_helperlib.c

/*
 * Helper functions used by Numba at runtime.
 * This C file is meant to be included after defining the
 * NUMBA_EXPORT_FUNC() and NUMBA_EXPORT_DATA() macros.
 */

#include "_pymodule.h"
#include <stddef.h>
#include <stdio.h>
#include <math.h>
#include <complex.h>
#ifdef _MSC_VER
    #define int64_t signed __int64
    #define uint64_t unsigned __int64
    #define uint32_t unsigned __int32
    #define _complex_float_t _Fcomplex
    #define _complex_float_ctor(r, i) _FCbuild(r, i)
    #define _complex_double_t _Dcomplex
#else
    #include <stdint.h>
    #define _complex_float_t complex float
    #if defined(_Imaginary_I)
        #define _complex_float_ctor(r, i) (r + _Imaginary_I * i)
    #elif defined(_Complex_I)
        #define _complex_float_ctor(r, i) (r + _Complex_I * i)
    #else
        #error "Lack _Imaginary_I and _Complex_I"
    #endif 
    #define _complex_double_t complex double
#endif
#define NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION
#include <numpy/ndarrayobject.h>
#include <numpy/arrayscalars.h>

#include "_arraystruct.h"


#if (PY_MAJOR_VERSION == 3) && (PY_MINOR_VERSION == 11)
    /*
     * For struct _frame
     */
    #include "internal/pycore_frame.h"
#endif

/*
 * Other helpers.
 */


/* Fix fmod() and fmodf() for windows x64 VC 9.0 (VS 2008)
https://support.microsoft.com/en-us/kb/982107
*/
static  void (*fnclex)(void) = NULL;

NUMBA_EXPORT_FUNC(double)
numba_fixed_fmod(double x, double y){
    fnclex();  /* no inline asm in x64 =( */
    return fmod(x, y);
}

NUMBA_EXPORT_FUNC(float)
numba_fixed_fmodf(float x, float y) {
    fnclex();  /* no inline asm in x64 =( */
    return fmodf(x, y);
}

NUMBA_EXPORT_FUNC(void)
numba_set_fnclex(void *fn){
    fnclex = fn;
}

/* provide 64-bit division function to 32-bit platforms */
NUMBA_EXPORT_FUNC(int64_t)
numba_sdiv(int64_t a, int64_t b) {
    return a / b;
}

NUMBA_EXPORT_FUNC(uint64_t)
numba_udiv(uint64_t a, uint64_t b) {
    return a / b;
}

/* provide 64-bit remainder function to 32-bit platforms */
NUMBA_EXPORT_FUNC(int64_t)
numba_srem(int64_t a, int64_t b) {
    return a % b;
}

NUMBA_EXPORT_FUNC(uint64_t)
numba_urem(uint64_t a, uint64_t b) {
    return a % b;
}

/* provide frexp and ldexp; these wrappers deal with special cases
 * (zero, nan, infinity) directly, to sidestep platform differences.
 */
NUMBA_EXPORT_FUNC(double)
numba_frexp(double x, int *exp)
{
    if (!Py_IS_FINITE(x) || !x)
        *exp = 0;
    else
        x = frexp(x, exp);
    return x;
}

NUMBA_EXPORT_FUNC(float)
numba_frexpf(float x, int *exp)
{
    if (Py_IS_NAN(x) || Py_IS_INFINITY(x) || !x)
        *exp = 0;
    else
        x = frexpf(x, exp);
    return x;
}

NUMBA_EXPORT_FUNC(double)
numba_ldexp(double x, int exp)
{
    if (Py_IS_FINITE(x) && x && exp)
        x = ldexp(x, exp);
    return x;
}

NUMBA_EXPORT_FUNC(float)
numba_ldexpf(float x, int exp)
{
    if (Py_IS_FINITE(x) && x && exp)
        x = ldexpf(x, exp);
    return x;
}

/* provide complex power */
NUMBA_EXPORT_FUNC(void)
numba_cpow(Py_complex *a, Py_complex *b, Py_complex *out) {
    errno = 0;
    *out = _Py_c_pow(*a, *b);
    if (errno == EDOM) {
        /* _Py_c_pow() doesn't bother returning the right value
           in this case, as Python raises ZeroDivisionError */
        out->real = out->imag = Py_NAN;
    }
}

NUMBA_EXPORT_FUNC(void)
numba_cpowf(_complex_float_t *a, _complex_float_t *b, _complex_float_t *out) {
    Py_complex _a, _b, _out;
    _a.real = crealf(*a);
    _a.imag = cimagf(*a);
    _b.real = crealf(*b);
    _b.imag = cimagf(*b);
    numba_cpow(&_a, &_b, &_out);
    *out = _complex_float_ctor((float) _out.real, (float) _out.imag);
}

/* C99 math functions: redirect to system implementations */

NUMBA_EXPORT_FUNC(double)
numba_gamma(double x)
{
    return tgamma(x);
}

NUMBA_EXPORT_FUNC(float)
numba_gammaf(float x)
{
    return tgammaf(x);
}

NUMBA_EXPORT_FUNC(double)
numba_lgamma(double x)
{
    return lgamma(x);
}

NUMBA_EXPORT_FUNC(float)
numba_lgammaf(float x)
{
    return lgammaf(x);
}

NUMBA_EXPORT_FUNC(double)
numba_erf(double x)
{
    return erf(x);
}

NUMBA_EXPORT_FUNC(float)
numba_erff(float x)
{
    return erff(x);
}

NUMBA_EXPORT_FUNC(double)
numba_erfc(double x)
{
    return erfc(x);
}

NUMBA_EXPORT_FUNC(float)
numba_erfcf(float x)
{
    return erfcf(x);
}

NUMBA_EXPORT_FUNC(float)
numba_nextafterf(float a, float b)
{
    return nextafterf(a, b);
}

NUMBA_EXPORT_FUNC(double)
numba_nextafter(double a, double b)
{
    return nextafter(a, b);
}

/* Unpack any Python complex-like object into a Py_complex structure */
NUMBA_EXPORT_FUNC(int)
numba_complex_adaptor(PyObject* obj, Py_complex *out) {
    PyObject* fobj;
    PyArray_Descr *dtype;
    double val[2];

    // Convert from python complex or numpy complex128
    if (PyComplex_Check(obj)) {
        out->real = PyComplex_RealAsDouble(obj);
        out->imag = PyComplex_ImagAsDouble(obj);
    }
    // Convert from numpy complex64
    else if (PyArray_IsScalar(obj, ComplexFloating)) {
        dtype = PyArray_DescrFromScalar(obj);
        if (dtype == NULL) {
            return 0;
        }
        if (PyArray_CastScalarDirect(obj, dtype, &val[0], NPY_CDOUBLE) < 0) {
            Py_DECREF(dtype);
            return 0;
        }
        out->real = val[0];
        out->imag = val[1];
        Py_DECREF(dtype);
    } else {
        fobj = PyNumber_Float(obj);
        if (!fobj) return 0;
        out->real = PyFloat_AsDouble(fobj);
        out->imag = 0.;
        Py_DECREF(fobj);
    }
    return 1;
}

/* Minimum PyBufferObject structure to hack inside it */
typedef struct {
    PyObject_HEAD
    PyObject *b_base;
    void *b_ptr;
    Py_ssize_t b_size;
    Py_ssize_t b_offset;
}  PyBufferObject_Hack;

/*
Get data address of record data buffer
*/
NUMBA_EXPORT_FUNC(void *)
numba_extract_record_data(PyObject *recordobj, Py_buffer *pbuf) {
    PyObject *attrdata;
    void *ptr;

    attrdata = PyObject_GetAttrString(recordobj, "data");
    if (!attrdata) return NULL;

    if (-1 == PyObject_GetBuffer(attrdata, pbuf, 0)){
        Py_DECREF(attrdata);
        return NULL;
    } else {
        ptr = pbuf->buf;
    }
    Py_DECREF(attrdata);
    return ptr;
}

/*
 * Return a record instance with dtype as the record type, and backed
 * by a copy of the memory area pointed to by (pdata, size).
 */
NUMBA_EXPORT_FUNC(PyObject *)
numba_recreate_record(void *pdata, int size, PyObject *dtype) {
    PyObject *numpy = NULL;
    PyObject *numpy_record = NULL;
    PyObject *aryobj = NULL;
    PyObject *dtypearg = NULL;
    PyObject *record = NULL;
    PyArray_Descr *descr = NULL;

    if (dtype == NULL) {
        PyErr_Format(PyExc_RuntimeError,
            "In 'numba_recreate_record', 'dtype' is NULL");
        return NULL;
    }

    numpy = PyImport_ImportModule("numpy");
    if (!numpy) goto CLEANUP;

    numpy_record = PyObject_GetAttrString(numpy, "record");
    if (!numpy_record) goto CLEANUP;

    dtypearg = PyTuple_Pack(2, numpy_record, dtype);
    if (!dtypearg || !PyArray_DescrConverter(dtypearg, &descr))
        goto CLEANUP;

    /* This steals a reference to descr, so we don't have to DECREF it */
    aryobj = PyArray_FromString(pdata, size, descr, 1, NULL);
    if (!aryobj) goto CLEANUP;

    record = PySequence_GetItem(aryobj, 0);

CLEANUP:
    Py_XDECREF(numpy);
    Py_XDECREF(numpy_record);
    Py_XDECREF(aryobj);
    Py_XDECREF(dtypearg);

    return record;
}

NUMBA_EXPORT_FUNC(int)
numba_adapt_ndarray(PyObject *obj, arystruct_t* arystruct) {
    PyArrayObject *ndary;
    int i, ndim;
    npy_intp *p;

    if (!PyArray_Check(obj)) {
        return -1;
    }

    ndary = (PyArrayObject*)obj;
    ndim = PyArray_NDIM(ndary);

    arystruct->data = PyArray_DATA(ndary);
    arystruct->nitems = PyArray_SIZE(ndary);
    arystruct->itemsize = PyArray_ITEMSIZE(ndary);
    arystruct->parent = obj;
    p = arystruct->shape_and_strides;
    for (i = 0; i < ndim; i++, p++) {
        *p = PyArray_DIM(ndary, i);
    }
    for (i = 0; i < ndim; i++, p++) {
        *p = PyArray_STRIDE(ndary, i);
    }
    arystruct->meminfo = NULL;
    return 0;
}

NUMBA_EXPORT_FUNC(int)
numba_get_buffer(PyObject *obj, Py_buffer *buf)
{
    /* Ask for shape and strides, but no suboffsets */
    return PyObject_GetBuffer(obj, buf, PyBUF_RECORDS_RO);
}

NUMBA_EXPORT_FUNC(void)
numba_adapt_buffer(Py_buffer *buf, arystruct_t *arystruct)
{
    int i;
    npy_intp *p;

    arystruct->data = buf->buf;
    arystruct->itemsize = buf->itemsize;
    arystruct->parent = buf->obj;
    arystruct->nitems = 1;
    p = arystruct->shape_and_strides;
    for (i = 0; i < buf->ndim; i++, p++) {
        *p = buf->shape[i];
        arystruct->nitems *= buf->shape[i];
    }
    for (i = 0; i < buf->ndim; i++, p++) {
        *p = buf->strides[i];
    }
    arystruct->meminfo = NULL;
}

NUMBA_EXPORT_FUNC(void)
numba_release_buffer(Py_buffer *buf)
{
    PyBuffer_Release(buf);
}

NUMBA_EXPORT_FUNC(PyObject *)
numba_ndarray_new(int nd,
                  npy_intp *dims,   /* shape */
                  npy_intp *strides,
                  void* data,
                  int type_num,
                  int itemsize)
{
    PyObject *ndary;
    int flags = NPY_ARRAY_BEHAVED;
    ndary = PyArray_New((PyTypeObject*)&PyArray_Type, nd, dims, type_num,
                       strides, data, 0, flags, NULL);
    return ndary;
}


/*
 * Handle reshaping of zero-sized array.
 * See numba_attempt_nocopy_reshape() below.
 */
static int
nocopy_empty_reshape(npy_intp nd, const npy_intp *dims, const npy_intp *strides,
                     npy_intp newnd, const npy_intp *newdims,
                     npy_intp *newstrides, npy_intp itemsize,
                     int is_f_order)
{
    int i;
    /* Just make the strides vaguely reasonable
     * (they can have any value in theory).
     */
    for (i = 0; i < newnd; i++)
        newstrides[i] = itemsize;
    return 1;  /* reshape successful */
}

/*
 * Straight from Numpy's _attempt_nocopy_reshape()
 * (np/core/src/multiarray/shape.c).
 * Attempt to reshape an array without copying data
 *
 * This function should correctly handle all reshapes, including
 * axes of length 1. Zero strides should work but are untested.
 *
 * If a copy is needed, returns 0
 * If no copy is needed, returns 1 and fills `npy_intp *newstrides`
 *     with appropriate strides
 */

NUMBA_EXPORT_FUNC(int)
numba_attempt_nocopy_reshape(npy_intp nd, const npy_intp *dims, const npy_intp *strides,
                             npy_intp newnd, const npy_intp *newdims,
                             npy_intp *newstrides, npy_intp itemsize,
                             int is_f_order)
{
    int oldnd;
    npy_intp olddims[NPY_MAXDIMS];
    npy_intp oldstrides[NPY_MAXDIMS];
    npy_intp np, op, last_stride;
    int oi, oj, ok, ni, nj, nk;

    oldnd = 0;
    /*
     * Remove axes with dimension 1 from the old array. They have no effect
     * but would need special cases since their strides do not matter.
     */
    for (oi = 0; oi < nd; oi++) {
        if (dims[oi]!= 1) {
            olddims[oldnd] = dims[oi];
            oldstrides[oldnd] = strides[oi];
            oldnd++;
        }
    }

    np = 1;
    for (ni = 0; ni < newnd; ni++) {
        np *= newdims[ni];
    }
    op = 1;
    for (oi = 0; oi < oldnd; oi++) {
        op *= olddims[oi];
    }
    if (np != op) {
        /* different total sizes; no hope */
        return 0;
    }

    if (np == 0) {
        /* the Numpy code does not handle 0-sized arrays */
        return nocopy_empty_reshape(nd, dims, strides,
                                    newnd, newdims, newstrides,
                                    itemsize, is_f_order);
    }

    /* oi to oj and ni to nj give the axis ranges currently worked with */
    oi = 0;
    oj = 1;
    ni = 0;
    nj = 1;
    while (ni < newnd && oi < oldnd) {
        np = newdims[ni];
        op = olddims[oi];

        while (np != op) {
            if (np < op) {
                /* Misses trailing 1s, these are handled later */
                np *= newdims[nj++];
            } else {
                op *= olddims[oj++];
            }
        }

        /* Check whether the original axes can be combined */
        for (ok = oi; ok < oj - 1; ok++) {
            if (is_f_order) {
                if (oldstrides[ok+1] != olddims[ok]*oldstrides[ok]) {
                     /* not contiguous enough */
                    return 0;
                }
            }
            else {
                /* C order */
                if (oldstrides[ok] != olddims[ok+1]*oldstrides[ok+1]) {
                    /* not contiguous enough */
                    return 0;
                }
            }
        }

        /* Calculate new strides for all axes currently worked with */
        if (is_f_order) {
            newstrides[ni] = oldstrides[oi];
            for (nk = ni + 1; nk < nj; nk++) {
                newstrides[nk] = newstrides[nk - 1]*newdims[nk - 1];
            }
        }
        else {
            /* C order */
            newstrides[nj - 1] = oldstrides[oj - 1];
            for (nk = nj - 1; nk > ni; nk--) {
                newstrides[nk - 1] = newstrides[nk]*newdims[nk];
            }
        }
        ni = nj++;
        oi = oj++;
    }

    /*
     * Set strides corresponding to trailing 1s of the new shape.
     */
    if (ni >= 1) {
        last_stride = newstrides[ni - 1];
    }
    else {
        last_stride = itemsize;
    }
    if (is_f_order) {
        last_stride *= newdims[ni - 1];
    }
    for (nk = ni; nk < newnd; nk++) {
        newstrides[nk] = last_stride;
    }

    return 1;
}

/*
 * Cython utilities.
 */

/* Fetch the address of the given function, as exposed by
   a cython module */
static void *
import_cython_function(const char *module_name, const char *function_name)
{
    PyObject *module, *capi, *cobj;
    void *res = NULL;
    const char *capsule_name;

    module = PyImport_ImportModule(module_name);
    if (module == NULL)
        return NULL;
    capi = PyObject_GetAttrString(module, "__pyx_capi__");
    Py_DECREF(module);
    if (capi == NULL)
        return NULL;
    cobj = PyMapping_GetItemString(capi, (char *)function_name);
    Py_DECREF(capi);
    if (cobj == NULL) {
        PyErr_Clear();
        PyErr_Format(PyExc_ValueError,
                     "No function '%s' found in __pyx_capi__ of '%s'",
                     function_name, module_name);
        return NULL;
    }
    /* 2.7+ => Cython exports a PyCapsule */
    capsule_name = PyCapsule_GetName(cobj);
    if (capsule_name != NULL) {
        res = PyCapsule_GetPointer(cobj, capsule_name);
    }
    Py_DECREF(cobj);
    return res;
}

NUMBA_EXPORT_FUNC(PyObject *)
_numba_import_cython_function(PyObject *self, PyObject *args)
{
    const char *module_name;
    const char *function_name;
    void *p = NULL;
    PyObject *res;

    if (!PyArg_ParseTuple(args, "ss", &module_name, &function_name)) {
        return NULL;
    }
    p = import_cython_function(module_name, function_name);
    if (p == NULL) {
        return NULL;
    }
    res = PyLong_FromVoidPtr(p);
    if (res == NULL) {
      PyErr_SetString(PyExc_RuntimeError,
                      "Could not convert function address to int");
      return NULL;
    }
    return res;
}

/* We use separate functions for datetime64 and timedelta64, to ensure
 * proper type checking.
 */
NUMBA_EXPORT_FUNC(npy_int64)
numba_extract_np_datetime(PyObject *td)
{
    if (!PyArray_IsScalar(td, Datetime)) {
        PyErr_SetString(PyExc_TypeError,
                        "expected a numpy.datetime64 object");
        return -1;
    }
    return PyArrayScalar_VAL(td, Timedelta);
}

NUMBA_EXPORT_FUNC(npy_int64)
numba_extract_np_timedelta(PyObject *td)
{
    if (!PyArray_IsScalar(td, Timedelta)) {
        PyErr_SetString(PyExc_TypeError,
                        "expected a numpy.timedelta64 object");
        return -1;
    }
    return PyArrayScalar_VAL(td, Timedelta);
}

NUMBA_EXPORT_FUNC(PyObject *)
numba_create_np_datetime(npy_int64 value, int unit_code)
{
    PyDatetimeScalarObject *obj = (PyDatetimeScalarObject *)
        PyArrayScalar_New(Datetime);
    if (obj != NULL) {
        obj->obval = value;
        obj->obmeta.base = unit_code;
        obj->obmeta.num = 1;
    }
    return (PyObject *) obj;
}

NUMBA_EXPORT_FUNC(PyObject *)
numba_create_np_timedelta(npy_int64 value, int unit_code)
{
    PyTimedeltaScalarObject *obj = (PyTimedeltaScalarObject *)
        PyArrayScalar_New(Timedelta);
    if (obj != NULL) {
        obj->obval = value;
        obj->obmeta.base = unit_code;
        obj->obmeta.num = 1;
    }
    return (PyObject *) obj;
}

NUMBA_EXPORT_FUNC(uint64_t)
numba_fptoui(double x) {
    /* First cast to signed int of the full width to make sure sign extension
       happens (this can make a difference on some platforms...). */
    return (uint64_t) (int64_t) x;
}

NUMBA_EXPORT_FUNC(uint64_t)
numba_fptouif(float x) {
    return (uint64_t) (int64_t) x;
}

NUMBA_EXPORT_FUNC(void)
numba_gil_ensure(PyGILState_STATE *state) {
    *state = PyGILState_Ensure();
}

NUMBA_EXPORT_FUNC(void)
numba_gil_release(PyGILState_STATE *state) {
    PyGILState_Release(*state);
}

NUMBA_EXPORT_FUNC(PyObject *)
numba_py_type(PyObject *obj) {
    return (PyObject *) Py_TYPE(obj);
}


/*
 * Functions for tagging an arbitrary Python object with an arbitrary pointer.
 * These functions make strong lifetime assumptions, see below.
 */

static PyObject *private_data_dict = NULL;

static PyObject *
_get_private_data_dict(void)
{
    if (private_data_dict == NULL)
        private_data_dict = PyDict_New();
    return private_data_dict;
}

NUMBA_EXPORT_FUNC(void)
numba_set_pyobject_private_data(PyObject *obj, void *ptr)
{
    PyObject *dct = _get_private_data_dict();
    /* This assumes the reference to setobj is kept alive until the
       call to numba_reset_set_private_data()! */
    PyObject *key = PyLong_FromVoidPtr((void *) obj);
    PyObject *value = PyLong_FromVoidPtr(ptr);

    if (!dct || !value || !key)
        goto error;
    if (PyDict_SetItem(dct, key, value))
        goto error;
    Py_DECREF(key);
    Py_DECREF(value);
    return;

error:
    Py_FatalError("unable to set private data");
}

NUMBA_EXPORT_FUNC(void *)
numba_get_pyobject_private_data(PyObject *obj)
{
    PyObject *dct = _get_private_data_dict();
    PyObject *value, *key = PyLong_FromVoidPtr((void *) obj);
    void *ptr;
    if (!dct || !key)
        goto error;

    value = PyDict_GetItem(dct, key);
    Py_DECREF(key);
    if (!value)
        return NULL;
    else {
        ptr = PyLong_AsVoidPtr(value);
        if (ptr == NULL && PyErr_Occurred())
            goto error;
        return ptr;
    }

error:
    Py_FatalError("unable to get private data");
    return NULL;
}

NUMBA_EXPORT_FUNC(void)
numba_reset_pyobject_private_data(PyObject *obj)
{
    PyObject *dct = _get_private_data_dict();
    PyObject *key = PyLong_FromVoidPtr((void *) obj);

    if (!key)
        goto error;
    if (PyDict_DelItem(dct, key))
        PyErr_Clear();
    Py_DECREF(key);
    return;

error:
    Py_FatalError("unable to reset private data");
}

NUMBA_EXPORT_FUNC(int)
numba_unpack_slice(PyObject *obj,
                   Py_ssize_t *start, Py_ssize_t *stop, Py_ssize_t *step)
{
    PySliceObject *slice = (PySliceObject *) obj;
    if (!PySlice_Check(obj)) {
        PyErr_Format(PyExc_TypeError,
                     "Expected a slice object, got '%s'",
                     Py_TYPE(slice)->tp_name);
        return -1;
    }
#define FETCH_MEMBER(NAME, DEFAULT)                             \
    if (slice->NAME != Py_None) {                               \
        Py_ssize_t v = PyNumber_AsSsize_t(slice->NAME,          \
                                          PyExc_OverflowError); \
        if (v == -1 && PyErr_Occurred())                        \
            return -1;                                          \
        *NAME = v;                                              \
    }                                                           \
    else {                                                      \
        *NAME = DEFAULT;                                        \
    }
    FETCH_MEMBER(step, 1)
    FETCH_MEMBER(stop, (*step > 0) ? PY_SSIZE_T_MAX : PY_SSIZE_T_MIN)
    FETCH_MEMBER(start, (*step > 0) ? 0 : PY_SSIZE_T_MAX)
    return 0;

#undef FETCH_MEMBER
}

NUMBA_EXPORT_FUNC(int)
numba_fatal_error(void)
{
    PyGILState_Ensure();
    Py_FatalError("in Numba-compiled function");
    return 0; /* unreachable */
}

/* Insert a frame into the traceback for (funcname, filename, lineno). */
/* This function is CPython's _PyTraceback_Add, renamed, see:
 * https://github.com/python/cpython/blob/d545869d084e70d4838310e79b52a25a72a1ca56/Python/traceback.c#L246
 * and modified for Python 2.x based on
 * https://github.com/python/cpython/blob/2e1a34025cde19bddf12a2eac8fedb6afcca8339/Modules/_ctypes/callbacks.c#L151-L174
 */
static void traceback_add(const char *funcname, const char *filename, int lineno)
{
    PyObject *globals = NULL;
    PyCodeObject *code = NULL;
    PyFrameObject *frame = NULL;
    PyObject *exc, *val, *tb;

    /* Save and clear the current exception. Python functions must not be
       called with an exception set. Calling Python functions happens when
       the codec of the filesystem encoding is implemented in pure Python. */
    PyErr_Fetch(&exc, &val, &tb);

    globals = PyDict_New();
    if (!globals)
        goto error;
    code = PyCode_NewEmpty(filename, funcname, lineno);
    if (!code) {
        goto error;
    }
    frame = PyFrame_New(PyThreadState_Get(), code, globals, NULL);
    Py_DECREF(globals);
    Py_DECREF(code);
    if (!frame)
        goto error;

#if (PY_MAJOR_VERSION == 3) && (PY_MINOR_VERSION == 12) || (PY_MAJOR_VERSION == 3) && (PY_MINOR_VERSION == 13) /* 3.12 or 3.13 */
#elif (PY_MAJOR_VERSION == 3) && (PY_MINOR_VERSION == 11) /* 3.11 */

    /* unsafe cast to our copy of _frame to access the f_lineno field */
    typedef struct _frame py_frame;
    py_frame* hacked_frame = (py_frame*)frame;
    hacked_frame->f_lineno = lineno;

#elif (PY_MAJOR_VERSION == 3) && (PY_MINOR_VERSION < 11) /* <3.11 */
    frame->f_lineno = lineno;
#else
    #error "Check if struct _frame has been changed in the new version"
#endif
    PyErr_Restore(exc, val, tb);
    PyTraceBack_Here(frame);
    Py_DECREF(frame);
    return;

#if (PY_MAJOR_VERSION == 3) && (PY_MINOR_VERSION == 12) || (PY_MAJOR_VERSION == 3) && (PY_MINOR_VERSION == 13) /* 3.12 or 3.13 */
error:
    _PyErr_ChainExceptions1(exc);
#elif (PY_MAJOR_VERSION == 3) && ((PY_MINOR_VERSION == 10) || (PY_MINOR_VERSION == 11)) /* 3.11 and below */
error:
    _PyErr_ChainExceptions(exc, val, tb);
#else
#error "Python major version is not supported."
#endif
}


/*
 * Add traceback information to *loc* to the active exception.
 * loc can be NULL, which causes this function to become a no-op.
 */
static
void traceback_add_loc(PyObject *loc) {
    const char *function_name_str = NULL, *filename_str = NULL;
    PyObject *function_name = NULL, *filename = NULL, *lineno = NULL;
    Py_ssize_t pos;

    /* instance is instantiated/internal exception is raised, if loc is present
     * add a frame for it into the traceback */
    if(loc && loc != Py_None && PyTuple_Check(loc))
    {
        pos = 0;
        function_name = PyTuple_GET_ITEM(loc, pos);
        function_name_str = PyString_AsString(function_name);
        pos = 1;
        filename = PyTuple_GET_ITEM(loc, pos);
        filename_str = PyString_AsString(filename);
        pos = 2;
        lineno = PyTuple_GET_ITEM(loc, pos);
        traceback_add(function_name_str, filename_str, \
                      (int)PyLong_AsLong(lineno));
    }
}

/**
 * Re-raise the current active exception.
 * Called internal by process_raise() when *exc* is None.
 */
static
int reraise_exc_is_none(void) {
    /* Reraise */
    PyObject *tb, *type, *value;

#if (PY_MAJOR_VERSION >= 3) && (PY_MINOR_VERSION >= 11)
    PyErr_GetExcInfo(&type, &value, &tb);
#elif (PY_MAJOR_VERSION >= 3) && (PY_MINOR_VERSION >= 10)
    PyThreadState *tstate = PyThreadState_GET();
    _PyErr_StackItem *tstate_exc = tstate->exc_info;
    type = tstate_exc->exc_type;
    value = tstate_exc->exc_value;
    tb = tstate_exc->exc_traceback;
#endif
    if (type == Py_None) {
        PyErr_SetString(PyExc_RuntimeError,
                        "No active exception to reraise");
        return 0;
    }
    /* incref needed because PyErr_Restore DOES NOT */
    Py_XINCREF(type);
    Py_XINCREF(value);
    Py_XINCREF(tb);
    PyErr_Restore(type, value, tb);
    return 1;
}

/*
 * Set exception given the Exception type and the constructor argument.
 * Equivalent to ``raise exc(value)``.
 * PyExceptionClass_Check(exc) must be True.
 * value can be NULL.
 */
static
int process_exception_class(PyObject *exc, PyObject *value) {
    PyObject *type;
    /* It is a class, type used here just as a tmp var */
    type = PyObject_CallObject(exc, value);
    if (type == NULL){
        return 0;
    }
    if (!PyExceptionInstance_Check(type)) {
        PyErr_SetString(PyExc_TypeError,
                        "exceptions must derive from BaseException");
        Py_DECREF(type);
        return 0;
    }
    /* all ok, set type to the exc */
    Py_DECREF(type);
    type = exc;
    PyErr_SetObject(type, value);
    return 1;
}

/*
 * Internal routine to process exceptions.
 * exc cannot be NULL. It can be a None, Exception type, or Exception instance.
 * value can be NULL for absent, or any PyObject valid for the exception.
 */
static
int process_raise(PyObject *exc, PyObject *value) {
    /* exc is None */
    if (exc == Py_None) {
        return reraise_exc_is_none();
    }
    /* exc should be an exception class */
    else if (PyExceptionClass_Check(exc)) {
        return process_exception_class(exc, value);
    }
    /* exc is an instance of an Exception */
    else if (PyExceptionInstance_Check(exc)) {
        PyObject *type = PyExceptionInstance_Class(exc);
        PyErr_SetObject(type, exc);
        return 0;
    }
    else {
        /* Not something you can raise.  You get an exception
        anyway, just not what you specified :-) */
        PyErr_SetString(PyExc_TypeError,
                        "exceptions must derive from BaseException");
        return 0;
    }
}

/* Logic for raising an arbitrary object.  Adapted from CPython's ceval.c.
   This *consumes* a reference count to its argument. */
NUMBA_EXPORT_FUNC(int)
numba_do_raise(PyObject *exc_packed)
{
    int status;
    PyObject *exc = NULL, *value = NULL, *loc = NULL;

    /* We support the following forms of raise:
       raise
       raise <instance>
       raise <type> */

    /* could be a tuple from npm (some exc like thing, args, location) */
    if (PyTuple_CheckExact(exc_packed)) {
        /* Unpack a (class/inst/tuple, arguments, location) tuple. */
        if (!PyArg_ParseTuple(exc_packed, "OOO", &exc, &value, &loc)) {
            traceback_add_loc(loc);
            return 0;
        }
    } else {
        /* could be a reraise or an exception from objmode */
        exc = exc_packed;
        /* branch exit with value = NULL and loc = NULL */
    }
    /* value is either NULL or borrowed */
    status = process_raise(exc, value);
    traceback_add_loc(loc);
    Py_DECREF(exc_packed);
    return status;
}

#ifdef PYCC_COMPILING
/* AOT avoid the use of `numba.core.serialize` */
NUMBA_EXPORT_FUNC(PyObject *)
numba_unpickle(const char *data, int n, const char *hashed)
{
    PyObject *buf, *obj;
    static PyObject *loads;

    /* Caching the pickle.loads function shaves a couple µs here. */
    if (loads == NULL) {
        PyObject *picklemod;
        picklemod = PyImport_ImportModule("pickle");
        if (picklemod == NULL)
            return NULL;
        loads = PyObject_GetAttrString(picklemod, "loads");
        Py_DECREF(picklemod);
        if (loads == NULL)
            return NULL;
    }

    buf = PyBytes_FromStringAndSize(data, n);
    if (buf == NULL)
        return NULL;
    obj = PyObject_CallFunctionObjArgs(loads, buf, NULL);
    Py_DECREF(buf);
    return obj;
}

#else

NUMBA_EXPORT_FUNC(PyObject *)
numba_unpickle(const char *data, int n, const char *hashed)
{
    PyObject *buf=NULL, *obj=NULL, *addr=NULL, *hashedbuf=NULL;
    static PyObject *loads=NULL;

    /* Caching the _numba_unpickle function shaves a couple µs here. */
    if (loads == NULL) {
        PyObject *picklemod;
        picklemod = PyImport_ImportModule("numba.core.serialize");
        if (picklemod == NULL)
            return NULL;
        loads = PyObject_GetAttrString(picklemod, "_numba_unpickle");
        Py_DECREF(picklemod);
        if (loads == NULL)
            return NULL;
    }

    buf = PyBytes_FromStringAndSize(data, n);
    if (buf == NULL)
        return NULL;
    /* SHA1 produces 160 bit or 20 bytes */
    hashedbuf = PyBytes_FromStringAndSize(hashed, 20);
    if (hashedbuf == NULL)
        goto error;
    addr = PyLong_FromVoidPtr((void*)data);
    if (addr == NULL)
        goto error;
    obj = PyObject_CallFunctionObjArgs(loads, addr, buf, hashedbuf, NULL);
error:
    Py_XDECREF(addr);
    Py_XDECREF(hashedbuf);
    Py_DECREF(buf);
    return obj;
}
#endif

NUMBA_EXPORT_FUNC(PyObject *)
numba_runtime_build_excinfo_struct(PyObject* struct_gv, PyObject* exc_args)
{
    PyObject *obj = NULL;
    static PyObject *func = NULL;

    /* Caching the function shaves a couple µs here. */
    if (func == NULL)
    {
        PyObject *picklemod;
        picklemod = PyImport_ImportModule("numba.core.serialize");
        if (picklemod == NULL)
            return NULL;
        func = PyObject_GetAttrString(picklemod,
                                      "runtime_build_excinfo_struct");
        Py_DECREF(picklemod);
        if (func == NULL)
            return NULL;
    }

    obj = PyObject_CallFunctionObjArgs(func, struct_gv, exc_args, NULL);
    // func returns None on failure (i.e. can't serialize one of the args).
    // Is there a better way to handle this? raise an exception here?
    return obj;
}

/*
 * Unicode helpers
 */

/* Developer note:
 *
 * The hash value of unicode objects is obtained via:
 * ((PyASCIIObject *)(obj))->hash;
 * The use comes from this definition:
 * https://github.com/python/cpython/blob/6d43f6f081023b680d9db4542d19b9e382149f0a/Objects/unicodeobject.c#L119-L120
 * and it's used extensively throughout the `cpython/Object/unicodeobject.c`
 * source, not least in `unicode_hash` itself:
 * https://github.com/python/cpython/blob/6d43f6f081023b680d9db4542d19b9e382149f0a/Objects/unicodeobject.c#L11662-L11679
 *
 * The Unicode string struct layouts are described here:
 * https://github.com/python/cpython/blob/6d43f6f081023b680d9db4542d19b9e382149f0a/Include/cpython/unicodeobject.h#L82-L161
 * essentially, all the unicode string layouts start with a `PyASCIIObject` at
 * offset 0 (as of commit 6d43f6f081023b680d9db4542d19b9e382149f0a, somewhere
 * in the 3.8 development cycle).
 *
 * For safety against future CPython internal changes, the code checks that the
 * _base members of the unicode structs are what is expected in 3.7, and that
 * their offset is 0. It then walks the struct to the hash location to make sure
 * the offset is indeed the same as PyASCIIObject->hash.
 * Note: The large condition in the if should evaluate to a compile time
 * constant.
 */

#define MEMBER_SIZE(structure, member) sizeof(((structure *)0)->member)

NUMBA_EXPORT_FUNC(void *)
numba_extract_unicode(PyObject *obj, Py_ssize_t *length, int *kind,
                      unsigned int *ascii, Py_ssize_t *hash) {
    if (!PyUnicode_READY(obj)) {
        *length = PyUnicode_GET_LENGTH(obj);
        *kind = PyUnicode_KIND(obj);
        /* could also use PyUnicode_IS_ASCII but it is not publicly advertised in https://docs.python.org/3/c-api/unicode.html */
        *ascii = (unsigned int)(PyUnicode_MAX_CHAR_VALUE(obj) == (0x7f));
        /* this is here as a crude check for safe casting of all unicode string
         * structs to a PyASCIIObject */
        if (MEMBER_SIZE(PyCompactUnicodeObject, _base) == sizeof(PyASCIIObject)             &&
            MEMBER_SIZE(PyUnicodeObject, _base) == sizeof(PyCompactUnicodeObject)           &&
            offsetof(PyCompactUnicodeObject, _base) == 0                                    &&
            offsetof(PyUnicodeObject, _base) == 0                                           &&
            offsetof(PyCompactUnicodeObject, _base.hash) == offsetof(PyASCIIObject, hash)   &&
            offsetof(PyUnicodeObject, _base._base.hash) == offsetof(PyASCIIObject, hash)
           ) {
            /* Grab the hash from the type object cache, do not compute it. */
            *hash = ((PyASCIIObject *)(obj))->hash;
        }
        else {
            /* cast is not safe, fail */
            return NULL;
        }
        return PyUnicode_DATA(obj);
    } else {
        return NULL;
    }
}

/* this is late included as it #defines e.g. SHIFT that should not impact
 * the above */
#include "_unicodetype_db.h"

/* This function is a modified copy of the private function gettyperecord from
 * CPython's Objects/unicodectype.c
 *
 * See:https://github.com/python/cpython/blob/1d4b6ba19466aba0eb91c4ba01ba509acf18c723/Objects/unicodectype.c#L45-L59
 */
NUMBA_EXPORT_FUNC(void)
numba_gettyperecord(Py_UCS4 code, int *upper, int *lower, int *title,
                    unsigned char *decimal, unsigned char *digit,
                    unsigned short *flags)
{
    int index;
    const numba_PyUnicode_TypeRecord *rec;

    if (code >= 0x110000)
        index = 0;
    else
    {
        index = index1[(code>>SHIFT)];
        index = index2[(index<<SHIFT)+(code&((1<<SHIFT)-1))];
    }

    rec = &numba_PyUnicode_TypeRecords[index];
    *upper = rec->upper;
    *lower = rec->lower;
    *title = rec->title;
    *decimal = rec->decimal;
    *digit = rec->digit;
    *flags = rec->flags;
}

/* This function provides a consistent access point for the
 * _PyUnicode_ExtendedCase array defined in CPython's Objects/unicodectype.c
 * and now also as numba_PyUnicode_ExtendedCase in Numba's _unicodetype_db.h
 */
NUMBA_EXPORT_FUNC(Py_UCS4)
numba_get_PyUnicode_ExtendedCase(int code)
{
    return numba_PyUnicode_ExtendedCase[code];
}

/* from _unicodetype_db.h */
#undef SHIFT

/*
 * defined break point for gdb
 */
NUMBA_EXPORT_FUNC(void)
numba_gdb_breakpoint(void) {
  /* does nothing */
}

/*
 * Define bridge for all math functions
 */

#define MATH_UNARY(F, R, A) \
    NUMBA_EXPORT_FUNC(R) numba_##F(A a) { return F(a); }
#define MATH_BINARY(F, R, A, B) \
    NUMBA_EXPORT_FUNC(R) numba_##F(A a, B b) { return F(a, b); }

#include "mathnames.h"

#undef MATH_UNARY
#undef MATH_BINARY

/*
 * BLAS and LAPACK wrappers
 */

#include "_lapack.c"

/*
 * PRNG support
 */

#include "_random.c"