix_up_extension_type_from_spec(PyType_Spec *spec, PyTypeObject *type) {
#if __PYX_LIMITED_VERSION_HEX > 0x030900B1
    CYTHON_UNUSED_VAR(spec);
    CYTHON_UNUSED_VAR(type);
    CYTHON_UNUSED_VAR(__Pyx__SetItemOnTypeDict);
#else
    const PyType_Slot *slot = spec->slots;
    int changed = 0;
#if !CYTHON_COMPILING_IN_LIMITED_API
    while (slot && slot->slot && slot->slot != Py_tp_members)
        slot++;
    if (slot && slot->slot == Py_tp_members) {
#if !CYTHON_COMPILING_IN_CPYTHON
        const
#endif  // !CYTHON_COMPILING_IN_CPYTHON)
            PyMemberDef *memb = (PyMemberDef*) slot->pfunc;
        while (memb && memb->name) {
            if (memb->name[0] == '_' && memb->name[1] == '_') {
                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  // CYTHON_METH_FASTCALL
                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;
                    int set_item_result = PyDict_SetItem(type->tp_dict, PyDescr_NAME(descr), descr);
                    Py_DECREF(descr);
                    if (unlikely(set_item_result < 0)) {
                        return -1;
                    }
                    changed = 1;
                }
            }
            memb++;
        }
    }
#endif  // !CYTHON_COMPILING_IN_LIMITED_API
    slot = spec->slots;
    while (slot && slot->slot && slot->slot != Py_tp_getset)
        slot++;
    if (slot && slot->slot == Py_tp_getset) {
        PyGetSetDef *getset = (PyGetSetDef*) slot->pfunc;
        while (getset && getset->name) {
            if (getset->name[0] == '_' && getset->name[1] == '_' && strcmp(getset->name, "__module__") == 0) {
                PyObject *descr = PyDescr_NewGetSet(type, getset);
                if (unlikely(!descr))
                    return -1;
                #if CYTHON_COMPILING_IN_LIMITED_API
                PyObject *pyname = PyUnicode_FromString(getset->name);
                if (unlikely(!pyname)) {
                    Py_DECREF(descr);
                    return -1;
                }
                int set_item_result = __Pyx_SetItemOnTypeDict(type, pyname, descr);
                Py_DECREF(pyname);
                #else
                CYTHON_UNUSED_VAR(__Pyx__SetItemOnTypeDict);
                int set_item_result = PyDict_SetItem(type->tp_dict, PyDescr_NAME(descr), descr);
                #endif
                Py_DECREF(descr);
                if (unlikely(set_item_result < 0)) {
                    return -1;
                }
                changed = 1;
            }
            ++getset;
        }
    }
    if (changed)
        PyType_Modified(type);
#endif  // PY_VERSION_HEX > 0x030900B1
    return 0;
}

/* 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_SIZE
    n = PyTuple_GET_SIZE(bases);
#else
    n = PyTuple_Size(bases);
    if (unlikely(n < 0)) return -1;
#endif
    for (i = 1; i < n; i++)
    {
        PyTypeObject *b;
#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
        b = (PyTypeObject*) b0;
        if (!__Pyx_PyType_HasFeature(b, Py_TPFLAGS_HEAPTYPE))
        {
            __Pyx_TypeName b_name = __Pyx_PyType_GetFullyQualifiedName(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
            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_GetFullyQualifiedName(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
              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 */
  CYTHON_UNUSED static int __Pyx_PyType_HasMultipleInheritance(PyTypeObject *t) {
    while (t) {
        PyObject *bases = __Pyx_PyType_GetSlot(t, tp_bases, PyObject*);
        if (bases) {
            return 1;
        }
        t = __Pyx_PyType_GetSlot(t, tp_base, PyTypeObject*);
    }
    return 0;
}
static int __Pyx_PyType_Ready(PyTypeObject *t) {
#if CYTHON_USE_TYPE_SPECS || !CYTHON_COMPILING_IN_CPYTHON || 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;
    if (!__Pyx_PyType_HasMultipleInheritance(t)) {
        return PyType_Ready(t);
    }
    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 !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 (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM+0 >= 0x07030400) &&\
                !CYTHON_COMPILING_IN_GRAAL
        gc = PyImport_GetModule(__pyx_mstate_global->__pyx_kp_u_gc);
        #endif
        if (unlikely(!gc)) gc = PyImport_Import(__pyx_mstate_global->__pyx_kp_u_gc);
        if (unlikely(!gc)) return -1;
        py_status = __Pyx_PyObject_CallMethod0(gc, __pyx_mstate_global->__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_mstate_global->__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 !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_mstate_global->__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_mstate_global->__pyx_n_u_pyx_vtable, ob) < 0))
#else
    if (unlikely(PyDict_SetItem(type->tp_dict, __pyx_mstate_global->__pyx_n_u_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_mstate_global->__pyx_n_u_pyx_vtable);
#else
    PyObject *ob = PyObject_GetItem(type->tp_dict, __pyx_mstate_global->__pyx_n_u_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 */
  static int __Pyx_MergeVtables(PyTypeObject *type) {
    int i=0;
    Py_ssize_t size;
    void** base_vtables;
    __Pyx_TypeName tp_base_name = NULL;
    __Pyx_TypeName base_name = NULL;
    void* unknown = (void*)-1;
    PyObject* bases = __Pyx_PyType_GetSlot(type, tp_bases, PyObject*);
    int base_depth = 0;
    {
        PyTypeObject* base = __Pyx_PyType_GetSlot(type, tp_base, PyTypeObject*);
        while (base) {
            base_depth += 1;
            base = __Pyx_PyType_GetSlot(base, tp_base, PyTypeObject*);
        }
    }
    base_vtables = (void**) PyMem_Malloc(sizeof(void*) * (size_t)(base_depth + 1));
    base_vtables[0] = unknown;
#if CYTHON_COMPILING_IN_LIMITED_API
    size = PyTuple_Size(bases);
    if (size < 0) goto other_failure;
#else
    size = PyTuple_GET_SIZE(bases);
#endif
    for (i = 1; i < size; i++) {
        PyObject *basei;
        void* base_vtable;
#if CYTHON_AVOID_BORROWED_REFS
        basei = PySequence_GetItem(bases, i);
        if (unlikely(!basei)) goto other_failure;
#elif !CYTHON_ASSUME_SAFE_MACROS
        basei = PyTuple_GetItem(bases, i);
        if (unlikely(!basei)) goto other_failure;
#else
        basei = PyTuple_GET_ITEM(bases, i);
#endif
        base_vtable = __Pyx_GetVtable((PyTypeObject*)basei);
#if CYTHON_AVOID_BORROWED_REFS
        Py_DECREF(basei);
#endif
        if (base_vtable != NULL) {
            int j;
            PyTypeObject* base = __Pyx_PyType_GetSlot(type, tp_base, PyTypeObject*);
            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 = __Pyx_PyType_GetSlot(base, tp_base, PyTypeObject*);
            }
        }
    }
    PyErr_Clear();
    PyMem_Free(base_vtables);
    return 0;
bad:
    {
        PyTypeObject* basei = NULL;
        PyTypeObject* tp_base = __Pyx_PyType_GetSlot(type, tp_base, PyTypeObject*);
        tp_base_name = __Pyx_PyType_GetFullyQualifiedName(tp_base);
#if CYTHON_AVOID_BORROWED_REFS
        basei = (PyTypeObject*)PySequence_GetItem(bases, i);
        if (unlikely(!basei)) goto really_bad;
#elif !CYTHON_ASSUME_SAFE_MACROS
        basei = (PyTypeObject*)PyTuple_GetItem(bases, i);
        if (unlikely(!basei)) goto really_bad;
#else
        basei = (PyTypeObject*)PyTuple_GET_ITEM(bases, i);
#endif
        base_name = __Pyx_PyType_GetFullyQualifiedName(basei);
#if CYTHON_AVOID_BORROWED_REFS
        Py_DECREF(basei);
#endif
    }
    PyErr_Format(PyExc_TypeError,
        "multiple bases have vtable conflict: '" __Pyx_FMT_TYPENAME "' and '" __Pyx_FMT_TYPENAME "'", tp_base_name, base_name);
#if CYTHON_AVOID_BORROWED_REFS || !CYTHON_ASSUME_SAFE_MACROS
really_bad: // bad has failed!
#endif
    __Pyx_DECREF_TypeName(tp_base_name);
    __Pyx_DECREF_TypeName(base_name);
#if CYTHON_COMPILING_IN_LIMITED_API || CYTHON_AVOID_BORROWED_REFS || !CYTHON_ASSUME_SAFE_MACROS
other_failure:
#endif
    PyMem_Free(base_vtables);
    return -1;
}

/* DelItemOnTypeDict */
  static int __Pyx__DelItemOnTypeDict(PyTypeObject *tp, PyObject *k) {
    int result;
    PyObject *tp_dict;
#if CYTHON_COMPILING_IN_LIMITED_API
    tp_dict = __Pyx_GetTypeDict(tp);
    if (unlikely(!tp_dict)) return -1;
#else
    tp_dict = tp->tp_dict;
#endif
    result = PyDict_DelItem(tp_dict, k);
    if (likely(!result)) PyType_Modified(tp);
    return result;
}

/* SetupReduce */
  static int __Pyx_setup_reduce_is_named(PyObject* meth, PyObject* name) {
  int ret;
  PyObject *name_attr;
  name_attr = __Pyx_PyObject_GetAttrStrNoError(meth, __pyx_mstate_global->__pyx_n_u_name);
  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_mstate_global->__pyx_n_u_getstate);
#else
    getstate = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_mstate_global->__pyx_n_u_getstate);
    if (!getstate && PyErr_Occurred()) {
        goto __PYX_BAD;
    }
#endif
    if (getstate) {
#if CYTHON_USE_PYTYPE_LOOKUP
        object_getstate = _PyType_Lookup(&PyBaseObject_Type, __pyx_mstate_global->__pyx_n_u_getstate);
#else
        object_getstate = __Pyx_PyObject_GetAttrStrNoError((PyObject*)&PyBaseObject_Type, __pyx_mstate_global->__pyx_n_u_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_mstate_global->__pyx_n_u_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD;
#else
    object_reduce_ex = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_mstate_global->__pyx_n_u_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD;
#endif
    reduce_ex = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_mstate_global->__pyx_n_u_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_mstate_global->__pyx_n_u_reduce); if (!object_reduce) goto __PYX_BAD;
#else
        object_reduce = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_mstate_global->__pyx_n_u_reduce); if (!object_reduce) goto __PYX_BAD;
#endif
        reduce = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_mstate_global->__pyx_n_u_reduce); if (unlikely(!reduce)) goto __PYX_BAD;
        if (reduce == object_reduce || __Pyx_setup_reduce_is_named(reduce, __pyx_mstate_global->__pyx_n_u_reduce_cython)) {
            reduce_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_mstate_global->__pyx_n_u_reduce_cython);
            if (likely(reduce_cython)) {
                ret = __Pyx_SetItemOnTypeDict((PyTypeObject*)type_obj, __pyx_mstate_global->__pyx_n_u_reduce, reduce_cython); if (unlikely(ret < 0)) goto __PYX_BAD;
                ret = __Pyx_DelItemOnTypeDict((PyTypeObject*)type_obj, __pyx_mstate_global->__pyx_n_u_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_mstate_global->__pyx_n_u_setstate);
            if (!setstate) PyErr_Clear();
            if (!setstate || __Pyx_setup_reduce_is_named(setstate, __pyx_mstate_global->__pyx_n_u_setstate_cython)) {
                setstate_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_mstate_global->__pyx_n_u_setstate_cython);
                if (likely(setstate_cython)) {
                    ret = __Pyx_SetItemOnTypeDict((PyTypeObject*)type_obj, __pyx_mstate_global->__pyx_n_u_setstate, setstate_cython); if (unlikely(ret < 0)) goto __PYX_BAD;
                    ret = __Pyx_DelItemOnTypeDict((PyTypeObject*)type_obj, __pyx_mstate_global->__pyx_n_u_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_GetFullyQualifiedName((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;
}

/* TypeImport */
  #ifndef __PYX_HAVE_RT_ImportType_3_1_2
#define __PYX_HAVE_RT_ImportType_3_1_2
static PyTypeObject *__Pyx_ImportType_3_1_2(PyObject *module, const char *module_name, const char *class_name,
    size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_3_1_2 check_size)
{
    PyObject *result = 0;
    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
    if (size == 0) {
        return (PyTypeObject *)result;
    }
    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_1_2 &&
            ((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_1_2 && (size_t)basicsize > size) {
        if (PyErr_WarnFormat(NULL, 0,
                "%.200s.%.200s size changed, may indicate binary incompatibility. "
                "Expected %zd from C header, got %zd from PyObject",
                module_name, class_name, size, basicsize) < 0) {
            goto bad;
        }
    }
    return (PyTypeObject *)result;
bad:
    Py_XDECREF(result);
    return NULL;
}
#endif

/* ListPack */
  static PyObject *__Pyx_PyList_Pack(Py_ssize_t n, ...) {
    va_list va;
    PyObject *l = PyList_New(n);
    va_start(va, n);
    if (unlikely(!l)) goto end;
    for (Py_ssize_t i=0; i<n; ++i) {
        PyObject *arg = va_arg(va, PyObject*);
        Py_INCREF(arg);
        if (__Pyx_PyList_SET_ITEM(l, i, arg) != (0)) {
            Py_CLEAR(l);
            goto end;
        }
    }
    end:
    va_end(va);
    return l;
}

/* GetAttr */
  static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *o, PyObject *n) {
#if CYTHON_USE_TYPE_SLOTS
    if (likely(PyUnicode_Check(n)))
        return __Pyx_PyObject_GetAttrStr(o, n);
#endif
    return PyObject_GetAttr(o, n);
}

/* Globals */
  static PyObject* __Pyx_Globals(void) {
    return __Pyx_NewRef(__pyx_mstate_global->__pyx_d);
}

/* PyObjectSetAttrStr */
  #if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE int __Pyx_PyObject_SetAttrStr(PyObject* obj, PyObject* attr_name, PyObject* value) {
    PyTypeObject* tp = Py_TYPE(obj);
    if (likely(tp->tp_setattro))
        return tp->tp_setattro(obj, attr_name, value);
    return PyObject_SetAttr(obj, attr_name, value);
}
#endif

/* ImportDottedModule */
  static PyObject *__Pyx__ImportDottedModule_Error(PyObject *name, PyObject *parts_tuple, Py_ssize_t count) {
    PyObject *partial_name = NULL, *slice = NULL, *sep = NULL;
    Py_ssize_t size;
    if (unlikely(PyErr_Occurred())) {
        PyErr_Clear();
    }
#if CYTHON_ASSUME_SAFE_SIZE
    size = PyTuple_GET_SIZE(parts_tuple);
#else
    size = PyTuple_Size(parts_tuple);
    if (size < 0) goto bad;
#endif
    if (likely(size == 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(
        PyExc_ModuleNotFoundError,
        "No module named '%U'", partial_name);
bad:
    Py_XDECREF(sep);
    Py_XDECREF(slice);
    Py_XDECREF(partial_name);
    return NULL;
}
static PyObject *__Pyx__ImportDottedModule_Lookup(PyObject *name) {
    PyObject *imported_module;
#if (CYTHON_COMPILING_IN_PYPY && PYPY_VERSION_NUM  < 0x07030400) ||\
        CYTHON_COMPILING_IN_GRAAL
    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;
}
static PyObject *__Pyx_ImportDottedModule_WalkParts(PyObject *module, PyObject *name, PyObject *parts_tuple) {
    Py_ssize_t i, nparts;
#if CYTHON_ASSUME_SAFE_SIZE
    nparts = PyTuple_GET_SIZE(parts_tuple);
#else
    nparts = PyTuple_Size(parts_tuple);
    if (nparts < 0) return NULL;
#endif
    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 = __Pyx_PySequence_ITEM(parts_tuple, i);
        if (!part) return NULL;
#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;
}
static PyObject *__Pyx__ImportDottedModule(PyObject *name, PyObject *parts_tuple) {
    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);
}
static PyObject *__Pyx_ImportDottedModule(PyObject *name, PyObject *parts_tuple) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject *module = __Pyx__ImportDottedModule_Lookup(name);
    if (likely(module)) {
        PyObject *spec = __Pyx_PyObject_GetAttrStrNoError(module, __pyx_mstate_global->__pyx_n_u_spec);
        if (likely(spec)) {
            PyObject *unsafe = __Pyx_PyObject_GetAttrStrNoError(spec, __pyx_mstate_global->__pyx_n_u_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);
}

/* FetchSharedCythonModule */
  static PyObject *__Pyx_FetchSharedCythonABIModule(void) {
    return __Pyx_PyImport_AddModuleRef(__PYX_ABI_MODULE_NAME);
}

/* dict_setdefault */
  static CYTHON_INLINE PyObject *__Pyx_PyDict_SetDefault(PyObject *d, PyObject *key, PyObject *default_value,
                                                       int is_safe_type) {
    PyObject* value;
    CYTHON_MAYBE_UNUSED_VAR(is_safe_type);
#if CYTHON_COMPILING_IN_LIMITED_API
    value = PyObject_CallMethod(d, "setdefault", "OO", key, default_value);
#elif PY_VERSION_HEX >= 0x030d0000
    PyDict_SetDefaultRef(d, key, default_value, &value);
#else
    value = PyDict_SetDefault(d, key, default_value);
    if (unlikely(!value)) return NULL;
    Py_INCREF(value);
#endif
    return value;
}

/* FetchCommonType */
  #if __PYX_LIMITED_VERSION_HEX < 0x030C0000
static PyObject* __Pyx_PyType_FromMetaclass(PyTypeObject *metaclass, PyObject *module, PyType_Spec *spec, PyObject *bases) {
    PyObject *result = __Pyx_PyType_FromModuleAndSpec(module, spec, bases);
    if (result && metaclass) {
        PyObject *old_tp = (PyObject*)Py_TYPE(result);
    Py_INCREF((PyObject*)metaclass);
#if __PYX_LIMITED_VERSION_HEX >= 0x03090000
        Py_SET_TYPE(result, metaclass);
#else
        result->ob_type = metaclass;
#endif
        Py_DECREF(old_tp);
    }
    return result;
}
#else
#define __Pyx_PyType_FromMetaclass(me, mo, s, b) PyType_FromMetaclass(me, mo, s, b)
#endif
static int __Pyx_VerifyCachedType(PyObject *cached_type,
                               const char *name,
                               Py_ssize_t expected_basicsize) {
    Py_ssize_t basicsize;
    if (!PyType_Check(cached_type)) {
        PyErr_Format(PyExc_TypeError,
            "Shared Cython type %.200s is not a type object", name);
        return -1;
    }
    if (expected_basicsize == 0) {
        return 0; // size is inherited, nothing useful to check
    }
#if CYTHON_COMPILING_IN_LIMITED_API
    PyObject *py_basicsize;
    py_basicsize = PyObject_GetAttrString(cached_type, "__basicsize__");
    if (unlikely(!py_basicsize)) return -1;
    basicsize = PyLong_AsSsize_t(py_basicsize);
    Py_DECREF(py_basicsize);
    py_basicsize = NULL;
    if (unlikely(basicsize == (Py_ssize_t)-1) && PyErr_Occurred()) return -1;
#else
    basicsize = ((PyTypeObject*) cached_type)->tp_basicsize;
#endif
    if (basicsize != expected_basicsize) {
        PyErr_Format(PyExc_TypeError,
            "Shared Cython type %.200s has the wrong size, try recompiling",
            name);
        return -1;
    }
    return 0;
}
static PyTypeObject *__Pyx_FetchCommonTypeFromSpec(PyTypeObject *metaclass, PyObject *module, PyType_Spec *spec, PyObject *bases) {
    PyObject *abi_module = NULL, *cached_type = NULL, *abi_module_dict, *new_cached_type, *py_object_name;
    int get_item_ref_result;
    const char* object_name = strrchr(spec->name, '.');
    object_name = object_name ? object_name+1 : spec->name;
    py_object_name = PyUnicode_FromString(object_name);
    if (!py_object_name) return NULL;
    abi_module = __Pyx_FetchSharedCythonABIModule();
    if (!abi_module) goto done;
    abi_module_dict = PyModule_GetDict(abi_module);
    if (!abi_module_dict) goto done;
    get_item_ref_result = __Pyx_PyDict_GetItemRef(abi_module_dict, py_object_name, &cached_type);
    if (get_item_ref_result == 1) {
        if (__Pyx_VerifyCachedType(
              cached_type,
              object_name,
              spec->basicsize) < 0) {
            goto bad;
        }
        goto done;
    } else if (unlikely(get_item_ref_result == -1)) {
        goto bad;
    }
    CYTHON_UNUSED_VAR(module);
    cached_type = __Pyx_PyType_FromMetaclass(metaclass, abi_module, spec, bases);
    if (unlikely(!cached_type)) goto bad;
    if (unlikely(__Pyx_fix_up_extension_type_from_spec(spec, (PyTypeObject *) cached_type) < 0)) goto bad;
    new_cached_type = __Pyx_PyDict_SetDefault(abi_module_dict, py_object_name, cached_type, 1);
    if (unlikely(new_cached_type != cached_type)) {
        if (unlikely(!new_cached_type)) goto bad;
        Py_DECREF(cached_type);
        cached_type = new_cached_type;
        if (__Pyx_VerifyCachedType(
                cached_type,
                object_name,
                spec->basicsize) < 0) {
            goto bad;
        }
        goto done;
    } else {
        Py_DECREF(new_cached_type);
    }
done:
    Py_XDECREF(abi_module);
    Py_DECREF(py_object_name);
    assert(cached_type == NULL || PyType_Check(cached_type));
    return (PyTypeObject *) cached_type;
bad:
    Py_XDECREF(cached_type);
    cached_type = NULL;
    goto done;
}

/* CommonTypesMetaclass */
  PyObject* __pyx_CommonTypesMetaclass_get_module(CYTHON_UNUSED PyObject *self, CYTHON_UNUSED void* context) {
    return PyUnicode_FromString(__PYX_ABI_MODULE_NAME);
}
static PyGetSetDef __pyx_CommonTypesMetaclass_getset[] = {
    {"__module__", __pyx_CommonTypesMetaclass_get_module, NULL, NULL, NULL},
    {0, 0, 0, 0, 0}
};
static PyType_Slot __pyx_CommonTypesMetaclass_slots[] = {
    {Py_tp_getset, (void *)__pyx_CommonTypesMetaclass_getset},
    {0, 0}
};
static PyType_Spec __pyx_CommonTypesMetaclass_spec = {
    __PYX_TYPE_MODULE_PREFIX "_common_types_metatype",
    0,
    0,
#if PY_VERSION_HEX >= 0x030A0000
    Py_TPFLAGS_IMMUTABLETYPE |
    Py_TPFLAGS_DISALLOW_INSTANTIATION |
#endif
    Py_TPFLAGS_DEFAULT,
    __pyx_CommonTypesMetaclass_slots
};
static int __pyx_CommonTypesMetaclass_init(PyObject *module) {
    __pyx_mstatetype *mstate = __Pyx_PyModule_GetState(module);
    PyObject *bases = PyTuple_Pack(1, &PyType_Type);
    if (unlikely(!bases)) {
        return -1;
    }
    mstate->__pyx_CommonTypesMetaclassType = __Pyx_FetchCommonTypeFromSpec(NULL, module, &__pyx_CommonTypesMetaclass_spec, bases);
    if (unlikely(mstate->__pyx_CommonTypesMetaclassType == NULL)) {
        return -1;
    }
    return 0;
}

/* PyMethodNew */
  #if CYTHON_COMPILING_IN_LIMITED_API
static PyObject *__Pyx_PyMethod_New(PyObject *func, PyObject *self, PyObject *typ) {
    PyObject *result;
    CYTHON_UNUSED_VAR(typ);
    if (!self)
        return __Pyx_NewRef(func);
    #if __PYX_LIMITED_VERSION_HEX >= 0x030C0000
    {
        PyObject *args[] = {func, self};
        result = PyObject_Vectorcall(__pyx_mstate_global->__Pyx_CachedMethodType, args, 2, NULL);
    }
    #else
    result = PyObject_CallFunctionObjArgs(__pyx_mstate_global->__Pyx_CachedMethodType, func, self, NULL);
    #endif
    return result;
}
#else
static PyObject *__Pyx_PyMethod_New(PyObject *func, PyObject *self, PyObject *typ) {
    CYTHON_UNUSED_VAR(typ);
    if (!self)
        return __Pyx_NewRef(func);
    return PyMethod_New(func, self);
}
#endif

/* PyVectorcallFastCallDict */
  #if CYTHON_METH_FASTCALL && (CYTHON_VECTORCALL || CYTHON_BACKPORT_VECTORCALL)
static PyObject *__Pyx_PyVectorcall_FastCallDict_kw(PyObject *func, __pyx_vectorcallfunc vc, PyObject *const *args, size_t nargs, PyObject *kw)
{
    PyObject *res = NULL;
    PyObject *kwnames;
    PyObject **newargs;
    PyObject **kwvalues;
    Py_ssize_t i, pos;
    size_t j;
    PyObject *key, *value;
    unsigned long keys_are_strings;
    #if !CYTHON_ASSUME_SAFE_SIZE
    Py_ssize_t nkw = PyDict_Size(kw);
    if (unlikely(nkw == -1)) return NULL;
    #else
    Py_ssize_t nkw = PyDict_GET_SIZE(kw);
    #endif
    newargs = (PyObject **)PyMem_Malloc((nargs + (size_t)nkw) * sizeof(args[0]));
    if (unlikely(newargs == NULL)) {
        PyErr_NoMemory();
        return NULL;
    }
    for (j = 0; j < nargs; j++) newargs[j] = args[j];
    kwnames = PyTuple_New(nkw);
    if (unlikely(kwnames == NULL)) {
        PyMem_Free(newargs);
        return NULL;
    }
    kwvalues = newargs + nargs;
    pos = i = 0;
    keys_are_strings = Py_TPFLAGS_UNICODE_SUBCLASS;
    while (PyDict_Next(kw, &pos, &key, &value)) {
        keys_are_strings &=
        #if CYTHON_COMPILING_IN_LIMITED_API
            PyType_GetFlags(Py_TYPE(key));
        #else
            Py_TYPE(key)->tp_flags;
        #endif
        Py_INCREF(key);
        Py_INCREF(value);
        #if !CYTHON_ASSUME_SAFE_MACROS
        if (unlikely(PyTuple_SetItem(kwnames, i, key) < 0)) goto cleanup;
        #else
        PyTuple_SET_ITEM(kwnames, i, key);
        #endif
        kwvalues[i] = value;
        i++;
    }
    if (unlikely(!keys_are_strings)) {
        PyErr_SetString(PyExc_TypeError, "keywords must be strings");
        goto cleanup;
    }
    res = vc(func, newargs, nargs, kwnames);
cleanup:
    Py_DECREF(kwnames);
    for (i = 0; i < nkw; i++)
        Py_DECREF(kwvalues[i]);
    PyMem_Free(newargs);
    return res;
}
static CYTHON_INLINE PyObject *__Pyx_PyVectorcall_FastCallDict(PyObject *func, __pyx_vectorcallfunc vc, PyObject *const *args, size_t nargs, PyObject *kw)
{
    Py_ssize_t kw_size =
        likely(kw == NULL) ?
        0 :
#if !CYTHON_ASSUME_SAFE_SIZE
        PyDict_Size(kw);
#else
        PyDict_GET_SIZE(kw);
#endif
    if (kw_size == 0) {
        return vc(func, args, nargs, NULL);
    }
#if !CYTHON_ASSUME_SAFE_SIZE
    else if (unlikely(kw_size == -1)) {
        return NULL;
    }
#endif
    return __Pyx_PyVectorcall_FastCallDict_kw(func, vc, args, nargs, kw);
}
#endif

/* CythonFunctionShared */
  #if CYTHON_COMPILING_IN_LIMITED_API
static CYTHON_INLINE int __Pyx__IsSameCyOrCFunctionNoMethod(PyObject *func, void (*cfunc)(void)) {
    if (__Pyx_CyFunction_Check(func)) {
        return PyCFunction_GetFunction(((__pyx_CyFunctionObject*)func)->func) == (PyCFunction) cfunc;
    } else if (PyCFunction_Check(func)) {
        return PyCFunction_GetFunction(func) == (PyCFunction) cfunc;
    }
    return 0;
}
static CYTHON_INLINE int __Pyx__IsSameCyOrCFunction(PyObject *func, void (*cfunc)(void)) {
    if ((PyObject*)Py_TYPE(func) == __pyx_mstate_global->__Pyx_CachedMethodType) {
        int result;
        PyObject *newFunc = PyObject_GetAttr(func, __pyx_mstate_global->__pyx_n_u_func);
        if (unlikely(!newFunc)) {
            PyErr_Clear(); // It's only an optimization, so don't throw an error
            return 0;
        }
        result = __Pyx__IsSameCyOrCFunctionNoMethod(newFunc, cfunc);
        Py_DECREF(newFunc);
        return result;
    }
    return __Pyx__IsSameCyOrCFunctionNoMethod(func, cfunc);
}
#else
static CYTHON_INLINE int __Pyx__IsSameCyOrCFunction(PyObject *func, void (*cfunc)(void)) {
    if (PyMethod_Check(func)) {
        func = PyMethod_GET_FUNCTION(func);
    }
    return __Pyx_CyOrPyCFunction_Check(func) && __Pyx_CyOrPyCFunction_GET_FUNCTION(func) == (PyCFunction) cfunc;
}
#endif
static CYTHON_INLINE void __Pyx__CyFunction_SetClassObj(__pyx_CyFunctionObject* f, PyObject* classobj) {
#if PY_VERSION_HEX < 0x030900B1 || CYTHON_COMPILING_IN_LIMITED_API
    __Pyx_Py_XDECREF_SET(
        __Pyx_CyFunction_GetClassObj(f),
            ((classobj) ? __Pyx_NewRef(classobj) : NULL));
#else
    __Pyx_Py_XDECREF_SET(
        ((PyCMethodObject *) (f))->mm_class,
        (PyTypeObject*)((classobj) ? __Pyx_NewRef(classobj) : NULL));
#endif
}
static PyObject *
__Pyx_CyFunction_get_doc_locked(__pyx_CyFunctionObject *op)
{
    if (unlikely(op->func_doc == NULL)) {
#if CYTHON_COMPILING_IN_LIMITED_API
        op->func_doc = PyObject_GetAttrString(op->func, "__doc__");
        if (unlikely(!op->func_doc)) return NULL;
#else
        if (((PyCFunctionObject*)op)->m_ml->ml_doc) {
            op->func_doc = PyUnicode_FromString(((PyCFunctionObject*)op)->m_ml->ml_doc);
            if (unlikely(op->func_doc == NULL))
                return NULL;
        } else {
            Py_INCREF(Py_None);
            return Py_None;
        }
#endif
    }
    Py_INCREF(op->func_doc);
    return op->func_doc;
}
static PyObject *
__Pyx_CyFunction_get_doc(__pyx_CyFunctionObject *op, void *closure) {
    PyObject *result;
    CYTHON_UNUSED_VAR(closure);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    result = __Pyx_CyFunction_get_doc_locked(op);
    __Pyx_END_CRITICAL_SECTION();
    return result;
}
static int
__Pyx_CyFunction_set_doc(__pyx_CyFunctionObject *op, PyObject *value, void *context)
{
    CYTHON_UNUSED_VAR(context);
    if (value == NULL) {
        value = Py_None;
    }
    Py_INCREF(value);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    __Pyx_Py_XDECREF_SET(op->func_doc, value);
    __Pyx_END_CRITICAL_SECTION();
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_name_locked(__pyx_CyFunctionObject *op)
{
    if (unlikely(op->func_name == NULL)) {
#if CYTHON_COMPILING_IN_LIMITED_API
        op->func_name = PyObject_GetAttrString(op->func, "__name__");
#else
        op->func_name = PyUnicode_InternFromString(((PyCFunctionObject*)op)->m_ml->ml_name);
#endif
        if (unlikely(op->func_name == NULL))
            return NULL;
    }
    Py_INCREF(op->func_name);
    return op->func_name;
}
static PyObject *
__Pyx_CyFunction_get_name(__pyx_CyFunctionObject *op, void *context)
{
    PyObject *result = NULL;
    CYTHON_UNUSED_VAR(context);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    result = __Pyx_CyFunction_get_name_locked(op);
    __Pyx_END_CRITICAL_SECTION();
    return result;
}
static int
__Pyx_CyFunction_set_name(__pyx_CyFunctionObject *op, PyObject *value, void *context)
{
    CYTHON_UNUSED_VAR(context);
    if (unlikely(value == NULL || !PyUnicode_Check(value))) {
        PyErr_SetString(PyExc_TypeError,
                        "__name__ must be set to a string object");
        return -1;
    }
    Py_INCREF(value);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    __Pyx_Py_XDECREF_SET(op->func_name, value);
    __Pyx_END_CRITICAL_SECTION();
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_qualname(__pyx_CyFunctionObject *op, void *context)
{
    CYTHON_UNUSED_VAR(context);
    PyObject *result;
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    Py_INCREF(op->func_qualname);
    result = op->func_qualname;
    __Pyx_END_CRITICAL_SECTION();
    return result;
}
static int
__Pyx_CyFunction_set_qualname(__pyx_CyFunctionObject *op, PyObject *value, void *context)
{
    CYTHON_UNUSED_VAR(context);
    if (unlikely(value == NULL || !PyUnicode_Check(value))) {
        PyErr_SetString(PyExc_TypeError,
                        "__qualname__ must be set to a string object");
        return -1;
    }
    Py_INCREF(value);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    __Pyx_Py_XDECREF_SET(op->func_qualname, value);
    __Pyx_END_CRITICAL_SECTION();
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_dict_locked(__pyx_CyFunctionObject *op)
{
    if (unlikely(op->func_dict == NULL)) {
        op->func_dict = PyDict_New();
        if (unlikely(op->func_dict == NULL))
            return NULL;
    }
    Py_INCREF(op->func_dict);
    return op->func_dict;
}
static PyObject *
__Pyx_CyFunction_get_dict(__pyx_CyFunctionObject *op, void *context)
{
    CYTHON_UNUSED_VAR(context);
    PyObject *result;
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    result = __Pyx_CyFunction_get_dict_locked(op);
    __Pyx_END_CRITICAL_SECTION();
    return result;
}
static int
__Pyx_CyFunction_set_dict(__pyx_CyFunctionObject *op, PyObject *value, void *context)
{
    CYTHON_UNUSED_VAR(context);
    if (unlikely(value == NULL)) {
        PyErr_SetString(PyExc_TypeError,
               "function's dictionary may not be deleted");
        return -1;
    }
    if (unlikely(!PyDict_Check(value))) {
        PyErr_SetString(PyExc_TypeError,
               "setting function's dictionary to a non-dict");
        return -1;
    }
    Py_INCREF(value);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    __Pyx_Py_XDECREF_SET(op->func_dict, value);
    __Pyx_END_CRITICAL_SECTION();
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_globals(__pyx_CyFunctionObject *op, void *context)
{
    CYTHON_UNUSED_VAR(context);
    Py_INCREF(op->func_globals);
    return op->func_globals;
}
static PyObject *
__Pyx_CyFunction_get_closure(__pyx_CyFunctionObject *op, void *context)
{
    CYTHON_UNUSED_VAR(op);
    CYTHON_UNUSED_VAR(context);
    Py_INCREF(Py_None);
    return Py_None;
}
static PyObject *
__Pyx_CyFunction_get_code(__pyx_CyFunctionObject *op, void *context)
{
    PyObject* result = (op->func_code) ? op->func_code : Py_None;
    CYTHON_UNUSED_VAR(context);
    Py_INCREF(result);
    return result;
}
static int
__Pyx_CyFunction_init_defaults(__pyx_CyFunctionObject *op) {
    int result = 0;
    PyObject *res = op->defaults_getter((PyObject *) op);
    if (unlikely(!res))
        return -1;
    #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    op->defaults_tuple = PyTuple_GET_ITEM(res, 0);
    Py_INCREF(op->defaults_tuple);
    op->defaults_kwdict = PyTuple_GET_ITEM(res, 1);
    Py_INCREF(op->defaults_kwdict);
    #else
    op->defaults_tuple = __Pyx_PySequence_ITEM(res, 0);
    if (unlikely(!op->defaults_tuple)) result = -1;
    else {
        op->defaults_kwdict = __Pyx_PySequence_ITEM(res, 1);
        if (unlikely(!op->defaults_kwdict)) result = -1;
    }
    #endif
    Py_DECREF(res);
    return result;
}
static int
__Pyx_CyFunction_set_defaults(__pyx_CyFunctionObject *op, PyObject* value, void *context) {
    CYTHON_UNUSED_VAR(context);
    if (!value) {
        value = Py_None;
    } else if (unlikely(value != Py_None && !PyTuple_Check(value))) {
        PyErr_SetString(PyExc_TypeError,
                        "__defaults__ must be set to a tuple object");
        return -1;
    }
    PyErr_WarnEx(PyExc_RuntimeWarning, "changes to cyfunction.__defaults__ will not "
                 "currently affect the values used in function calls", 1);
    Py_INCREF(value);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    __Pyx_Py_XDECREF_SET(op->defaults_tuple, value);
    __Pyx_END_CRITICAL_SECTION();
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_defaults_locked(__pyx_CyFunctionObject *op) {
    PyObject* result = op->defaults_tuple;
    if (unlikely(!result)) {
        if (op->defaults_getter) {
            if (unlikely(__Pyx_CyFunction_init_defaults(op) < 0)) return NULL;
            result = op->defaults_tuple;
        } else {
            result = Py_None;
        }
    }
    Py_INCREF(result);
    return result;
}
static PyObject *
__Pyx_CyFunction_get_defaults(__pyx_CyFunctionObject *op, void *context) {
    PyObject* result = NULL;
    CYTHON_UNUSED_VAR(context);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    result = __Pyx_CyFunction_get_defaults_locked(op);
    __Pyx_END_CRITICAL_SECTION();
    return result;
}
static int
__Pyx_CyFunction_set_kwdefaults(__pyx_CyFunctionObject *op, PyObject* value, void *context) {
    CYTHON_UNUSED_VAR(context);
    if (!value) {
        value = Py_None;
    } else if (unlikely(value != Py_None && !PyDict_Check(value))) {
        PyErr_SetString(PyExc_TypeError,
                        "__kwdefaults__ must be set to a dict object");
        return -1;
    }
    PyErr_WarnEx(PyExc_RuntimeWarning, "changes to cyfunction.__kwdefaults__ will not "
                 "currently affect the values used in function calls", 1);
    Py_INCREF(value);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    __Pyx_Py_XDECREF_SET(op->defaults_kwdict, value);
    __Pyx_END_CRITICAL_SECTION();
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_kwdefaults_locked(__pyx_CyFunctionObject *op) {
    PyObject* result = op->defaults_kwdict;
    if (unlikely(!result)) {
        if (op->defaults_getter) {
            if (unlikely(__Pyx_CyFunction_init_defaults(op) < 0)) return NULL;
            result = op->defaults_kwdict;
        } else {
            result = Py_None;
        }
    }
    Py_INCREF(result);
    return result;
}
static PyObject *
__Pyx_CyFunction_get_kwdefaults(__pyx_CyFunctionObject *op, void *context) {
    PyObject* result;
    CYTHON_UNUSED_VAR(context);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    result = __Pyx_CyFunction_get_kwdefaults_locked(op);
    __Pyx_END_CRITICAL_SECTION();
    return result;
}
static int
__Pyx_CyFunction_set_annotations(__pyx_CyFunctionObject *op, PyObject* value, void *context) {
    CYTHON_UNUSED_VAR(context);
    if (!value || value == Py_None) {
        value = NULL;
    } else if (unlikely(!PyDict_Check(value))) {
        PyErr_SetString(PyExc_TypeError,
                        "__annotations__ must be set to a dict object");
        return -1;
    }
    Py_XINCREF(value);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    __Pyx_Py_XDECREF_SET(op->func_annotations, value);
    __Pyx_END_CRITICAL_SECTION();
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_annotations_locked(__pyx_CyFunctionObject *op) {
    PyObject* result = op->func_annotations;
    if (unlikely(!result)) {
        result = PyDict_New();
        if (unlikely(!result)) return NULL;
        op->func_annotations = result;
    }
    Py_INCREF(result);
    return result;
}
static PyObject *
__Pyx_CyFunction_get_annotations(__pyx_CyFunctionObject *op, void *context) {
    PyObject *result;
    CYTHON_UNUSED_VAR(context);
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    result = __Pyx_CyFunction_get_annotations_locked(op);
    __Pyx_END_CRITICAL_SECTION();
    return result;
}
static PyObject *
__Pyx_CyFunction_get_is_coroutine_value(__pyx_CyFunctionObject *op) {
    int is_coroutine = op->flags & __Pyx_CYFUNCTION_COROUTINE;
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        PyObject *is_coroutine_value, *module, *fromlist, *marker = __pyx_mstate_global->__pyx_n_u_is_coroutine;
        fromlist = PyList_New(1);
        if (unlikely(!fromlist)) return NULL;
        Py_INCREF(marker);
#if CYTHON_ASSUME_SAFE_MACROS
        PyList_SET_ITEM(fromlist, 0, marker);
#else
        if (unlikely(PyList_SetItem(fromlist, 0, marker) < 0)) {
            Py_DECREF(marker);
            Py_DECREF(fromlist);
            return NULL;
        }
#endif
        module = PyImport_ImportModuleLevelObject(__pyx_mstate_global->__pyx_n_u_asyncio_coroutines, NULL, NULL, fromlist, 0);
        Py_DECREF(fromlist);
        if (unlikely(!module)) goto ignore;
        is_coroutine_value = __Pyx_PyObject_GetAttrStr(module, marker);
        Py_DECREF(module);
        if (likely(is_coroutine_value)) {
            return is_coroutine_value;
        }
ignore:
        PyErr_Clear();
    }
    return __Pyx_PyBool_FromLong(is_coroutine);
}
static PyObject *
__Pyx_CyFunction_get_is_coroutine(__pyx_CyFunctionObject *op, void *context) {
    PyObject *result;
    CYTHON_UNUSED_VAR(context);
    if (op->func_is_coroutine) {
        return __Pyx_NewRef(op->func_is_coroutine);
    }
    result = __Pyx_CyFunction_get_is_coroutine_value(op);
    if (unlikely(!result))
        return NULL;
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    if (op->func_is_coroutine) {
        Py_DECREF(result);
        result = __Pyx_NewRef(op->func_is_coroutine);
    } else {
        op->func_is_coroutine = __Pyx_NewRef(result);
    }
    __Pyx_END_CRITICAL_SECTION();
    return result;
}
static void __Pyx_CyFunction_raise_argument_count_error(__pyx_CyFunctionObject *func, const char* message, Py_ssize_t size) {
#if CYTHON_COMPILING_IN_LIMITED_API
    PyObject *py_name = __Pyx_CyFunction_get_name(func, NULL);
    if (!py_name) return;
    PyErr_Format(PyExc_TypeError,
        "%.200S() %s (%" CYTHON_FORMAT_SSIZE_T "d given)",
        py_name, message, size);
    Py_DECREF(py_name);
#else
    const char* name = ((PyCFunctionObject*)func)->m_ml->ml_name;
    PyErr_Format(PyExc_TypeError,
        "%.200s() %s (%" CYTHON_FORMAT_SSIZE_T "d given)",
        name, message, size);
#endif
}
static void __Pyx_CyFunction_raise_type_error(__pyx_CyFunctionObject *func, const char* message) {
#if CYTHON_COMPILING_IN_LIMITED_API
    PyObject *py_name = __Pyx_CyFunction_get_name(func, NULL);
    if (!py_name) return;
    PyErr_Format(PyExc_TypeError,
        "%.200S() %s",
        py_name, message);
    Py_DECREF(py_name);
#else
    const char* name = ((PyCFunctionObject*)func)->m_ml->ml_name;
    PyErr_Format(PyExc_TypeError,
        "%.200s() %s",
        name, message);
#endif
}
#if CYTHON_COMPILING_IN_LIMITED_API
static PyObject *
__Pyx_CyFunction_get_module(__pyx_CyFunctionObject *op, void *context) {
    CYTHON_UNUSED_VAR(context);
    return PyObject_GetAttrString(op->func, "__module__");
}
static int
__Pyx_CyFunction_set_module(__pyx_CyFunctionObject *op, PyObject* value, void *context) {
    CYTHON_UNUSED_VAR(context);
    return PyObject_SetAttrString(op->func, "__module__", value);
}
#endif
static PyGetSetDef __pyx_CyFunction_getsets[] = {
    {"func_doc", (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
    {"__doc__",  (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
    {"func_name", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
    {"__name__", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
    {"__qualname__", (getter)__Pyx_CyFunction_get_qualname, (setter)__Pyx_CyFunction_set_qualname, 0, 0},
    {"func_dict", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
    {"__dict__", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
    {"func_globals", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
    {"__globals__", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
    {"func_closure", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
    {"__closure__", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
    {"func_code", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
    {"__code__", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
    {"func_defaults", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
    {"__defaults__", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
    {"__kwdefaults__", (getter)__Pyx_CyFunction_get_kwdefaults, (setter)__Pyx_CyFunction_set_kwdefaults, 0, 0},
    {"__annotations__", (getter)__Pyx_CyFunction_get_annotations, (setter)__Pyx_CyFunction_set_annotations, 0, 0},
    {"_is_coroutine", (getter)__Pyx_CyFunction_get_is_coroutine, 0, 0, 0},
#if CYTHON_COMPILING_IN_LIMITED_API
    {"__module__", (getter)__Pyx_CyFunction_get_module, (setter)__Pyx_CyFunction_set_module, 0, 0},
#endif
    {0, 0, 0, 0, 0}
};
static PyMemberDef __pyx_CyFunction_members[] = {
#if !CYTHON_COMPILING_IN_LIMITED_API
    {"__module__", T_OBJECT, offsetof(PyCFunctionObject, m_module), 0, 0},
#endif
    {"__dictoffset__", T_PYSSIZET, offsetof(__pyx_CyFunctionObject, func_dict), READONLY, 0},
#if CYTHON_METH_FASTCALL
#if CYTHON_BACKPORT_VECTORCALL || CYTHON_COMPILING_IN_LIMITED_API
    {"__vectorcalloffset__", T_PYSSIZET, offsetof(__pyx_CyFunctionObject, func_vectorcall), READONLY, 0},
#else
    {"__vectorcalloffset__", T_PYSSIZET, offsetof(PyCFunctionObject, vectorcall), READONLY, 0},
#endif
#if CYTHON_COMPILING_IN_LIMITED_API
    {"__weaklistoffset__", T_PYSSIZET, offsetof(__pyx_CyFunctionObject, func_weakreflist), READONLY, 0},
#else
    {"__weaklistoffset__", T_PYSSIZET, offsetof(PyCFunctionObject, m_weakreflist), READONLY, 0},
#endif
#endif
    {0, 0, 0,  0, 0}
};
static PyObject *
__Pyx_CyFunction_reduce(__pyx_CyFunctionObject *m, PyObject *args)
{
    PyObject *result = NULL;
    CYTHON_UNUSED_VAR(args);
    __Pyx_BEGIN_CRITICAL_SECTION(m);
    Py_INCREF(m->func_qualname);
    result = m->func_qualname;
    __Pyx_END_CRITICAL_SECTION();
    return result;
}
static PyMethodDef __pyx_CyFunction_methods[] = {
    {"__reduce__", (PyCFunction)__Pyx_CyFunction_reduce, METH_VARARGS, 0},
    {0, 0, 0, 0}
};
#if CYTHON_COMPILING_IN_LIMITED_API
#define __Pyx_CyFunction_weakreflist(cyfunc) ((cyfunc)->func_weakreflist)
#else
#define __Pyx_CyFunction_weakreflist(cyfunc) (((PyCFunctionObject*)cyfunc)->m_weakreflist)
#endif
static PyObject *__Pyx_CyFunction_Init(__pyx_CyFunctionObject *op, PyMethodDef *ml, int flags, PyObject* qualname,
                                       PyObject *closure, PyObject *module, PyObject* globals, PyObject* code) {
#if !CYTHON_COMPILING_IN_LIMITED_API
    PyCFunctionObject *cf = (PyCFunctionObject*) op;
#endif
    if (unlikely(op == NULL))
        return NULL;
#if CYTHON_COMPILING_IN_LIMITED_API
    op->func = PyCFunction_NewEx(ml, (PyObject*)op, module);
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#endif
    op->flags = flags;
    __Pyx_CyFunction_weakreflist(op) = NULL;
#if !CYTHON_COMPILING_IN_LIMITED_API
    cf->m_ml = ml;
    cf->m_self = (PyObject *) op;
#endif
    Py_XINCREF(closure);
    op->func_closure = closure;
#if !CYTHON_COMPILING_IN_LIMITED_API
    Py_XINCREF(module);
    cf->m_module = module;
#endif
    op->func_dict = NULL;
    op->func_name = NULL;
    Py_INCREF(qualname);
    op->func_qualname = qualname;
    op->func_doc = NULL;
#if PY_VERSION_HEX < 0x030900B1 || CYTHON_COMPILING_IN_LIMITED_API
    op->func_classobj = NULL;
#else
    ((PyCMethodObject*)op)->mm_class = NULL;
#endif
    op->func_globals = globals;
    Py_INCREF(op->func_globals);
    Py_XINCREF(code);
    op->func_code = code;
    op->defaults = NULL;
    op->defaults_tuple = NULL;
    op->defaults_kwdict = NULL;
    op->defaults_getter = NULL;
    op->func_annotations = NULL;
    op->func_is_coroutine = NULL;
#if CYTHON_METH_FASTCALL
    switch (ml->ml_flags & (METH_VARARGS | METH_FASTCALL | METH_NOARGS | METH_O | METH_KEYWORDS | METH_METHOD)) {
    case METH_NOARGS:
        __Pyx_CyFunction_func_vectorcall(op) = __Pyx_CyFunction_Vectorcall_NOARGS;
        break;
    case METH_O:
        __Pyx_CyFunction_func_vectorcall(op) = __Pyx_CyFunction_Vectorcall_O;
        break;
    case METH_METHOD | METH_FASTCALL | METH_KEYWORDS:
        __Pyx_CyFunction_func_vectorcall(op) = __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS_METHOD;
        break;
    case METH_FASTCALL | METH_KEYWORDS:
        __Pyx_CyFunction_func_vectorcall(op) = __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS;
        break;
    case METH_VARARGS | METH_KEYWORDS:
        __Pyx_CyFunction_func_vectorcall(op) = NULL;
        break;
    default:
        PyErr_SetString(PyExc_SystemError, "Bad call flags for CyFunction");
        Py_DECREF(op);
        return NULL;
    }
#endif
    return (PyObject *) op;
}
static int
__Pyx_CyFunction_clear(__pyx_CyFunctionObject *m)
{
    Py_CLEAR(m->func_closure);
#if CYTHON_COMPILING_IN_LIMITED_API
    Py_CLEAR(m->func);
#else
    Py_CLEAR(((PyCFunctionObject*)m)->m_module);
#endif
    Py_CLEAR(m->func_dict);
    Py_CLEAR(m->func_name);
    Py_CLEAR(m->func_qualname);
    Py_CLEAR(m->func_doc);
    Py_CLEAR(m->func_globals);
    Py_CLEAR(m->func_code);
#if !CYTHON_COMPILING_IN_LIMITED_API
#if PY_VERSION_HEX < 0x030900B1
    Py_CLEAR(__Pyx_CyFunction_GetClassObj(m));
#else
    {
        PyObject *cls = (PyObject*) ((PyCMethodObject *) (m))->mm_class;
        ((PyCMethodObject *) (m))->mm_class = NULL;
        Py_XDECREF(cls);
    }
#endif
#endif
    Py_CLEAR(m->defaults_tuple);
    Py_CLEAR(m->defaults_kwdict);
    Py_CLEAR(m->func_annotations);
    Py_CLEAR(m->func_is_coroutine);
    Py_CLEAR(m->defaults);
    return 0;
}
static void __Pyx__CyFunction_dealloc(__pyx_CyFunctionObject *m)
{
    if (__Pyx_CyFunction_weakreflist(m) != NULL)
        PyObject_ClearWeakRefs((PyObject *) m);
    __Pyx_CyFunction_clear(m);
    __Pyx_PyHeapTypeObject_GC_Del(m);
}
static void __Pyx_CyFunction_dealloc(__pyx_CyFunctionObject *m)
{
    PyObject_GC_UnTrack(m);
    __Pyx__CyFunction_dealloc(m);
}
static int __Pyx_CyFunction_traverse(__pyx_CyFunctionObject *m, visitproc visit, void *arg)
{
    {
        int e = __Pyx_call_type_traverse((PyObject*)m, 1, visit, arg);
        if (e) return e;
    }
    Py_VISIT(m->func_closure);
#if CYTHON_COMPILING_IN_LIMITED_API
    Py_VISIT(m->func);
#else
    Py_VISIT(((PyCFunctionObject*)m)->m_module);
#endif
    Py_VISIT(m->func_dict);
    __Pyx_VISIT_CONST(m->func_name);
    __Pyx_VISIT_CONST(m->func_qualname);
    Py_VISIT(m->func_doc);
    Py_VISIT(m->func_globals);
    __Pyx_VISIT_CONST(m->func_code);
#if !CYTHON_COMPILING_IN_LIMITED_API
    Py_VISIT(__Pyx_CyFunction_GetClassObj(m));
#endif
    Py_VISIT(m->defaults_tuple);
    Py_VISIT(m->defaults_kwdict);
    Py_VISIT(m->func_is_coroutine);
    Py_VISIT(m->defaults);
    return 0;
}
static PyObject*
__Pyx_CyFunction_repr(__pyx_CyFunctionObject *op)
{
    PyObject *repr;
    __Pyx_BEGIN_CRITICAL_SECTION(op);
    repr = PyUnicode_FromFormat("<cyfunction %U at %p>",
                                op->func_qualname, (void *)op);
    __Pyx_END_CRITICAL_SECTION();
    return repr;
}
static PyObject * __Pyx_CyFunction_CallMethod(PyObject *func, PyObject *self, PyObject *arg, PyObject *kw) {
#if CYTHON_COMPILING_IN_LIMITED_API
    PyObject *f = ((__pyx_CyFunctionObject*)func)->func;
    PyCFunction meth;
    int flags;
    meth = PyCFunction_GetFunction(f);
    if (unlikely(!meth)) return NULL;
    flags = PyCFunction_GetFlags(f);
    if (unlikely(flags < 0)) return NULL;
#else
    PyCFunctionObject* f = (PyCFunctionObject*)func;
    PyCFunction meth = f->m_ml->ml_meth;
    int flags = f->m_ml->ml_flags;
#endif
    Py_ssize_t size;
    switch (flags & (METH_VARARGS | METH_KEYWORDS | METH_NOARGS | METH_O)) {
    case METH_VARARGS:
        if (likely(kw == NULL || PyDict_Size(kw) == 0))
            return (*meth)(self, arg);
        break;
    case METH_VARARGS | METH_KEYWORDS:
        return (*(PyCFunctionWithKeywords)(void(*)(void))meth)(self, arg, kw);
    case METH_NOARGS:
        if (likely(kw == NULL || PyDict_Size(kw) == 0)) {
#if CYTHON_ASSUME_SAFE_SIZE
            size = PyTuple_GET_SIZE(arg);
#else
            size = PyTuple_Size(arg);
            if (unlikely(size < 0)) return NULL;
#endif
            if (likely(size == 0))
                return (*meth)(self, NULL);
            __Pyx_CyFunction_raise_argument_count_error(
                (__pyx_CyFunctionObject*)func,
                "takes no arguments", size);
            return NULL;
        }
        break;
    case METH_O:
        if (likely(kw == NULL || PyDict_Size(kw) == 0)) {
#if CYTHON_ASSUME_SAFE_SIZE
            size = PyTuple_GET_SIZE(arg);
#else
            size = PyTuple_Size(arg);
            if (unlikely(size < 0)) return NULL;
#endif
            if (likely(size == 1)) {
                PyObject *result, *arg0;
                #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
                arg0 = PyTuple_GET_ITEM(arg, 0);
                #else
                arg0 = __Pyx_PySequence_ITEM(arg, 0); if (unlikely(!arg0)) return NULL;
                #endif
                result = (*meth)(self, arg0);
                #if !(CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS)
                Py_DECREF(arg0);
                #endif
                return result;
            }
            __Pyx_CyFunction_raise_argument_count_error(
                (__pyx_CyFunctionObject*)func,
                "takes exactly one argument", size);
            return NULL;
        }
        break;
    default:
        PyErr_SetString(PyExc_SystemError, "Bad call flags for CyFunction");
        return NULL;
    }
    __Pyx_CyFunction_raise_type_error(
        (__pyx_CyFunctionObject*)func, "takes no keyword arguments");
    return NULL;
}
static CYTHON_INLINE PyObject *__Pyx_CyFunction_Call(PyObject *func, PyObject *arg, PyObject *kw) {
    PyObject *self, *result;
#if CYTHON_COMPILING_IN_LIMITED_API
    self = PyCFunction_GetSelf(((__pyx_CyFunctionObject*)func)->func);
    if (unlikely(!self) && PyErr_Occurred()) return NULL;
#else
    self = ((PyCFunctionObject*)func)->m_self;
#endif
    result = __Pyx_CyFunction_CallMethod(func, self, arg, kw);
    return result;
}
static PyObject *__Pyx_CyFunction_CallAsMethod(PyObject *func, PyObject *args, PyObject *kw) {
    PyObject *result;
    __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *) func;
#if CYTHON_METH_FASTCALL && (CYTHON_VECTORCALL || CYTHON_BACKPORT_VECTORCALL)
     __pyx_vectorcallfunc vc = __Pyx_CyFunction_func_vectorcall(cyfunc);
    if (vc) {
#if CYTHON_ASSUME_SAFE_MACROS && CYTHON_ASSUME_SAFE_SIZE
        return __Pyx_PyVectorcall_FastCallDict(func, vc, &PyTuple_GET_ITEM(args, 0), (size_t)PyTuple_GET_SIZE(args), kw);
#else
        (void) &__Pyx_PyVectorcall_FastCallDict;
        return PyVectorcall_Call(func, args, kw);
#endif
    }
#endif
    if ((cyfunc->flags & __Pyx_CYFUNCTION_CCLASS) && !(cyfunc->flags & __Pyx_CYFUNCTION_STATICMETHOD)) {
        Py_ssize_t argc;
        PyObject *new_args;
        PyObject *self;
#if CYTHON_ASSUME_SAFE_SIZE
        argc = PyTuple_GET_SIZE(args);
#else
        argc = PyTuple_Size(args);
        if (unlikely(argc < 0)) return NULL;
#endif
        new_args = PyTuple_GetSlice(args, 1, argc);
        if (unlikely(!new_args))
            return NULL;
        self = PyTuple_GetItem(args, 0);
        if (unlikely(!self)) {
            Py_DECREF(new_args);
            PyErr_Format(PyExc_TypeError,
                         "unbound method %.200S() needs an argument",
                         cyfunc->func_qualname);
            return NULL;
        }
        result = __Pyx_CyFunction_CallMethod(func, self, new_args, kw);
        Py_DECREF(new_args);
    } else {
        result = __Pyx_CyFunction_Call(func, args, kw);
    }
    return result;
}
#if CYTHON_METH_FASTCALL && (CYTHON_VECTORCALL || CYTHON_BACKPORT_VECTORCALL)
static CYTHON_INLINE int __Pyx_CyFunction_Vectorcall_CheckArgs(__pyx_CyFunctionObject *cyfunc, Py_ssize_t nargs, PyObject *kwnames)
{
    int ret = 0;
    if ((cyfunc->flags & __Pyx_CYFUNCTION_CCLASS) && !(cyfunc->flags & __Pyx_CYFUNCTION_STATICMETHOD)) {
        if (unlikely(nargs < 1)) {
            __Pyx_CyFunction_raise_type_error(
                cyfunc, "needs an argument");
            return -1;
        }
        ret = 1;
    }
    if (unlikely(kwnames) && unlikely(__Pyx_PyTuple_GET_SIZE(kwnames))) {
        __Pyx_CyFunction_raise_type_error(
            cyfunc, "takes no keyword arguments");
        return -1;
    }
    return ret;
}
static PyObject * __Pyx_CyFunction_Vectorcall_NOARGS(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames)
{
    __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *)func;
#if CYTHON_BACKPORT_VECTORCALL
    Py_ssize_t nargs = (Py_ssize_t)nargsf;
#else
    Py_ssize_t nargs = PyVectorcall_NARGS(nargsf);
#endif
    PyObject *self;
#if CYTHON_COMPILING_IN_LIMITED_API
    PyCFunction meth = PyCFunction_GetFunction(cyfunc->func);
    if (unlikely(!meth)) return NULL;
#else
    PyCFunction meth = ((PyCFunctionObject*)cyfunc)->m_ml->ml_meth;
#endif
    switch (__Pyx_CyFunction_Vectorcall_CheckArgs(cyfunc, nargs, kwnames)) {
    case 1:
        self = args[0];
        args += 1;
        nargs -= 1;
        break;
    case 0:
#if CYTHON_COMPILING_IN_LIMITED_API
        self = PyCFunction_GetSelf(((__pyx_CyFunctionObject*)cyfunc)->func);
        if (unlikely(!self) && PyErr_Occurred()) return NULL;
#else
        self = ((PyCFunctionObject*)cyfunc)->m_self;
#endif
        break;
    default:
        return NULL;
    }
    if (unlikely(nargs != 0)) {
        __Pyx_CyFunction_raise_argument_count_error(
            cyfunc, "takes no arguments", nargs);
        return NULL;
    }
    return meth(self, NULL);
}
static PyObject * __Pyx_CyFunction_Vectorcall_O(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames)
{
    __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *)func;
#if CYTHON_BACKPORT_VECTORCALL
    Py_ssize_t nargs = (Py_ssize_t)nargsf;
#else
    Py_ssize_t nargs = PyVectorcall_NARGS(nargsf);
#endif
    PyObject *self;
#if CYTHON_COMPILING_IN_LIMITED_API
    PyCFunction meth = PyCFunction_GetFunction(cyfunc->func);
    if (unlikely(!meth)) return NULL;
#else
    PyCFunction meth = ((PyCFunctionObject*)cyfunc)->m_ml->ml_meth;
#endif
    switch (__Pyx_CyFunction_Vectorcall_CheckArgs(cyfunc, nargs, kwnames)) {
    case 1:
        self = args[0];
        args += 1;
        nargs -= 1;
        break;
    case 0:
#if CYTHON_COMPILING_IN_LIMITED_API
        self = PyCFunction_GetSelf(((__pyx_CyFunctionObject*)cyfunc)->func);
        if (unlikely(!self) && PyErr_Occurred()) return NULL;
#else
        self = ((PyCFunctionObject*)cyfunc)->m_self;
#endif
        break;
    default:
        return NULL;
    }
    if (unlikely(nargs != 1)) {
        __Pyx_CyFunction_raise_argument_count_error(
            cyfunc, "takes exactly one argument", nargs);
        return NULL;
    }
    return meth(self, args[0]);
}
static PyObject * __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames)
{
    __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *)func;
#if CYTHON_BACKPORT_VECTORCALL
    Py_ssize_t nargs = (Py_ssize_t)nargsf;
#else
    Py_ssize_t nargs = PyVectorcall_NARGS(nargsf);
#endif
    PyObject *self;
#if CYTHON_COMPILING_IN_LIMITED_API
    PyCFunction meth = PyCFunction_GetFunction(cyfunc->func);
    if (unlikely(!meth)) return NULL;
#else
    PyCFunction meth = ((PyCFunctionObject*)cyfunc)->m_ml->ml_meth;
#endif
    switch (__Pyx_CyFunction_Vectorcall_CheckArgs(cyfunc, nargs, NULL)) {
    case 1:
        self = args[0];
        args += 1;
        nargs -= 1;
        break;
    case 0:
#if CYTHON_COMPILING_IN_LIMITED_API
        self = PyCFunction_GetSelf(((__pyx_CyFunctionObject*)cyfunc)->func);
        if (unlikely(!self) && PyErr_Occurred()) return NULL;
#else
        self = ((PyCFunctionObject*)cyfunc)->m_self;
#endif
        break;
    default:
        return NULL;
    }
    return ((__Pyx_PyCFunctionFastWithKeywords)(void(*)(void))meth)(self, args, nargs, kwnames);
}
static PyObject * __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS_METHOD(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames)
{
    __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *)func;
    PyTypeObject *cls = (PyTypeObject *) __Pyx_CyFunction_GetClassObj(cyfunc);
#if CYTHON_BACKPORT_VECTORCALL
    Py_ssize_t nargs = (Py_ssize_t)nargsf;
#else
    Py_ssize_t nargs = PyVectorcall_NARGS(nargsf);
#endif
    PyObject *self;
#if CYTHON_COMPILING_IN_LIMITED_API
    PyCFunction meth = PyCFunction_GetFunction(cyfunc->func);
    if (unlikely(!meth)) return NULL;
#else
    PyCFunction meth = ((PyCFunctionObject*)cyfunc)->m_ml->ml_meth;
#endif
    switch (__Pyx_CyFunction_Vectorcall_CheckArgs(cyfunc, nargs, NULL)) {
    case 1:
        self = args[0];
        args += 1;
        nargs -= 1;
        break;
    case 0:
#if CYTHON_COMPILING_IN_LIMITED_API
        self = PyCFunction_GetSelf(((__pyx_CyFunctionObject*)cyfunc)->func);
        if (unlikely(!self) && PyErr_Occurred()) return NULL;
#else
        self = ((PyCFunctionObject*)cyfunc)->m_self;
#endif
        break;
    default:
        return NULL;
    }
    return ((__Pyx_PyCMethod)(void(*)(void))meth)(self, cls, args, (size_t)nargs, kwnames);
}
#endif
static PyType_Slot __pyx_CyFunctionType_slots[] = {
    {Py_tp_dealloc, (void *)__Pyx_CyFunction_dealloc},
    {Py_tp_repr, (void *)__Pyx_CyFunction_repr},
    {Py_tp_call, (void *)__Pyx_CyFunction_CallAsMethod},
    {Py_tp_traverse, (void *)__Pyx_CyFunction_traverse},
    {Py_tp_clear, (void *)__Pyx_CyFunction_clear},
    {Py_tp_methods, (void *)__pyx_CyFunction_methods},
    {Py_tp_members, (void *)__pyx_CyFunction_members},
    {Py_tp_getset, (void *)__pyx_CyFunction_getsets},
    {Py_tp_descr_get, (void *)__Pyx_PyMethod_New},
    {0, 0},
};
static PyType_Spec __pyx_CyFunctionType_spec = {
    __PYX_TYPE_MODULE_PREFIX "cython_function_or_method",
    sizeof(__pyx_CyFunctionObject),
    0,
#ifdef Py_TPFLAGS_METHOD_DESCRIPTOR
    Py_TPFLAGS_METHOD_DESCRIPTOR |
#endif
#if CYTHON_METH_FASTCALL
#if defined(Py_TPFLAGS_HAVE_VECTORCALL)
    Py_TPFLAGS_HAVE_VECTORCALL |
#elif defined(_Py_TPFLAGS_HAVE_VECTORCALL)
    _Py_TPFLAGS_HAVE_VECTORCALL |
#endif
#endif // CYTHON_METH_FASTCALL
#if PY_VERSION_HEX >= 0x030A0000
    Py_TPFLAGS_IMMUTABLETYPE |
#endif
    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC | Py_TPFLAGS_BASETYPE,
    __pyx_CyFunctionType_slots
};
static int __pyx_CyFunction_init(PyObject *module) {
    __pyx_mstatetype *mstate = __Pyx_PyModule_GetState(module);
    mstate->__pyx_CyFunctionType = __Pyx_FetchCommonTypeFromSpec(
        mstate->__pyx_CommonTypesMetaclassType, module, &__pyx_CyFunctionType_spec, NULL);
    if (unlikely(mstate->__pyx_CyFunctionType == NULL)) {
        return -1;
    }
    return 0;
}
static CYTHON_INLINE PyObject *__Pyx_CyFunction_InitDefaults(PyObject *func, PyTypeObject *defaults_type) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->defaults = PyObject_CallObject((PyObject*)defaults_type, NULL); // _PyObject_New(defaults_type);
    if (unlikely(!m->defaults))
        return NULL;
    return m->defaults;
}
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *func, PyObject *tuple) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->defaults_tuple = tuple;
    Py_INCREF(tuple);
}
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsKwDict(PyObject *func, PyObject *dict) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->defaults_kwdict = dict;
    Py_INCREF(dict);
}
static CYTHON_INLINE void __Pyx_CyFunction_SetAnnotationsDict(PyObject *func, PyObject *dict) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->func_annotations = dict;
    Py_INCREF(dict);
}

/* CythonFunction */
  static PyObject *__Pyx_CyFunction_New(PyMethodDef *ml, int flags, PyObject* qualname,
                                      PyObject *closure, PyObject *module, PyObject* globals, PyObject* code) {
    PyObject *op = __Pyx_CyFunction_Init(
        PyObject_GC_New(__pyx_CyFunctionObject, __pyx_mstate_global->__pyx_CyFunctionType),
        ml, flags, qualname, closure, module, globals, code
    );
    if (likely(op)) {
        PyObject_GC_Track(op);
    }
    return op;
}

/* FusedFunction */
  static PyObject *
__pyx_FusedFunction_New(PyMethodDef *ml, int flags,
                        PyObject *qualname, PyObject *closure,
                        PyObject *module, PyObject *globals,
                        PyObject *code)
{
    PyObject *op = __Pyx_CyFunction_Init(
        PyObject_GC_New(__pyx_CyFunctionObject, __pyx_mstate_global->__pyx_FusedFunctionType),
        ml, flags, qualname, closure, module, globals, code
    );
    if (likely(op)) {
        __pyx_FusedFunctionObject *fusedfunc = (__pyx_FusedFunctionObject *) op;
        fusedfunc->__signatures__ = NULL;
        fusedfunc->self = NULL;
        #if CYTHON_COMPILING_IN_LIMITED_API
        fusedfunc->ml = ml;
        #endif
        PyObject_GC_Track(op);
    }
    return op;
}
static void
__pyx_FusedFunction_dealloc(__pyx_FusedFunctionObject *self)
{
    PyObject_GC_UnTrack(self);
    Py_CLEAR(self->self);
    Py_CLEAR(self->__signatures__);
    __Pyx__CyFunction_dealloc((__pyx_CyFunctionObject *) self);
}
static int
__pyx_FusedFunction_traverse(__pyx_FusedFunctionObject *self,
                             visitproc visit,
                             void *arg)
{
    Py_VISIT(self->self);
    Py_VISIT(self->__signatures__);
    return __Pyx_CyFunction_traverse((__pyx_CyFunctionObject *) self, visit, arg);
}
static int
__pyx_FusedFunction_clear(__pyx_FusedFunctionObject *self)
{
    Py_CLEAR(self->self);
    Py_CLEAR(self->__signatures__);
    return __Pyx_CyFunction_clear((__pyx_CyFunctionObject *) self);
}
static __pyx_FusedFunctionObject *
__pyx_FusedFunction_descr_get_locked(__pyx_FusedFunctionObject *func, PyObject *obj)
{
    PyObject *module;
    __pyx_FusedFunctionObject *meth;
    #if CYTHON_COMPILING_IN_LIMITED_API
    module = __Pyx_CyFunction_get_module((__pyx_CyFunctionObject *) func, NULL);
    if ((unlikely(!module))) return NULL;
    #else
    module = ((PyCFunctionObject *) func)->m_module;
    #endif
    meth = (__pyx_FusedFunctionObject *) __pyx_FusedFunction_New(
        #if CYTHON_COMPILING_IN_LIMITED_API
                    func->ml,
        #else
                    ((PyCFunctionObject *) func)->m_ml,
        #endif
                    ((__pyx_CyFunctionObject *) func)->flags,
                    ((__pyx_CyFunctionObject *) func)->func_qualname,
                    ((__pyx_CyFunctionObject *) func)->func_closure,
                    module,
                    ((__pyx_CyFunctionObject *) func)->func_globals,
                    ((__pyx_CyFunctionObject *) func)->func_code);
    #if CYTHON_COMPILING_IN_LIMITED_API
    Py_DECREF(module);
    #endif
    if (unlikely(!meth))
        return NULL;
    Py_XINCREF(func->func.defaults);
    meth->func.defaults = func->func.defaults;
    __Pyx_CyFunction_SetClassObj(meth, __Pyx_CyFunction_GetClassObj(func));
    Py_XINCREF(func->__signatures__);
    meth->__signatures__ = func->__signatures__;
    Py_XINCREF(func->func.defaults_tuple);
    meth->func.defaults_tuple = func->func.defaults_tuple;
    Py_XINCREF(obj);
    meth->self = obj;
    return meth;
}
static PyObject *
__pyx_FusedFunction_descr_get(PyObject *self, PyObject *obj, PyObject *type)
{
    __pyx_FusedFunctionObject *func, *meth;
    func = (__pyx_FusedFunctionObject *) self;
    if (func->self || func->func.flags & __Pyx_CYFUNCTION_STATICMETHOD) {
        Py_INCREF(self);
        return self;
    }
    if (obj == Py_None)
        obj = NULL;
    if (func->func.flags & __Pyx_CYFUNCTION_CLASSMETHOD)
        obj = type;
    if (obj == NULL) {
        Py_INCREF(self);
        return self;
    }
    __Pyx_BEGIN_CRITICAL_SECTION(func);
    meth = __pyx_FusedFunction_descr_get_locked(func, obj);
    __Pyx_END_CRITICAL_SECTION()
    return (PyObject *) meth;
}
static PyObject *
_obj_to_string(PyObject *obj)
{
    if (PyUnicode_CheckExact(obj))
        return __Pyx_NewRef(obj);
    else if (PyType_Check(obj))
        return PyObject_GetAttr(obj, __pyx_mstate_global->__pyx_n_u_name);
    else
        return PyObject_Str(obj);
}
static PyObject *
__pyx_FusedFunction_getitem(__pyx_FusedFunctionObject *self, PyObject *idx)
{
    PyObject *signature = NULL;
    PyObject *unbound_result_func;
    PyObject *result_func = NULL;
    if (unlikely(self->__signatures__ == NULL)) {
        PyErr_SetString(PyExc_TypeError, "Function is not fused");
        return NULL;
    }
    if (PyTuple_Check(idx)) {
        Py_ssize_t n = __Pyx_PyTuple_GET_SIZE(idx);
        PyObject *list;
        int i;
        #if !CYTHON_ASSUME_SAFE_SIZE
        if (unlikely(n < 0)) return NULL;
        #endif
        list = PyList_New(n);
        if (unlikely(!list))
            return NULL;
        for (i = 0; i < n; i++) {
            PyObject *string;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
            PyObject *item = PyTuple_GET_ITEM(idx, i);
#else
            PyObject *item = __Pyx_PySequence_ITEM(idx, i);  if (unlikely(!item)) goto __pyx_err;
#endif
            string = _obj_to_string(item);
#if !(CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS)
            Py_DECREF(item);
#endif
            if (unlikely(!string)) goto __pyx_err;
	    if (__Pyx_PyList_SET_ITEM(list, i, string) < 0) goto __pyx_err;
        }
        signature = PyUnicode_Join(__pyx_mstate_global->__pyx_kp_u__3, list);
__pyx_err:;
        Py_DECREF(list);
    } else {
        signature = _obj_to_string(idx);
    }
    if (unlikely(!signature))
        return NULL;
    unbound_result_func = PyObject_GetItem(self->__signatures__, signature);
    if (likely(unbound_result_func)) {
        if (self->self) {
            __pyx_FusedFunctionObject *unbound = (__pyx_FusedFunctionObject *) unbound_result_func;
            __Pyx_CyFunction_SetClassObj(unbound, __Pyx_CyFunction_GetClassObj(self));
            result_func = __pyx_FusedFunction_descr_get(unbound_result_func,
                                                        self->self, self->self);
        } else {
            result_func = unbound_result_func;
            Py_INCREF(result_func);
        }
    }
    Py_DECREF(signature);
    Py_XDECREF(unbound_result_func);
    return result_func;
}
static PyObject *
__pyx_FusedFunction_callfunction(PyObject *func, PyObject *args, PyObject *kw)
{
     __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *) func;
    int static_specialized = (cyfunc->flags & __Pyx_CYFUNCTION_STATICMETHOD &&
                              !((__pyx_FusedFunctionObject *) func)->__signatures__);
    if ((cyfunc->flags & __Pyx_CYFUNCTION_CCLASS) && !static_specialized) {
        return __Pyx_CyFunction_CallAsMethod(func, args, kw);
    } else {
        return __Pyx_CyFunction_Call(func, args, kw);
    }
}
static PyObject *
__pyx_FusedFunction_call(PyObject *func, PyObject *args, PyObject *kw)
{
    __pyx_FusedFunctionObject *binding_func = (__pyx_FusedFunctionObject *) func;
    Py_ssize_t argc = __Pyx_PyTuple_GET_SIZE(args);
    PyObject *new_args = NULL;
    __pyx_FusedFunctionObject *new_func = NULL;
    PyObject *result = NULL;
    int is_staticmethod = binding_func->func.flags & __Pyx_CYFUNCTION_STATICMETHOD;
    #if !CYTHON_ASSUME_SAFE_SIZE
    if (unlikely(argc < 0)) return NULL;
    #endif
    if (binding_func->self) {
        PyObject *self;
        Py_ssize_t i;
        new_args = PyTuple_New(argc + 1);
        if (unlikely(!new_args))
            return NULL;
        self = binding_func->self;
        Py_INCREF(self);
        if (__Pyx_PyTuple_SET_ITEM(new_args, 0, self)) goto bad;
        self = NULL;
        for (i = 0; i < argc; i++) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
            PyObject *item = PyTuple_GET_ITEM(args, i);
            Py_INCREF(item);
#else
            PyObject *item = __Pyx_PySequence_ITEM(args, i);  if (unlikely(!item)) goto bad;
#endif
        if (__Pyx_PyTuple_SET_ITEM(new_args, i + 1, item)) goto bad;
        }
        args = new_args;
    }
    if (binding_func->__signatures__) {
        PyObject *tup;
        if (is_staticmethod && binding_func->func.flags & __Pyx_CYFUNCTION_CCLASS) {
            tup = PyTuple_Pack(3, args,
                               kw == NULL ? Py_None : kw,
                               binding_func->func.defaults_tuple);
            if (unlikely(!tup)) goto bad;
            new_func = (__pyx_FusedFunctionObject *) __Pyx_CyFunction_CallMethod(
                func, binding_func->__signatures__, tup, NULL);
        } else {
            tup = PyTuple_Pack(4, binding_func->__signatures__, args,
                               kw == NULL ? Py_None : kw,
                               binding_func->func.defaults_tuple);
            if (unlikely(!tup)) goto bad;
            new_func = (__pyx_FusedFunctionObject *) __pyx_FusedFunction_callfunction(func, tup, NULL);
        }
        Py_DECREF(tup);
        if (unlikely(!new_func))
            goto bad;
        __Pyx_CyFunction_SetClassObj(new_func, __Pyx_CyFunction_GetClassObj(binding_func));
        func = (PyObject *) new_func;
    }
    result = __pyx_FusedFunction_callfunction(func, args, kw);
bad:
    Py_XDECREF(new_args);
    Py_XDECREF((PyObject *) new_func);
    return result;
}
static PyMemberDef __pyx_FusedFunction_members[] = {
    {"__signatures__",
     T_OBJECT,
     offsetof(__pyx_FusedFunctionObject, __signatures__),
     READONLY,
     0},
    {"__self__", T_OBJECT_EX, offsetof(__pyx_FusedFunctionObject, self), READONLY, 0},
    #if !CYTHON_COMPILING_IN_LIMITED_API
    {"__module__", T_OBJECT, offsetof(PyCFunctionObject, m_module), 0, 0},
    #endif
    {0, 0, 0, 0, 0},
};
static PyGetSetDef __pyx_FusedFunction_getsets[] = {
    {"__doc__",  (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
    #if CYTHON_COMPILING_IN_LIMITED_API
    {"__module__", (getter)__Pyx_CyFunction_get_module, (setter)__Pyx_CyFunction_set_module, 0, 0},
    #endif
    {0, 0, 0, 0, 0}
};
static PyType_Slot __pyx_FusedFunctionType_slots[] = {
    {Py_tp_dealloc, (void *)__pyx_FusedFunction_dealloc},
    {Py_tp_call, (void *)__pyx_FusedFunction_call},
    {Py_tp_traverse, (void *)__pyx_FusedFunction_traverse},
    {Py_tp_clear, (void *)__pyx_FusedFunction_clear},
    {Py_tp_members, (void *)__pyx_FusedFunction_members},
    {Py_tp_getset, (void *)__pyx_FusedFunction_getsets},
    {Py_tp_descr_get, (void *)__pyx_FusedFunction_descr_get},
    {Py_mp_subscript, (void *)__pyx_FusedFunction_getitem},
    {0, 0},
};
static PyType_Spec __pyx_FusedFunctionType_spec = {
    __PYX_TYPE_MODULE_PREFIX "fused_cython_function",
    sizeof(__pyx_FusedFunctionObject),
    0,
#if PY_VERSION_HEX >= 0x030A0000
    Py_TPFLAGS_IMMUTABLETYPE |
#endif
    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC,
    __pyx_FusedFunctionType_slots
};
static int __pyx_FusedFunction_init(PyObject *module) {
    __pyx_mstatetype *mstate = __Pyx_PyModule_GetState(module);
    PyObject *bases = PyTuple_Pack(1, mstate->__pyx_CyFunctionType);
    if (unlikely(!bases)) {
        return -1;
    }
    mstate->__pyx_FusedFunctionType = __Pyx_FetchCommonTypeFromSpec(
        mstate->__pyx_CommonTypesMetaclassType, module, &__pyx_FusedFunctionType_spec, bases);
    Py_DECREF(bases);
    if (unlikely(mstate->__pyx_FusedFunctionType == NULL)) {
        return -1;
    }
    return 0;
}

/* CLineInTraceback */
  #if CYTHON_CLINE_IN_TRACEBACK && CYTHON_CLINE_IN_TRACEBACK_RUNTIME
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_mstate_global->__pyx_cython_runtime)) {
        return c_line;
    }
    __Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
#if CYTHON_COMPILING_IN_CPYTHON
    cython_runtime_dict = _PyObject_GetDictPtr(__pyx_mstate_global->__pyx_cython_runtime);
    if (likely(cython_runtime_dict)) {
        __Pyx_BEGIN_CRITICAL_SECTION(*cython_runtime_dict);
        __PYX_PY_DICT_LOOKUP_IF_MODIFIED(
            use_cline, *cython_runtime_dict,
            __Pyx_PyDict_GetItemStr(*cython_runtime_dict, __pyx_mstate_global->__pyx_n_u_cline_in_traceback))
        Py_XINCREF(use_cline);
        __Pyx_END_CRITICAL_SECTION();
    } else
#endif
    {
      PyObject *use_cline_obj = __Pyx_PyObject_GetAttrStrNoError(__pyx_mstate_global->__pyx_cython_runtime, __pyx_mstate_global->__pyx_n_u_cline_in_traceback);
      if (use_cline_obj) {
        use_cline = PyObject_Not(use_cline_obj) ? Py_False : Py_True;
        Py_INCREF(use_cline);
        Py_DECREF(use_cline_obj);
      } else {
        PyErr_Clear();
        use_cline = NULL;
      }
    }
    if (!use_cline) {
        c_line = 0;
        (void) PyObject_SetAttr(__pyx_mstate_global->__pyx_cython_runtime, __pyx_mstate_global->__pyx_n_u_cline_in_traceback, Py_False);
    }
    else if (use_cline == Py_False || (use_cline != Py_True && PyObject_Not(use_cline) != 0)) {
        c_line = 0;
    }
    Py_XDECREF(use_cline);
    __Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
    return c_line;
}
#endif

/* CodeObjectCache */
  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 __Pyx_CachedCodeObjectType *__pyx__find_code_object(struct __Pyx_CodeObjectCache *code_cache, int code_line) {
    __Pyx_CachedCodeObjectType* code_object;
    int pos;
    if (unlikely(!code_line) || unlikely(!code_cache->entries)) {
        return NULL;
    }
    pos = __pyx_bisect_code_objects(code_cache->entries, code_cache->count, code_line);
    if (unlikely(pos >= code_cache->count) || unlikely(code_cache->entries[pos].code_line != code_line)) {
        return NULL;
    }
    code_object = code_cache->entries[pos].code_object;
    Py_INCREF(code_object);
    return code_object;
}
static __Pyx_CachedCodeObjectType *__pyx_find_code_object(int code_line) {
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING && !CYTHON_ATOMICS
    (void)__pyx__find_code_object;
    return NULL; // Most implementation should have atomics. But otherwise, don't make it thread-safe, just miss.
#else
    struct __Pyx_CodeObjectCache *code_cache = &__pyx_mstate_global->__pyx_code_cache;
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
    __pyx_nonatomic_int_type old_count = __pyx_atomic_incr_acq_rel(&code_cache->accessor_count);
    if (old_count < 0) {
        __pyx_atomic_decr_acq_rel(&code_cache->accessor_count);
        return NULL;
    }
#endif
    __Pyx_CachedCodeObjectType *result = __pyx__find_code_object(code_cache, code_line);
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
    __pyx_atomic_decr_acq_rel(&code_cache->accessor_count);
#endif
    return result;
#endif
}
static void __pyx__insert_code_object(struct __Pyx_CodeObjectCache *code_cache, int code_line, __Pyx_CachedCodeObjectType* code_object)
{
    int pos, i;
    __Pyx_CodeObjectCacheEntry* entries = code_cache->entries;
    if (unlikely(!code_line)) {
        return;
    }
    if (unlikely(!entries)) {
        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry));
        if (likely(entries)) {
            code_cache->entries = entries;
            code_cache->max_count = 64;
            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(code_cache->entries, code_cache->count, code_line);
    if ((pos < code_cache->count) && unlikely(code_cache->entries[pos].code_line == code_line)) {
        __Pyx_CachedCodeObjectType* tmp = entries[pos].code_object;
        entries[pos].code_object = code_object;
        Py_INCREF(code_object);
        Py_DECREF(tmp);
        return;
    }
    if (code_cache->count == code_cache->max_count) {
        int new_max = code_cache->max_count + 64;
        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc(
            code_cache->entries, ((size_t)new_max) * sizeof(__Pyx_CodeObjectCacheEntry));
        if (unlikely(!entries)) {
            return;
        }
        code_cache->entries = entries;
        code_cache->max_count = new_max;
    }
    for (i=code_cache->count; i>pos; i--) {
        entries[i] = entries[i-1];
    }
    entries[pos].code_line = code_line;
    entries[pos].code_object = code_object;
    code_cache->count++;
    Py_INCREF(code_object);
}
static void __pyx_insert_code_object(int code_line, __Pyx_CachedCodeObjectType* code_object) {
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING && !CYTHON_ATOMICS
    (void)__pyx__insert_code_object;
    return; // Most implementation should have atomics. But otherwise, don't make it thread-safe, just fail.
#else
    struct __Pyx_CodeObjectCache *code_cache = &__pyx_mstate_global->__pyx_code_cache;
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
    __pyx_nonatomic_int_type expected = 0;
    if (!__pyx_atomic_int_cmp_exchange(&code_cache->accessor_count, &expected, INT_MIN)) {
        return;
    }
#endif
    __pyx__insert_code_object(code_cache, code_line, code_object);
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
    __pyx_atomic_sub(&code_cache->accessor_count, INT_MIN);
#endif
#endif
}

/* AddTraceback */
  #include "compile.h"
#include "frameobject.h"
#include "traceback.h"
#if PY_VERSION_HEX >= 0x030b00a6 && !CYTHON_COMPILING_IN_LIMITED_API && !defined(PYPY_VERSION)
  #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 = PyObject_Call(replace, __pyx_mstate_global->__pyx_empty_tuple, scratch_dict);
        Py_DECREF(replace);
        return result;
    }
    PyErr_Clear();
    return NULL;
}
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 = __pyx_find_code_object(c_line ? -c_line : py_line);
    if (!code_object) {
        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;
        __pyx_insert_code_object(c_line ? -c_line : py_line, code_object);
    } else {
        dict = PyDict_New();
    }
    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 (c_line) {
        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;
    }
    py_code = PyCode_NewEmpty(filename, funcname, py_line);
    Py_XDECREF(py_funcname);
    return py_code;
bad:
    Py_XDECREF(py_funcname);
    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_mstate_global->__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

/* 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;\
    }

/* 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

/* 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

/* Declarations */
  #if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
  #ifdef __cplusplus
    static CYTHON_INLINE __pyx_t_long_double_complex __pyx_t_long_double_complex_from_parts(long double x, long double y) {
      return ::std::complex< long double >(x, y);
    }
  #else
    static CYTHON_INLINE __pyx_t_long_double_complex __pyx_t_long_double_complex_from_parts(long double x, long double y) {
      return x + y*(__pyx_t_long_double_complex)_Complex_I;
    }
  #endif
#else
    static CYTHON_INLINE __pyx_t_long_double_complex __pyx_t_long_double_complex_from_parts(long double x, long double y) {
      __pyx_t_long_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_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
       return (a.real == b.real) && (a.imag == b.imag);
    }
    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_sum_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
        __pyx_t_long_double_complex z;
        z.real = a.real + b.real;
        z.imag = a.imag + b.imag;
        return z;
    }
    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_diff_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
        __pyx_t_long_double_complex z;
        z.real = a.real - b.real;
        z.imag = a.imag - b.imag;
        return z;
    }
    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_prod_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
        __pyx_t_long_double_complex z;
        z.real = a.real * b.real - a.imag * b.imag;
        z.imag = a.real * b.imag + a.imag * b.real;
        return z;
    }
    #if 1
    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_quot_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
        if (b.imag == 0) {
            return __pyx_t_long_double_complex_from_parts(a.real / b.real, a.imag / b.real);
        } else if (fabsl(b.real) >= fabsl(b.imag)) {
            if (b.real == 0 && b.imag == 0) {
                return __pyx_t_long_double_complex_from_parts(a.real / b.real, a.imag / b.imag);
            } else {
                long double r = b.imag / b.real;
                long double s = (long double)(1.0) / (b.real + b.imag * r);
                return __pyx_t_long_double_complex_from_parts(
                    (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
            }
        } else {
            long double r = b.real / b.imag;
            long double s = (long double)(1.0) / (b.imag + b.real * r);
            return __pyx_t_long_double_complex_from_parts(
                (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
        }
    }
    #else
    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_quot_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
        if (b.imag == 0) {
            return __pyx_t_long_double_complex_from_parts(a.real / b.real, a.imag / b.real);
        } else {
            long double denom = b.real * b.real + b.imag * b.imag;
            return __pyx_t_long_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_long_double_complex __Pyx_c_neg_long__double(__pyx_t_long_double_complex a) {
        __pyx_t_long_double_complex z;
        z.real = -a.real;
        z.imag = -a.imag;
        return z;
    }
    static CYTHON_INLINE int __Pyx_c_is_zero_long__double(__pyx_t_long_double_complex a) {
       return (a.real == 0) && (a.imag == 0);
    }
    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_conj_long__double(__pyx_t_long_double_complex a) {
        __pyx_t_long_double_complex z;
        z.real =  a.real;
        z.imag = -a.imag;
        return z;
    }
    #if 1
        static CYTHON_INLINE long double __Pyx_c_abs_long__double(__pyx_t_long_double_complex z) {
          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
            return sqrtl(z.real*z.real + z.imag*z.imag);
          #else
            return hypotl(z.real, z.imag);
          #endif
        }
        static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_pow_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
            __pyx_t_long_double_complex z;
            long double r, lnr, theta, z_r, z_theta;
            if (b.imag == 0 && b.real == (int)b.real) {
                if (b.real < 0) {
                    long 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_long__double(a, a);
                    case 3:
                        z = __Pyx_c_prod_long__double(a, a);
                        return __Pyx_c_prod_long__double(z, a);
                    case 4:
                        z = __Pyx_c_prod_long__double(a, a);
                        return __Pyx_c_prod_long__double(z, z);
                }
            }
            if (a.imag == 0) {
                if (a.real == 0) {
                    return a;
                } else if ((b.imag == 0) && (a.real >= 0)) {
                    z.real = powl(a.real, b.real);
                    z.imag = 0;
                    return z;
                } else if (a.real > 0) {
                    r = a.real;
                    theta = 0;
                } else {
                    r = -a.real;
                    theta = atan2l(0.0, -1.0);
                }
            } else {
                r = __Pyx_c_abs_long__double(a);
                theta = atan2l(a.imag, a.real);
            }
            lnr = logl(r);
            z_r = expl(lnr * b.real - theta * b.imag);
            z_theta = theta * b.real + lnr * b.imag;
            z.real = z_r * cosl(z_theta);
            z.imag = z_r * sinl(z_theta);
            return z;
        }
    #endif
#endif

/* CIntFromPy */
  static CYTHON_INLINE enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType __Pyx_PyLong_As_enum____pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType(PyObject *x) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
    const enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType neg_one = (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) -1, const_zero = (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
    const int is_unsigned = neg_one > const_zero;
    if (unlikely(!PyLong_Check(x))) {
        enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType val;
        PyObject *tmp = __Pyx_PyNumber_Long(x);
        if (!tmp) return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) -1;
        val = __Pyx_PyLong_As_enum____pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType(tmp);
        Py_DECREF(tmp);
        return val;
    }
    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(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, __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(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) > 1 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) >= 2 * PyLong_SHIFT)) {
                            return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) (((((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[1]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) > 2 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) >= 3 * PyLong_SHIFT)) {
                            return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) (((((((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[2]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[1]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) > 3 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, 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(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) >= 4 * PyLong_SHIFT)) {
                            return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) (((((((((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[3]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[2]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[1]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)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 (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) -1;
            if (unlikely(result == 1))
                goto raise_neg_overflow;
        }
#endif
        if ((sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) <= sizeof(unsigned long))) {
            __PYX_VERIFY_RETURN_INT_EXC(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
        } else if ((sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) <= sizeof(unsigned PY_LONG_LONG))) {
            __PYX_VERIFY_RETURN_INT_EXC(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
        }
    } else {
#if CYTHON_USE_PYLONG_INTERNALS
        if (__Pyx_PyLong_IsCompact(x)) {
            __PYX_VERIFY_RETURN_INT(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, __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(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) - 1 > 1 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) - 1 > 2 * PyLong_SHIFT)) {
                            return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) (((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)-1)*(((((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[1]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) > 1 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) - 1 > 2 * PyLong_SHIFT)) {
                            return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) ((((((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[1]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) - 1 > 2 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) - 1 > 3 * PyLong_SHIFT)) {
                            return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) (((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)-1)*(((((((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[2]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[1]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) > 2 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) - 1 > 3 * PyLong_SHIFT)) {
                            return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) ((((((((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[2]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[1]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) - 1 > 3 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, 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(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) - 1 > 4 * PyLong_SHIFT)) {
                            return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) (((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)-1)*(((((((((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[3]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[2]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[1]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[0])));
                        }
                    }
                    break;
                case 4:
                    if ((8 * sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) > 3 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, 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(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) - 1 > 4 * PyLong_SHIFT)) {
                            return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) ((((((((((enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[3]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[2]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[1]) << PyLong_SHIFT) | (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType)digits[0])));
                        }
                    }
                    break;
            }
        }
#endif
        if ((sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) <= sizeof(long))) {
            __PYX_VERIFY_RETURN_INT_EXC(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
        } else if ((sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) <= sizeof(PY_LONG_LONG))) {
            __PYX_VERIFY_RETURN_INT_EXC(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
        }
    }
    {
        enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType val;
        int ret = -1;
#if PY_VERSION_HEX >= 0x030d00A6 && !CYTHON_COMPILING_IN_LIMITED_API
        Py_ssize_t bytes_copied = PyLong_AsNativeBytes(
            x, &val, sizeof(val), Py_ASNATIVEBYTES_NATIVE_ENDIAN | (is_unsigned ? Py_ASNATIVEBYTES_UNSIGNED_BUFFER | Py_ASNATIVEBYTES_REJECT_NEGATIVE : 0));
        if (unlikely(bytes_copied == -1)) {
        } else if (unlikely(bytes_copied > (Py_ssize_t) sizeof(val))) {
            goto raise_overflow;
        } else {
            ret = 0;
        }
#elif 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 *)x,
                                    bytes, sizeof(val),
                                    is_little, !is_unsigned);
#else
        PyErr_SetString(PyExc_RuntimeError,
                        "_PyLong_AsByteArray() or PyLong_AsNativeBytes() not available, cannot convert large enums");
        val = (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) -1;
#endif
        if (unlikely(ret))
            return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) -1;
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType");
    return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType");
    return (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) -1;
}

/* CIntFromPy */
  static CYTHON_INLINE int __Pyx_PyLong_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 (unlikely(!PyLong_Check(x))) {
        int val;
        PyObject *tmp = __Pyx_PyNumber_Long(x);
        if (!tmp) return (int) -1;
        val = __Pyx_PyLong_As_int(tmp);
        Py_DECREF(tmp);
        return val;
    }
    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;
        int ret = -1;
#if PY_VERSION_HEX >= 0x030d00A6 && !CYTHON_COMPILING_IN_LIMITED_API
        Py_ssize_t bytes_copied = PyLong_AsNativeBytes(
            x, &val, sizeof(val), Py_ASNATIVEBYTES_NATIVE_ENDIAN | (is_unsigned ? Py_ASNATIVEBYTES_UNSIGNED_BUFFER | Py_ASNATIVEBYTES_REJECT_NEGATIVE : 0));
        if (unlikely(bytes_copied == -1)) {
        } else if (unlikely(bytes_copied > (Py_ssize_t) sizeof(val))) {
            goto raise_overflow;
        } else {
            ret = 0;
        }
#elif 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 *)x,
                                    bytes, sizeof(val),
                                    is_little, !is_unsigned);
#else
        PyObject *v;
        PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
        int bits, remaining_bits, is_negative = 0;
        int chunk_size = (sizeof(long) < 8) ? 30 : 62;
        if (likely(PyLong_CheckExact(x))) {
            v = __Pyx_NewRef(x);
        } else {
            v = PyNumber_Long(x);
            if (unlikely(!v)) return (int) -1;
            assert(PyLong_CheckExact(v));
        }
        {
            int result = PyObject_RichCompareBool(v, Py_False, Py_LT);
            if (unlikely(result < 0)) {
                Py_DECREF(v);
                return (int) -1;
            }
            is_negative = result == 1;
        }
        if (is_unsigned && unlikely(is_negative)) {
            Py_DECREF(v);
            goto raise_neg_overflow;
        } else if (is_negative) {
            stepval = PyNumber_Invert(v);
            Py_DECREF(v);
            if (unlikely(!stepval))
                return (int) -1;
        } else {
            stepval = v;
        }
        v = NULL;
        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;
            long idigit;
            digit = PyNumber_And(stepval, mask);
            if (unlikely(!digit)) goto done;
            idigit = PyLong_AsLong(digit);
            Py_DECREF(digit);
            if (unlikely(idigit < 0)) goto done;
            val |= ((int) idigit) << bits;
            tmp = PyNumber_Rshift(stepval, shift);
            if (unlikely(!tmp)) goto done;
            Py_DECREF(stepval); stepval = tmp;
        }
        Py_DECREF(shift); shift = NULL;
        Py_DECREF(mask); mask = NULL;
        {
            long 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 (!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
        if (unlikely(ret))
            return (int) -1;
        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;
}

/* CIntFromPy */
  static CYTHON_INLINE long __Pyx_PyLong_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 (unlikely(!PyLong_Check(x))) {
        long val;
        PyObject *tmp = __Pyx_PyNumber_Long(x);
        if (!tmp) return (long) -1;
        val = __Pyx_PyLong_As_long(tmp);
        Py_DECREF(tmp);
        return val;
    }
    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;
        int ret = -1;
#if PY_VERSION_HEX >= 0x030d00A6 && !CYTHON_COMPILING_IN_LIMITED_API
        Py_ssize_t bytes_copied = PyLong_AsNativeBytes(
            x, &val, sizeof(val), Py_ASNATIVEBYTES_NATIVE_ENDIAN | (is_unsigned ? Py_ASNATIVEBYTES_UNSIGNED_BUFFER | Py_ASNATIVEBYTES_REJECT_NEGATIVE : 0));
        if (unlikely(bytes_copied == -1)) {
        } else if (unlikely(bytes_copied > (Py_ssize_t) sizeof(val))) {
            goto raise_overflow;
        } else {
            ret = 0;
        }
#elif 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 *)x,
                                    bytes, sizeof(val),
                                    is_little, !is_unsigned);
#else
        PyObject *v;
        PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
        int bits, remaining_bits, is_negative = 0;
        int chunk_size = (sizeof(long) < 8) ? 30 : 62;
        if (likely(PyLong_CheckExact(x))) {
            v = __Pyx_NewRef(x);
        } else {
            v = PyNumber_Long(x);
            if (unlikely(!v)) return (long) -1;
            assert(PyLong_CheckExact(v));
        }
        {
            int result = PyObject_RichCompareBool(v, Py_False, Py_LT);
            if (unlikely(result < 0)) {
                Py_DECREF(v);
                return (long) -1;
            }
            is_negative = result == 1;
        }
        if (is_unsigned && unlikely(is_negative)) {
            Py_DECREF(v);
            goto raise_neg_overflow;
        } else if (is_negative) {
            stepval = PyNumber_Invert(v);
            Py_DECREF(v);
            if (unlikely(!stepval))
                return (long) -1;
        } else {
            stepval = v;
        }
        v = NULL;
        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;
            long idigit;
            digit = PyNumber_And(stepval, mask);
            if (unlikely(!digit)) goto done;
            idigit = PyLong_AsLong(digit);
            Py_DECREF(digit);
            if (unlikely(idigit < 0)) goto done;
            val |= ((long) idigit) << bits;
            tmp = PyNumber_Rshift(stepval, shift);
            if (unlikely(!tmp)) goto done;
            Py_DECREF(stepval); stepval = tmp;
        }
        Py_DECREF(shift); shift = NULL;
        Py_DECREF(mask); mask = NULL;
        {
            long 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 (!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
        if (unlikely(ret))
            return (long) -1;
        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_PyLong_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 PyLong_FromLong((long) value);
        } else if (sizeof(long) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
#if defined(HAVE_LONG_LONG) && !CYTHON_COMPILING_IN_PYPY
        } 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 PyLong_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        unsigned char *bytes = (unsigned char *)&value;
#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x030d00A4
        if (is_unsigned) {
            return PyLong_FromUnsignedNativeBytes(bytes, sizeof(value), -1);
        } else {
            return PyLong_FromNativeBytes(bytes, sizeof(value), -1);
        }
#elif !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
        int one = 1; int little = (int)*(unsigned char *)&one;
        return _PyLong_FromByteArray(bytes, sizeof(long),
                                     little, !is_unsigned);
#else
        int one = 1; int little = (int)*(unsigned char *)&one;
        PyObject *from_bytes, *result = NULL, *kwds = NULL;
        PyObject *py_bytes = 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;
        {
            PyObject *args[3+(CYTHON_VECTORCALL ? 1 : 0)] = { NULL, py_bytes, order_str };
            if (!is_unsigned) {
                kwds = __Pyx_MakeVectorcallBuilderKwds(1);
                if (!kwds) goto limited_bad;
                if (__Pyx_VectorcallBuilder_AddArgStr("signed", __Pyx_NewRef(Py_True), kwds, args+3, 0) < 0) goto limited_bad;
            }
            result = __Pyx_Object_Vectorcall_CallFromBuilder(from_bytes, args+1, 2 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET, kwds);
        }
        limited_bad:
        Py_XDECREF(kwds);
        Py_XDECREF(order_str);
        Py_XDECREF(py_bytes);
        Py_XDECREF(from_bytes);
        return result;
#endif
    }
}

/* CIntToPy */
  static CYTHON_INLINE PyObject* __Pyx_PyLong_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 PyLong_FromLong((long) value);
        } else if (sizeof(int) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
#if defined(HAVE_LONG_LONG) && !CYTHON_COMPILING_IN_PYPY
        } 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 PyLong_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        unsigned char *bytes = (unsigned char *)&value;
#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x030d00A4
        if (is_unsigned) {
            return PyLong_FromUnsignedNativeBytes(bytes, sizeof(value), -1);
        } else {
            return PyLong_FromNativeBytes(bytes, sizeof(value), -1);
        }
#elif !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
        int one = 1; int little = (int)*(unsigned char *)&one;
        return _PyLong_FromByteArray(bytes, sizeof(int),
                                     little, !is_unsigned);
#else
        int one = 1; int little = (int)*(unsigned char *)&one;
        PyObject *from_bytes, *result = NULL, *kwds = NULL;
        PyObject *py_bytes = 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;
        {
            PyObject *args[3+(CYTHON_VECTORCALL ? 1 : 0)] = { NULL, py_bytes, order_str };
            if (!is_unsigned) {
                kwds = __Pyx_MakeVectorcallBuilderKwds(1);
                if (!kwds) goto limited_bad;
                if (__Pyx_VectorcallBuilder_AddArgStr("signed", __Pyx_NewRef(Py_True), kwds, args+3, 0) < 0) goto limited_bad;
            }
            result = __Pyx_Object_Vectorcall_CallFromBuilder(from_bytes, args+1, 2 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET, kwds);
        }
        limited_bad:
        Py_XDECREF(kwds);
        Py_XDECREF(order_str);
        Py_XDECREF(py_bytes);
        Py_XDECREF(from_bytes);
        return result;
#endif
    }
}

/* CIntFromPy */
  static CYTHON_INLINE size_t __Pyx_PyLong_As_size_t(PyObject *x) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
    const size_t neg_one = (size_t) -1, const_zero = (size_t) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
    const int is_unsigned = neg_one > const_zero;
    if (unlikely(!PyLong_Check(x))) {
        size_t val;
        PyObject *tmp = __Pyx_PyNumber_Long(x);
        if (!tmp) return (size_t) -1;
        val = __Pyx_PyLong_As_size_t(tmp);
        Py_DECREF(tmp);
        return val;
    }
    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(size_t, __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(size_t) > 1 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(size_t, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(size_t) >= 2 * PyLong_SHIFT)) {
                            return (size_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if ((8 * sizeof(size_t) > 2 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(size_t, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(size_t) >= 3 * PyLong_SHIFT)) {
                            return (size_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if ((8 * sizeof(size_t) > 3 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(size_t, 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(size_t) >= 4 * PyLong_SHIFT)) {
                            return (size_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
#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 (size_t) -1;
            if (unlikely(result == 1))
                goto raise_neg_overflow;
        }
#endif
        if ((sizeof(size_t) <= sizeof(unsigned long))) {
            __PYX_VERIFY_RETURN_INT_EXC(size_t, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
        } else if ((sizeof(size_t) <= sizeof(unsigned PY_LONG_LONG))) {
            __PYX_VERIFY_RETURN_INT_EXC(size_t, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
        }
    } else {
#if CYTHON_USE_PYLONG_INTERNALS
        if (__Pyx_PyLong_IsCompact(x)) {
            __PYX_VERIFY_RETURN_INT(size_t, __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(size_t) - 1 > 1 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(size_t, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(size_t) - 1 > 2 * PyLong_SHIFT)) {
                            return (size_t) (((size_t)-1)*(((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if ((8 * sizeof(size_t) > 1 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(size_t, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(size_t) - 1 > 2 * PyLong_SHIFT)) {
                            return (size_t) ((((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if ((8 * sizeof(size_t) - 1 > 2 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(size_t, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(size_t) - 1 > 3 * PyLong_SHIFT)) {
                            return (size_t) (((size_t)-1)*(((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if ((8 * sizeof(size_t) > 2 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(size_t, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if ((8 * sizeof(size_t) - 1 > 3 * PyLong_SHIFT)) {
                            return (size_t) ((((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if ((8 * sizeof(size_t) - 1 > 3 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(size_t, 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(size_t) - 1 > 4 * PyLong_SHIFT)) {
                            return (size_t) (((size_t)-1)*(((((((((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(size_t) > 3 * PyLong_SHIFT)) {
                        if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
                            __PYX_VERIFY_RETURN_INT(size_t, 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(size_t) - 1 > 4 * PyLong_SHIFT)) {
                            return (size_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
        if ((sizeof(size_t) <= sizeof(long))) {
            __PYX_VERIFY_RETURN_INT_EXC(size_t, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
        } else if ((sizeof(size_t) <= sizeof(PY_LONG_LONG))) {
            __PYX_VERIFY_RETURN_INT_EXC(size_t, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
        }
    }
    {
        size_t val;
        int ret = -1;
#if PY_VERSION_HEX >= 0x030d00A6 && !CYTHON_COMPILING_IN_LIMITED_API
        Py_ssize_t bytes_copied = PyLong_AsNativeBytes(
            x, &val, sizeof(val), Py_ASNATIVEBYTES_NATIVE_ENDIAN | (is_unsigned ? Py_ASNATIVEBYTES_UNSIGNED_BUFFER | Py_ASNATIVEBYTES_REJECT_NEGATIVE : 0));
        if (unlikely(bytes_copied == -1)) {
        } else if (unlikely(bytes_copied > (Py_ssize_t) sizeof(val))) {
            goto raise_overflow;
        } else {
            ret = 0;
        }
#elif 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 *)x,
                                    bytes, sizeof(val),
                                    is_little, !is_unsigned);
#else
        PyObject *v;
        PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
        int bits, remaining_bits, is_negative = 0;
        int chunk_size = (sizeof(long) < 8) ? 30 : 62;
        if (likely(PyLong_CheckExact(x))) {
            v = __Pyx_NewRef(x);
        } else {
            v = PyNumber_Long(x);
            if (unlikely(!v)) return (size_t) -1;
            assert(PyLong_CheckExact(v));
        }
        {
            int result = PyObject_RichCompareBool(v, Py_False, Py_LT);
            if (unlikely(result < 0)) {
                Py_DECREF(v);
                return (size_t) -1;
            }
            is_negative = result == 1;
        }
        if (is_unsigned && unlikely(is_negative)) {
            Py_DECREF(v);
            goto raise_neg_overflow;
        } else if (is_negative) {
            stepval = PyNumber_Invert(v);
            Py_DECREF(v);
            if (unlikely(!stepval))
                return (size_t) -1;
        } else {
            stepval = v;
        }
        v = NULL;
        val = (size_t) 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(size_t) * 8 - chunk_size; bits += chunk_size) {
            PyObject *tmp, *digit;
            long idigit;
            digit = PyNumber_And(stepval, mask);
            if (unlikely(!digit)) goto done;
            idigit = PyLong_AsLong(digit);
            Py_DECREF(digit);
            if (unlikely(idigit < 0)) goto done;
            val |= ((size_t) idigit) << bits;
            tmp = PyNumber_Rshift(stepval, shift);
            if (unlikely(!tmp)) goto done;
            Py_DECREF(stepval); stepval = tmp;
        }
        Py_DECREF(shift); shift = NULL;
        Py_DECREF(mask); mask = NULL;
        {
            long idigit = PyLong_AsLong(stepval);
            if (unlikely(idigit < 0)) goto done;
            remaining_bits = ((int) sizeof(size_t) * 8) - bits - (is_unsigned ? 0 : 1);
            if (unlikely(idigit >= (1L << remaining_bits)))
                goto raise_overflow;
            val |= ((size_t) idigit) << bits;
        }
        if (!is_unsigned) {
            if (unlikely(val & (((size_t) 1) << (sizeof(size_t) * 8 - 1))))
                goto raise_overflow;
            if (is_negative)
                val = ~val;
        }
        ret = 0;
    done:
        Py_XDECREF(shift);
        Py_XDECREF(mask);
        Py_XDECREF(stepval);
#endif
        if (unlikely(ret))
            return (size_t) -1;
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to size_t");
    return (size_t) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to size_t");
    return (size_t) -1;
}

/* CIntToPy */
  static CYTHON_INLINE PyObject* __Pyx_PyLong_From_enum____pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType value) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
    const enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType neg_one = (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) -1, const_zero = (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) < sizeof(long)) {
            return PyLong_FromLong((long) value);
        } else if (sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
#if defined(HAVE_LONG_LONG) && !CYTHON_COMPILING_IN_PYPY
        } else if (sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
        }
    } else {
        if (sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) <= sizeof(long)) {
            return PyLong_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        unsigned char *bytes = (unsigned char *)&value;
#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x030d00A4
        if (is_unsigned) {
            return PyLong_FromUnsignedNativeBytes(bytes, sizeof(value), -1);
        } else {
            return PyLong_FromNativeBytes(bytes, sizeof(value), -1);
        }
#elif !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
        int one = 1; int little = (int)*(unsigned char *)&one;
        return _PyLong_FromByteArray(bytes, sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType),
                                     little, !is_unsigned);
#else
        int one = 1; int little = (int)*(unsigned char *)&one;
        PyObject *from_bytes, *result = NULL, *kwds = NULL;
        PyObject *py_bytes = 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(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_PeakType));
        if (!py_bytes) goto limited_bad;
        order_str = PyUnicode_FromString(little ? "little" : "big");
        if (!order_str) goto limited_bad;
        {
            PyObject *args[3+(CYTHON_VECTORCALL ? 1 : 0)] = { NULL, py_bytes, order_str };
            if (!is_unsigned) {
                kwds = __Pyx_MakeVectorcallBuilderKwds(1);
                if (!kwds) goto limited_bad;
                if (__Pyx_VectorcallBuilder_AddArgStr("signed", __Pyx_NewRef(Py_True), kwds, args+3, 0) < 0) goto limited_bad;
            }
            result = __Pyx_Object_Vectorcall_CallFromBuilder(from_bytes, args+1, 2 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET, kwds);
        }
        limited_bad:
        Py_XDECREF(kwds);
        Py_XDECREF(order_str);
        Py_XDECREF(py_bytes);
        Py_XDECREF(from_bytes);
        return result;
#endif
    }
}

/* CIntToPy */
  static CYTHON_INLINE PyObject* __Pyx_PyLong_From_enum____pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics value) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
    const enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics neg_one = (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics) -1, const_zero = (enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics) < sizeof(long)) {
            return PyLong_FromLong((long) value);
        } else if (sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
#if defined(HAVE_LONG_LONG) && !CYTHON_COMPILING_IN_PYPY
        } else if (sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
        }
    } else {
        if (sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics) <= sizeof(long)) {
            return PyLong_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        unsigned char *bytes = (unsigned char *)&value;
#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x030d00A4
        if (is_unsigned) {
            return PyLong_FromUnsignedNativeBytes(bytes, sizeof(value), -1);
        } else {
            return PyLong_FromNativeBytes(bytes, sizeof(value), -1);
        }
#elif !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
        int one = 1; int little = (int)*(unsigned char *)&one;
        return _PyLong_FromByteArray(bytes, sizeof(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics),
                                     little, !is_unsigned);
#else
        int one = 1; int little = (int)*(unsigned char *)&one;
        PyObject *from_bytes, *result = NULL, *kwds = NULL;
        PyObject *py_bytes = 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(enum __pyx_t_12ms_deisotope_2_c_18similarity_methods_SimilarityMetrics));
        if (!py_bytes) goto limited_bad;
        order_str = PyUnicode_FromString(little ? "little" : "big");
        if (!order_str) goto limited_bad;
        {
            PyObject *args[3+(CYTHON_VECTORCALL ? 1 : 0)] = { NULL, py_bytes, order_str };
            if (!is_unsigned) {
                kwds = __Pyx_MakeVectorcallBuilderKwds(1);
                if (!kwds) goto limited_bad;
                if (__Pyx_VectorcallBuilder_AddArgStr("signed", __Pyx_NewRef(Py_True), kwds, args+3, 0) < 0) goto limited_bad;
            }
            result = __Pyx_Object_Vectorcall_CallFromBuilder(from_bytes, args+1, 2 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET, kwds);
        }
        limited_bad:
        Py_XDECREF(kwds);
        Py_XDECREF(order_str);
        Py_XDECREF(py_bytes);
        Py_XDECREF(from_bytes);
        return result;
#endif
    }
}

/* FormatTypeName */
  #if CYTHON_COMPILING_IN_LIMITED_API && __PYX_LIMITED_VERSION_HEX < 0x030d0000
static __Pyx_TypeName
__Pyx_PyType_GetFullyQualifiedName(PyTypeObject* tp)
{
    PyObject *module = NULL, *name = NULL, *result = NULL;
    #if __PYX_LIMITED_VERSION_HEX < 0x030b0000
    name = __Pyx_PyObject_GetAttrStr((PyObject *)tp,
                                               __pyx_mstate_global->__pyx_n_u_qualname);
    #else
    name = PyType_GetQualName(tp);
    #endif
    if (unlikely(name == NULL) || unlikely(!PyUnicode_Check(name))) goto bad;
    module = __Pyx_PyObject_GetAttrStr((PyObject *)tp,
                                               __pyx_mstate_global->__pyx_n_u_module_2);
    if (unlikely(module == NULL) || unlikely(!PyUnicode_Check(module))) goto bad;
    if (PyUnicode_CompareWithASCIIString(module, "builtins") == 0) {
        result = name;
        name = NULL;
        goto done;
    }
    result = PyUnicode_FromFormat("%U.%U", module, name);
    if (unlikely(result == NULL)) goto bad;
  done:
    Py_XDECREF(name);
    Py_XDECREF(module);
    return result;
  bad:
    PyErr_Clear();
    if (name) {
        result = name;
        name = NULL;
    } else {
        result = __Pyx_NewRef(__pyx_mstate_global->__pyx_kp_u__6);
    }
    goto done;
}
#endif

/* 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);
}
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);
    }
}
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);
    for (i=0; i<n; i++) {
        if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
    }
    for (i=0; i<n; i++) {
        PyObject *t = PyTuple_GET_ITEM(tuple, i);
        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

/* GetRuntimeVersion */
  static unsigned long __Pyx_get_runtime_version(void) {
#if __PYX_LIMITED_VERSION_HEX >= 0x030b0000
    return Py_Version & ~0xFFUL;
#else
    static unsigned long __Pyx_cached_runtime_version = 0;
    if (__Pyx_cached_runtime_version == 0) {
        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;
        }
        __Pyx_cached_runtime_version = version;
    }
    return __Pyx_cached_runtime_version;
#endif
}

/* CheckBinaryVersion */
  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);
    }
}

/* VoidPtrImport */
  #ifndef __PYX_HAVE_RT_ImportVoidPtr_3_1_2
#define __PYX_HAVE_RT_ImportVoidPtr_3_1_2
static int __Pyx_ImportVoidPtr_3_1_2(PyObject *module, const char *name, void **p, const char *sig) {
    PyObject *d = 0;
    PyObject *cobj = 0;
    d = PyObject_GetAttrString(module, "__pyx_capi__");
    if (!d)
        goto bad;
#if (defined(Py_LIMITED_API) && Py_LIMITED_API >= 0x030d0000) || (!defined(Py_LIMITED_API) && PY_VERSION_HEX >= 0x030d0000)
    PyDict_GetItemStringRef(d, name, &cobj);
#else
    cobj = PyDict_GetItemString(d, name);
    Py_XINCREF(cobj);
#endif
    if (!cobj) {
        PyErr_Format(PyExc_ImportError,
            "%.200s does not export expected C variable %.200s",
                PyModule_GetName(module), name);
        goto bad;
    }
    if (!PyCapsule_IsValid(cobj, sig)) {
        PyErr_Format(PyExc_TypeError,
            "C variable %.200s.%.200s has wrong signature (expected %.500s, got %.500s)",
             PyModule_GetName(module), name, sig, PyCapsule_GetName(cobj));
        goto bad;
    }
    *p = PyCapsule_GetPointer(cobj, sig);
    if (!(*p))
        goto bad;
    Py_DECREF(d);
    Py_DECREF(cobj);
    return 0;
bad:
    Py_XDECREF(d);
    Py_XDECREF(cobj);
    return -1;
}
#endif

/* NewCodeObj */
  #if CYTHON_COMPILING_IN_LIMITED_API
    static 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, "iiiiiOOOOOOiOOO", 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, "iiiiiiOOOOOOiOOO", 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, "iiiiiiOOOOOOOiOOOO", 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;
    }
#elif PY_VERSION_HEX >= 0x030B0000
  static 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;
    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, __pyx_mstate_global->__pyx_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
static PyObject* __Pyx_PyCode_New(
        const __Pyx_PyCode_New_function_description descr,
        PyObject * const *varnames,
        PyObject *filename,
        PyObject *funcname,
        const char *line_table,
        PyObject *tuple_dedup_map
) {
    PyObject *code_obj = NULL, *varnames_tuple_dedup = NULL, *code_bytes = NULL, *line_table_bytes = NULL;
    Py_ssize_t var_count = (Py_ssize_t) descr.nlocals;
    PyObject *varnames_tuple = PyTuple_New(var_count);
    if (unlikely(!varnames_tuple)) return NULL;
    for (Py_ssize_t i=0; i < var_count; i++) {
        Py_INCREF(varnames[i]);
        if (__Pyx_PyTuple_SET_ITEM(varnames_tuple, i, varnames[i]) != (0)) goto done;
    }
    #if CYTHON_COMPILING_IN_LIMITED_API
    varnames_tuple_dedup = PyDict_GetItem(tuple_dedup_map, varnames_tuple);
    if (!varnames_tuple_dedup) {
        if (unlikely(PyDict_SetItem(tuple_dedup_map, varnames_tuple, varnames_tuple) < 0)) goto done;
        varnames_tuple_dedup = varnames_tuple;
    }
    #else
    varnames_tuple_dedup = PyDict_SetDefault(tuple_dedup_map, varnames_tuple, varnames_tuple);
    if (unlikely(!varnames_tuple_dedup)) goto done;
    #endif
    #if CYTHON_AVOID_BORROWED_REFS
    Py_INCREF(varnames_tuple_dedup);
    #endif
    if (__PYX_LIMITED_VERSION_HEX >= (0x030b0000) && line_table != NULL
        && !CYTHON_COMPILING_IN_GRAAL) {
        line_table_bytes = PyBytes_FromStringAndSize(line_table, descr.line_table_length);
        if (unlikely(!line_table_bytes)) goto done;
        Py_ssize_t code_len = (descr.line_table_length * 2 + 4) & ~3;
        code_bytes = PyBytes_FromStringAndSize(NULL, code_len);
        if (unlikely(!code_bytes)) goto done;
        char* c_code_bytes = PyBytes_AsString(code_bytes);
        if (unlikely(!c_code_bytes)) goto done;
        memset(c_code_bytes, 0, (size_t) code_len);
    }
    code_obj = (PyObject*) __Pyx__PyCode_New(
        (int) descr.argcount,
        (int) descr.num_posonly_args,
        (int) descr.num_kwonly_args,
        (int) descr.nlocals,
        0,
        (int) descr.flags,
        code_bytes ? code_bytes : __pyx_mstate_global->__pyx_empty_bytes,
        __pyx_mstate_global->__pyx_empty_tuple,
        __pyx_mstate_global->__pyx_empty_tuple,
        varnames_tuple_dedup,
        __pyx_mstate_global->__pyx_empty_tuple,
        __pyx_mstate_global->__pyx_empty_tuple,
        filename,
        funcname,
        (int) descr.first_line,
        (__PYX_LIMITED_VERSION_HEX >= (0x030b0000) && line_table_bytes) ? line_table_bytes : __pyx_mstate_global->__pyx_empty_bytes
    );
done:
    Py_XDECREF(code_bytes);
    Py_XDECREF(line_table_bytes);
    #if CYTHON_AVOID_BORROWED_REFS
    Py_XDECREF(varnames_tuple_dedup);
    #endif
    Py_DECREF(varnames_tuple);
    return code_obj;
}

/* InitStrings */
  static int __Pyx_InitStrings(__Pyx_StringTabEntry const *t, PyObject **target, const char* const* encoding_names) {
    while (t->s) {
        PyObject *str;
        if (t->is_unicode) {
            if (t->intern) {
                str = PyUnicode_InternFromString(t->s);
            } else if (t->encoding) {
                str = PyUnicode_Decode(t->s, t->n - 1, encoding_names[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;
        *target = str;
        if (PyObject_Hash(str) == -1)
            return -1;
        ++t;
        ++target;
    }
    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_UTF8
static CYTHON_INLINE const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
    if (unlikely(__Pyx_PyUnicode_READY(o) == -1)) return NULL;
#if CYTHON_COMPILING_IN_LIMITED_API
    {
        const char* result;
        Py_ssize_t unicode_length;
        CYTHON_MAYBE_UNUSED_VAR(unicode_length); // only for __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
        #if __PYX_LIMITED_VERSION_HEX < 0x030A0000
        if (unlikely(PyArg_Parse(o, "s#", &result, length) < 0)) return NULL;
        #else
        result = PyUnicode_AsUTF8AndSize(o, length);
        #endif
        #if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
        unicode_length = PyUnicode_GetLength(o);
        if (unlikely(unicode_length < 0)) return NULL;
        if (unlikely(unicode_length != *length)) {
            PyUnicode_AsASCIIString(o);
            return NULL;
        }
        #endif
        return result;
    }
#else
#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_UTF8
    if (PyUnicode_Check(o)) {
        return __Pyx_PyUnicode_AsStringAndSize(o, length);
    } else
#endif
    if (PyByteArray_Check(o)) {
#if (CYTHON_ASSUME_SAFE_SIZE && CYTHON_ASSUME_SAFE_MACROS) || (CYTHON_COMPILING_IN_PYPY && (defined(PyByteArray_AS_STRING) && defined(PyByteArray_GET_SIZE)))
        *length = PyByteArray_GET_SIZE(o);
        return PyByteArray_AS_STRING(o);
#else
        *length = PyByteArray_Size(o);
        if (*length == -1) return NULL;
        return PyByteArray_AsString(o);
#endif
    } else
    {
        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_LongWrongResultType(PyObject* result) {
    __Pyx_TypeName result_type_name = __Pyx_PyType_GetFullyQualifiedName(Py_TYPE(result));
    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;
    }
    PyErr_Format(PyExc_TypeError,
                 "__int__ returned non-int (type " __Pyx_FMT_TYPENAME ")",
                 result_type_name);
    __Pyx_DECREF_TypeName(result_type_name);
    Py_DECREF(result);
    return NULL;
}
static CYTHON_INLINE PyObject* __Pyx_PyNumber_Long(PyObject* x) {
#if CYTHON_USE_TYPE_SLOTS
  PyNumberMethods *m;
#endif
  PyObject *res = NULL;
  if (likely(PyLong_Check(x)))
      return __Pyx_NewRef(x);
#if CYTHON_USE_TYPE_SLOTS
  m = Py_TYPE(x)->tp_as_number;
  if (likely(m && m->nb_int)) {
      res = m->nb_int(x);
  }
#else
  if (!PyBytes_CheckExact(x) && !PyUnicode_CheckExact(x)) {
      res = PyNumber_Long(x);
  }
#endif
  if (likely(res)) {
      if (unlikely(!PyLong_CheckExact(res))) {
          return __Pyx_PyNumber_LongWrongResultType(res);
      }
  }
  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 (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 = PyLong_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);
  } else {
    Py_ssize_t ival;
    PyObject *x;
    x = PyNumber_Index(o);
    if (!x) return -1;
    ival = PyLong_AsLong(x);
    Py_DECREF(x);
    return ival;
  }
}
static CYTHON_INLINE PyObject *__Pyx_Owned_Py_None(int b) {
    CYTHON_UNUSED_VAR(b);
    return __Pyx_NewRef(Py_None);
}
static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) {
  return b ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False);
}
static CYTHON_INLINE PyObject * __Pyx_PyLong_FromSize_t(size_t ival) {
    return PyLong_FromSize_t(ival);
}


  /* MultiPhaseInitModuleState */
  #if CYTHON_PEP489_MULTI_PHASE_INIT && CYTHON_USE_MODULE_STATE
#ifndef CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
#if (CYTHON_COMPILING_IN_LIMITED_API || PY_VERSION_HEX >= 0x030C0000)
  #define CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE 1
#else
  #define CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE 0
#endif
#endif
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE && !CYTHON_ATOMICS
#error "Module state with PEP489 requires atomics. Currently that's one of\
 C11, C++11, gcc atomic intrinsics or MSVC atomic intrinsics"
#endif
#if !CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
#define __Pyx_ModuleStateLookup_Lock()
#define __Pyx_ModuleStateLookup_Unlock()
#elif !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x030d0000
static PyMutex __Pyx_ModuleStateLookup_mutex = {0};
#define __Pyx_ModuleStateLookup_Lock() PyMutex_Lock(&__Pyx_ModuleStateLookup_mutex)
#define __Pyx_ModuleStateLookup_Unlock() PyMutex_Unlock(&__Pyx_ModuleStateLookup_mutex)
#elif defined(__cplusplus) && __cplusplus >= 201103L
#include <mutex>
static std::mutex __Pyx_ModuleStateLookup_mutex;
#define __Pyx_ModuleStateLookup_Lock() __Pyx_ModuleStateLookup_mutex.lock()
#define __Pyx_ModuleStateLookup_Unlock() __Pyx_ModuleStateLookup_mutex.unlock()
#elif defined(__STDC_VERSION__) && (__STDC_VERSION__ > 201112L) && !defined(__STDC_NO_THREADS__)
#include <threads.h>
static mtx_t __Pyx_ModuleStateLookup_mutex;
static once_flag __Pyx_ModuleStateLookup_mutex_once_flag = ONCE_FLAG_INIT;
static void __Pyx_ModuleStateLookup_initialize_mutex(void) {
    mtx_init(&__Pyx_ModuleStateLookup_mutex, mtx_plain);
}
#define __Pyx_ModuleStateLookup_Lock()\
  call_once(&__Pyx_ModuleStateLookup_mutex_once_flag, __Pyx_ModuleStateLookup_initialize_mutex);\
  mtx_lock(&__Pyx_ModuleStateLookup_mutex)
#define __Pyx_ModuleStateLookup_Unlock() mtx_unlock(&__Pyx_ModuleStateLookup_mutex)
#elif defined(HAVE_PTHREAD_H)
#include <pthread.h>
static pthread_mutex_t __Pyx_ModuleStateLookup_mutex = PTHREAD_MUTEX_INITIALIZER;
#define __Pyx_ModuleStateLookup_Lock() pthread_mutex_lock(&__Pyx_ModuleStateLookup_mutex)
#define __Pyx_ModuleStateLookup_Unlock() pthread_mutex_unlock(&__Pyx_ModuleStateLookup_mutex)
#elif defined(_WIN32)
#include <Windows.h>  // synchapi.h on its own doesn't work
static SRWLOCK __Pyx_ModuleStateLookup_mutex = SRWLOCK_INIT;
#define __Pyx_ModuleStateLookup_Lock() AcquireSRWLockExclusive(&__Pyx_ModuleStateLookup_mutex)
#define __Pyx_ModuleStateLookup_Unlock() ReleaseSRWLockExclusive(&__Pyx_ModuleStateLookup_mutex)
#else
#error "No suitable lock available for CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE.\
 Requires C standard >= C11, or C++ standard >= C++11,\
 or pthreads, or the Windows 32 API, or Python >= 3.13."
#endif
typedef struct {
    int64_t id;
    PyObject *module;
} __Pyx_InterpreterIdAndModule;
typedef struct {
    char interpreter_id_as_index;
    Py_ssize_t count;
    Py_ssize_t allocated;
    __Pyx_InterpreterIdAndModule table[1];
} __Pyx_ModuleStateLookupData;
#define __PYX_MODULE_STATE_LOOKUP_SMALL_SIZE 32
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
static __pyx_atomic_int_type __Pyx_ModuleStateLookup_read_counter = 0;
#endif
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
static __pyx_atomic_ptr_type __Pyx_ModuleStateLookup_data = 0;
#else
static __Pyx_ModuleStateLookupData* __Pyx_ModuleStateLookup_data = NULL;
#endif
static __Pyx_InterpreterIdAndModule* __Pyx_State_FindModuleStateLookupTableLowerBound(
        __Pyx_InterpreterIdAndModule* table,
        Py_ssize_t count,
        int64_t interpreterId) {
    __Pyx_InterpreterIdAndModule* begin = table;
    __Pyx_InterpreterIdAndModule* end = begin + count;
    if (begin->id == interpreterId) {
        return begin;
    }
    while ((end - begin) > __PYX_MODULE_STATE_LOOKUP_SMALL_SIZE) {
        __Pyx_InterpreterIdAndModule* halfway = begin + (end - begin)/2;
        if (halfway->id == interpreterId) {
            return halfway;
        }
        if (halfway->id < interpreterId) {
            begin = halfway;
        } else {
            end = halfway;
        }
    }
    for (; begin < end; ++begin) {
        if (begin->id >= interpreterId) return begin;
    }
    return begin;
}
static PyObject *__Pyx_State_FindModule(CYTHON_UNUSED void* dummy) {
    int64_t interpreter_id = PyInterpreterState_GetID(__Pyx_PyInterpreterState_Get());
    if (interpreter_id == -1) return NULL;
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
    __Pyx_ModuleStateLookupData* data = (__Pyx_ModuleStateLookupData*)__pyx_atomic_pointer_load_relaxed(&__Pyx_ModuleStateLookup_data);
    {
        __pyx_atomic_incr_acq_rel(&__Pyx_ModuleStateLookup_read_counter);
        if (likely(data)) {
            __Pyx_ModuleStateLookupData* new_data = (__Pyx_ModuleStateLookupData*)__pyx_atomic_pointer_load_acquire(&__Pyx_ModuleStateLookup_data);
            if (likely(data == new_data)) {
                goto read_finished;
            }
        }
        __pyx_atomic_decr_acq_rel(&__Pyx_ModuleStateLookup_read_counter);
        __Pyx_ModuleStateLookup_Lock();
        __pyx_atomic_incr_relaxed(&__Pyx_ModuleStateLookup_read_counter);
        data = (__Pyx_ModuleStateLookupData*)__pyx_atomic_pointer_load_relaxed(&__Pyx_ModuleStateLookup_data);
        __Pyx_ModuleStateLookup_Unlock();
    }
  read_finished:;
#else
    __Pyx_ModuleStateLookupData* data = __Pyx_ModuleStateLookup_data;
#endif
    __Pyx_InterpreterIdAndModule* found = NULL;
    if (unlikely(!data)) goto end;
    if (data->interpreter_id_as_index) {
        if (interpreter_id < data->count) {
            found = data->table+interpreter_id;
        }
    } else {
        found = __Pyx_State_FindModuleStateLookupTableLowerBound(
            data->table, data->count, interpreter_id);
    }
  end:
    {
        PyObject *result=NULL;
        if (found && found->id == interpreter_id) {
            result = found->module;
        }
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
        __pyx_atomic_decr_acq_rel(&__Pyx_ModuleStateLookup_read_counter);
#endif
        return result;
    }
}
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
static void __Pyx_ModuleStateLookup_wait_until_no_readers(void) {
    while (__pyx_atomic_load(&__Pyx_ModuleStateLookup_read_counter) != 0);
}
#else
#define __Pyx_ModuleStateLookup_wait_until_no_readers()
#endif
static int __Pyx_State_AddModuleInterpIdAsIndex(__Pyx_ModuleStateLookupData **old_data, PyObject* module, int64_t interpreter_id) {
    Py_ssize_t to_allocate = (*old_data)->allocated;
    while (to_allocate <= interpreter_id) {
        if (to_allocate == 0) to_allocate = 1;
        else to_allocate *= 2;
    }
    __Pyx_ModuleStateLookupData *new_data = *old_data;
    if (to_allocate != (*old_data)->allocated) {
         new_data = (__Pyx_ModuleStateLookupData *)realloc(
            *old_data,
            sizeof(__Pyx_ModuleStateLookupData)+(to_allocate-1)*sizeof(__Pyx_InterpreterIdAndModule));
        if (!new_data) {
            PyErr_NoMemory();
            return -1;
        }
        for (Py_ssize_t i = new_data->allocated; i < to_allocate; ++i) {
            new_data->table[i].id = i;
            new_data->table[i].module = NULL;
        }
        new_data->allocated = to_allocate;
    }
    new_data->table[interpreter_id].module = module;
    if (new_data->count < interpreter_id+1) {
        new_data->count = interpreter_id+1;
    }
    *old_data = new_data;
    return 0;
}
static void __Pyx_State_ConvertFromInterpIdAsIndex(__Pyx_ModuleStateLookupData *data) {
    __Pyx_InterpreterIdAndModule *read = data->table;
    __Pyx_InterpreterIdAndModule *write = data->table;
    __Pyx_InterpreterIdAndModule *end = read + data->count;
    for (; read<end; ++read) {
        if (read->module) {
            write->id = read->id;
            write->module = read->module;
            ++write;
        }
    }
    data->count = write - data->table;
    for (; write<end; ++write) {
        write->id = 0;
        write->module = NULL;
    }
    data->interpreter_id_as_index = 0;
}
static int __Pyx_State_AddModule(PyObject* module, CYTHON_UNUSED void* dummy) {
    int64_t interpreter_id = PyInterpreterState_GetID(__Pyx_PyInterpreterState_Get());
    if (interpreter_id == -1) return -1;
    int result = 0;
    __Pyx_ModuleStateLookup_Lock();
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
    __Pyx_ModuleStateLookupData *old_data = (__Pyx_ModuleStateLookupData *)
            __pyx_atomic_pointer_exchange(&__Pyx_ModuleStateLookup_data, 0);
#else
    __Pyx_ModuleStateLookupData *old_data = __Pyx_ModuleStateLookup_data;
#endif
    __Pyx_ModuleStateLookupData *new_data = old_data;
    if (!new_data) {
        new_data = (__Pyx_ModuleStateLookupData *)calloc(1, sizeof(__Pyx_ModuleStateLookupData));
        if (!new_data) {
            result = -1;
            PyErr_NoMemory();
            goto end;
        }
        new_data->allocated = 1;
        new_data->interpreter_id_as_index = 1;
    }
    __Pyx_ModuleStateLookup_wait_until_no_readers();
    if (new_data->interpreter_id_as_index) {
        if (interpreter_id < __PYX_MODULE_STATE_LOOKUP_SMALL_SIZE) {
            result = __Pyx_State_AddModuleInterpIdAsIndex(&new_data, module, interpreter_id);
            goto end;
        }
        __Pyx_State_ConvertFromInterpIdAsIndex(new_data);
    }
    {
        Py_ssize_t insert_at = 0;
        {
            __Pyx_InterpreterIdAndModule* lower_bound = __Pyx_State_FindModuleStateLookupTableLowerBound(
                new_data->table, new_data->count, interpreter_id);
            assert(lower_bound);
            insert_at = lower_bound - new_data->table;
            if (unlikely(insert_at < new_data->count && lower_bound->id == interpreter_id)) {
                lower_bound->module = module;
                goto end;  // already in table, nothing more to do
            }
        }
        if (new_data->count+1 >= new_data->allocated) {
            Py_ssize_t to_allocate = (new_data->count+1)*2;
            new_data =
                (__Pyx_ModuleStateLookupData*)realloc(
                    new_data,
                    sizeof(__Pyx_ModuleStateLookupData) +
                    (to_allocate-1)*sizeof(__Pyx_InterpreterIdAndModule));
            if (!new_data) {
                result = -1;
                new_data = old_data;
                PyErr_NoMemory();
                goto end;
            }
            new_data->allocated = to_allocate;
        }
        ++new_data->count;
        int64_t last_id = interpreter_id;
        PyObject *last_module = module;
        for (Py_ssize_t i=insert_at; i<new_data->count; ++i) {
            int64_t current_id = new_data->table[i].id;
            new_data->table[i].id = last_id;
            last_id = current_id;
            PyObject *current_module = new_data->table[i].module;
            new_data->table[i].module = last_module;
            last_module = current_module;
        }
    }
  end:
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
    __pyx_atomic_pointer_exchange(&__Pyx_ModuleStateLookup_data, new_data);
#else
    __Pyx_ModuleStateLookup_data = new_data;
#endif
    __Pyx_ModuleStateLookup_Unlock();
    return result;
}
static int __Pyx_State_RemoveModule(CYTHON_UNUSED void* dummy) {
    int64_t interpreter_id = PyInterpreterState_GetID(__Pyx_PyInterpreterState_Get());
    if (interpreter_id == -1) return -1;
    __Pyx_ModuleStateLookup_Lock();
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
    __Pyx_ModuleStateLookupData *data = (__Pyx_ModuleStateLookupData *)
            __pyx_atomic_pointer_exchange(&__Pyx_ModuleStateLookup_data, 0);
#else
    __Pyx_ModuleStateLookupData *data = __Pyx_ModuleStateLookup_data;
#endif
    if (data->interpreter_id_as_index) {
        if (interpreter_id < data->count) {
            data->table[interpreter_id].module = NULL;
        }
        goto done;
    }
    {
        __Pyx_ModuleStateLookup_wait_until_no_readers();
        __Pyx_InterpreterIdAndModule* lower_bound = __Pyx_State_FindModuleStateLookupTableLowerBound(
            data->table, data->count, interpreter_id);
        if (!lower_bound) goto done;
        if (lower_bound->id != interpreter_id) goto done;
        __Pyx_InterpreterIdAndModule *end = data->table+data->count;
        for (;lower_bound<end-1; ++lower_bound) {
            lower_bound->id = (lower_bound+1)->id;
            lower_bound->module = (lower_bound+1)->module;
        }
    }
    --data->count;
    if (data->count == 0) {
        free(data);
        data = NULL;
    }
  done:
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
    __pyx_atomic_pointer_exchange(&__Pyx_ModuleStateLookup_data, data);
#else
    __Pyx_ModuleStateLookup_data = data;
#endif
    __Pyx_ModuleStateLookup_Unlock();
    return 0;
}
#endif

/* #### Code section: utility_code_pragmas_end ### */
#ifdef _MSC_VER
#pragma warning( pop )
#endif



/* #### Code section: end ### */
#endif /* Py_PYTHON_H */
