diff --git a/pyprophet/io/_base.py b/pyprophet/io/_base.py
index e971999..17091c2 100644
--- a/pyprophet/io/_base.py
+++ b/pyprophet/io/_base.py
@@ -528,7 +528,11 @@ def _save_tsv_weights(self, weights):
 
     def _save_bin_weights(self, weights):
         """
-        Save the model weights to a binary file.
+        Save the model weights to a binary file with metadata.
+
+        For XGBoost/HistGradientBoosting classifiers, saves the model along with
+        metadata including ss_main_score and feature names to ensure proper
+        feature alignment when applying weights.
 
         Args:
             weights: Model weights or trained object.
@@ -537,8 +541,16 @@ def _save_bin_weights(self, weights):
             f"trained_model_path_{self.level}"
         )
         if trained_weights_path is not None:
+            # For XGBoost/HistGradientBoosting, wrap model with metadata
+            # to ensure feature alignment when applying weights
+            model_data = {
+                "model": weights,
+                "ss_main_score": self.config.runner.ss_main_score,
+                "classifier": self.classifier,
+                "level": self.level,
+            }
             with open(trained_weights_path, "wb") as file:
-                self.persisted_weights = pickle.dump(weights, file)
+                pickle.dump(model_data, file)
             logger.success("%s written." % trained_weights_path)
         else:
             logger.error(f"Trained model path {trained_weights_path} not found. ")
diff --git a/pyprophet/io/scoring/osw.py b/pyprophet/io/scoring/osw.py
index 32e1d0f..3877015 100644
--- a/pyprophet/io/scoring/osw.py
+++ b/pyprophet/io/scoring/osw.py
@@ -723,9 +723,17 @@ def save_weights(self, weights):
 
             weights.to_sql("PYPROPHET_WEIGHTS", con, index=False, if_exists="append")
 
-        elif self.classifier == "XGBoost":
+        elif self.classifier == "XGBoost" or self.classifier == "HistGradientBoosting":
             con = sqlite3.connect(self.outfile)
 
+            # Wrap model with metadata for feature alignment
+            model_data = {
+                "model": weights,
+                "ss_main_score": self.config.runner.ss_main_score,
+                "classifier": self.classifier,
+                "level": self.level,
+            }
+
             c = con.cursor()
             if self.glyco and self.level in ["ms2", "ms1ms2"]:
                 c.execute(
@@ -743,7 +751,7 @@ def save_weights(self, weights):
 
                 c.execute(
                     "INSERT INTO GLYCOPEPTIDEPROPHET_XGB VALUES(?, ?)",
-                    [self.level, pickle.dumps(weights)],
+                    [self.level, pickle.dumps(model_data)],
                 )
             else:
                 c.execute(
@@ -758,7 +766,7 @@ def save_weights(self, weights):
 
                 c.execute(
                     "INSERT INTO PYPROPHET_XGB VALUES(?, ?)",
-                    [self.level, pickle.dumps(weights)],
+                    [self.level, pickle.dumps(model_data)],
                 )
             con.commit()
             c.close()
diff --git a/pyprophet/scoring/_optimized.c b/pyprophet/scoring/_optimized.c
index 9360c47..af3380d 100644
--- a/pyprophet/scoring/_optimized.c
+++ b/pyprophet/scoring/_optimized.c
@@ -1,4 +1,4 @@
-/* Generated by Cython 3.2.1 */
+/* Generated by Cython 3.1.2 */
 
 /* BEGIN: Cython Metadata
 {
@@ -35,8 +35,8 @@ END: Cython Metadata */
 #elif PY_VERSION_HEX < 0x03080000
     #error Cython requires Python 3.8+.
 #else
-#define __PYX_ABI_VERSION "3_2_1"
-#define CYTHON_HEX_VERSION 0x030201F0
+#define __PYX_ABI_VERSION "3_1_2"
+#define CYTHON_HEX_VERSION 0x030102F0
 #define CYTHON_FUTURE_DIVISION 1
 /* CModulePreamble */
 #include <stddef.h>
@@ -409,6 +409,9 @@ END: Cython Metadata */
     enum { __pyx_check_sizeof_voidp = 1 / (int)(SIZEOF_VOID_P == sizeof(void*)) };
   #endif
 #endif
+#ifndef CYTHON_LOCK_AND_GIL_DEADLOCK_AVOIDANCE_TIME
+  #define CYTHON_LOCK_AND_GIL_DEADLOCK_AVOIDANCE_TIME 100
+#endif
 #ifndef __has_attribute
   #define __has_attribute(x) 0
 #endif
@@ -1297,6 +1300,7 @@ static CYTHON_INLINE Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject*);
   typedef sdigit  __Pyx_compact_pylong;
   typedef digit  __Pyx_compact_upylong;
   #endif
+  static CYTHON_INLINE int __Pyx_PyLong_CompactAsLong(PyObject *x, long *return_value);
   #if PY_VERSION_HEX >= 0x030C00A5
   #define __Pyx_PyLong_Digits(x)  (((PyLongObject*)x)->long_value.ob_digit)
   #else
@@ -1373,7 +1377,7 @@ static const char *__pyx_filename;
 static const char* const __pyx_f[] = {
   "pyprophet/scoring/_optimized.pyx",
   "<stringsource>",
-  "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd",
+  "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd",
   "cpython/type.pxd",
 };
 /* #### Code section: utility_code_proto_before_types ### */
@@ -1626,7 +1630,7 @@ typedef struct {
 
 /* #### Code section: numeric_typedefs ### */
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":743
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":787
  * # in Cython to enable them only on the right systems.
  * 
  * ctypedef npy_int8       int8_t             # <<<<<<<<<<<<<<
@@ -1635,7 +1639,7 @@ typedef struct {
 */
 typedef npy_int8 __pyx_t_5numpy_int8_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":744
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":788
  * 
  * ctypedef npy_int8       int8_t
  * ctypedef npy_int16      int16_t             # <<<<<<<<<<<<<<
@@ -1644,7 +1648,7 @@ typedef npy_int8 __pyx_t_5numpy_int8_t;
 */
 typedef npy_int16 __pyx_t_5numpy_int16_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":745
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":789
  * ctypedef npy_int8       int8_t
  * ctypedef npy_int16      int16_t
  * ctypedef npy_int32      int32_t             # <<<<<<<<<<<<<<
@@ -1653,7 +1657,7 @@ typedef npy_int16 __pyx_t_5numpy_int16_t;
 */
 typedef npy_int32 __pyx_t_5numpy_int32_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":746
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":790
  * ctypedef npy_int16      int16_t
  * ctypedef npy_int32      int32_t
  * ctypedef npy_int64      int64_t             # <<<<<<<<<<<<<<
@@ -1662,8 +1666,8 @@ typedef npy_int32 __pyx_t_5numpy_int32_t;
 */
 typedef npy_int64 __pyx_t_5numpy_int64_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":748
- * ctypedef npy_int64      int64_t
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":794
+ * #ctypedef npy_int128     int128_t
  * 
  * ctypedef npy_uint8      uint8_t             # <<<<<<<<<<<<<<
  * ctypedef npy_uint16     uint16_t
@@ -1671,7 +1675,7 @@ typedef npy_int64 __pyx_t_5numpy_int64_t;
 */
 typedef npy_uint8 __pyx_t_5numpy_uint8_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":749
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":795
  * 
  * ctypedef npy_uint8      uint8_t
  * ctypedef npy_uint16     uint16_t             # <<<<<<<<<<<<<<
@@ -1680,7 +1684,7 @@ typedef npy_uint8 __pyx_t_5numpy_uint8_t;
 */
 typedef npy_uint16 __pyx_t_5numpy_uint16_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":750
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":796
  * ctypedef npy_uint8      uint8_t
  * ctypedef npy_uint16     uint16_t
  * ctypedef npy_uint32     uint32_t             # <<<<<<<<<<<<<<
@@ -1689,7 +1693,7 @@ typedef npy_uint16 __pyx_t_5numpy_uint16_t;
 */
 typedef npy_uint32 __pyx_t_5numpy_uint32_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":751
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":797
  * ctypedef npy_uint16     uint16_t
  * ctypedef npy_uint32     uint32_t
  * ctypedef npy_uint64     uint64_t             # <<<<<<<<<<<<<<
@@ -1698,8 +1702,8 @@ typedef npy_uint32 __pyx_t_5numpy_uint32_t;
 */
 typedef npy_uint64 __pyx_t_5numpy_uint64_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":753
- * ctypedef npy_uint64     uint64_t
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":801
+ * #ctypedef npy_uint128    uint128_t
  * 
  * ctypedef npy_float32    float32_t             # <<<<<<<<<<<<<<
  * ctypedef npy_float64    float64_t
@@ -1707,7 +1711,7 @@ typedef npy_uint64 __pyx_t_5numpy_uint64_t;
 */
 typedef npy_float32 __pyx_t_5numpy_float32_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":754
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":802
  * 
  * ctypedef npy_float32    float32_t
  * ctypedef npy_float64    float64_t             # <<<<<<<<<<<<<<
@@ -1716,7 +1720,7 @@ typedef npy_float32 __pyx_t_5numpy_float32_t;
 */
 typedef npy_float64 __pyx_t_5numpy_float64_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":761
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":809
  * ctypedef double complex complex128_t
  * 
  * ctypedef npy_longlong   longlong_t             # <<<<<<<<<<<<<<
@@ -1725,7 +1729,7 @@ typedef npy_float64 __pyx_t_5numpy_float64_t;
 */
 typedef npy_longlong __pyx_t_5numpy_longlong_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":762
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":810
  * 
  * ctypedef npy_longlong   longlong_t
  * ctypedef npy_ulonglong  ulonglong_t             # <<<<<<<<<<<<<<
@@ -1734,7 +1738,7 @@ typedef npy_longlong __pyx_t_5numpy_longlong_t;
 */
 typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":764
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":812
  * ctypedef npy_ulonglong  ulonglong_t
  * 
  * ctypedef npy_intp       intp_t             # <<<<<<<<<<<<<<
@@ -1743,7 +1747,7 @@ typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
 */
 typedef npy_intp __pyx_t_5numpy_intp_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":765
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":813
  * 
  * ctypedef npy_intp       intp_t
  * ctypedef npy_uintp      uintp_t             # <<<<<<<<<<<<<<
@@ -1752,7 +1756,7 @@ typedef npy_intp __pyx_t_5numpy_intp_t;
 */
 typedef npy_uintp __pyx_t_5numpy_uintp_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":767
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":815
  * ctypedef npy_uintp      uintp_t
  * 
  * ctypedef npy_double     float_t             # <<<<<<<<<<<<<<
@@ -1761,7 +1765,7 @@ typedef npy_uintp __pyx_t_5numpy_uintp_t;
 */
 typedef npy_double __pyx_t_5numpy_float_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":768
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":816
  * 
  * ctypedef npy_double     float_t
  * ctypedef npy_double     double_t             # <<<<<<<<<<<<<<
@@ -1770,7 +1774,7 @@ typedef npy_double __pyx_t_5numpy_float_t;
 */
 typedef npy_double __pyx_t_5numpy_double_t;
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":769
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":817
  * ctypedef npy_double     float_t
  * ctypedef npy_double     double_t
  * ctypedef npy_longdouble longdouble_t             # <<<<<<<<<<<<<<
@@ -2718,22 +2722,22 @@ static int __Pyx__DelItemOnTypeDict(PyTypeObject *tp, PyObject *k);
 static int __Pyx_setup_reduce(PyObject* type_obj);
 
 /* TypeImport.proto */
-#ifndef __PYX_HAVE_RT_ImportType_proto_3_2_1
-#define __PYX_HAVE_RT_ImportType_proto_3_2_1
+#ifndef __PYX_HAVE_RT_ImportType_proto_3_1_2
+#define __PYX_HAVE_RT_ImportType_proto_3_1_2
 #if defined (__STDC_VERSION__) && __STDC_VERSION__ >= 201112L
 #include <stdalign.h>
 #endif
 #if (defined (__STDC_VERSION__) && __STDC_VERSION__ >= 201112L) || __cplusplus >= 201103L
-#define __PYX_GET_STRUCT_ALIGNMENT_3_2_1(s) alignof(s)
+#define __PYX_GET_STRUCT_ALIGNMENT_3_1_2(s) alignof(s)
 #else
-#define __PYX_GET_STRUCT_ALIGNMENT_3_2_1(s) sizeof(void*)
+#define __PYX_GET_STRUCT_ALIGNMENT_3_1_2(s) sizeof(void*)
 #endif
-enum __Pyx_ImportType_CheckSize_3_2_1 {
-   __Pyx_ImportType_CheckSize_Error_3_2_1 = 0,
-   __Pyx_ImportType_CheckSize_Warn_3_2_1 = 1,
-   __Pyx_ImportType_CheckSize_Ignore_3_2_1 = 2
+enum __Pyx_ImportType_CheckSize_3_1_2 {
+   __Pyx_ImportType_CheckSize_Error_3_1_2 = 0,
+   __Pyx_ImportType_CheckSize_Warn_3_1_2 = 1,
+   __Pyx_ImportType_CheckSize_Ignore_3_1_2 = 2
 };
-static PyTypeObject *__Pyx_ImportType_3_2_1(PyObject* module, const char *module_name, const char *class_name, size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_3_2_1 check_size);
+static PyTypeObject *__Pyx_ImportType_3_1_2(PyObject* module, const char *module_name, const char *class_name, size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_3_1_2 check_size);
 #endif
 
 /* dict_setdefault.proto (used by FetchCommonType) */
@@ -3351,6 +3355,193 @@ static PyObject *__pyx_builtin_enumerate;
 static PyObject *__pyx_builtin_Ellipsis;
 static PyObject *__pyx_builtin_id;
 /* #### Code section: string_decls ### */
+static const char __pyx_k_[] = ": ";
+static const char __pyx_k_O[] = "O";
+static const char __pyx_k_c[] = "c";
+static const char __pyx_k_i[] = "i";
+static const char __pyx_k_j[] = "j";
+static const char __pyx_k_n[] = "n";
+static const char __pyx_k_x[] = "x";
+static const char __pyx_k__2[] = ".";
+static const char __pyx_k__3[] = ">";
+static const char __pyx_k__4[] = "'";
+static const char __pyx_k__5[] = ")";
+static const char __pyx_k__6[] = "?";
+static const char __pyx_k_af[] = "af";
+static const char __pyx_k_g0[] = "g0";
+static const char __pyx_k_gc[] = "gc";
+static const char __pyx_k_i0[] = "i0";
+static const char __pyx_k_i1[] = "i1";
+static const char __pyx_k_id[] = "id";
+static const char __pyx_k_ix[] = "ix";
+static const char __pyx_k_np[] = "np";
+static const char __pyx_k_sc[] = "sc";
+static const char __pyx_k_abc[] = "abc";
+static const char __pyx_k_and[] = " and ";
+static const char __pyx_k_got[] = " (got ";
+static const char __pyx_k_low[] = "low";
+static const char __pyx_k_mid[] = "mid";
+static const char __pyx_k_new[] = "__new__";
+static const char __pyx_k_obj[] = "obj";
+static const char __pyx_k_pop[] = "pop";
+static const char __pyx_k_val[] = "val";
+static const char __pyx_k_base[] = "base";
+static const char __pyx_k_dict[] = "__dict__";
+static const char __pyx_k_dist[] = "dist";
+static const char __pyx_k_func[] = "__func__";
+static const char __pyx_k_high[] = "high";
+static const char __pyx_k_id_2[] = "id_";
+static const char __pyx_k_imax[] = "imax";
+static const char __pyx_k_imin[] = "imin";
+static const char __pyx_k_main[] = "__main__";
+static const char __pyx_k_mode[] = "mode";
+static const char __pyx_k_name[] = "name";
+static const char __pyx_k_ndim[] = "ndim";
+static const char __pyx_k_pack[] = "pack";
+static const char __pyx_k_rank[] = "rank";
+static const char __pyx_k_size[] = "size";
+static const char __pyx_k_sp_i[] = "sp_i";
+static const char __pyx_k_spec[] = "__spec__";
+static const char __pyx_k_step[] = "step";
+static const char __pyx_k_stop[] = "stop";
+static const char __pyx_k_test[] = "__test__";
+static const char __pyx_k_view[] = "view";
+static const char __pyx_k_ASCII[] = "ASCII";
+static const char __pyx_k_at_0x[] = " at 0x";
+static const char __pyx_k_basis[] = "basis";
+static const char __pyx_k_class[] = "__class__";
+static const char __pyx_k_count[] = "count";
+static const char __pyx_k_dtype[] = "dtype";
+static const char __pyx_k_error[] = "error";
+static const char __pyx_k_flags[] = "flags";
+static const char __pyx_k_index[] = "index";
+static const char __pyx_k_int64[] = "int64";
+static const char __pyx_k_numpy[] = "numpy";
+static const char __pyx_k_range[] = "range";
+static const char __pyx_k_ranks[] = "ranks";
+static const char __pyx_k_shape[] = "shape";
+static const char __pyx_k_start[] = "start";
+static const char __pyx_k_zeros[] = "zeros";
+static const char __pyx_k_best_j[] = "best_j";
+static const char __pyx_k_enable[] = "enable";
+static const char __pyx_k_encode[] = "encode";
+static const char __pyx_k_format[] = "format";
+static const char __pyx_k_import[] = "__import__";
+static const char __pyx_k_module[] = "__module__";
+static const char __pyx_k_name_2[] = "__name__";
+static const char __pyx_k_object[] = " object>";
+static const char __pyx_k_pickle[] = "pickle";
+static const char __pyx_k_rank32[] = "rank32";
+static const char __pyx_k_reduce[] = "__reduce__";
+static const char __pyx_k_result[] = "result";
+static const char __pyx_k_scores[] = "scores";
+static const char __pyx_k_struct[] = "struct";
+static const char __pyx_k_tg_ids[] = "tg_ids";
+static const char __pyx_k_uint32[] = "uint32";
+static const char __pyx_k_unpack[] = "unpack";
+static const char __pyx_k_update[] = "update";
+static const char __pyx_k_values[] = "values";
+static const char __pyx_k_cresult[] = "cresult";
+static const char __pyx_k_disable[] = "disable";
+static const char __pyx_k_float64[] = "float64";
+static const char __pyx_k_fortran[] = "fortran";
+static const char __pyx_k_memview[] = "memview";
+static const char __pyx_k_sum_all[] = "sum_all";
+static const char __pyx_k_Ellipsis[] = "Ellipsis";
+static const char __pyx_k_Sequence[] = "Sequence";
+static const char __pyx_k_add_note[] = "add_note";
+static const char __pyx_k_getstate[] = "__getstate__";
+static const char __pyx_k_inp_view[] = "inp_view";
+static const char __pyx_k_itemsize[] = "itemsize";
+static const char __pyx_k_operator[] = "operator";
+static const char __pyx_k_pyx_type[] = "__pyx_type";
+static const char __pyx_k_qualname[] = "__qualname__";
+static const char __pyx_k_register[] = "register";
+static const char __pyx_k_res_view[] = "res_view";
+static const char __pyx_k_set_name[] = "__set_name__";
+static const char __pyx_k_setstate[] = "__setstate__";
+static const char __pyx_k_TypeError[] = "TypeError";
+static const char __pyx_k_best_dist[] = "best_dist";
+static const char __pyx_k_enumerate[] = "enumerate";
+static const char __pyx_k_final_val[] = "final_val";
+static const char __pyx_k_isenabled[] = "isenabled";
+static const char __pyx_k_num_basis[] = "num_basis";
+static const char __pyx_k_pyx_state[] = "__pyx_state";
+static const char __pyx_k_reduce_ex[] = "__reduce_ex__";
+static const char __pyx_k_IndexError[] = "IndexError";
+static const char __pyx_k_ValueError[] = "ValueError";
+static const char __pyx_k_pyx_vtable[] = "__pyx_vtable__";
+static const char __pyx_k_sort_order[] = "sort_order";
+static const char __pyx_k_zeros_like[] = "zeros_like";
+static const char __pyx_k_ImportError[] = "ImportError";
+static const char __pyx_k_MemoryError[] = "MemoryError";
+static const char __pyx_k_PickleError[] = "PickleError";
+static const char __pyx_k_current_max[] = "current_max";
+static const char __pyx_k_num_samples[] = "num_samples";
+static const char __pyx_k_current_imax[] = "current_imax";
+static const char __pyx_k_initializing[] = "_initializing";
+static const char __pyx_k_is_coroutine[] = "_is_coroutine";
+static const char __pyx_k_pyx_checksum[] = "__pyx_checksum";
+static const char __pyx_k_MemoryView_of[] = "<MemoryView of ";
+static const char __pyx_k_class_getitem[] = "__class_getitem__";
+static const char __pyx_k_current_tg_id[] = "current_tg_id";
+static const char __pyx_k_prior_pg_true[] = "prior_pg_true";
+static const char __pyx_k_reduce_cython[] = "__reduce_cython__";
+static const char __pyx_k_sample_points[] = "sample_points";
+static const char __pyx_k_AssertionError[] = "AssertionError";
+static const char __pyx_k_inv_pg_pp_true[] = "inv_pg_pp_true";
+static const char __pyx_k_use_sort_order[] = "use_sort_order";
+static const char __pyx_k_View_MemoryView[] = "View.MemoryView";
+static const char __pyx_k_allocate_buffer[] = "allocate_buffer";
+static const char __pyx_k_collections_abc[] = "collections.abc";
+static const char __pyx_k_current_write_i[] = "current_write_i";
+static const char __pyx_k_dtype_is_object[] = "dtype_is_object";
+static const char __pyx_k_find_top_ranked[] = "find_top_ranked";
+static const char __pyx_k_setstate_cython[] = "__setstate_cython__";
+static const char __pyx_k_prior_chrom_null[] = "prior_chrom_null";
+static const char __pyx_k_pyx_unpickle_Enum[] = "__pyx_unpickle_Enum";
+static const char __pyx_k_asyncio_coroutines[] = "asyncio.coroutines";
+static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
+static const char __pyx_k_strided_and_direct[] = "<strided and direct>";
+static const char __pyx_k_count_num_positives[] = "count_num_positives";
+static const char __pyx_k_find_nearest_matches[] = "find_nearest_matches";
+static const char __pyx_k_strided_and_indirect[] = "<strided and indirect>";
+static const char __pyx_k_Invalid_shape_in_axis[] = "Invalid shape in axis ";
+static const char __pyx_k_contiguous_and_direct[] = "<contiguous and direct>";
+static const char __pyx_k_Cannot_index_with_type[] = "Cannot index with type '";
+static const char __pyx_k_contiguous_and_indirect[] = "<contiguous and indirect>";
+static const char __pyx_k_Dimension_d_is_not_direct[] = "Dimension %d is not direct";
+static const char __pyx_k_Index_out_of_bounds_axis_d[] = "Index out of bounds (axis %d)";
+static const char __pyx_k_Step_may_not_be_zero_axis_d[] = "Step may not be zero (axis %d)";
+static const char __pyx_k_itemsize_0_for_cython_array[] = "itemsize <= 0 for cython.array";
+static const char __pyx_k_pyprophet_scoring__optimized[] = "pyprophet.scoring._optimized";
+static const char __pyx_k_unable_to_allocate_array_data[] = "unable to allocate array data.";
+static const char __pyx_k_F_A_R_86_1_a_Rq_c_2T_c_AV1_Q_a[] = "\200\001\360\006\000\005\025\220F\230&\240\001\240\021\330\004$\240A\340\004\r\210R\210{\230!\2308\2406\250\022\2501\330\004\"\240!\330\004\t\210\025\210a\330\004\010\210\001\330\004\n\210#\210R\210q\330\010\016\210c\220\022\2202\220T\230\030\240\021\240$\240c\250\030\260\021\260!\330\014\024\220A\220V\2301\330\014\022\220!\330\010\r\210Q\330\010\016\210a\330\004\013\2101";
+static const char __pyx_k_strided_and_direct_or_indirect[] = "<strided and direct or indirect>";
+static const char __pyx_k_8_q_Rq_F_RvRuF_A_q_r_uBa_V1A_e2[] = "\200\001\360\010\000\005\035\320\0348\270\007\270q\300\005\300R\300q\330\004\024\220F\230&\240\001\240\021\330\004\r\210R\210v\220R\220u\230F\240\"\240A\330\004 \240\001\330\004\027\220q\360\006\000\005\013\210%\210r\220\021\330\010\017\210u\220B\220a\330\010\r\210V\2201\220A\330\010\016\210e\2202\220R\220t\2306\240\021\240&\250\003\2501\330\014\024\220A\330\010\024\220A\220X\230V\2406\250\027\260\001\330\010\017\210q\330\017\024\220A\220Q\330\004\013\2101";
+static const char __pyx_k_F_BfBe6_1_a_q_q_aq_U_6_q_fAQ_V1[] = "\200\001\360\006\000\005\025\220F\230&\240\001\240\021\330\004\014\210B\210f\220B\220e\2306\240\022\2401\330\004\036\230a\330\004!\240\026\240q\250\001\330\004\037\230q\330\004 \240\006\240a\240q\330\004\"\240!\360\010\000\005\t\210\005\210U\220!\2206\230\026\230q\240\001\330\010\016\210f\220A\220Q\330\010\r\210V\2201\220A\330\010\013\2104\210s\220!\330\014\034\230A\330\014\020\220\001\320\021!\240\021\330\014\037\230q\330\014\032\230!\330\014\033\2301\330\014\r\330\010\013\2103\210b\220\001\330\014\032\230!\330\014\033\2301\330\004\010\210\001\320\t\031\230\021\330\004\013\2101";
+static const char __pyx_k_IJ_E_q_m6_RvR_fBa_a_t1_E_aq_Q_1[] = "\200\001\340IJ\330\004\034\230E\240\026\240q\250\001\330\004\036\230m\2506\260\021\260!\330\004\r\210R\210v\220R\220\240f\250B\250a\330\004\036\230a\360\014\000\005\010\200t\2101\330\010\014\210E\220\025\220a\220q\330\014\023\220=\240\001\240\021\330\014\025\220Q\330\014\030\230\003\2301\230E\240\021\240#\240R\240q\330\014\020\220\005\220U\230!\2303\230a\330\020\027\220s\230!\2305\240\001\240\023\240B\240a\330\020\023\2205\230\002\230!\330\024 \240\001\330\024\035\230Q\330\014\020\220\001\220\025\220a\330\010\017\210q\340\004\021\220\037\240\001\240\021\330\004\010\210\005\210U\220!\2201\330\010\017\210}\230A\230Q\330\010\013\210;\220c\230\021\330\014\025\220Q\330\014\030\230\003\2301\230E\240\021\240#\240R\240q\330\014\020\220\005\220U\230!\2303\230a\330\020\027\220s\230!\2305\240\001\240\023\240B\240a\330\020\023\2205\230\002\230!\330\024 \240\001\330\024\035\230Q\330\r\030\230\003\2301\330\014\022\220!\330\014\023\220:\230R\230q\330\014\026\220a\330\014\017\210u\220A\220U\230#\230Q\330\020\031\230\021\330\021\026\220a\220v\230S\240\001\330\020\031\230\021\340\020\026\220d\230\"\230E\240\022\2401\330\024\033\2304\230r\240\026\240s\250!\330\024\027\220u\230A\230U\240#\240Q\330\030!\240\021\330\024\027\220u\230A\230U\240\"\240A\330\030\036\230a\340\030\037\230q\330\020\023\2207\230$\230a\330\024\027\220s\230!\2305\240\001\240\025\240b\250\006\250b\260\003\2601\260E\270\021\270&\300\002\300!\330\030!\240\021\340\030!\240\021\340\014\022\220'\230\022\2301\330\020\023\2205\230\001\230\027\240\002\240#\240S\250\005\250Q\250a\330\024\035\230W\240B\240a\340\024\025\340\014\022\220!\330\014\023\220:\230R\230q\330\014\026\220a\330\014\017\210u\220A\220U\230#\230Q\330\020\031\230\021\330\021\026\220a\220v\230S\240\001\330\020\031\230\021\340\020\026\220d\230\"\230E\240\022\2401\330\024\033\2304\230r\240\026\240s\250!\330\024\027\220u\230A\230U\240#\240Q\330\030!\240\021\330\030\031\330\024\027\220u\230A\230U\240\"\240A\330\030\036\230a\340\030\037\230q\330\020\023\2207\230$""\230a\330\024\027\220s\230!\2305\240\001\240\025\240b\250\006\250b\260\003\2601\260E\270\021\270&\300\002\300!\330\030!\240\021\340\030!\240\021\340\014\022\220'\230\022\2301\330\020\023\2205\230\001\230\027\240\002\240#\240S\250\005\250Q\250a\330\024\035\230W\240B\240a\340\024\025\340\010\014\210A\210U\220!\330\004\013\2101";
+static const char __pyx_k_N_RvRq_fBa_1_Q_Ba_nAQ_Q_1E_Ba_B[] = "\200\001\360\014\000\005\025\220N\240&\250\001\250\021\360\006\000\005!\240\001\330\004\r\210R\210v\220R\220q\230\001\230\025\230f\240B\240a\330\004#\2401\360\010\000\005\026\220Q\360\006\000\005\t\210\001\330\004\n\210\"\210B\210a\330\010\016\210n\230A\230Q\330\010\r\210Q\340\004\013\2101\210E\220\023\220B\220a\360\010\000\005\t\210\001\330\004\n\210\"\210B\210a\330\010\016\210n\230A\230Q\330\010\014\210A\330\010\r\210Q\340\010\016\210b\220\002\220!\330\014\017\210r\220\023\220A\330\020\026\220n\240A\240Q\330\014\021\220\021\340\010\024\320\024%\240Q\240a\240u\250B\250a\340\010\017\210q\220\001\220\021\220%\220z\240\022\2401\330\010\r\210Q\360\006\000\005\t\210\001\330\004\n\210\"\210B\210a\210q\220\001\330\010\023\2207\230!\2301\330\010\r\210Q\360\006\000\005\t\210\001\330\004\n\210\"\210B\210a\210q\220\001\330\010\017\210q\220\005\220W\230A\230S\240\002\240!\330\010\r\210Q\340\004\013\2101";
+static const char __pyx_k_All_dimensions_preceding_dimensi[] = "All dimensions preceding dimension %d must be indexed and not sliced";
+static const char __pyx_k_Buffer_view_does_not_expose_stri[] = "Buffer view does not expose strides";
+static const char __pyx_k_Can_only_create_a_buffer_that_is[] = "Can only create a buffer that is contiguous in memory.";
+static const char __pyx_k_Cannot_assign_to_read_only_memor[] = "Cannot assign to read-only memoryview";
+static const char __pyx_k_Cannot_create_writable_memory_vi[] = "Cannot create writable memory view from read-only memoryview";
+static const char __pyx_k_Cannot_transpose_memoryview_with[] = "Cannot transpose memoryview with indirect dimensions";
+static const char __pyx_k_Empty_shape_tuple_for_cython_arr[] = "Empty shape tuple for cython.array";
+static const char __pyx_k_Incompatible_checksums_0x_x_vs_0[] = "Incompatible checksums (0x%x vs (0x82a3537, 0x6ae9995, 0xb068931) = (name))";
+static const char __pyx_k_Indirect_dimensions_not_supporte[] = "Indirect dimensions not supported";
+static const char __pyx_k_Invalid_mode_expected_c_or_fortr[] = "Invalid mode, expected 'c' or 'fortran', got ";
+static const char __pyx_k_Note_that_Cython_is_deliberately[] = "Note that Cython is deliberately stricter than PEP-484 and rejects subclasses of builtin types. If you need to pass subclasses then set the 'annotation_typing' directive to False.";
+static const char __pyx_k_Out_of_bounds_on_buffer_access_a[] = "Out of bounds on buffer access (axis ";
+static const char __pyx_k_Unable_to_convert_item_to_object[] = "Unable to convert item to object";
+static const char __pyx_k_got_differing_extents_in_dimensi[] = "got differing extents in dimension ";
+static const char __pyx_k_no_default___reduce___due_to_non[] = "no default __reduce__ due to non-trivial __cinit__";
+static const char __pyx_k_numpy__core_multiarray_failed_to[] = "numpy._core.multiarray failed to import";
+static const char __pyx_k_numpy__core_umath_failed_to_impo[] = "numpy._core.umath failed to import";
+static const char __pyx_k_pyprophet_scoring__optimized_pyx[] = "pyprophet/scoring/_optimized.pyx";
+static const char __pyx_k_single_chromatogram_hypothesis_f[] = "single_chromatogram_hypothesis_fast";
+static const char __pyx_k_unable_to_allocate_shape_and_str[] = "unable to allocate shape and strides.";
 /* #### Code section: decls ### */
 static int __pyx_array___pyx_pf_15View_dot_MemoryView_5array___cinit__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_shape, Py_ssize_t __pyx_v_itemsize, PyObject *__pyx_v_format, PyObject *__pyx_v_mode, int __pyx_v_allocate_buffer); /* proto */
 static int __pyx_array___pyx_pf_15View_dot_MemoryView_5array_2__getbuffer__(struct __pyx_array_obj *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
@@ -6475,7 +6666,7 @@ static int __pyx_memoryview___cinit__(PyObject *__pyx_v_self, PyObject *__pyx_ar
         default: goto __pyx_L5_argtuple_error;
       }
       const Py_ssize_t kwd_pos_args = __pyx_nargs;
-      if (__Pyx_ParseKeywords(__pyx_kwds, __pyx_kwvalues, __pyx_pyargnames, 0, values, kwd_pos_args, __pyx_kwds_len, "__cinit__", 0) < (0)) __PYX_ERR(1, 348, __pyx_L3_error)
+      if (__Pyx_ParseKeywords(__pyx_kwds, __pyx_kwvalues, __pyx_pyargnames, 0, values, kwd_pos_args, __pyx_kwds_len, "__cinit__", 0) < 0) __PYX_ERR(1, 347, __pyx_L3_error)
       for (Py_ssize_t i = __pyx_nargs; i < 2; i++) {
         if (unlikely(!values[i])) { __Pyx_RaiseArgtupleInvalid("__cinit__", 0, 2, 3, i); __PYX_ERR(1, 348, __pyx_L3_error) }
       }
@@ -16831,7 +17022,7 @@ PyObject *__pyx_args, PyObject *__pyx_kwds
         default: goto __pyx_L5_argtuple_error;
       }
       const Py_ssize_t kwd_pos_args = __pyx_nargs;
-      if (__Pyx_ParseKeywords(__pyx_kwds, __pyx_kwvalues, __pyx_pyargnames, 0, values, kwd_pos_args, __pyx_kwds_len, "__pyx_unpickle_Enum", 0) < (0)) __PYX_ERR(1, 4, __pyx_L3_error)
+      if (__Pyx_ParseKeywords(__pyx_kwds, __pyx_kwvalues, __pyx_pyargnames, 0, values, kwd_pos_args, __pyx_kwds_len, "__pyx_unpickle_Enum", 0) < 0) __PYX_ERR(1, 1, __pyx_L3_error)
       for (Py_ssize_t i = __pyx_nargs; i < 3; i++) {
         if (unlikely(!values[i])) { __Pyx_RaiseArgtupleInvalid("__pyx_unpickle_Enum", 1, 3, 3, i); __PYX_ERR(1, 4, __pyx_L3_error) }
       }
@@ -17052,7 +17243,7 @@ static PyObject *__pyx_unpickle_Enum__set_state(struct __pyx_MemviewEnum_obj *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":242
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":286
  *         cdef int type_num
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17063,7 +17254,7 @@ static PyObject *__pyx_unpickle_Enum__set_state(struct __pyx_MemviewEnum_obj *__
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_Descr *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":244
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":288
  *         @property
  *         cdef inline npy_intp itemsize(self) noexcept nogil:
  *             return PyDataType_ELSIZE(self)             # <<<<<<<<<<<<<<
@@ -17073,7 +17264,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_D
   __pyx_r = PyDataType_ELSIZE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":242
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":286
  *         cdef int type_num
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17086,7 +17277,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_D
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":246
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":290
  *             return PyDataType_ELSIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17097,7 +17288,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_D
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_9alignment_alignment(PyArray_Descr *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":248
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":292
  *         @property
  *         cdef inline npy_intp alignment(self) noexcept nogil:
  *             return PyDataType_ALIGNMENT(self)             # <<<<<<<<<<<<<<
@@ -17107,7 +17298,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_9alignment_alignment(PyArray
   __pyx_r = PyDataType_ALIGNMENT(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":246
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":290
  *             return PyDataType_ELSIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17120,7 +17311,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_9alignment_alignment(PyArray
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":252
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":296
  *         # Use fields/names with care as they may be NULL.  You must check
  *         # for this using PyDataType_HASFIELDS.
  *         @property             # <<<<<<<<<<<<<<
@@ -17134,7 +17325,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Desc
   PyObject *__pyx_t_1;
   __Pyx_RefNannySetupContext("fields", 0);
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":254
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":298
  *         @property
  *         cdef inline object fields(self):
  *             return <object>PyDataType_FIELDS(self)             # <<<<<<<<<<<<<<
@@ -17147,7 +17338,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Desc
   __pyx_r = ((PyObject *)__pyx_t_1);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":252
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":296
  *         # Use fields/names with care as they may be NULL.  You must check
  *         # for this using PyDataType_HASFIELDS.
  *         @property             # <<<<<<<<<<<<<<
@@ -17162,7 +17353,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Desc
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":256
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":300
  *             return <object>PyDataType_FIELDS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17176,7 +17367,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
   PyObject *__pyx_t_1;
   __Pyx_RefNannySetupContext("names", 0);
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":258
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":302
  *         @property
  *         cdef inline tuple names(self):
  *             return <tuple>PyDataType_NAMES(self)             # <<<<<<<<<<<<<<
@@ -17189,7 +17380,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
   __pyx_r = ((PyObject*)__pyx_t_1);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":256
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":300
  *             return <object>PyDataType_FIELDS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17204,7 +17395,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":263
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":307
  *         # valid (the pointer can be NULL). Most users should access
  *         # this field via the inline helper method PyDataType_SHAPE.
  *         @property             # <<<<<<<<<<<<<<
@@ -17215,7 +17406,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
 static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarray(PyArray_Descr *__pyx_v_self) {
   PyArray_ArrayDescr *__pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":265
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":309
  *         @property
  *         cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil:
  *             return PyDataType_SUBARRAY(self)             # <<<<<<<<<<<<<<
@@ -17225,7 +17416,7 @@ static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarra
   __pyx_r = PyDataType_SUBARRAY(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":263
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":307
  *         # valid (the pointer can be NULL). Most users should access
  *         # this field via the inline helper method PyDataType_SHAPE.
  *         @property             # <<<<<<<<<<<<<<
@@ -17238,7 +17429,7 @@ static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarra
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":267
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":311
  *             return PyDataType_SUBARRAY(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17249,7 +17440,7 @@ static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarra
 static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr *__pyx_v_self) {
   npy_uint64 __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":270
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":314
  *         cdef inline npy_uint64 flags(self) noexcept nogil:
  *             """The data types flags."""
  *             return PyDataType_FLAGS(self)             # <<<<<<<<<<<<<<
@@ -17259,7 +17450,7 @@ static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr
   __pyx_r = PyDataType_FLAGS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":267
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":311
  *             return PyDataType_SUBARRAY(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17272,7 +17463,7 @@ static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":279
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":323
  *     ctypedef class numpy.broadcast [object PyArrayMultiIterObject, check_size ignore]:
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17283,7 +17474,7 @@ static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr
 static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMultiIterObject *__pyx_v_self) {
   int __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":282
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":326
  *         cdef inline int numiter(self) noexcept nogil:
  *             """The number of arrays that need to be broadcast to the same shape."""
  *             return PyArray_MultiIter_NUMITER(self)             # <<<<<<<<<<<<<<
@@ -17293,7 +17484,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMulti
   __pyx_r = PyArray_MultiIter_NUMITER(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":279
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":323
  *     ctypedef class numpy.broadcast [object PyArrayMultiIterObject, check_size ignore]:
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17306,7 +17497,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMulti
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":284
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":328
  *             return PyArray_MultiIter_NUMITER(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17317,7 +17508,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMulti
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiIterObject *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":287
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":331
  *         cdef inline npy_intp size(self) noexcept nogil:
  *             """The total broadcasted size."""
  *             return PyArray_MultiIter_SIZE(self)             # <<<<<<<<<<<<<<
@@ -17327,7 +17518,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiI
   __pyx_r = PyArray_MultiIter_SIZE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":284
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":328
  *             return PyArray_MultiIter_NUMITER(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17340,7 +17531,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiI
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":289
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":333
  *             return PyArray_MultiIter_SIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17351,7 +17542,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiI
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMultiIterObject *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":292
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":336
  *         cdef inline npy_intp index(self) noexcept nogil:
  *             """The current (1-d) index into the broadcasted result."""
  *             return PyArray_MultiIter_INDEX(self)             # <<<<<<<<<<<<<<
@@ -17361,7 +17552,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMult
   __pyx_r = PyArray_MultiIter_INDEX(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":289
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":333
  *             return PyArray_MultiIter_SIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17374,7 +17565,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMult
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":294
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":338
  *             return PyArray_MultiIter_INDEX(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17385,7 +17576,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMult
 static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject *__pyx_v_self) {
   int __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":297
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":341
  *         cdef inline int nd(self) noexcept nogil:
  *             """The number of dimensions in the broadcasted result."""
  *             return PyArray_MultiIter_NDIM(self)             # <<<<<<<<<<<<<<
@@ -17395,7 +17586,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject
   __pyx_r = PyArray_MultiIter_NDIM(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":294
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":338
  *             return PyArray_MultiIter_INDEX(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17408,7 +17599,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":299
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":343
  *             return PyArray_MultiIter_NDIM(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17419,7 +17610,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject
 static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions(PyArrayMultiIterObject *__pyx_v_self) {
   npy_intp *__pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":302
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":346
  *         cdef inline npy_intp* dimensions(self) noexcept nogil:
  *             """The shape of the broadcasted result."""
  *             return PyArray_MultiIter_DIMS(self)             # <<<<<<<<<<<<<<
@@ -17429,7 +17620,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions
   __pyx_r = PyArray_MultiIter_DIMS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":299
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":343
  *             return PyArray_MultiIter_NDIM(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17442,7 +17633,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":304
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":348
  *             return PyArray_MultiIter_DIMS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17453,7 +17644,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions
 static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiIterObject *__pyx_v_self) {
   void **__pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":308
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":352
  *             """An array of iterator objects that holds the iterators for the arrays to be broadcast together.
  *             On return, the iterators are adjusted for broadcasting."""
  *             return PyArray_MultiIter_ITERS(self)             # <<<<<<<<<<<<<<
@@ -17463,7 +17654,7 @@ static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiI
   __pyx_r = PyArray_MultiIter_ITERS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":304
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":348
  *             return PyArray_MultiIter_DIMS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17476,7 +17667,7 @@ static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiI
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":322
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":366
  *         # Instead, we use properties that map to the corresponding C-API functions.
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17487,7 +17678,7 @@ static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiI
 static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject *__pyx_v_self) {
   PyObject *__pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":326
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":370
  *             """Returns a borrowed reference to the object owning the data/memory.
  *             """
  *             return PyArray_BASE(self)             # <<<<<<<<<<<<<<
@@ -17497,7 +17688,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":322
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":366
  *         # Instead, we use properties that map to the corresponding C-API functions.
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17510,7 +17701,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":328
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":372
  *             return PyArray_BASE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17524,7 +17715,7 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   PyArray_Descr *__pyx_t_1;
   __Pyx_RefNannySetupContext("descr", 0);
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":332
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":376
  *             """Returns an owned reference to the dtype of the array.
  *             """
  *             return <dtype>PyArray_DESCR(self)             # <<<<<<<<<<<<<<
@@ -17537,7 +17728,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":328
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":372
  *             return PyArray_BASE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17552,7 +17743,7 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":334
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":378
  *             return <dtype>PyArray_DESCR(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17563,7 +17754,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":338
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":382
  *             """Returns the number of dimensions in the array.
  *             """
  *             return PyArray_NDIM(self)             # <<<<<<<<<<<<<<
@@ -17573,7 +17764,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":334
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":378
  *             return <dtype>PyArray_DESCR(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17586,7 +17777,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":340
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":384
  *             return PyArray_NDIM(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17597,7 +17788,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":346
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":390
  *             Can return NULL for 0-dimensional arrays.
  *             """
  *             return PyArray_DIMS(self)             # <<<<<<<<<<<<<<
@@ -17607,7 +17798,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":340
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":384
  *             return PyArray_NDIM(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17620,7 +17811,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObjec
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":348
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":392
  *             return PyArray_DIMS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17631,7 +17822,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":353
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":397
  *             The number of elements matches the number of dimensions of the array (ndim).
  *             """
  *             return PyArray_STRIDES(self)             # <<<<<<<<<<<<<<
@@ -17641,7 +17832,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":348
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":392
  *             return PyArray_DIMS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17654,7 +17845,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayO
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":355
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":399
  *             return PyArray_STRIDES(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17665,7 +17856,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":359
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":403
  *             """Returns the total size (in number of elements) of the array.
  *             """
  *             return PyArray_SIZE(self)             # <<<<<<<<<<<<<<
@@ -17675,7 +17866,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":355
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":399
  *             return PyArray_STRIDES(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17688,7 +17879,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":361
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":405
  *             return PyArray_SIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17699,7 +17890,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":368
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":412
  *             of `PyArray_DATA()` instead, which returns a 'void*'.
  *             """
  *             return PyArray_BYTES(self)             # <<<<<<<<<<<<<<
@@ -17709,7 +17900,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":361
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":405
  *             return PyArray_SIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17722,7 +17913,7 @@ static CYTHON_INLINE char *__pyx_f_5numpy_7ndarray_4data_data(PyArrayObject *__p
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":776
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":824
  * ctypedef long double complex clongdouble_t
  * 
  * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
@@ -17739,7 +17930,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew1", 0);
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":777
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":825
  * 
  * cdef inline object PyArray_MultiIterNew1(a):
  *     return PyArray_MultiIterNew(1, <void*>a)             # <<<<<<<<<<<<<<
@@ -17753,7 +17944,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":776
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":824
  * ctypedef long double complex clongdouble_t
  * 
  * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
@@ -17772,7 +17963,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":779
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":827
  *     return PyArray_MultiIterNew(1, <void*>a)
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
@@ -17789,7 +17980,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew2", 0);
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":780
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":828
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)             # <<<<<<<<<<<<<<
@@ -17803,7 +17994,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":779
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":827
  *     return PyArray_MultiIterNew(1, <void*>a)
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
@@ -17822,7 +18013,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":782
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":830
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
@@ -17839,7 +18030,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew3", 0);
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":783
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":831
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)             # <<<<<<<<<<<<<<
@@ -17853,7 +18044,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":782
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":830
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
@@ -17872,7 +18063,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":785
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":833
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
  * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
@@ -17889,7 +18080,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew4", 0);
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":786
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":834
  * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)             # <<<<<<<<<<<<<<
@@ -17903,7 +18094,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":785
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":833
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
  * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
@@ -17922,7 +18113,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":788
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":836
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
  * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
@@ -17939,7 +18130,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew5", 0);
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":789
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":837
  * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)             # <<<<<<<<<<<<<<
@@ -17953,7 +18144,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":788
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":836
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
  * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
@@ -17972,7 +18163,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":791
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":839
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
  * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):             # <<<<<<<<<<<<<<
@@ -17987,7 +18178,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
   PyObject *__pyx_t_2;
   __Pyx_RefNannySetupContext("PyDataType_SHAPE", 0);
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":792
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":840
  * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):
  *     if PyDataType_HASSUBARRAY(d):             # <<<<<<<<<<<<<<
@@ -17997,7 +18188,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
   __pyx_t_1 = PyDataType_HASSUBARRAY(__pyx_v_d);
   if (__pyx_t_1) {
 
-    /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":793
+    /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":841
  * cdef inline tuple PyDataType_SHAPE(dtype d):
  *     if PyDataType_HASSUBARRAY(d):
  *         return <tuple>d.subarray.shape             # <<<<<<<<<<<<<<
@@ -18010,7 +18201,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
     __pyx_r = ((PyObject*)__pyx_t_2);
     goto __pyx_L0;
 
-    /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":792
+    /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":840
  * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):
  *     if PyDataType_HASSUBARRAY(d):             # <<<<<<<<<<<<<<
@@ -18019,7 +18210,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
 */
   }
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":795
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":843
  *         return <tuple>d.subarray.shape
  *     else:
  *         return ()             # <<<<<<<<<<<<<<
@@ -18033,7 +18224,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
     goto __pyx_L0;
   }
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":791
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":839
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
  * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):             # <<<<<<<<<<<<<<
@@ -18048,7 +18239,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":994
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1035
  *     int _import_umath() except -1
  * 
  * cdef inline void set_array_base(ndarray arr, object base) except *:             # <<<<<<<<<<<<<<
@@ -18062,7 +18253,7 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
   const char *__pyx_filename = NULL;
   int __pyx_clineno = 0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":995
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1036
  * 
  * cdef inline void set_array_base(ndarray arr, object base) except *:
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@@ -18071,7 +18262,7 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
 */
   Py_INCREF(__pyx_v_base);
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":996
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1037
  * cdef inline void set_array_base(ndarray arr, object base) except *:
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@@ -18080,7 +18271,7 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":994
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1035
  *     int _import_umath() except -1
  * 
  * cdef inline void set_array_base(ndarray arr, object base) except *:             # <<<<<<<<<<<<<<
@@ -18095,7 +18286,7 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
   __pyx_L0:;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":998
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1039
  *     PyArray_SetBaseObject(arr, base)
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  * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
@@ -18110,7 +18301,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":999
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1040
  * 
  * cdef inline object get_array_base(ndarray arr):
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@@ -18119,7 +18310,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
 */
   __pyx_v_base = PyArray_BASE(__pyx_v_arr);
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1000
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1041
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@@ -18129,7 +18320,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
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-    /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1001
+    /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1042
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@@ -18140,7 +18331,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
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-    /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1000
+    /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1041
  * cdef inline object get_array_base(ndarray arr):
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@@ -18149,7 +18340,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
 */
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1002
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1043
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@@ -18161,7 +18352,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":998
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1039
  *     PyArray_SetBaseObject(arr, base)
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  * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
@@ -18176,7 +18367,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
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 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1006
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1047
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1007
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1048
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@@ -18218,7 +18409,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
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-      /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1008
+      /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1049
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@@ -18227,7 +18418,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
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       __pyx_t_4 = _import_array(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(2, 1008, __pyx_L3_error)
 
-      /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1007
+      /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1048
  * # Cython code.
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@@ -18241,7 +18432,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
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-    /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1009
+    /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1050
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@@ -18256,7 +18447,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
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-      /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1010
+      /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1051
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@@ -18269,7 +18460,8 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
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-        if (unlikely(!__pyx_t_8)) __PYX_ERR(2, 1010, __pyx_L5_except_error)
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-    /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1007
+    /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1048
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1006
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1047
  * # Versions of the import_* functions which are more suitable for
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@@ -18318,7 +18510,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
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 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1012
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1053
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  * cdef inline int import_umath() except -1:             # <<<<<<<<<<<<<<
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1013
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1054
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  * cdef inline int import_umath() except -1:
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-      /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1014
+      /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1055
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-      /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1013
+      /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1054
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-    /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1015
+    /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1056
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-      /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1016
+      /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1057
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@@ -18411,7 +18603,8 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
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-        if (unlikely(!__pyx_t_8)) __PYX_ERR(2, 1016, __pyx_L5_except_error)
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@@ -18420,7 +18613,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
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-    /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1013
+    /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1054
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1012
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1053
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  * cdef inline int import_umath() except -1:             # <<<<<<<<<<<<<<
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-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1018
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1019
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1060
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-      /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1020
+      /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1061
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-      /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1019
+      /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1060
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-    /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1021
+    /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1062
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-      /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1022
+      /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1063
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       __Pyx_Raise(__pyx_t_8, 0, 0, 0);
@@ -18562,7 +18756,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     }
     goto __pyx_L5_except_error;
 
-    /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1019
+    /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1060
  * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -18578,7 +18772,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     __pyx_L8_try_end:;
   }
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1018
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1059
  *         raise ImportError("numpy._core.umath failed to import")
  * 
  * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
@@ -18602,7 +18796,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1025
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1066
  * 
  * 
  * cdef inline bint is_timedelta64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
@@ -18613,7 +18807,7 @@ 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-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1037
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1078
  *     bool
  *     """
  *     return PyObject_TypeCheck(obj, &PyTimedeltaArrType_Type)             # <<<<<<<<<<<<<<
@@ -18623,7 +18817,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
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   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1025
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1066
  * 
  * 
  * cdef inline bint is_timedelta64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
@@ -18636,7 +18830,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1040
+/* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1081
  * 
  * 
  * cdef inline bint is_datetime64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
@@ -18647,7 +18841,7 @@ 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) {
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1052
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1093
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1040
+  /* "../../../../../tmp/pip-build-env-0mzx3goa/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1081
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@@ -18670,7 +18864,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
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 }
 
-/* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1055
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@@ -18681,7 +18875,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1062
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1055
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1069
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1065
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-  /* "../../../../../tmp/pip-build-env-bryxb9us/overlay/local/lib/python3.12/dist-packages/numpy/__init__.cython-30.pxd":1072
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-  __pyx_mstate->__pyx_umethod_PyDict_Type_values.method_name = &__pyx_mstate->__pyx_n_u_values;
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+  __pyx_builtin_ImportError = __Pyx_GetBuiltinName(__pyx_mstate->__pyx_n_u_ImportError); if (!__pyx_builtin_ImportError) __PYX_ERR(2, 1051, __pyx_L1_error)
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-#else
-    CYTHON_UNUSED_VAR(__Pyx__SetItemOnTypeDict);
-#endif  // !CYTHON_COMPILING_IN_PYPY
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         PyType_Modified(type);
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@@ -28049,12 +28225,6 @@ static int __Pyx_PyObject_GetMethod(PyObject *obj, PyObject *name, PyObject **me
 
 /* PyObjectCallMethod0 (used by PyType_Ready) */
 static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name) {
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-    PyObject *args[1] = {obj};
-    (void) __Pyx_PyObject_CallOneArg;
-    (void) __Pyx_PyObject_CallNoArg;
-    return PyObject_VectorcallMethod(method_name, args, 1 | PY_VECTORCALL_ARGUMENTS_OFFSET, NULL);
-#else
     PyObject *method = NULL, *result = NULL;
     int is_method = __Pyx_PyObject_GetMethod(obj, method_name, &method);
     if (likely(is_method)) {
@@ -28497,10 +28667,10 @@ static int __Pyx_setup_reduce(PyObject* type_obj) {
 }
 
 /* TypeImport */
-#ifndef __PYX_HAVE_RT_ImportType_3_2_1
-#define __PYX_HAVE_RT_ImportType_3_2_1
-static PyTypeObject *__Pyx_ImportType_3_2_1(PyObject *module, const char *module_name, const char *class_name,
-    size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_3_2_1 check_size)
+#ifndef __PYX_HAVE_RT_ImportType_3_1_2
+#define __PYX_HAVE_RT_ImportType_3_1_2
+static PyTypeObject *__Pyx_ImportType_3_1_2(PyObject *module, const char *module_name, const char *class_name,
+    size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_3_1_2 check_size)
 {
     PyObject *result = 0;
     Py_ssize_t basicsize;
@@ -28556,7 +28726,7 @@ static PyTypeObject *__Pyx_ImportType_3_2_1(PyObject *module, const char *module
             module_name, class_name, size, basicsize+itemsize);
         goto bad;
     }
-    if (check_size == __Pyx_ImportType_CheckSize_Error_3_2_1 &&
+    if (check_size == __Pyx_ImportType_CheckSize_Error_3_1_2 &&
             ((size_t)basicsize > size || (size_t)(basicsize + itemsize) < size)) {
         PyErr_Format(PyExc_ValueError,
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@@ -28564,7 +28734,7 @@ static PyTypeObject *__Pyx_ImportType_3_2_1(PyObject *module, const char *module
             module_name, class_name, size, basicsize, basicsize+itemsize);
         goto bad;
     }
-    else if (check_size == __Pyx_ImportType_CheckSize_Warn_3_2_1 && (size_t)basicsize > size) {
+    else if (check_size == __Pyx_ImportType_CheckSize_Warn_3_1_2 && (size_t)basicsize > size) {
         if (PyErr_WarnFormat(NULL, 0,
                 "%.200s.%.200s size changed, may indicate binary incompatibility. "
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@@ -28752,8 +28922,8 @@ static PyTypeObject *__Pyx_FetchCommonTypeFromSpec(PyTypeObject *metaclass, PyOb
     goto done;
 }
 
-/* CommonTypesMetaclass (used by CythonFunctionShared) */
-static PyObject* __pyx_CommonTypesMetaclass_get_module(CYTHON_UNUSED PyObject *self, CYTHON_UNUSED void* context) {
+/* CommonTypesMetaclass */
+PyObject* __pyx_CommonTypesMetaclass_get_module(CYTHON_UNUSED PyObject *self, CYTHON_UNUSED void* context) {
     return PyUnicode_FromString(__PYX_ABI_MODULE_NAME);
 }
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@@ -33424,209 +33594,167 @@ static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const cha
   
 /* NewCodeObj */
   #if CYTHON_COMPILING_IN_LIMITED_API
-      static PyObject* __Pyx__PyCode_New(int a, int p, int k, int l, int s, int f,
-                                         PyObject *code, PyObject *c, PyObject* n, PyObject *v,
-                                         PyObject *fv, PyObject *cell, PyObject* fn,
-                                         PyObject *name, int fline, PyObject *lnos) {
-          PyObject *exception_table = NULL;
-          PyObject *types_module=NULL, *code_type=NULL, *result=NULL;
-          #if __PYX_LIMITED_VERSION_HEX < 0x030b0000
-          PyObject *version_info;
-          PyObject *py_minor_version = NULL;
-          #endif
-          long minor_version = 0;
-          PyObject *type, *value, *traceback;
-          PyErr_Fetch(&type, &value, &traceback);
-          #if __PYX_LIMITED_VERSION_HEX >= 0x030b0000
-          minor_version = 11;
-          #else
-          if (!(version_info = PySys_GetObject("version_info"))) goto end;
-          if (!(py_minor_version = PySequence_GetItem(version_info, 1))) goto end;
-          minor_version = PyLong_AsLong(py_minor_version);
-          Py_DECREF(py_minor_version);
-          if (minor_version == -1 && PyErr_Occurred()) goto end;
-          #endif
-          if (!(types_module = PyImport_ImportModule("types"))) goto end;
-          if (!(code_type = PyObject_GetAttrString(types_module, "CodeType"))) goto end;
-          if (minor_version <= 7) {
-              (void)p;
-              result = PyObject_CallFunction(code_type, "iiiiiOOOOOOiOOO", a, k, l, s, f, code,
-                            c, n, v, fn, name, fline, lnos, fv, cell);
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-              result = PyObject_CallFunction(code_type, "iiiiiiOOOOOOiOOO", a,p, k, l, s, f, code,
-                            c, n, v, fn, name, fline, lnos, fv, cell);
-          } else {
-              if (!(exception_table = PyBytes_FromStringAndSize(NULL, 0))) goto end;
-              result = PyObject_CallFunction(code_type, "iiiiiiOOOOOOOiOOOO", a,p, k, l, s, f, code,
-                            c, n, v, fn, name, name, fline, lnos, exception_table, fv, cell);
-          }
-      end:
-          Py_XDECREF(code_type);
-          Py_XDECREF(exception_table);
-          Py_XDECREF(types_module);
-          if (type) {
-              PyErr_Restore(type, value, traceback);
-          }
-          return result;
-      }
-  #elif PY_VERSION_HEX >= 0x030B0000
-    static PyCodeObject* __Pyx__PyCode_New(int a, int p, int k, int l, int s, int f,
-                                           PyObject *code, PyObject *c, PyObject* n, PyObject *v,
-                                           PyObject *fv, PyObject *cell, PyObject* fn,
-                                           PyObject *name, int fline, PyObject *lnos) {
-      PyCodeObject *result;
-      result =
-        #if PY_VERSION_HEX >= 0x030C0000
-          PyUnstable_Code_NewWithPosOnlyArgs
+    static PyObject* __Pyx__PyCode_New(int a, int p, int k, int l, int s, int f,
+                                       PyObject *code, PyObject *c, PyObject* n, PyObject *v,
+                                       PyObject *fv, PyObject *cell, PyObject* fn,
+                                       PyObject *name, int fline, PyObject *lnos) {
+        PyObject *exception_table = NULL;
+        PyObject *types_module=NULL, *code_type=NULL, *result=NULL;
+        #if __PYX_LIMITED_VERSION_HEX < 0x030b0000
+        PyObject *version_info;
+        PyObject *py_minor_version = NULL;
+        #endif
+        long minor_version = 0;
+        PyObject *type, *value, *traceback;
+        PyErr_Fetch(&type, &value, &traceback);
+        #if __PYX_LIMITED_VERSION_HEX >= 0x030b0000
+        minor_version = 11;
         #else
-          PyCode_NewWithPosOnlyArgs
+        if (!(version_info = PySys_GetObject("version_info"))) goto end;
+        if (!(py_minor_version = PySequence_GetItem(version_info, 1))) goto end;
+        minor_version = PyLong_AsLong(py_minor_version);
+        Py_DECREF(py_minor_version);
+        if (minor_version == -1 && PyErr_Occurred()) goto end;
         #endif
-          (a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, name, fline, lnos, __pyx_mstate_global->__pyx_empty_bytes);
-      #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030c00A1
-      if (likely(result))
-          result->_co_firsttraceable = 0;
-      #endif
-      return result;
+        if (!(types_module = PyImport_ImportModule("types"))) goto end;
+        if (!(code_type = PyObject_GetAttrString(types_module, "CodeType"))) goto end;
+        if (minor_version <= 7) {
+            (void)p;
+            result = PyObject_CallFunction(code_type, "iiiiiOOOOOOiOOO", a, k, l, s, f, code,
+                          c, n, v, fn, name, fline, lnos, fv, cell);
+        } else if (minor_version <= 10) {
+            result = PyObject_CallFunction(code_type, "iiiiiiOOOOOOiOOO", a,p, k, l, s, f, code,
+                          c, n, v, fn, name, fline, lnos, fv, cell);
+        } else {
+            if (!(exception_table = PyBytes_FromStringAndSize(NULL, 0))) goto end;
+            result = PyObject_CallFunction(code_type, "iiiiiiOOOOOOOiOOOO", a,p, k, l, s, f, code,
+                          c, n, v, fn, name, name, fline, lnos, exception_table, fv, cell);
+        }
+    end:
+        Py_XDECREF(code_type);
+        Py_XDECREF(exception_table);
+        Py_XDECREF(types_module);
+        if (type) {
+            PyErr_Restore(type, value, traceback);
+        }
+        return result;
     }
-  #elif !CYTHON_COMPILING_IN_PYPY
-    #define __Pyx__PyCode_New(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
-            PyCode_NewWithPosOnlyArgs(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
-  #else
-    #define __Pyx__PyCode_New(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
-            PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
-  #endif
-  static PyObject* __Pyx_PyCode_New(
-          const __Pyx_PyCode_New_function_description descr,
-          PyObject * const *varnames,
-          PyObject *filename,
-          PyObject *funcname,
-          PyObject *line_table,
-          PyObject *tuple_dedup_map
-  ) {
-      PyObject *code_obj = NULL, *varnames_tuple_dedup = NULL, *code_bytes = NULL;
-      Py_ssize_t var_count = (Py_ssize_t) descr.nlocals;
-      PyObject *varnames_tuple = PyTuple_New(var_count);
-      if (unlikely(!varnames_tuple)) return NULL;
-      for (Py_ssize_t i=0; i < var_count; i++) {
-          Py_INCREF(varnames[i]);
-          if (__Pyx_PyTuple_SET_ITEM(varnames_tuple, i, varnames[i]) != (0)) goto done;
-      }
-      #if CYTHON_COMPILING_IN_LIMITED_API
-      varnames_tuple_dedup = PyDict_GetItem(tuple_dedup_map, varnames_tuple);
-      if (!varnames_tuple_dedup) {
-          if (unlikely(PyDict_SetItem(tuple_dedup_map, varnames_tuple, varnames_tuple) < 0)) goto done;
-          varnames_tuple_dedup = varnames_tuple;
-      }
+#elif PY_VERSION_HEX >= 0x030B0000
+  static PyCodeObject* __Pyx__PyCode_New(int a, int p, int k, int l, int s, int f,
+                                         PyObject *code, PyObject *c, PyObject* n, PyObject *v,
+                                         PyObject *fv, PyObject *cell, PyObject* fn,
+                                         PyObject *name, int fline, PyObject *lnos) {
+    PyCodeObject *result;
+    result =
+      #if PY_VERSION_HEX >= 0x030C0000
+        PyUnstable_Code_NewWithPosOnlyArgs
       #else
-      varnames_tuple_dedup = PyDict_SetDefault(tuple_dedup_map, varnames_tuple, varnames_tuple);
-      if (unlikely(!varnames_tuple_dedup)) goto done;
-      #endif
-      #if CYTHON_AVOID_BORROWED_REFS
-      Py_INCREF(varnames_tuple_dedup);
-      #endif
-      if (__PYX_LIMITED_VERSION_HEX >= (0x030b0000) && line_table != NULL && !CYTHON_COMPILING_IN_GRAAL) {
-          Py_ssize_t line_table_length = __Pyx_PyBytes_GET_SIZE(line_table);
-          #if !CYTHON_ASSUME_SAFE_SIZE
-          if (unlikely(line_table_length == -1)) goto done;
-          #endif
-          Py_ssize_t code_len = (line_table_length * 2 + 4) & ~3LL;
-          code_bytes = PyBytes_FromStringAndSize(NULL, code_len);
-          if (unlikely(!code_bytes)) goto done;
-          char* c_code_bytes = PyBytes_AsString(code_bytes);
-          if (unlikely(!c_code_bytes)) goto done;
-          memset(c_code_bytes, 0, (size_t) code_len);
-      }
-      code_obj = (PyObject*) __Pyx__PyCode_New(
-          (int) descr.argcount,
-          (int) descr.num_posonly_args,
-          (int) descr.num_kwonly_args,
-          (int) descr.nlocals,
-          0,
-          (int) descr.flags,
-          code_bytes ? code_bytes : __pyx_mstate_global->__pyx_empty_bytes,
-          __pyx_mstate_global->__pyx_empty_tuple,
-          __pyx_mstate_global->__pyx_empty_tuple,
-          varnames_tuple_dedup,
-          __pyx_mstate_global->__pyx_empty_tuple,
-          __pyx_mstate_global->__pyx_empty_tuple,
-          filename,
-          funcname,
-          (int) descr.first_line,
-          (__PYX_LIMITED_VERSION_HEX >= (0x030b0000) && line_table) ? line_table : __pyx_mstate_global->__pyx_empty_bytes
-      );
-  done:
-      Py_XDECREF(code_bytes);
-      #if CYTHON_AVOID_BORROWED_REFS
-      Py_XDECREF(varnames_tuple_dedup);
-      #endif
-      Py_DECREF(varnames_tuple);
-      return code_obj;
-  }
-  
-/* DecompressString */
-  static PyObject *__Pyx_DecompressString(const char *s, Py_ssize_t length, int algo) {
-      PyObject *module, *decompress, *compressed_bytes, *decompressed;
-      const char* module_name = algo == 3 ? "compression.zstd" : algo == 2 ? "bz2" : "zlib";
-      PyObject *methodname = PyUnicode_FromString("decompress");
-      if (unlikely(!methodname)) return NULL;
-      #if __PYX_LIMITED_VERSION_HEX >= 0x030e0000
-      if (algo == 3) {
-          PyObject *fromlist = Py_BuildValue("[O]", methodname);
-          if (unlikely(!fromlist)) return NULL;
-          module = PyImport_ImportModuleLevel("compression.zstd", NULL, NULL, fromlist, 0);
-          Py_DECREF(fromlist);
-      } else
+        PyCode_NewWithPosOnlyArgs
       #endif
-          module = PyImport_ImportModule(module_name);
-      if (unlikely(!module)) goto import_failed;
-      decompress = PyObject_GetAttr(module, methodname);
-      if (unlikely(!decompress)) goto import_failed;
-      {
-          #ifdef __cplusplus
-              char *memview_bytes = const_cast<char*>(s);
-          #else
-              #if defined(__clang__)
-                #pragma clang diagnostic push
-                #pragma clang diagnostic ignored "-Wcast-qual"
-              #elif !defined(__INTEL_COMPILER) && defined(__GNUC__)
-                #pragma GCC diagnostic push
-                #pragma GCC diagnostic ignored "-Wcast-qual"
-              #endif
-              char *memview_bytes = (char*) s;
-              #if defined(__clang__)
-                #pragma clang diagnostic pop
-              #elif !defined(__INTEL_COMPILER) && defined(__GNUC__)
-                #pragma GCC diagnostic pop
-              #endif
-          #endif
-          #if CYTHON_COMPILING_IN_LIMITED_API && !defined(PyBUF_READ)
-          int memview_flags = 0x100;
-          #else
-          int memview_flags = PyBUF_READ;
-          #endif
-          compressed_bytes = PyMemoryView_FromMemory(memview_bytes, length, memview_flags);
-      }
-      if (unlikely(!compressed_bytes)) {
-          Py_DECREF(decompress);
-          goto bad;
-      }
-      decompressed = PyObject_CallFunctionObjArgs(decompress, compressed_bytes, NULL);
-      Py_DECREF(compressed_bytes);
-      Py_DECREF(decompress);
-      Py_DECREF(module);
-      Py_DECREF(methodname);
-      return decompressed;
-  import_failed:
-      PyErr_Format(PyExc_ImportError,
-          "Failed to import '%.20s.decompress' - cannot initialise module strings. "
-          "String compression was configured with the C macro 'CYTHON_COMPRESS_STRINGS=%d'.",
-          module_name, algo);
-  bad:
-      Py_XDECREF(module);
-      Py_DECREF(methodname);
-      return NULL;
+        (a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, name, fline, lnos, __pyx_mstate_global->__pyx_empty_bytes);
+    return result;
   }
-  
+#elif PY_VERSION_HEX >= 0x030800B2 && !CYTHON_COMPILING_IN_PYPY
+  #define __Pyx__PyCode_New(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
+          PyCode_NewWithPosOnlyArgs(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
+#else
+  #define __Pyx__PyCode_New(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
+          PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
+#endif
+static PyObject* __Pyx_PyCode_New(
+        const __Pyx_PyCode_New_function_description descr,
+        PyObject * const *varnames,
+        PyObject *filename,
+        PyObject *funcname,
+        const char *line_table,
+        PyObject *tuple_dedup_map
+) {
+    PyObject *code_obj = NULL, *varnames_tuple_dedup = NULL, *code_bytes = NULL, *line_table_bytes = NULL;
+    Py_ssize_t var_count = (Py_ssize_t) descr.nlocals;
+    PyObject *varnames_tuple = PyTuple_New(var_count);
+    if (unlikely(!varnames_tuple)) return NULL;
+    for (Py_ssize_t i=0; i < var_count; i++) {
+        Py_INCREF(varnames[i]);
+        if (__Pyx_PyTuple_SET_ITEM(varnames_tuple, i, varnames[i]) != (0)) goto done;
+    }
+    #if CYTHON_COMPILING_IN_LIMITED_API
+    varnames_tuple_dedup = PyDict_GetItem(tuple_dedup_map, varnames_tuple);
+    if (!varnames_tuple_dedup) {
+        if (unlikely(PyDict_SetItem(tuple_dedup_map, varnames_tuple, varnames_tuple) < 0)) goto done;
+        varnames_tuple_dedup = varnames_tuple;
+    }
+    #else
+    varnames_tuple_dedup = PyDict_SetDefault(tuple_dedup_map, varnames_tuple, varnames_tuple);
+    if (unlikely(!varnames_tuple_dedup)) goto done;
+    #endif
+    #if CYTHON_AVOID_BORROWED_REFS
+    Py_INCREF(varnames_tuple_dedup);
+    #endif
+    if (__PYX_LIMITED_VERSION_HEX >= (0x030b0000) && line_table != NULL
+        && !CYTHON_COMPILING_IN_GRAAL) {
+        line_table_bytes = PyBytes_FromStringAndSize(line_table, descr.line_table_length);
+        if (unlikely(!line_table_bytes)) goto done;
+        Py_ssize_t code_len = (descr.line_table_length * 2 + 4) & ~3;
+        code_bytes = PyBytes_FromStringAndSize(NULL, code_len);
+        if (unlikely(!code_bytes)) goto done;
+        char* c_code_bytes = PyBytes_AsString(code_bytes);
+        if (unlikely(!c_code_bytes)) goto done;
+        memset(c_code_bytes, 0, (size_t) code_len);
+    }
+    code_obj = (PyObject*) __Pyx__PyCode_New(
+        (int) descr.argcount,
+        (int) descr.num_posonly_args,
+        (int) descr.num_kwonly_args,
+        (int) descr.nlocals,
+        0,
+        (int) descr.flags,
+        code_bytes ? code_bytes : __pyx_mstate_global->__pyx_empty_bytes,
+        __pyx_mstate_global->__pyx_empty_tuple,
+        __pyx_mstate_global->__pyx_empty_tuple,
+        varnames_tuple_dedup,
+        __pyx_mstate_global->__pyx_empty_tuple,
+        __pyx_mstate_global->__pyx_empty_tuple,
+        filename,
+        funcname,
+        (int) descr.first_line,
+        (__PYX_LIMITED_VERSION_HEX >= (0x030b0000) && line_table_bytes) ? line_table_bytes : __pyx_mstate_global->__pyx_empty_bytes
+    );
+done:
+    Py_XDECREF(code_bytes);
+    Py_XDECREF(line_table_bytes);
+    #if CYTHON_AVOID_BORROWED_REFS
+    Py_XDECREF(varnames_tuple_dedup);
+    #endif
+    Py_DECREF(varnames_tuple);
+    return code_obj;
+}
+
+/* InitStrings */
+  static int __Pyx_InitStrings(__Pyx_StringTabEntry const *t, PyObject **target, const char* const* encoding_names) {
+    while (t->s) {
+        PyObject *str;
+        if (t->is_unicode) {
+            if (t->intern) {
+                str = PyUnicode_InternFromString(t->s);
+            } else if (t->encoding) {
+                str = PyUnicode_Decode(t->s, t->n - 1, encoding_names[t->encoding], NULL);
+            } else {
+                str = PyUnicode_FromStringAndSize(t->s, t->n - 1);
+            }
+        } else {
+            str = PyBytes_FromStringAndSize(t->s, t->n - 1);
+        }
+        if (!str)
+            return -1;
+        *target = str;
+        if (PyObject_Hash(str) == -1)
+            return -1;
+        ++t;
+        ++target;
+    }
+    return 0;
+}
+
 #include <string.h>
 static CYTHON_INLINE Py_ssize_t __Pyx_ssize_strlen(const char *s) {
     size_t len = strlen(s);
@@ -33851,6 +33979,17 @@ static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) {
 static CYTHON_INLINE PyObject * __Pyx_PyLong_FromSize_t(size_t ival) {
     return PyLong_FromSize_t(ival);
 }
+#if CYTHON_USE_PYLONG_INTERNALS
+static CYTHON_INLINE int __Pyx_PyLong_CompactAsLong(PyObject *x, long *return_value) {
+    if (unlikely(!__Pyx_PyLong_IsCompact(x)))
+        return 0;
+    Py_ssize_t value = __Pyx_PyLong_CompactValue(x);
+    if ((sizeof(long) < sizeof(Py_ssize_t)) && unlikely(value != (long) value))
+        return 0;
+    *return_value = (long) value;
+    return 1;
+}
+#endif
 
 
   /* MultiPhaseInitModuleState */
diff --git a/pyprophet/scoring/runner.py b/pyprophet/scoring/runner.py
index 18051c1..cbf0c0d 100644
--- a/pyprophet/scoring/runner.py
+++ b/pyprophet/scoring/runner.py
@@ -364,7 +364,50 @@ def __init__(self, apply_weights: str, config: RunnerIOConfig):
                     raise
             elif self.classifier in ("XGBoost", "HistGradientBoosting"):
                 with open(apply_weights, "rb") as file:
-                    self.persisted_weights = pickle.load(file)
+                    loaded_data = pickle.load(file)
+                    # Check if this is new format (dict with metadata) or old format (just model)
+                    if isinstance(loaded_data, dict) and "model" in loaded_data:
+                        # New format with metadata
+                        self.persisted_weights = loaded_data["model"]
+                        stored_ss_main_score = loaded_data.get("ss_main_score", "auto")
+                        stored_level = loaded_data.get("level", self.level)
+                        stored_classifier = loaded_data.get("classifier", self.classifier)
+                        
+                        # Validate level matches
+                        if stored_level != self.level:
+                            raise click.ClickException(
+                                f"Weights file was trained for level '{stored_level}' but you are applying to level '{self.level}'."
+                            )
+                        
+                        # Validate classifier matches
+                        if stored_classifier != self.classifier:
+                            logger.warning(
+                                f"Weights file was trained with classifier '{stored_classifier}' but you specified '{self.classifier}'. "
+                                f"Using stored classifier '{stored_classifier}'."
+                            )
+                        
+                        # Use stored ss_main_score if current config has default/auto
+                        if config.runner.ss_main_score == "auto" and stored_ss_main_score != "auto":
+                            logger.info(
+                                f"Using stored ss_main_score='{stored_ss_main_score}' from weights file. "
+                                f"Original training used this main score, applying it ensures feature alignment."
+                            )
+                            config.runner.ss_main_score = stored_ss_main_score
+                            # Update the dynamic flag to match the restored value
+                            config.runner.ss_use_dynamic_main_score = (stored_ss_main_score == "auto")
+                        elif config.runner.ss_main_score != stored_ss_main_score:
+                            logger.warning(
+                                f"Current ss_main_score='{config.runner.ss_main_score}' differs from stored ss_main_score='{stored_ss_main_score}'. "
+                                f"This may cause feature misalignment. Consider using --ss_main_score={stored_ss_main_score}"
+                            )
+                    else:
+                        # Old format (backward compatibility) - just the model
+                        self.persisted_weights = loaded_data
+                        logger.warning(
+                            "Loading weights from old format file (no metadata). "
+                            "Feature alignment cannot be automatically verified. "
+                            "Make sure to specify the same --ss_main_score as used during training."
+                        )
         elif self.config.file_type == "osw":
             if self.classifier in ("LDA", "SVM"):
                 try:
@@ -401,7 +444,51 @@ def __init__(self, apply_weights: str, config: RunnerIOConfig):
                         "SELECT xgb FROM PYPROPHET_XGB WHERE LEVEL=='%s'" % self.level
                     ).fetchone()
                     con.close()
-                    self.persisted_weights = pickle.loads(data[0])
+                    loaded_data = pickle.loads(data[0])
+                    
+                    # Check if this is new format (dict with metadata) or old format (just model)
+                    if isinstance(loaded_data, dict) and "model" in loaded_data:
+                        # New format with metadata
+                        self.persisted_weights = loaded_data["model"]
+                        stored_ss_main_score = loaded_data.get("ss_main_score", "auto")
+                        stored_level = loaded_data.get("level", self.level)
+                        stored_classifier = loaded_data.get("classifier", self.classifier)
+                        
+                        # Validate level matches
+                        if stored_level != self.level:
+                            raise click.ClickException(
+                                f"Weights file was trained for level '{stored_level}' but you are applying to level '{self.level}'."
+                            )
+                        
+                        # Validate classifier matches
+                        if stored_classifier != self.classifier:
+                            logger.warning(
+                                f"Weights file was trained with classifier '{stored_classifier}' but you specified '{self.classifier}'. "
+                                f"Using stored classifier '{stored_classifier}'."
+                            )
+                        
+                        # Use stored ss_main_score if current config has default/auto
+                        if config.runner.ss_main_score == "auto" and stored_ss_main_score != "auto":
+                            logger.info(
+                                f"Using stored ss_main_score='{stored_ss_main_score}' from weights file. "
+                                f"Original training used this main score, applying it ensures feature alignment."
+                            )
+                            config.runner.ss_main_score = stored_ss_main_score
+                            # Update the dynamic flag to match the restored value
+                            config.runner.ss_use_dynamic_main_score = (stored_ss_main_score == "auto")
+                        elif config.runner.ss_main_score != stored_ss_main_score:
+                            logger.warning(
+                                f"Current ss_main_score='{config.runner.ss_main_score}' differs from stored ss_main_score='{stored_ss_main_score}'. "
+                                f"This may cause feature misalignment. Consider using --ss_main_score={stored_ss_main_score}"
+                            )
+                    else:
+                        # Old format (backward compatibility) - just the model
+                        self.persisted_weights = loaded_data
+                        logger.warning(
+                            "Loading weights from old format file (no metadata). "
+                            "Feature alignment cannot be automatically verified. "
+                            "Make sure to specify the same --ss_main_score as used during training."
+                        )
                 except Exception:
                     import traceback
 
diff --git a/tests/test_pyprophet_score.py b/tests/test_pyprophet_score.py
index 4741810..3ce6262 100644
--- a/tests/test_pyprophet_score.py
+++ b/tests/test_pyprophet_score.py
@@ -736,6 +736,49 @@ def test_osw_4(test_runner, test_config, regtest):
     )
 
 
+def test_osw_xgboost_importance_apply_weights(test_runner, test_config):
+    """Ensure feature importances printed during training and when applying weights are identical.
+    """
+    # Run in the current environment; allow failures to surface so CI can catch regressions.
+    # Prepare test file
+    strategy = OSWTestStrategy(test_runner, test_config)
+    strategy.prepare()
+
+    # First, run training to produce an output OSW that contains the XGBoost model
+    train_cmd = f"pyprophet score --level ms2 --classifier=XGBoost --pi0_lambda=0 0 0 --in={strategy.input_file} --out=test_data_scored.osw --test"
+    out1 = test_runner.run_command(train_cmd)
+
+    # Parse importance lines from stdout
+    import re
+
+    pattern = re.compile(r"Importance of (\S+):\s*([0-9eE+\-\.]+)")
+    imp1 = {m.group(1): float(m.group(2)) for m in pattern.finditer(out1)}
+
+    assert imp1, "No feature importances found in training output"
+
+    # Print importances from training for visual inspection
+    print("Training importances:")
+    for feat, val in sorted(imp1.items(), key=lambda x: x[0]):
+        print(f"{feat}: {val}")
+
+    # Now apply the saved weights from the scored OSW and capture importances
+    apply_cmd = f"pyprophet score --level ms2 --classifier=XGBoost --pi0_lambda=0 0 0 --in={strategy.input_file} --apply_weights=test_data_scored.osw --out=test_data_scored_weight.osw --test"
+    out2 = test_runner.run_command(apply_cmd)
+    imp2 = {m.group(1): float(m.group(2)) for m in pattern.finditer(out2)}
+
+    assert imp2, "No feature importances found in apply_weights output"
+
+    # Print importances from apply_weights for visual inspection
+    print("Apply-weights importances:")
+    for feat, val in sorted(imp2.items(), key=lambda x: x[0]):
+        print(f"{feat}: {val}")
+
+    # Keys should match and values should be equal (allow small numerical tolerance)
+    assert set(imp1.keys()) == set(imp2.keys())
+    for k in imp1:
+        assert imp1[k] == pytest.approx(imp2[k], rel=1e-6, abs=1e-9)
+
+
 def test_osw_5(test_runner, test_config, regtest):
     run_generic_test(
         test_runner,