diff --git a/jpeg_ls/CharLS.py b/jpeg_ls/CharLS.py
index c7a73ed..5ff8375 100644
--- a/jpeg_ls/CharLS.py
+++ b/jpeg_ls/CharLS.py
@@ -198,7 +198,9 @@ def encode_buffer(
     Parameters
     ----------
     src : bytes
-        The image data to be JPEG-LS encoded.
+        The little-endian ordered image data to be JPEG-LS encoded. May use
+        either 8- or 16-bits per pixel, as long as the bit-depth is sufficient
+        for `bits_stored`.
     rows : int
         The number of rows of pixels in the image.
     columns : int
@@ -275,11 +277,15 @@ def encode_buffer(
     length_src = len(src)
     length_expected = rows * columns * samples_per_pixel * bytes_per_pixel
     if length_expected != length_src:
-        raise ValueError(
-            f"The 'src' length of {length_src} bytes does not match the expected "
-            "length determined from 'rows', 'columns', 'samples_per_pixel' and "
-            "'bits_stored'"
-        )
+        if length_expected * 2 != length_src:
+            raise ValueError(
+                f"The 'src' length of {length_src} bytes does not match the expected "
+                "length determined from 'rows', 'columns', 'samples_per_pixel' and "
+                "'bits_stored'"
+            )
+
+        # 16-bits per pixel for bits_stored <= 8
+        src = src[::2]
 
     return _CharLS._encode(
         src,
diff --git a/jpeg_ls/_CharLS.cpp b/jpeg_ls/_CharLS.cpp
index 4ad8a32..30cb9c5 100644
--- a/jpeg_ls/_CharLS.cpp
+++ b/jpeg_ls/_CharLS.cpp
@@ -7,18 +7,18 @@
             "/home/dean/Coding/src/pyjpegls/lib/charls/include/charls/charls_jpegls_decoder.h",
             "/home/dean/Coding/src/pyjpegls/lib/charls/include/charls/charls_jpegls_encoder.h",
             "/home/dean/Coding/src/pyjpegls/lib/charls/include/charls/public_types.h",
-            "/tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/core/include/numpy/arrayobject.h",
-            "/tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/core/include/numpy/arrayscalars.h",
-            "/tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/core/include/numpy/ndarrayobject.h",
-            "/tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/core/include/numpy/ndarraytypes.h",
-            "/tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/core/include/numpy/ufuncobject.h",
+            "/tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/core/include/numpy/arrayobject.h",
+            "/tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/core/include/numpy/arrayscalars.h",
+            "/tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/core/include/numpy/ndarrayobject.h",
+            "/tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/core/include/numpy/ndarraytypes.h",
+            "/tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/core/include/numpy/ufuncobject.h",
             "jpeg_ls/define_charls_dll.h"
         ],
         "include_dirs": [
             "jpeg_ls",
             "/home/dean/Coding/src/pyjpegls/lib/charls/include",
             "/home/dean/Coding/src/pyjpegls/lib/charls/src",
-            "/tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/core/include"
+            "/tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/core/include"
         ],
         "language": "c++",
         "name": "_CharLS",
@@ -1582,7 +1582,7 @@ typedef struct {
 
 /* #### Code section: numeric_typedefs ### */
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":731
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":730
  * # in Cython to enable them only on the right systems.
  * 
  * ctypedef npy_int8       int8_t             # <<<<<<<<<<<<<<
@@ -1591,7 +1591,7 @@ typedef struct {
  */
 typedef npy_int8 __pyx_t_5numpy_int8_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":732
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":731
  * 
  * ctypedef npy_int8       int8_t
  * ctypedef npy_int16      int16_t             # <<<<<<<<<<<<<<
@@ -1600,7 +1600,7 @@ typedef npy_int8 __pyx_t_5numpy_int8_t;
  */
 typedef npy_int16 __pyx_t_5numpy_int16_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":733
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":732
  * ctypedef npy_int8       int8_t
  * ctypedef npy_int16      int16_t
  * ctypedef npy_int32      int32_t             # <<<<<<<<<<<<<<
@@ -1609,7 +1609,7 @@ typedef npy_int16 __pyx_t_5numpy_int16_t;
  */
 typedef npy_int32 __pyx_t_5numpy_int32_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":734
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":733
  * ctypedef npy_int16      int16_t
  * ctypedef npy_int32      int32_t
  * ctypedef npy_int64      int64_t             # <<<<<<<<<<<<<<
@@ -1618,7 +1618,7 @@ typedef npy_int32 __pyx_t_5numpy_int32_t;
  */
 typedef npy_int64 __pyx_t_5numpy_int64_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":738
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":737
  * #ctypedef npy_int128     int128_t
  * 
  * ctypedef npy_uint8      uint8_t             # <<<<<<<<<<<<<<
@@ -1627,7 +1627,7 @@ typedef npy_int64 __pyx_t_5numpy_int64_t;
  */
 typedef npy_uint8 __pyx_t_5numpy_uint8_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":739
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":738
  * 
  * ctypedef npy_uint8      uint8_t
  * ctypedef npy_uint16     uint16_t             # <<<<<<<<<<<<<<
@@ -1636,7 +1636,7 @@ typedef npy_uint8 __pyx_t_5numpy_uint8_t;
  */
 typedef npy_uint16 __pyx_t_5numpy_uint16_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":740
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":739
  * ctypedef npy_uint8      uint8_t
  * ctypedef npy_uint16     uint16_t
  * ctypedef npy_uint32     uint32_t             # <<<<<<<<<<<<<<
@@ -1645,7 +1645,7 @@ typedef npy_uint16 __pyx_t_5numpy_uint16_t;
  */
 typedef npy_uint32 __pyx_t_5numpy_uint32_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":741
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":740
  * ctypedef npy_uint16     uint16_t
  * ctypedef npy_uint32     uint32_t
  * ctypedef npy_uint64     uint64_t             # <<<<<<<<<<<<<<
@@ -1654,7 +1654,7 @@ typedef npy_uint32 __pyx_t_5numpy_uint32_t;
  */
 typedef npy_uint64 __pyx_t_5numpy_uint64_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":745
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":744
  * #ctypedef npy_uint128    uint128_t
  * 
  * ctypedef npy_float32    float32_t             # <<<<<<<<<<<<<<
@@ -1663,7 +1663,7 @@ typedef npy_uint64 __pyx_t_5numpy_uint64_t;
  */
 typedef npy_float32 __pyx_t_5numpy_float32_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":746
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":745
  * 
  * ctypedef npy_float32    float32_t
  * ctypedef npy_float64    float64_t             # <<<<<<<<<<<<<<
@@ -1672,61 +1672,43 @@ typedef npy_float32 __pyx_t_5numpy_float32_t;
  */
 typedef npy_float64 __pyx_t_5numpy_float64_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":755
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":754
  * # The int types are mapped a bit surprising --
  * # numpy.int corresponds to 'l' and numpy.long to 'q'
  * ctypedef npy_long       int_t             # <<<<<<<<<<<<<<
- * ctypedef npy_longlong   long_t
  * ctypedef npy_longlong   longlong_t
+ * 
  */
 typedef npy_long __pyx_t_5numpy_int_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":756
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":755
  * # numpy.int corresponds to 'l' and numpy.long to 'q'
  * ctypedef npy_long       int_t
- * ctypedef npy_longlong   long_t             # <<<<<<<<<<<<<<
- * ctypedef npy_longlong   longlong_t
- * 
- */
-typedef npy_longlong __pyx_t_5numpy_long_t;
-
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":757
- * ctypedef npy_long       int_t
- * ctypedef npy_longlong   long_t
  * ctypedef npy_longlong   longlong_t             # <<<<<<<<<<<<<<
  * 
  * ctypedef npy_ulong      uint_t
  */
 typedef npy_longlong __pyx_t_5numpy_longlong_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":759
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":757
  * ctypedef npy_longlong   longlong_t
  * 
  * ctypedef npy_ulong      uint_t             # <<<<<<<<<<<<<<
- * ctypedef npy_ulonglong  ulong_t
  * ctypedef npy_ulonglong  ulonglong_t
+ * 
  */
 typedef npy_ulong __pyx_t_5numpy_uint_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":760
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":758
  * 
  * ctypedef npy_ulong      uint_t
- * ctypedef npy_ulonglong  ulong_t             # <<<<<<<<<<<<<<
- * ctypedef npy_ulonglong  ulonglong_t
- * 
- */
-typedef npy_ulonglong __pyx_t_5numpy_ulong_t;
-
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":761
- * ctypedef npy_ulong      uint_t
- * ctypedef npy_ulonglong  ulong_t
  * ctypedef npy_ulonglong  ulonglong_t             # <<<<<<<<<<<<<<
  * 
  * ctypedef npy_intp       intp_t
  */
 typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":763
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":760
  * ctypedef npy_ulonglong  ulonglong_t
  * 
  * ctypedef npy_intp       intp_t             # <<<<<<<<<<<<<<
@@ -1735,7 +1717,7 @@ typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
  */
 typedef npy_intp __pyx_t_5numpy_intp_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":764
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":761
  * 
  * ctypedef npy_intp       intp_t
  * ctypedef npy_uintp      uintp_t             # <<<<<<<<<<<<<<
@@ -1744,7 +1726,7 @@ typedef npy_intp __pyx_t_5numpy_intp_t;
  */
 typedef npy_uintp __pyx_t_5numpy_uintp_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":766
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":763
  * ctypedef npy_uintp      uintp_t
  * 
  * ctypedef npy_double     float_t             # <<<<<<<<<<<<<<
@@ -1753,7 +1735,7 @@ typedef npy_uintp __pyx_t_5numpy_uintp_t;
  */
 typedef npy_double __pyx_t_5numpy_float_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":767
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":764
  * 
  * ctypedef npy_double     float_t
  * ctypedef npy_double     double_t             # <<<<<<<<<<<<<<
@@ -1762,7 +1744,7 @@ typedef npy_double __pyx_t_5numpy_float_t;
  */
 typedef npy_double __pyx_t_5numpy_double_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":768
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":765
  * ctypedef npy_double     float_t
  * ctypedef npy_double     double_t
  * ctypedef npy_longdouble longdouble_t             # <<<<<<<<<<<<<<
@@ -1799,7 +1781,7 @@ static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(do
 
 /*--- Type declarations ---*/
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":770
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":767
  * ctypedef npy_longdouble longdouble_t
  * 
  * ctypedef npy_cfloat      cfloat_t             # <<<<<<<<<<<<<<
@@ -1808,7 +1790,7 @@ static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(do
  */
 typedef npy_cfloat __pyx_t_5numpy_cfloat_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":771
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":768
  * 
  * ctypedef npy_cfloat      cfloat_t
  * ctypedef npy_cdouble     cdouble_t             # <<<<<<<<<<<<<<
@@ -1817,7 +1799,7 @@ typedef npy_cfloat __pyx_t_5numpy_cfloat_t;
  */
 typedef npy_cdouble __pyx_t_5numpy_cdouble_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":772
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":769
  * ctypedef npy_cfloat      cfloat_t
  * ctypedef npy_cdouble     cdouble_t
  * ctypedef npy_clongdouble clongdouble_t             # <<<<<<<<<<<<<<
@@ -1826,7 +1808,7 @@ typedef npy_cdouble __pyx_t_5numpy_cdouble_t;
  */
 typedef npy_clongdouble __pyx_t_5numpy_clongdouble_t;
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":774
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":771
  * ctypedef npy_clongdouble clongdouble_t
  * 
  * ctypedef npy_cdouble     complex_t             # <<<<<<<<<<<<<<
@@ -3487,7 +3469,7 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
 #define __pyx_codeobj__20 __pyx_mstate_global->__pyx_codeobj__20
 /* #### Code section: module_code ### */
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":245
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":245
  * 
  *         @property
  *         cdef inline PyObject* base(self) nogil:             # <<<<<<<<<<<<<<
@@ -3498,7 +3480,7 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
 static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject *__pyx_v_self) {
   PyObject *__pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":248
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":248
  *             """Returns a borrowed reference to the object owning the data/memory.
  *             """
  *             return PyArray_BASE(self)             # <<<<<<<<<<<<<<
@@ -3508,7 +3490,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject
   __pyx_r = PyArray_BASE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":245
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":245
  * 
  *         @property
  *         cdef inline PyObject* base(self) nogil:             # <<<<<<<<<<<<<<
@@ -3521,7 +3503,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":251
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":251
  * 
  *         @property
  *         cdef inline dtype descr(self):             # <<<<<<<<<<<<<<
@@ -3535,7 +3517,7 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   PyArray_Descr *__pyx_t_1;
   __Pyx_RefNannySetupContext("descr", 1);
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":254
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":254
  *             """Returns an owned reference to the dtype of the array.
  *             """
  *             return <dtype>PyArray_DESCR(self)             # <<<<<<<<<<<<<<
@@ -3548,7 +3530,7 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   __pyx_r = ((PyArray_Descr *)__pyx_t_1);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":251
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":251
  * 
  *         @property
  *         cdef inline dtype descr(self):             # <<<<<<<<<<<<<<
@@ -3563,7 +3545,7 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":257
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":257
  * 
  *         @property
  *         cdef inline int ndim(self) nogil:             # <<<<<<<<<<<<<<
@@ -3574,7 +3556,7 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
 static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx_v_self) {
   int __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":260
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":260
  *             """Returns the number of dimensions in the array.
  *             """
  *             return PyArray_NDIM(self)             # <<<<<<<<<<<<<<
@@ -3584,7 +3566,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx
   __pyx_r = PyArray_NDIM(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":257
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":257
  * 
  *         @property
  *         cdef inline int ndim(self) nogil:             # <<<<<<<<<<<<<<
@@ -3597,7 +3579,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":263
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":263
  * 
  *         @property
  *         cdef inline npy_intp *shape(self) nogil:             # <<<<<<<<<<<<<<
@@ -3608,7 +3590,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx
 static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObject *__pyx_v_self) {
   npy_intp *__pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":268
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":268
  *             Can return NULL for 0-dimensional arrays.
  *             """
  *             return PyArray_DIMS(self)             # <<<<<<<<<<<<<<
@@ -3618,7 +3600,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObjec
   __pyx_r = PyArray_DIMS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":263
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":263
  * 
  *         @property
  *         cdef inline npy_intp *shape(self) nogil:             # <<<<<<<<<<<<<<
@@ -3631,7 +3613,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObjec
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":271
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":271
  * 
  *         @property
  *         cdef inline npy_intp *strides(self) nogil:             # <<<<<<<<<<<<<<
@@ -3642,7 +3624,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObjec
 static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayObject *__pyx_v_self) {
   npy_intp *__pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":275
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":275
  *             The number of elements matches the number of dimensions of the array (ndim).
  *             """
  *             return PyArray_STRIDES(self)             # <<<<<<<<<<<<<<
@@ -3652,7 +3634,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayO
   __pyx_r = PyArray_STRIDES(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":271
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":271
  * 
  *         @property
  *         cdef inline npy_intp *strides(self) nogil:             # <<<<<<<<<<<<<<
@@ -3665,7 +3647,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayO
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":278
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":278
  * 
  *         @property
  *         cdef inline npy_intp size(self) nogil:             # <<<<<<<<<<<<<<
@@ -3676,7 +3658,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayO
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":281
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":281
  *             """Returns the total size (in number of elements) of the array.
  *             """
  *             return PyArray_SIZE(self)             # <<<<<<<<<<<<<<
@@ -3686,7 +3668,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *
   __pyx_r = PyArray_SIZE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":278
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":278
  * 
  *         @property
  *         cdef inline npy_intp size(self) nogil:             # <<<<<<<<<<<<<<
@@ -3699,7 +3681,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":284
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":284
  * 
  *         @property
  *         cdef inline char* data(self) nogil:             # <<<<<<<<<<<<<<
@@ -3710,7 +3692,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *
 static CYTHON_INLINE char *__pyx_f_5numpy_7ndarray_4data_data(PyArrayObject *__pyx_v_self) {
   char *__pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":290
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":290
  *             of `PyArray_DATA()` instead, which returns a 'void*'.
  *             """
  *             return PyArray_BYTES(self)             # <<<<<<<<<<<<<<
@@ -3720,7 +3702,7 @@ static CYTHON_INLINE char *__pyx_f_5numpy_7ndarray_4data_data(PyArrayObject *__p
   __pyx_r = PyArray_BYTES(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":284
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":284
  * 
  *         @property
  *         cdef inline char* data(self) nogil:             # <<<<<<<<<<<<<<
@@ -3733,7 +3715,7 @@ static CYTHON_INLINE char *__pyx_f_5numpy_7ndarray_4data_data(PyArrayObject *__p
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":776
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":773
  * ctypedef npy_cdouble     complex_t
  * 
  * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
@@ -3750,7 +3732,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   int __pyx_clineno = 0;
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":777
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":774
  * 
  * cdef inline object PyArray_MultiIterNew1(a):
  *     return PyArray_MultiIterNew(1, <void*>a)             # <<<<<<<<<<<<<<
@@ -3758,13 +3740,13 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
  * cdef inline object PyArray_MultiIterNew2(a, b):
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   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_1 = PyArray_MultiIterNew(1, ((void *)__pyx_v_a)); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 777, __pyx_L1_error)
+  __pyx_t_1 = PyArray_MultiIterNew(1, ((void *)__pyx_v_a)); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 774, __pyx_L1_error)
   __Pyx_GOTREF(__pyx_t_1);
   __pyx_r = __pyx_t_1;
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":776
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":773
  * ctypedef npy_cdouble     complex_t
  * 
  * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
@@ -3783,7 +3765,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":779
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":776
  *     return PyArray_MultiIterNew(1, <void*>a)
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
@@ -3800,7 +3782,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":780
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":777
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)             # <<<<<<<<<<<<<<
@@ -3808,13 +3790,13 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
  * cdef inline object PyArray_MultiIterNew3(a, b, c):
  */
   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_1 = PyArray_MultiIterNew(2, ((void *)__pyx_v_a), ((void *)__pyx_v_b)); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 780, __pyx_L1_error)
+  __pyx_t_1 = PyArray_MultiIterNew(2, ((void *)__pyx_v_a), ((void *)__pyx_v_b)); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 777, __pyx_L1_error)
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":779
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":776
  *     return PyArray_MultiIterNew(1, <void*>a)
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
@@ -3833,7 +3815,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":782
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":779
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
@@ -3850,7 +3832,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":783
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":780
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)             # <<<<<<<<<<<<<<
@@ -3858,13 +3840,13 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
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   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_1 = PyArray_MultiIterNew(3, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c)); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 783, __pyx_L1_error)
+  __pyx_t_1 = PyArray_MultiIterNew(3, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c)); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 780, __pyx_L1_error)
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":782
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":779
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
@@ -3883,7 +3865,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":785
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":782
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
  * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
@@ -3900,7 +3882,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":786
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":783
  * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
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@@ -3908,13 +3890,13 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
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   __Pyx_XDECREF(__pyx_r);
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+  __pyx_t_1 = PyArray_MultiIterNew(4, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c), ((void *)__pyx_v_d)); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 783, __pyx_L1_error)
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   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":785
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":782
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
  * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
@@ -3933,7 +3915,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":788
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":785
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
  * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":789
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":786
  * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
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@@ -3958,13 +3940,13 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__
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   __Pyx_XDECREF(__pyx_r);
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+  __pyx_t_1 = PyArray_MultiIterNew(5, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c), ((void *)__pyx_v_d), ((void *)__pyx_v_e)); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 786, __pyx_L1_error)
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":788
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":785
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
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  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
@@ -3983,7 +3965,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":791
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":788
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
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  * cdef inline tuple PyDataType_SHAPE(dtype d):             # <<<<<<<<<<<<<<
@@ -3997,7 +3979,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":792
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":789
  * 
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@@ -4007,7 +3989,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
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-    /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":793
+    /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":790
  * cdef inline tuple PyDataType_SHAPE(dtype d):
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     goto __pyx_L0;
 
-    /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":792
+    /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":789
  * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):
  *     if PyDataType_HASSUBARRAY(d):             # <<<<<<<<<<<<<<
@@ -4028,7 +4010,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
  */
   }
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":795
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":792
  *         return <tuple>d.subarray.shape
  *     else:
  *         return ()             # <<<<<<<<<<<<<<
@@ -4042,7 +4024,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
     goto __pyx_L0;
   }
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":791
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":788
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
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  * cdef inline tuple PyDataType_SHAPE(dtype d):             # <<<<<<<<<<<<<<
@@ -4057,7 +4039,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":970
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":968
  *     int _import_umath() except -1
  * 
  * cdef inline void set_array_base(ndarray arr, object base):             # <<<<<<<<<<<<<<
@@ -4066,8 +4048,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
  */
 
 static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_base) {
+  int __pyx_t_1;
+  int __pyx_lineno = 0;
+  const char *__pyx_filename = NULL;
+  int __pyx_clineno = 0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":971
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":969
  * 
  * cdef inline void set_array_base(ndarray arr, object base):
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@@ -4076,16 +4062,16 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
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   Py_INCREF(__pyx_v_base);
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":972
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":970
  * cdef inline void set_array_base(ndarray arr, object base):
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  * 
  * cdef inline object get_array_base(ndarray arr):
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-  (void)(PyArray_SetBaseObject(__pyx_v_arr, __pyx_v_base));
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":970
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":968
  *     int _import_umath() except -1
  * 
  * cdef inline void set_array_base(ndarray arr, object base):             # <<<<<<<<<<<<<<
@@ -4094,9 +4080,13 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
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   /* function exit code */
+  goto __pyx_L0;
+  __pyx_L1_error:;
+  __Pyx_AddTraceback("numpy.set_array_base", __pyx_clineno, __pyx_lineno, __pyx_filename);
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 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":974
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":972
  *     PyArray_SetBaseObject(arr, base)
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  * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":975
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":973
  * 
  * cdef inline object get_array_base(ndarray arr):
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@@ -4120,7 +4110,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":976
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":974
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@@ -4130,7 +4120,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
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-    /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":977
+    /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":975
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@@ -4141,7 +4131,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
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-    /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":976
+    /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":974
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":978
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":976
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":974
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":972
  *     PyArray_SetBaseObject(arr, base)
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  * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
@@ -4177,7 +4167,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
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 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":982
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":980
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":983
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":981
  * # Cython code.
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-      /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":984
+      /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":982
  * cdef inline int import_array() except -1:
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-      __pyx_t_4 = _import_array(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(1, 984, __pyx_L3_error)
+      __pyx_t_4 = _import_array(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(1, 982, __pyx_L3_error)
 
-      /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":983
+      /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":981
  * # Cython code.
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-    /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":985
+    /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":983
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-      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7) < 0) __PYX_ERR(1, 985, __pyx_L5_except_error)
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-      /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":986
+      /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":984
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-      __PYX_ERR(1, 986, __pyx_L5_except_error)
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-    /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":983
+    /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":981
  * # Cython code.
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":982
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":980
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 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":988
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":986
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  * cdef inline int import_umath() except -1:             # <<<<<<<<<<<<<<
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":989
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":987
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-      /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":990
+      /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":988
  * cdef inline int import_umath() except -1:
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-      __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(1, 990, __pyx_L3_error)
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-      /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":989
+      /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":987
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  * cdef inline int import_umath() except -1:
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-    /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":991
+    /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":989
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-      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7) < 0) __PYX_ERR(1, 991, __pyx_L5_except_error)
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-      /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":992
+      /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":990
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-    /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":989
+    /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":987
  * 
  * cdef inline int import_umath() except -1:
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@@ -4418,7 +4408,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     __pyx_L8_try_end:;
   }
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":988
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":986
  *         raise ImportError("numpy.core.multiarray failed to import")
  * 
  * cdef inline int import_umath() except -1:             # <<<<<<<<<<<<<<
@@ -4441,7 +4431,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":994
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":992
  *         raise ImportError("numpy.core.umath failed to import")
  * 
  * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
@@ -4465,7 +4455,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":995
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":993
  * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -4481,16 +4471,16 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     __Pyx_XGOTREF(__pyx_t_3);
     /*try:*/ {
 
-      /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":996
+      /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":994
  * cdef inline int import_ufunc() except -1:
  *     try:
  *         _import_umath()             # <<<<<<<<<<<<<<
  *     except Exception:
  *         raise ImportError("numpy.core.umath failed to import")
  */
-      __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(1, 996, __pyx_L3_error)
+      __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(1, 994, __pyx_L3_error)
 
-      /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":995
+      /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":993
  * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -4504,7 +4494,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     goto __pyx_L8_try_end;
     __pyx_L3_error:;
 
-    /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":997
+    /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":995
  *     try:
  *         _import_umath()
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@@ -4514,27 +4504,27 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
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     if (__pyx_t_4) {
       __Pyx_AddTraceback("numpy.import_ufunc", __pyx_clineno, __pyx_lineno, __pyx_filename);
-      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7) < 0) __PYX_ERR(1, 997, __pyx_L5_except_error)
+      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7) < 0) __PYX_ERR(1, 995, __pyx_L5_except_error)
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       __Pyx_XGOTREF(__pyx_t_6);
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-      /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":998
+      /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":996
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-      __pyx_t_8 = __Pyx_PyObject_Call(__pyx_builtin_ImportError, __pyx_tuple__2, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(1, 998, __pyx_L5_except_error)
+      __pyx_t_8 = __Pyx_PyObject_Call(__pyx_builtin_ImportError, __pyx_tuple__2, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(1, 996, __pyx_L5_except_error)
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-      __PYX_ERR(1, 998, __pyx_L5_except_error)
+      __PYX_ERR(1, 996, __pyx_L5_except_error)
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     goto __pyx_L5_except_error;
 
-    /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":995
+    /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":993
  * 
  * cdef inline int import_ufunc() except -1:
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@@ -4550,7 +4540,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     __pyx_L8_try_end:;
   }
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":994
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":992
  *         raise ImportError("numpy.core.umath failed to import")
  * 
  * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
@@ -4573,7 +4563,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1001
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":999
  * 
  * 
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@@ -4584,7 +4574,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
 static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_obj) {
   int __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1013
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1011
  *     bool
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  *     return PyObject_TypeCheck(obj, &PyTimedeltaArrType_Type)             # <<<<<<<<<<<<<<
@@ -4594,7 +4584,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
   __pyx_r = PyObject_TypeCheck(__pyx_v_obj, (&PyTimedeltaArrType_Type));
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1001
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":999
  * 
  * 
  * cdef inline bint is_timedelta64_object(object obj):             # <<<<<<<<<<<<<<
@@ -4607,7 +4597,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1016
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1014
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  * 
  * cdef inline bint is_datetime64_object(object obj):             # <<<<<<<<<<<<<<
@@ -4618,7 +4608,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
 static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_obj) {
   int __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1028
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1026
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  *     return PyObject_TypeCheck(obj, &PyDatetimeArrType_Type)             # <<<<<<<<<<<<<<
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   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1016
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1014
  * 
  * 
  * cdef inline bint is_datetime64_object(object obj):             # <<<<<<<<<<<<<<
@@ -4641,7 +4631,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1031
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1029
  * 
  * 
  * cdef inline npy_datetime get_datetime64_value(object obj) nogil:             # <<<<<<<<<<<<<<
@@ -4652,7 +4642,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
 static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *__pyx_v_obj) {
   npy_datetime __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1038
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1036
  *     also needed.  That can be found using `get_datetime64_unit`.
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  *     return (<PyDatetimeScalarObject*>obj).obval             # <<<<<<<<<<<<<<
@@ -4662,7 +4652,7 @@ static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *
   __pyx_r = ((PyDatetimeScalarObject *)__pyx_v_obj)->obval;
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1031
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1029
  * 
  * 
  * cdef inline npy_datetime get_datetime64_value(object obj) nogil:             # <<<<<<<<<<<<<<
@@ -4675,7 +4665,7 @@ static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1041
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1039
  * 
  * 
  * cdef inline npy_timedelta get_timedelta64_value(object obj) nogil:             # <<<<<<<<<<<<<<
@@ -4686,7 +4676,7 @@ static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *
 static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject *__pyx_v_obj) {
   npy_timedelta __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1045
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1043
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  *     """
  *     return (<PyTimedeltaScalarObject*>obj).obval             # <<<<<<<<<<<<<<
@@ -4696,7 +4686,7 @@ static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject
   __pyx_r = ((PyTimedeltaScalarObject *)__pyx_v_obj)->obval;
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1041
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1039
  * 
  * 
  * cdef inline npy_timedelta get_timedelta64_value(object obj) nogil:             # <<<<<<<<<<<<<<
@@ -4709,7 +4699,7 @@ static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1048
+/* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1046
  * 
  * 
  * cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) nogil:             # <<<<<<<<<<<<<<
@@ -4720,7 +4710,7 @@ static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject
 static CYTHON_INLINE NPY_DATETIMEUNIT __pyx_f_5numpy_get_datetime64_unit(PyObject *__pyx_v_obj) {
   NPY_DATETIMEUNIT __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1052
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1050
  *     returns the unit part of the dtype for a numpy datetime64 object.
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  *     return <NPY_DATETIMEUNIT>(<PyDatetimeScalarObject*>obj).obmeta.base             # <<<<<<<<<<<<<<
@@ -4728,7 +4718,7 @@ static CYTHON_INLINE NPY_DATETIMEUNIT __pyx_f_5numpy_get_datetime64_unit(PyObjec
   __pyx_r = ((NPY_DATETIMEUNIT)((PyDatetimeScalarObject *)__pyx_v_obj)->obmeta.base);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":1048
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1046
  * 
  * 
  * cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) nogil:             # <<<<<<<<<<<<<<
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 static CYTHON_SMALL_CODE int __Pyx_InitCachedBuiltins(void) {
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-  __pyx_builtin_ImportError = __Pyx_GetBuiltinName(__pyx_n_s_ImportError); if (!__pyx_builtin_ImportError) __PYX_ERR(1, 986, __pyx_L1_error)
+  __pyx_builtin_ImportError = __Pyx_GetBuiltinName(__pyx_n_s_ImportError); if (!__pyx_builtin_ImportError) __PYX_ERR(1, 984, __pyx_L1_error)
   return 0;
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@@ -7563,25 +7553,25 @@ static CYTHON_SMALL_CODE int __Pyx_InitCachedConstants(void) {
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   __Pyx_RefNannySetupContext("__Pyx_InitCachedConstants", 0);
 
-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":986
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":984
  *         __pyx_import_array()
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  * 
  * cdef inline int import_umath() except -1:
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-  __pyx_tuple_ = PyTuple_Pack(1, __pyx_kp_u_numpy_core_multiarray_failed_to); if (unlikely(!__pyx_tuple_)) __PYX_ERR(1, 986, __pyx_L1_error)
+  __pyx_tuple_ = PyTuple_Pack(1, __pyx_kp_u_numpy_core_multiarray_failed_to); if (unlikely(!__pyx_tuple_)) __PYX_ERR(1, 984, __pyx_L1_error)
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-  /* "../../../../../tmp/pip-build-env-qt1fa1lu/overlay/lib/python3.8/site-packages/numpy/__init__.cython-30.pxd":992
+  /* "../../../../../tmp/pip-build-env-bmj8gqc7/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":990
  *         _import_umath()
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  * 
  * cdef inline int import_ufunc() except -1:
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-  __pyx_tuple__2 = PyTuple_Pack(1, __pyx_kp_u_numpy_core_umath_failed_to_impor); if (unlikely(!__pyx_tuple__2)) __PYX_ERR(1, 992, __pyx_L1_error)
+  __pyx_tuple__2 = PyTuple_Pack(1, __pyx_kp_u_numpy_core_umath_failed_to_impor); if (unlikely(!__pyx_tuple__2)) __PYX_ERR(1, 990, __pyx_L1_error)
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@@ -7790,17 +7780,17 @@ static int __Pyx_modinit_type_import_code(void) {
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   __pyx_ptype_5numpy_ndarray = __Pyx_ImportType_3_0_8(__pyx_t_1, "numpy", "ndarray", sizeof(PyArrayObject), __PYX_GET_STRUCT_ALIGNMENT_3_0_8(PyArrayObject),__Pyx_ImportType_CheckSize_Ignore_3_0_8); if (!__pyx_ptype_5numpy_ndarray) __PYX_ERR(1, 238, __pyx_L1_error)
-  __pyx_ptype_5numpy_generic = __Pyx_ImportType_3_0_8(__pyx_t_1, "numpy", "generic", sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_0_8(PyObject),__Pyx_ImportType_CheckSize_Warn_3_0_8); if (!__pyx_ptype_5numpy_generic) __PYX_ERR(1, 812, __pyx_L1_error)
-  __pyx_ptype_5numpy_number = __Pyx_ImportType_3_0_8(__pyx_t_1, "numpy", "number", sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_0_8(PyObject),__Pyx_ImportType_CheckSize_Warn_3_0_8); if (!__pyx_ptype_5numpy_number) __PYX_ERR(1, 814, __pyx_L1_error)
-  __pyx_ptype_5numpy_integer = __Pyx_ImportType_3_0_8(__pyx_t_1, "numpy", "integer", sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_0_8(PyObject),__Pyx_ImportType_CheckSize_Warn_3_0_8); if (!__pyx_ptype_5numpy_integer) __PYX_ERR(1, 816, __pyx_L1_error)
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diff --git a/jpeg_ls/__init__.py b/jpeg_ls/__init__.py
index ca80f83..97d98df 100644
--- a/jpeg_ls/__init__.py
+++ b/jpeg_ls/__init__.py
@@ -16,7 +16,7 @@
 from _CharLS import decode_from_buffer  # noqa: F401
 
 
-__version__ = "1.2.0"
+__version__ = "1.3.0"
 
 
 # Setup default logging
diff --git a/jpeg_ls/tests/test_encode.py b/jpeg_ls/tests/test_encode.py
index c6b5f83..6f0125c 100644
--- a/jpeg_ls/tests/test_encode.py
+++ b/jpeg_ls/tests/test_encode.py
@@ -508,6 +508,25 @@ def test_TEST8R_lossy(self, TEST8R):
         assert not np.array_equal(arr, TEST8R)
         assert np.allclose(arr, TEST8R, atol=3)
 
+    def test_TEST8R_16_08(self, TEST8R):
+        """Test 16-bit container for 8-bit samples"""
+        arr = TEST8R.astype("u2")
+        buffer = arr.tobytes()
+        assert len(buffer) == 256 * 256 * 2
+
+        enc = encode_buffer(
+            buffer,
+            rows=256,
+            columns=256,
+            samples_per_pixel=1,
+            bits_stored=8,
+            lossy_error=0,
+            interleave_mode=0,
+        )
+
+        arr = jlsread(enc)
+        assert np.array_equal(arr, TEST8R)
+
 
 class TestEncodePixelData:
     """Tests for encode_pixel_data()"""
diff --git a/pyproject.toml b/pyproject.toml
index 0fd08ce..9506534 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,7 +33,7 @@ license = {text = "MIT"}
 name = "pyjpegls"
 readme = "readme.md"
 requires-python = ">=3.8"
-version = "1.2.0"
+version = "1.3.0"
 
 [project.urls]
 documentation = "https://pydicom.github.io/pydicom"