diff --git a/pyprophet/cli/score.py b/pyprophet/cli/score.py
index a3d7042f..aff5503a 100644
--- a/pyprophet/cli/score.py
+++ b/pyprophet/cli/score.py
@@ -373,13 +373,13 @@ def score(
         ctx.obj["LOG_HEADER"],
     )
 
-    # Validate file type and subsample ratio, subsample_ratio is currently only applicateble for "parquet_split", "parquet_split_multi". If this combination is not met, throw warning and set subsample_ratio to 1.0
+    # Validate file type and subsample ratio. OSW, parquet, parquet_split, and parquet_split_multi all support subsampling
     if (
-        config.file_type not in ["parquet", "parquet_split", "parquet_split_multi"]
+        config.file_type not in ["osw", "parquet", "parquet_split", "parquet_split_multi"]
         and subsample_ratio < 1.0
     ):
         logger.warning(
-            "Semi-supervised learning on a subset of the data, and then applying the weights to the full data is currently only supported for `parquet_split` and `parquet_split_multi` files.\nFor `osw`, you need to manually subsample the osw using the `subsample` module.\nSetting subsample_ratio to 1.0.",
+            "Semi-supervised learning on a subset of the data, and then applying the weights to the full data is currently only supported for OSW, `parquet`, `parquet_split`, and `parquet_split_multi` files.\nFor TSV and other formats, you need to manually prepare a subsampled input file.\nSetting subsample_ratio to 1.0.",
         )
         config.subsample_ratio = 1.0
 
diff --git a/pyprophet/io/_base.py b/pyprophet/io/_base.py
index a6d35246..5ddd50d4 100644
--- a/pyprophet/io/_base.py
+++ b/pyprophet/io/_base.py
@@ -38,6 +38,7 @@
 """
 
 import glob
+import math
 import os
 import pickle
 import sys
@@ -993,6 +994,7 @@ class BaseOSWReader(BaseReader):
 
     Methods:
         read(): Read data from the input file based on the alogorithm.
+        _init_duckdb_views(): Initialize DuckDB views with optional subsampling.
     """
 
     def __init__(self, config: BaseIOConfig):
@@ -1006,6 +1008,41 @@ def read(self) -> pd.DataFrame:
             "The read method must be implemented in subclasses of BaseOSWReader."
         )
 
+    def _init_duckdb_views(self, con):
+        """
+        Initialize DuckDB views for the OSW file with optional subsampling support.
+        
+        Creates a TEMP table of sampled precursor IDs if subsample_ratio < 1.0,
+        which can be used by subclasses to filter feature queries.
+        
+        Subclasses should call this method before creating feature views and then
+        filter views with: WHERE PRECURSOR_ID IN (SELECT PRECURSOR_ID FROM sampled_precursor_ids)
+        when self.subsample_ratio < 1.0.
+        
+        Args:
+            con: DuckDB connection with OSW database attached as 'osw'
+        """
+        # Create TEMP table of sampled precursor IDs (if needed)
+        if self.subsample_ratio < 1.0:
+            logger.info(
+                f"Subsampling data for semi-supervised learning. Ratio: {self.subsample_ratio:.2f}"
+            )
+            precursor_count = con.execute(
+                "SELECT COUNT(DISTINCT ID) FROM osw.PRECURSOR"
+            ).fetchone()[0]
+            sample_size = max(1, math.ceil(precursor_count * self.subsample_ratio))
+            con.execute(
+                f"""
+                CREATE TEMP TABLE sampled_precursor_ids AS
+                SELECT DISTINCT ID AS PRECURSOR_ID
+                FROM osw.PRECURSOR
+                ORDER BY hash(ID)
+                LIMIT {sample_size}
+                """
+            )
+            n = con.execute("SELECT COUNT(*) FROM sampled_precursor_ids").fetchone()[0]
+            logger.info(f"Sampled {n} precursor IDs")
+
 
 @dataclass
 class BaseOSWWriter(BaseWriter):
diff --git a/pyprophet/io/scoring/osw.py b/pyprophet/io/scoring/osw.py
index 32e1d0fd..29e6c4c1 100644
--- a/pyprophet/io/scoring/osw.py
+++ b/pyprophet/io/scoring/osw.py
@@ -46,6 +46,7 @@ def read(self) -> pd.DataFrame:
             con.execute("INSTALL sqlite_scanner;")
             con.execute("LOAD sqlite_scanner;")
             con.execute(f"ATTACH DATABASE '{self.infile}' AS osw (TYPE sqlite);")
+            self._init_duckdb_views(con)
             return self._read_using_duckdb(con)
         except ModuleNotFoundError as e:
             logger.warning(
@@ -148,15 +149,27 @@ def _fetch_tables_duckdb(self, con):
         ).fetchdf()
         return tables
 
+    def _get_precursor_filter_clause(self):
+        """
+        Return a WHERE/AND clause fragment for filtering by sampled precursor IDs when subsampling is enabled.
+        Returns empty string if no subsampling, otherwise returns a clause like:
+        " AND f.PRECURSOR_ID IN (SELECT PRECURSOR_ID FROM sampled_precursor_ids)"
+        """
+        if self.subsample_ratio < 1.0:
+            return " AND f.PRECURSOR_ID IN (SELECT PRECURSOR_ID FROM sampled_precursor_ids)"
+        return ""
+
     def _fetch_ms2_features_duckdb(self, con):
         if not check_duckdb_table(con, "main", "FEATURE_MS2"):
             raise click.ClickException(
                 f"MS2-level feature table not present in file.\nTable Info:\n{self._fetch_tables_duckdb(con)}"
             )
 
+        filter_clause = self._get_precursor_filter_clause()
+
         if self.glyco:
             con.execute(
-                """
+                f"""
                 CREATE OR REPLACE VIEW ms2_table AS
                 SELECT
                     fm.*,
@@ -189,11 +202,12 @@ def _fetch_ms2_features_duckdb(self, con):
                     WHERE t.DETECTING = 1
                     GROUP BY tpm.PRECURSOR_ID
                 ) ts ON f.PRECURSOR_ID = ts.PRECURSOR_ID
+                WHERE 1=1{filter_clause}
                 """
             )
         else:
             con.execute(
-                """
+                f"""
                 CREATE OR REPLACE VIEW ms2_table AS
                 SELECT
                     fm.*,
@@ -216,6 +230,7 @@ def _fetch_ms2_features_duckdb(self, con):
                     WHERE t.DETECTING = 1
                     GROUP BY tpm.PRECURSOR_ID
                 ) ts ON f.PRECURSOR_ID = ts.PRECURSOR_ID
+                WHERE 1=1{filter_clause}
                 """
             )
 
@@ -243,10 +258,11 @@ def _fetch_ms1_features_duckdb(self, con):
         rc = self.config.runner
         glyco = rc.glyco
         ipf_max_rank = rc.ipf_max_peakgroup_rank
+        filter_clause = self._get_precursor_filter_clause()
 
         if not glyco:
             con.execute(
-                """
+                f"""
                 CREATE OR REPLACE VIEW ms1_table AS
                 SELECT fm.*, f.RUN_ID, f.PRECURSOR_ID, f.EXP_RT,
                     p.CHARGE AS PRECURSOR_CHARGE, p.DECOY,
@@ -254,6 +270,7 @@ def _fetch_ms1_features_duckdb(self, con):
                 FROM osw.FEATURE_MS1 fm
                 INNER JOIN osw.FEATURE f ON fm.FEATURE_ID = f.ID
                 INNER JOIN osw.PRECURSOR p ON f.PRECURSOR_ID = p.ID
+                WHERE 1=1{filter_clause}
                 ORDER BY f.RUN_ID, p.ID, f.EXP_RT
                 """
             )
@@ -281,7 +298,7 @@ def _fetch_ms1_features_duckdb(self, con):
                     FROM osw.PRECURSOR_GLYCOPEPTIDE_MAPPING pgm
                     INNER JOIN osw.GLYCOPEPTIDE gp ON pgm.GLYCOPEPTIDE_ID = gp.ID
                 ) g ON f.PRECURSOR_ID = g.PRECURSOR_ID
-                WHERE s.RANK <= {ipf_max_rank}
+                WHERE s.RANK <= {ipf_max_rank}{filter_clause}
                 ORDER BY f.RUN_ID, p.ID, f.EXP_RT
                 """
             )
@@ -303,6 +320,7 @@ def _fetch_transition_features_duckdb(self, con):
             )
 
         rc = self.config.runner
+        filter_clause = self._get_precursor_filter_clause()
         con.execute(
             f"""
             CREATE OR REPLACE VIEW transition_table AS
@@ -324,7 +342,7 @@ def _fetch_transition_features_duckdb(self, con):
             AND s.PEP <= {rc.ipf_max_peakgroup_pep}
             AND ft.VAR_ISOTOPE_OVERLAP_SCORE <= {rc.ipf_max_transition_isotope_overlap}
             AND ft.VAR_LOG_SN_SCORE > {rc.ipf_min_transition_sn}
-            AND p.DECOY = 0
+            AND p.DECOY = 0{filter_clause}
             """
         )
         df = con.execute(
@@ -342,8 +360,10 @@ def _fetch_alignment_features_duckdb(self, con):
             raise click.ClickException(
                 f"MS2-level feature alignment table not present in file.\nTable Info:\n{self._fetch_tables_duckdb(con)}"
             )
+        
+        filter_clause = self._get_precursor_filter_clause()
         con.execute(
-            """
+            f"""
             CREATE OR REPLACE VIEW alignment_table AS
             SELECT
                 fa.ALIGNMENT_ID AS ALIGNMENT_ID, fa.RUN_ID,
@@ -359,6 +379,7 @@ def _fetch_alignment_features_duckdb(self, con):
                 fa.PEAK_INTENSITY_RATIO AS VAR_PEAK_INTENSITY_RATIO,
                 fa.ALIGNED_FEATURE_ID || '_' || fa.PRECURSOR_ID AS GROUP_ID
             FROM osw.FEATURE_MS2_ALIGNMENT fa
+            WHERE 1=1{filter_clause}
             ORDER BY fa.RUN_ID, fa.PRECURSOR_ID, fa.REFERENCE_RT
         """
         )
@@ -692,10 +713,10 @@ def save_results(self, result, pi0):
     def save_weights(self, weights):
         """
         Save the weights to a SQLite database based on the classifier type.
-        If classifier is "LDA", weights are saved to PYPROPHET_WEIGHTS table.
+        If classifier is "LDA" or "SVM", weights are saved to PYPROPHET_WEIGHTS table.
         If classifier is "XGBoost", weights are saved to PYPROPHET_XGB or GLYCOPEPTIDEPROPHET_XGB table based on glyco and level.
         """
-        if self.classifier == "LDA":
+        if self.classifier in ("LDA", "SVM"):
             weights["level"] = self.level
             con = sqlite3.connect(self.outfile)
 
@@ -722,6 +743,7 @@ def save_weights(self, weights):
             # print(weights)
 
             weights.to_sql("PYPROPHET_WEIGHTS", con, index=False, if_exists="append")
+            con.commit()
 
         elif self.classifier == "XGBoost":
             con = sqlite3.connect(self.outfile)
diff --git a/pyprophet/scoring/_optimized.c b/pyprophet/scoring/_optimized.c
index 577348cf..0e2d000d 100644
--- a/pyprophet/scoring/_optimized.c
+++ b/pyprophet/scoring/_optimized.c
@@ -1382,7 +1382,7 @@ static const char *__pyx_filename;
 static const char* const __pyx_f[] = {
   "pyprophet/scoring/_optimized.pyx",
   "<stringsource>",
-  "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd",
+  "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd",
   "cpython/type.pxd",
 };
 /* #### Code section: utility_code_proto_before_types ### */
@@ -1635,7 +1635,7 @@ typedef struct {
 
 /* #### Code section: numeric_typedefs ### */
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":770
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":744
  * # in Cython to enable them only on the right systems.
  * 
  * ctypedef npy_int8       int8_t             # <<<<<<<<<<<<<<
@@ -1644,7 +1644,7 @@ typedef struct {
 */
 typedef npy_int8 __pyx_t_5numpy_int8_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":771
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":745
  * 
  * ctypedef npy_int8       int8_t
  * ctypedef npy_int16      int16_t             # <<<<<<<<<<<<<<
@@ -1653,26 +1653,26 @@ typedef npy_int8 __pyx_t_5numpy_int8_t;
 */
 typedef npy_int16 __pyx_t_5numpy_int16_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":772
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":746
  * ctypedef npy_int8       int8_t
  * ctypedef npy_int16      int16_t
  * ctypedef npy_int32      int32_t             # <<<<<<<<<<<<<<
  * ctypedef npy_int64      int64_t
- * #ctypedef npy_int96      int96_t
+ * 
 */
 typedef npy_int32 __pyx_t_5numpy_int32_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":773
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":747
  * ctypedef npy_int16      int16_t
  * ctypedef npy_int32      int32_t
  * ctypedef npy_int64      int64_t             # <<<<<<<<<<<<<<
- * #ctypedef npy_int96      int96_t
- * #ctypedef npy_int128     int128_t
+ * 
+ * ctypedef npy_uint8      uint8_t
 */
 typedef npy_int64 __pyx_t_5numpy_int64_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":777
- * #ctypedef npy_int128     int128_t
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":749
+ * ctypedef npy_int64      int64_t
  * 
  * ctypedef npy_uint8      uint8_t             # <<<<<<<<<<<<<<
  * ctypedef npy_uint16     uint16_t
@@ -1680,7 +1680,7 @@ typedef npy_int64 __pyx_t_5numpy_int64_t;
 */
 typedef npy_uint8 __pyx_t_5numpy_uint8_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":778
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":750
  * 
  * ctypedef npy_uint8      uint8_t
  * ctypedef npy_uint16     uint16_t             # <<<<<<<<<<<<<<
@@ -1689,26 +1689,26 @@ typedef npy_uint8 __pyx_t_5numpy_uint8_t;
 */
 typedef npy_uint16 __pyx_t_5numpy_uint16_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":779
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":751
  * ctypedef npy_uint8      uint8_t
  * ctypedef npy_uint16     uint16_t
  * ctypedef npy_uint32     uint32_t             # <<<<<<<<<<<<<<
  * ctypedef npy_uint64     uint64_t
- * #ctypedef npy_uint96     uint96_t
+ * 
 */
 typedef npy_uint32 __pyx_t_5numpy_uint32_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":780
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":752
  * ctypedef npy_uint16     uint16_t
  * ctypedef npy_uint32     uint32_t
  * ctypedef npy_uint64     uint64_t             # <<<<<<<<<<<<<<
- * #ctypedef npy_uint96     uint96_t
- * #ctypedef npy_uint128    uint128_t
+ * 
+ * ctypedef npy_float32    float32_t
 */
 typedef npy_uint64 __pyx_t_5numpy_uint64_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":784
- * #ctypedef npy_uint128    uint128_t
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":754
+ * ctypedef npy_uint64     uint64_t
  * 
  * ctypedef npy_float32    float32_t             # <<<<<<<<<<<<<<
  * ctypedef npy_float64    float64_t
@@ -1716,7 +1716,7 @@ typedef npy_uint64 __pyx_t_5numpy_uint64_t;
 */
 typedef npy_float32 __pyx_t_5numpy_float32_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":785
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":755
  * 
  * ctypedef npy_float32    float32_t
  * ctypedef npy_float64    float64_t             # <<<<<<<<<<<<<<
@@ -1725,7 +1725,7 @@ typedef npy_float32 __pyx_t_5numpy_float32_t;
 */
 typedef npy_float64 __pyx_t_5numpy_float64_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":792
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":762
  * ctypedef double complex complex128_t
  * 
  * ctypedef npy_longlong   longlong_t             # <<<<<<<<<<<<<<
@@ -1734,7 +1734,7 @@ typedef npy_float64 __pyx_t_5numpy_float64_t;
 */
 typedef npy_longlong __pyx_t_5numpy_longlong_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":793
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":763
  * 
  * ctypedef npy_longlong   longlong_t
  * ctypedef npy_ulonglong  ulonglong_t             # <<<<<<<<<<<<<<
@@ -1743,7 +1743,7 @@ typedef npy_longlong __pyx_t_5numpy_longlong_t;
 */
 typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":795
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":765
  * ctypedef npy_ulonglong  ulonglong_t
  * 
  * ctypedef npy_intp       intp_t             # <<<<<<<<<<<<<<
@@ -1752,7 +1752,7 @@ typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
 */
 typedef npy_intp __pyx_t_5numpy_intp_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":796
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":766
  * 
  * ctypedef npy_intp       intp_t
  * ctypedef npy_uintp      uintp_t             # <<<<<<<<<<<<<<
@@ -1761,7 +1761,7 @@ typedef npy_intp __pyx_t_5numpy_intp_t;
 */
 typedef npy_uintp __pyx_t_5numpy_uintp_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":798
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":768
  * ctypedef npy_uintp      uintp_t
  * 
  * ctypedef npy_double     float_t             # <<<<<<<<<<<<<<
@@ -1770,7 +1770,7 @@ typedef npy_uintp __pyx_t_5numpy_uintp_t;
 */
 typedef npy_double __pyx_t_5numpy_float_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":799
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":769
  * 
  * ctypedef npy_double     float_t
  * ctypedef npy_double     double_t             # <<<<<<<<<<<<<<
@@ -1779,7 +1779,7 @@ typedef npy_double __pyx_t_5numpy_float_t;
 */
 typedef npy_double __pyx_t_5numpy_double_t;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":800
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":770
  * ctypedef npy_double     float_t
  * ctypedef npy_double     double_t
  * ctypedef npy_longdouble longdouble_t             # <<<<<<<<<<<<<<
@@ -1841,24 +1841,6 @@ struct __pyx_MemviewEnum_obj;
 struct __pyx_memoryview_obj;
 struct __pyx_memoryviewslice_obj;
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1096
- * 
- * # Iterator API added in v1.6
- * ctypedef int (*NpyIter_IterNextFunc)(NpyIter* it) noexcept nogil             # <<<<<<<<<<<<<<
- * ctypedef void (*NpyIter_GetMultiIndexFunc)(NpyIter* it, npy_intp* outcoords) noexcept nogil
- * 
-*/
-typedef int (*__pyx_t_5numpy_NpyIter_IterNextFunc)(NpyIter *);
-
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1097
- * # Iterator API added in v1.6
- * ctypedef int (*NpyIter_IterNextFunc)(NpyIter* it) noexcept nogil
- * ctypedef void (*NpyIter_GetMultiIndexFunc)(NpyIter* it, npy_intp* outcoords) noexcept nogil             # <<<<<<<<<<<<<<
- * 
- * cdef extern from "numpy/arrayobject.h":
-*/
-typedef void (*__pyx_t_5numpy_NpyIter_GetMultiIndexFunc)(NpyIter *, npy_intp *);
-
 /* "View.MemoryView":110
  * 
  * 
@@ -17088,7 +17070,7 @@ static PyObject *__pyx_unpickle_Enum__set_state(struct __pyx_MemviewEnum_obj *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":285
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":243
  *         cdef int type_num
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17099,7 +17081,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":287
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":245
  *         @property
  *         cdef inline npy_intp itemsize(self) noexcept nogil:
  *             return PyDataType_ELSIZE(self)             # <<<<<<<<<<<<<<
@@ -17109,7 +17091,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":285
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":243
  *         cdef int type_num
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17122,7 +17104,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_D
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":289
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":247
  *             return PyDataType_ELSIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17133,7 +17115,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":291
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":249
  *         @property
  *         cdef inline npy_intp alignment(self) noexcept nogil:
  *             return PyDataType_ALIGNMENT(self)             # <<<<<<<<<<<<<<
@@ -17143,7 +17125,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":289
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":247
  *             return PyDataType_ELSIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17156,7 +17138,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_9alignment_alignment(PyArray
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":295
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":253
  *         # Use fields/names with care as they may be NULL.  You must check
  *         # for this using PyDataType_HASFIELDS.
  *         @property             # <<<<<<<<<<<<<<
@@ -17170,7 +17152,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Desc
   PyObject *__pyx_t_1;
   __Pyx_RefNannySetupContext("fields", 0);
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":297
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":255
  *         @property
  *         cdef inline object fields(self):
  *             return <object>PyDataType_FIELDS(self)             # <<<<<<<<<<<<<<
@@ -17183,7 +17165,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":295
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":253
  *         # Use fields/names with care as they may be NULL.  You must check
  *         # for this using PyDataType_HASFIELDS.
  *         @property             # <<<<<<<<<<<<<<
@@ -17198,7 +17180,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Desc
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":299
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":257
  *             return <object>PyDataType_FIELDS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17212,7 +17194,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
   PyObject *__pyx_t_1;
   __Pyx_RefNannySetupContext("names", 0);
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":301
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":259
  *         @property
  *         cdef inline tuple names(self):
  *             return <tuple>PyDataType_NAMES(self)             # <<<<<<<<<<<<<<
@@ -17225,7 +17207,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":299
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":257
  *             return <object>PyDataType_FIELDS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17240,7 +17222,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":306
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":264
  *         # valid (the pointer can be NULL). Most users should access
  *         # this field via the inline helper method PyDataType_SHAPE.
  *         @property             # <<<<<<<<<<<<<<
@@ -17251,7 +17233,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":308
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":266
  *         @property
  *         cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil:
  *             return PyDataType_SUBARRAY(self)             # <<<<<<<<<<<<<<
@@ -17261,7 +17243,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":306
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":264
  *         # valid (the pointer can be NULL). Most users should access
  *         # this field via the inline helper method PyDataType_SHAPE.
  *         @property             # <<<<<<<<<<<<<<
@@ -17274,7 +17256,7 @@ static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarra
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":310
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":268
  *             return PyDataType_SUBARRAY(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17285,7 +17267,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":313
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":271
  *         cdef inline npy_uint64 flags(self) noexcept nogil:
  *             """The data types flags."""
  *             return PyDataType_FLAGS(self)             # <<<<<<<<<<<<<<
@@ -17295,7 +17277,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":310
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":268
  *             return PyDataType_SUBARRAY(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17308,7 +17290,7 @@ static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":322
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":280
  *     ctypedef class numpy.broadcast [object PyArrayMultiIterObject, check_size ignore]:
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17319,7 +17301,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":325
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":283
  *         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)             # <<<<<<<<<<<<<<
@@ -17329,7 +17311,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":322
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":280
  *     ctypedef class numpy.broadcast [object PyArrayMultiIterObject, check_size ignore]:
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17342,7 +17324,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMulti
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":327
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":285
  *             return PyArray_MultiIter_NUMITER(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17353,7 +17335,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":330
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":288
  *         cdef inline npy_intp size(self) noexcept nogil:
  *             """The total broadcasted size."""
  *             return PyArray_MultiIter_SIZE(self)             # <<<<<<<<<<<<<<
@@ -17363,7 +17345,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":327
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":285
  *             return PyArray_MultiIter_NUMITER(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17376,7 +17358,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiI
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":332
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":290
  *             return PyArray_MultiIter_SIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17387,7 +17369,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":335
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":293
  *         cdef inline npy_intp index(self) noexcept nogil:
  *             """The current (1-d) index into the broadcasted result."""
  *             return PyArray_MultiIter_INDEX(self)             # <<<<<<<<<<<<<<
@@ -17397,7 +17379,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":332
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":290
  *             return PyArray_MultiIter_SIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17410,7 +17392,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMult
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":337
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":295
  *             return PyArray_MultiIter_INDEX(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17421,7 +17403,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":340
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":298
  *         cdef inline int nd(self) noexcept nogil:
  *             """The number of dimensions in the broadcasted result."""
  *             return PyArray_MultiIter_NDIM(self)             # <<<<<<<<<<<<<<
@@ -17431,7 +17413,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":337
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":295
  *             return PyArray_MultiIter_INDEX(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17444,7 +17426,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":342
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":300
  *             return PyArray_MultiIter_NDIM(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17455,7 +17437,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":345
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":303
  *         cdef inline npy_intp* dimensions(self) noexcept nogil:
  *             """The shape of the broadcasted result."""
  *             return PyArray_MultiIter_DIMS(self)             # <<<<<<<<<<<<<<
@@ -17465,7 +17447,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":342
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":300
  *             return PyArray_MultiIter_NDIM(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17478,7 +17460,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":347
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":305
  *             return PyArray_MultiIter_DIMS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17489,7 +17471,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":351
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":309
  *             """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)             # <<<<<<<<<<<<<<
@@ -17499,7 +17481,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":347
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":305
  *             return PyArray_MultiIter_DIMS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17512,7 +17494,7 @@ static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiI
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":365
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":323
  *         # Instead, we use properties that map to the corresponding C-API functions.
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17523,7 +17505,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":369
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":327
  *             """Returns a borrowed reference to the object owning the data/memory.
  *             """
  *             return PyArray_BASE(self)             # <<<<<<<<<<<<<<
@@ -17533,7 +17515,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":365
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":323
  *         # Instead, we use properties that map to the corresponding C-API functions.
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17546,7 +17528,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":371
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":329
  *             return PyArray_BASE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17560,7 +17542,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":375
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":333
  *             """Returns an owned reference to the dtype of the array.
  *             """
  *             return <dtype>PyArray_DESCR(self)             # <<<<<<<<<<<<<<
@@ -17573,7 +17555,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":371
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":329
  *             return PyArray_BASE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17588,7 +17570,7 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":377
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":335
  *             return <dtype>PyArray_DESCR(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17599,7 +17581,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":381
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":339
  *             """Returns the number of dimensions in the array.
  *             """
  *             return PyArray_NDIM(self)             # <<<<<<<<<<<<<<
@@ -17609,7 +17591,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":377
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":335
  *             return <dtype>PyArray_DESCR(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17622,7 +17604,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":383
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":341
  *             return PyArray_NDIM(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17633,7 +17615,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":389
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":347
  *             Can return NULL for 0-dimensional arrays.
  *             """
  *             return PyArray_DIMS(self)             # <<<<<<<<<<<<<<
@@ -17643,7 +17625,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":383
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":341
  *             return PyArray_NDIM(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17656,7 +17638,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObjec
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":391
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":349
  *             return PyArray_DIMS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17667,7 +17649,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":396
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":354
  *             The number of elements matches the number of dimensions of the array (ndim).
  *             """
  *             return PyArray_STRIDES(self)             # <<<<<<<<<<<<<<
@@ -17677,7 +17659,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":391
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":349
  *             return PyArray_DIMS(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17690,7 +17672,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayO
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":398
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":356
  *             return PyArray_STRIDES(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17701,7 +17683,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":402
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":360
  *             """Returns the total size (in number of elements) of the array.
  *             """
  *             return PyArray_SIZE(self)             # <<<<<<<<<<<<<<
@@ -17711,7 +17693,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":398
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":356
  *             return PyArray_STRIDES(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17724,7 +17706,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":404
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":362
  *             return PyArray_SIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17735,7 +17717,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":411
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":369
  *             of `PyArray_DATA()` instead, which returns a 'void*'.
  *             """
  *             return PyArray_BYTES(self)             # <<<<<<<<<<<<<<
@@ -17745,7 +17727,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":404
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":362
  *             return PyArray_SIZE(self)
  * 
  *         @property             # <<<<<<<<<<<<<<
@@ -17758,7 +17740,7 @@ static CYTHON_INLINE char *__pyx_f_5numpy_7ndarray_4data_data(PyArrayObject *__p
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":807
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":777
  * ctypedef long double complex clongdouble_t
  * 
  * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
@@ -17775,7 +17757,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":808
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":778
  * 
  * cdef inline object PyArray_MultiIterNew1(a):
  *     return PyArray_MultiIterNew(1, <void*>a)             # <<<<<<<<<<<<<<
@@ -17783,13 +17765,13 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
  * cdef inline object PyArray_MultiIterNew2(a, b):
 */
   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_1 = PyArray_MultiIterNew(1, ((void *)__pyx_v_a)); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 808, __pyx_L1_error)
+  __pyx_t_1 = PyArray_MultiIterNew(1, ((void *)__pyx_v_a)); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 778, __pyx_L1_error)
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":807
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":777
  * ctypedef long double complex clongdouble_t
  * 
  * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
@@ -17808,7 +17790,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":810
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":780
  *     return PyArray_MultiIterNew(1, <void*>a)
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
@@ -17825,7 +17807,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew2", 0);
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":811
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":781
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)             # <<<<<<<<<<<<<<
@@ -17833,13 +17815,13 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
  * cdef inline object PyArray_MultiIterNew3(a, b, c):
 */
   __Pyx_XDECREF(__pyx_r);
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+  __pyx_t_1 = PyArray_MultiIterNew(2, ((void *)__pyx_v_a), ((void *)__pyx_v_b)); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 781, __pyx_L1_error)
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":810
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":780
  *     return PyArray_MultiIterNew(1, <void*>a)
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
@@ -17858,7 +17840,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":813
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":783
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
@@ -17875,7 +17857,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":814
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":784
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)             # <<<<<<<<<<<<<<
@@ -17883,13 +17865,13 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
 */
   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_1 = PyArray_MultiIterNew(3, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c)); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 814, __pyx_L1_error)
+  __pyx_t_1 = PyArray_MultiIterNew(3, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c)); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 784, __pyx_L1_error)
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":813
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":783
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
@@ -17908,7 +17890,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":816
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":786
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
  * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":817
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":787
  * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
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@@ -17933,13 +17915,13 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
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 */
   __Pyx_XDECREF(__pyx_r);
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":816
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 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":819
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":789
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":820
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":790
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":819
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-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":822
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":823
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-    /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":824
+    /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":794
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-    /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":823
+    /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":793
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":826
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":796
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":822
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+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":995
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1011
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1012
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1010
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":995
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  * cdef inline void set_array_base(ndarray arr, object base) except *:             # <<<<<<<<<<<<<<
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  * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1015
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1000
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  * cdef inline object get_array_base(ndarray arr):
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@@ -18155,7 +18137,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1016
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-    /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1017
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-    /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1016
+    /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1001
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1018
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1014
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":999
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-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1022
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1007
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1023
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1008
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-      /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1024
+      /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1009
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-      /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1023
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-    /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1025
+    /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1010
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-      /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1026
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-    /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1023
+    /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1008
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1022
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1007
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-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1028
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1013
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1029
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1014
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@@ -18396,16 +18378,16 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     __Pyx_XGOTREF(__pyx_t_3);
     /*try:*/ {
 
-      /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1030
+      /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1015
  * cdef inline int import_umath() except -1:
  *     try:
  *         _import_umath()             # <<<<<<<<<<<<<<
  *     except Exception:
  *         raise ImportError("numpy._core.umath failed to import")
 */
-      __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(2, 1030, __pyx_L3_error)
+      __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(2, 1015, __pyx_L3_error)
 
-      /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1029
+      /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1014
  * 
  * cdef inline int import_umath() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -18419,7 +18401,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     goto __pyx_L8_try_end;
     __pyx_L3_error:;
 
-    /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1031
+    /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1016
  *     try:
  *         _import_umath()
  *     except Exception:             # <<<<<<<<<<<<<<
@@ -18429,12 +18411,12 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     __pyx_t_4 = __Pyx_PyErr_ExceptionMatches(((PyObject *)(((PyTypeObject*)PyExc_Exception))));
     if (__pyx_t_4) {
       __Pyx_AddTraceback("numpy.import_umath", __pyx_clineno, __pyx_lineno, __pyx_filename);
-      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7) < 0) __PYX_ERR(2, 1031, __pyx_L5_except_error)
+      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7) < 0) __PYX_ERR(2, 1016, __pyx_L5_except_error)
       __Pyx_XGOTREF(__pyx_t_5);
       __Pyx_XGOTREF(__pyx_t_6);
       __Pyx_XGOTREF(__pyx_t_7);
 
-      /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1032
+      /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1017
  *         _import_umath()
  *     except Exception:
  *         raise ImportError("numpy._core.umath failed to import")             # <<<<<<<<<<<<<<
@@ -18447,16 +18429,16 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
         PyObject *__pyx_callargs[2] = {__pyx_t_9, __pyx_mstate_global->__pyx_kp_u_numpy__core_umath_failed_to_impo};
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-        if (unlikely(!__pyx_t_8)) __PYX_ERR(2, 1032, __pyx_L5_except_error)
+        if (unlikely(!__pyx_t_8)) __PYX_ERR(2, 1017, __pyx_L5_except_error)
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       __Pyx_Raise(__pyx_t_8, 0, 0, 0);
       __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
-      __PYX_ERR(2, 1032, __pyx_L5_except_error)
+      __PYX_ERR(2, 1017, __pyx_L5_except_error)
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     goto __pyx_L5_except_error;
 
-    /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1029
+    /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1014
  * 
  * cdef inline int import_umath() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -18472,7 +18454,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     __pyx_L8_try_end:;
   }
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1028
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1013
  *         raise ImportError("numpy._core.multiarray failed to import")
  * 
  * cdef inline int import_umath() except -1:             # <<<<<<<<<<<<<<
@@ -18496,7 +18478,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
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 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1034
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1019
  *         raise ImportError("numpy._core.umath failed to import")
  * 
  * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
@@ -18522,7 +18504,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
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-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1035
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1020
  * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -18538,16 +18520,16 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     __Pyx_XGOTREF(__pyx_t_3);
     /*try:*/ {
 
-      /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1036
+      /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1021
  * cdef inline int import_ufunc() except -1:
  *     try:
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  *     except Exception:
  *         raise ImportError("numpy._core.umath failed to import")
 */
-      __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(2, 1036, __pyx_L3_error)
+      __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(2, 1021, __pyx_L3_error)
 
-      /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1035
+      /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1020
  * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -18561,7 +18543,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     goto __pyx_L8_try_end;
     __pyx_L3_error:;
 
-    /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1037
+    /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1022
  *     try:
  *         _import_umath()
  *     except Exception:             # <<<<<<<<<<<<<<
@@ -18571,12 +18553,12 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     __pyx_t_4 = __Pyx_PyErr_ExceptionMatches(((PyObject *)(((PyTypeObject*)PyExc_Exception))));
     if (__pyx_t_4) {
       __Pyx_AddTraceback("numpy.import_ufunc", __pyx_clineno, __pyx_lineno, __pyx_filename);
-      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7) < 0) __PYX_ERR(2, 1037, __pyx_L5_except_error)
+      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7) < 0) __PYX_ERR(2, 1022, __pyx_L5_except_error)
       __Pyx_XGOTREF(__pyx_t_5);
       __Pyx_XGOTREF(__pyx_t_6);
       __Pyx_XGOTREF(__pyx_t_7);
 
-      /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1038
+      /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1023
  *         _import_umath()
  *     except Exception:
  *         raise ImportError("numpy._core.umath failed to import")             # <<<<<<<<<<<<<<
@@ -18589,16 +18571,16 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
         PyObject *__pyx_callargs[2] = {__pyx_t_9, __pyx_mstate_global->__pyx_kp_u_numpy__core_umath_failed_to_impo};
         __pyx_t_8 = __Pyx_PyObject_FastCall((PyObject*)(((PyTypeObject*)PyExc_ImportError)), __pyx_callargs+__pyx_t_10, (2-__pyx_t_10) | (__pyx_t_10*__Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET));
         __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
-        if (unlikely(!__pyx_t_8)) __PYX_ERR(2, 1038, __pyx_L5_except_error)
+        if (unlikely(!__pyx_t_8)) __PYX_ERR(2, 1023, __pyx_L5_except_error)
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       __Pyx_Raise(__pyx_t_8, 0, 0, 0);
       __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
-      __PYX_ERR(2, 1038, __pyx_L5_except_error)
+      __PYX_ERR(2, 1023, __pyx_L5_except_error)
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     goto __pyx_L5_except_error;
 
-    /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1035
+    /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1020
  * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -18614,7 +18596,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     __pyx_L8_try_end:;
   }
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1034
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1019
  *         raise ImportError("numpy._core.umath failed to import")
  * 
  * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
@@ -18638,7 +18620,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1041
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1026
  * 
  * 
  * cdef inline bint is_timedelta64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
@@ -18649,7 +18631,7 @@ 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-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1053
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1038
  *     bool
  *     """
  *     return PyObject_TypeCheck(obj, &PyTimedeltaArrType_Type)             # <<<<<<<<<<<<<<
@@ -18659,7 +18641,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
   __pyx_r = PyObject_TypeCheck(__pyx_v_obj, (&PyTimedeltaArrType_Type));
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1041
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1026
  * 
  * 
  * cdef inline bint is_timedelta64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
@@ -18672,7 +18654,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1056
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1041
  * 
  * 
  * cdef inline bint is_datetime64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
@@ -18683,7 +18665,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
 static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_obj) {
   int __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1068
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1053
  *     bool
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  *     return PyObject_TypeCheck(obj, &PyDatetimeArrType_Type)             # <<<<<<<<<<<<<<
@@ -18693,7 +18675,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
   __pyx_r = PyObject_TypeCheck(__pyx_v_obj, (&PyDatetimeArrType_Type));
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1056
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1041
  * 
  * 
  * cdef inline bint is_datetime64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
@@ -18706,7 +18688,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1071
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1056
  * 
  * 
  * cdef inline npy_datetime get_datetime64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18717,7 +18699,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
 static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *__pyx_v_obj) {
   npy_datetime __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1078
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1063
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  *     return (<PyDatetimeScalarObject*>obj).obval             # <<<<<<<<<<<<<<
@@ -18727,7 +18709,7 @@ static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *
   __pyx_r = ((PyDatetimeScalarObject *)__pyx_v_obj)->obval;
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1071
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1056
  * 
  * 
  * cdef inline npy_datetime get_datetime64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18740,7 +18722,7 @@ static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1081
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1066
  * 
  * 
  * cdef inline npy_timedelta get_timedelta64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18751,7 +18733,7 @@ static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *
 static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject *__pyx_v_obj) {
   npy_timedelta __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1085
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1070
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@@ -18761,7 +18743,7 @@ static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject
   __pyx_r = ((PyTimedeltaScalarObject *)__pyx_v_obj)->obval;
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1081
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1066
  * 
  * 
  * cdef inline npy_timedelta get_timedelta64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18774,7 +18756,7 @@ static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject
   return __pyx_r;
 }
 
-/* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1088
+/* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1073
  * 
  * 
  * cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18785,7 +18767,7 @@ static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject
 static CYTHON_INLINE NPY_DATETIMEUNIT __pyx_f_5numpy_get_datetime64_unit(PyObject *__pyx_v_obj) {
   NPY_DATETIMEUNIT __pyx_r;
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1092
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1077
  *     returns the unit part of the dtype for a numpy datetime64 object.
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  *     return <NPY_DATETIMEUNIT>(<PyDatetimeScalarObject*>obj).obmeta.base             # <<<<<<<<<<<<<<
@@ -18795,7 +18777,7 @@ static CYTHON_INLINE NPY_DATETIMEUNIT __pyx_f_5numpy_get_datetime64_unit(PyObjec
   __pyx_r = ((NPY_DATETIMEUNIT)((PyDatetimeScalarObject *)__pyx_v_obj)->obmeta.base);
   goto __pyx_L0;
 
-  /* "../../../../../tmp/pip-build-env-_q1myxj8/overlay/lib/python3.9/site-packages/numpy/__init__.cython-30.pxd":1088
+  /* "../../../../../tmp/pip-build-env-4954wg_r/overlay/lib/python3.13/site-packages/numpy/__init__.cython-30.pxd":1073
  * 
  * 
  * cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -23598,7 +23580,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
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   __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
-  __pyx_t_1 = PyImport_ImportModule("numpy"); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 271, __pyx_L1_error)
+  __pyx_t_1 = PyImport_ImportModule("numpy"); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 229, __pyx_L1_error)
   __Pyx_GOTREF(__pyx_t_1);
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   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
@@ -23608,7 +23590,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyArray_Descr), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyArray_Descr),
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+  __Pyx_ImportType_CheckSize_Ignore_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_dtype) __PYX_ERR(2, 229, __pyx_L1_error)
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   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyArrayIterObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyArrayIterObject),
@@ -23617,7 +23599,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyArrayIterObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyArrayIterObject),
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+  __Pyx_ImportType_CheckSize_Ignore_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_flatiter) __PYX_ERR(2, 274, __pyx_L1_error)
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   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyArrayMultiIterObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyArrayMultiIterObject),
@@ -23626,7 +23608,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyArrayMultiIterObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyArrayMultiIterObject),
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+  __Pyx_ImportType_CheckSize_Ignore_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_broadcast) __PYX_ERR(2, 278, __pyx_L1_error)
   __pyx_mstate->__pyx_ptype_5numpy_ndarray = __Pyx_ImportType_3_2_4(__pyx_t_1, "numpy", "ndarray",
   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyArrayObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyArrayObject),
@@ -23635,7 +23617,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyArrayObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyArrayObject),
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-  __Pyx_ImportType_CheckSize_Ignore_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_ndarray) __PYX_ERR(2, 359, __pyx_L1_error)
+  __Pyx_ImportType_CheckSize_Ignore_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_ndarray) __PYX_ERR(2, 317, __pyx_L1_error)
   __pyx_mstate->__pyx_ptype_5numpy_generic = __Pyx_ImportType_3_2_4(__pyx_t_1, "numpy", "generic",
   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
@@ -23644,7 +23626,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
   #endif
-  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_generic) __PYX_ERR(2, 848, __pyx_L1_error)
+  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_generic) __PYX_ERR(2, 826, __pyx_L1_error)
   __pyx_mstate->__pyx_ptype_5numpy_number = __Pyx_ImportType_3_2_4(__pyx_t_1, "numpy", "number",
   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
@@ -23653,7 +23635,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
   #endif
-  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_number) __PYX_ERR(2, 850, __pyx_L1_error)
+  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_number) __PYX_ERR(2, 828, __pyx_L1_error)
   __pyx_mstate->__pyx_ptype_5numpy_integer = __Pyx_ImportType_3_2_4(__pyx_t_1, "numpy", "integer",
   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
@@ -23662,7 +23644,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
   #endif
-  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_integer) __PYX_ERR(2, 852, __pyx_L1_error)
+  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_integer) __PYX_ERR(2, 830, __pyx_L1_error)
   __pyx_mstate->__pyx_ptype_5numpy_signedinteger = __Pyx_ImportType_3_2_4(__pyx_t_1, "numpy", "signedinteger",
   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
@@ -23671,7 +23653,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
   #endif
-  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_signedinteger) __PYX_ERR(2, 854, __pyx_L1_error)
+  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_signedinteger) __PYX_ERR(2, 832, __pyx_L1_error)
   __pyx_mstate->__pyx_ptype_5numpy_unsignedinteger = __Pyx_ImportType_3_2_4(__pyx_t_1, "numpy", "unsignedinteger",
   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
@@ -23680,7 +23662,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
   #endif
-  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_unsignedinteger) __PYX_ERR(2, 856, __pyx_L1_error)
+  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_unsignedinteger) __PYX_ERR(2, 834, __pyx_L1_error)
   __pyx_mstate->__pyx_ptype_5numpy_inexact = __Pyx_ImportType_3_2_4(__pyx_t_1, "numpy", "inexact",
   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
@@ -23689,7 +23671,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
   #endif
-  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_inexact) __PYX_ERR(2, 858, __pyx_L1_error)
+  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_inexact) __PYX_ERR(2, 836, __pyx_L1_error)
   __pyx_mstate->__pyx_ptype_5numpy_floating = __Pyx_ImportType_3_2_4(__pyx_t_1, "numpy", "floating",
   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
@@ -23698,7 +23680,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
   #endif
-  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_floating) __PYX_ERR(2, 860, __pyx_L1_error)
+  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_floating) __PYX_ERR(2, 838, __pyx_L1_error)
   __pyx_mstate->__pyx_ptype_5numpy_complexfloating = __Pyx_ImportType_3_2_4(__pyx_t_1, "numpy", "complexfloating",
   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
@@ -23707,7 +23689,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
   #endif
-  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_complexfloating) __PYX_ERR(2, 862, __pyx_L1_error)
+  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_complexfloating) __PYX_ERR(2, 840, __pyx_L1_error)
   __pyx_mstate->__pyx_ptype_5numpy_flexible = __Pyx_ImportType_3_2_4(__pyx_t_1, "numpy", "flexible",
   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
@@ -23716,7 +23698,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
   #endif
-  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_flexible) __PYX_ERR(2, 864, __pyx_L1_error)
+  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_flexible) __PYX_ERR(2, 842, __pyx_L1_error)
   __pyx_mstate->__pyx_ptype_5numpy_character = __Pyx_ImportType_3_2_4(__pyx_t_1, "numpy", "character",
   #if defined(PYPY_VERSION_NUM) && PYPY_VERSION_NUM < 0x050B0000
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
@@ -23725,7 +23707,7 @@ static int __Pyx_modinit_type_import_code(__pyx_mstatetype *__pyx_mstate) {
   #else
   sizeof(PyObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyObject),
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+  __Pyx_ImportType_CheckSize_Warn_3_2_4); if (!__pyx_mstate->__pyx_ptype_5numpy_character) __PYX_ERR(2, 844, __pyx_L1_error)
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   sizeof(PyUFuncObject), __PYX_GET_STRUCT_ALIGNMENT_3_2_4(PyUFuncObject),
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diff --git a/pyprophet/scoring/classifiers.py b/pyprophet/scoring/classifiers.py
index 329b22a6..a97b6e10 100644
--- a/pyprophet/scoring/classifiers.py
+++ b/pyprophet/scoring/classifiers.py
@@ -84,7 +84,14 @@ class LinearLearner(AbstractLearner):
     def score(self, peaks, use_main_score):
         """Score the given peaks using the linear model."""
         X = peaks.get_feature_matrix(use_main_score)
-        result = np.dot(X, self.get_parameters()).astype(np.float32)
+        # Ensure X is a proper numpy array (fixes pandas compatibility issues)
+        X = np.asarray(X, dtype=np.float32)
+        params = self.get_parameters()
+        if params is None:
+            raise ValueError("Model parameters not set. Call learn() first.")
+        # Ensure params is also a numpy array
+        params = np.asarray(params, dtype=np.float32)
+        result = np.dot(X, params).astype(np.float32)
         return result
 
     @classmethod
@@ -169,7 +176,10 @@ def learn(self, decoy_peaks, target_peaks, use_main_score=True):
 
     def get_parameters(self):
         """Retrieve the scaling parameters of the LDA model."""
-        return self.scalings
+        # Ensure parameters are always returned as a NumPy array (fixes sequence type error)
+        if self.scalings is None:
+            return None
+        return np.asarray(self.scalings, dtype=np.float32)
 
     def set_parameters(self, w):
         """Set the scaling parameters of the LDA model."""
@@ -287,9 +297,12 @@ def learn(self, decoy_peaks, target_peaks, use_main_score=True):
     def score(self, peaks, use_main_score):
         """Score the given peaks using the SVM model."""
         X = peaks.get_feature_matrix(use_main_score)
+        # Ensure X is a proper numpy array (fixes pandas compatibility issues)
+        X = np.asarray(X, dtype=np.float32)
         # Check if self.classifier is loaded weights (an numpy.ndarray object)
         if isinstance(self.classifier, np.ndarray):
-            return np.dot(X, self.classifier).astype(np.float32)
+            classifier = np.asarray(self.classifier, dtype=np.float32)
+            return np.dot(X, classifier).astype(np.float32)
         elif isinstance(self.classifier, LinearSVC):
             return self.classifier.decision_function(X)
 
@@ -528,6 +541,8 @@ def loss_gain_score(y_true, y_pred_proba, **kwargs):
     def score(self, peaks, use_main_score):
         """Score the given peaks using the HistGradientBoosting model."""
         X = peaks.get_feature_matrix(use_main_score)
+        # Ensure X is a proper numpy array (fixes pandas compatibility issues)
+        X = np.asarray(X, dtype=np.float32)
         # Use decision_function for compatibility with XGBoost scoring
         result = self.classifier.decision_function(X)
         return result.astype(np.float32)
@@ -709,6 +724,8 @@ def learn(self, decoy_peaks, target_peaks, use_main_score=True):
     def score(self, peaks, use_main_score):
         """Score the given peaks using the XGBoost model."""
         X = peaks.get_feature_matrix(use_main_score)
+        # Ensure X is a proper numpy array (fixes pandas compatibility issues)
+        X = np.asarray(X, dtype=np.float32)
         dtest = xgb.DMatrix(X)
         result = self.classifier.predict(dtest)
         return result.astype(np.float32)
diff --git a/pyprophet/scoring/runner.py b/pyprophet/scoring/runner.py
index 18051c15..1f57a6a2 100644
--- a/pyprophet/scoring/runner.py
+++ b/pyprophet/scoring/runner.py
@@ -270,6 +270,8 @@ def run(self):
 
         logger.info("Total time: %d seconds and %d msecs wall time" % (seconds, msecs))
 
+        if self.config.file_type == "osw":
+            return self.outfile
         if self.runner_config.classifier == "LDA":
             return self.config.extra_writes.get("trained_weights_path")
         elif self.runner_config.classifier == "SVM":
@@ -372,7 +374,7 @@ def __init__(self, apply_weights: str, config: RunnerIOConfig):
 
                     if not check_sqlite_table(con, "PYPROPHET_WEIGHTS"):
                         raise click.ClickException(
-                            "PYPROPHET_WEIGHTS table is not present in file, cannot apply weights for LDA classifier! Make sure you have run the scoring on a subset of the data first, or that you supplied the right `--classifier` parameter."
+                            "PYPROPHET_WEIGHTS table is not present in file, cannot apply weights for %s classifier! Make sure you have run the scoring on a subset of the data first, or that you supplied the right `--classifier` parameter." % self.classifier
                         )
                     data = pd.read_sql_query(
                         "SELECT * FROM PYPROPHET_WEIGHTS WHERE LEVEL=='%s'"
diff --git a/pyprophet/stats.py b/pyprophet/stats.py
index 07285d67..a3a1f7a7 100644
--- a/pyprophet/stats.py
+++ b/pyprophet/stats.py
@@ -50,7 +50,10 @@ def to_one_dim_array(values, as_type=None):
 @profile
 def lookup_values_from_error_table(scores, err_df):
     """Find matching q-value for each score in 'scores'"""
-    ix = find_nearest_matches(np.float32(err_df.cutoff.values), np.float32(scores))
+    # Ensure arrays are writable copies (fixes read-only buffer issue with numpy 1.26+)
+    cutoff_array = np.asarray(err_df.cutoff.values, dtype=np.float32).copy()
+    scores_array = np.asarray(scores, dtype=np.float32).copy()
+    ix = find_nearest_matches(cutoff_array, scores_array)
     return (
         err_df.pvalue.iloc[ix].values,
         err_df.svalue.iloc[ix].values,
diff --git a/tests/_regtest_outputs/test_pyprophet_score.test_multi_split_parquet_1.out b/tests/_regtest_outputs/test_pyprophet_score.test_multi_split_parquet_1.out
index 6e30e1f4..d293d281 100644
--- a/tests/_regtest_outputs/test_pyprophet_score.test_multi_split_parquet_1.out
+++ b/tests/_regtest_outputs/test_pyprophet_score.test_multi_split_parquet_1.out
@@ -1,15 +1,15 @@
 96259
              feature_id  ms1_precursor_pep  ms2_peakgroup_pep  ms2_precursor_pep
-0  -9078977811506172301             0.0005         9.9582e-08             0.1119
+0  -9078977811506172301             0.0005         9.9580e-08             0.1119
 1  -9059007664292712863             1.0000         8.6993e-01                NaN
-2  -9009602369958523731             0.0005         8.9398e-07             0.4155
-3  -8990894093332793487             0.0005         2.8346e-07             0.0409
-4  -8915955323477460297             0.0003         1.8926e-07             0.0181
+2  -9009602369958523731             0.0005         8.9400e-07             0.4155
+3  -8990894093332793487             0.0005         2.8350e-07             0.0409
+4  -8915955323477460297             0.0003         1.8930e-07             0.0181
 ..                  ...                ...                ...                ...
-95 -4554654845515399609             0.0003         3.8685e-08                NaN
+95 -4554654845515399609             0.0003         3.8680e-08                NaN
 96 -4539808410625597778             0.0094         1.2626e-06             0.0352
-97 -4495976808403190115             0.0002         3.8685e-08             0.0378
-98 -4474179539802460946             0.0002         3.8685e-08             0.0157
-99 -4409520928686189639             0.0002         3.8685e-08             0.1650
+97 -4495976808403190115             0.0002         3.8680e-08             0.0378
+98 -4474179539802460946             0.0002         3.8680e-08             0.0157
+99 -4409520928686189639             0.0002         3.8680e-08             0.1650
 
 [100 rows x 4 columns]
diff --git a/tests/_regtest_outputs/test_pyprophet_score.test_osw_1.out b/tests/_regtest_outputs/test_pyprophet_score.test_osw_1.out
index fb95eed9..1d1edfac 100644
--- a/tests/_regtest_outputs/test_pyprophet_score.test_osw_1.out
+++ b/tests/_regtest_outputs/test_pyprophet_score.test_osw_1.out
@@ -1,14 +1,14 @@
              feature_id  ms1_precursor_pep  ms2_peakgroup_pep  ms2_precursor_pep
-0  -9078977811506172301             0.0005         9.9582e-08             0.1119
-1  -9009602369958523731             0.0005         8.9398e-07             0.4155
-2  -8990894093332793487             0.0005         2.8346e-07             0.0409
-3  -8915955323477460297             0.0003         1.8926e-07             0.0181
-4  -8858715981476206597             0.0002         3.8685e-08             0.0144
+0  -9078977811506172301             0.0005         9.9580e-08             0.1119
+1  -9009602369958523731             0.0005         8.9400e-07             0.4155
+2  -8990894093332793487             0.0005         2.8350e-07             0.0409
+3  -8915955323477460297             0.0003         1.8930e-07             0.0181
+4  -8858715981476206597             0.0002         3.8680e-08             0.0144
 ..                  ...                ...                ...                ...
-95 -3220457216356394124             0.0002         4.4892e-08             0.0274
-96 -3212703409469281429             0.0008         7.2903e-07             0.0154
+95 -3220457216356394124             0.0002         4.4890e-08             0.0274
+96 -3212703409469281429             0.0008         7.2900e-07             0.0154
 97 -3196707605593292319             0.0002         4.1300e-08             0.0482
-98 -3129995828656718688             0.0002         3.8685e-08             0.0435
+98 -3129995828656718688             0.0002         3.8680e-08             0.0435
 99 -3096050638984928024             0.0002         9.0820e-08             0.0420
 
 [100 rows x 4 columns]
diff --git a/tests/_regtest_outputs/test_pyprophet_score.test_osw_8.out b/tests/_regtest_outputs/test_pyprophet_score.test_osw_8.out
index ff8b9589..0cd6337f 100644
--- a/tests/_regtest_outputs/test_pyprophet_score.test_osw_8.out
+++ b/tests/_regtest_outputs/test_pyprophet_score.test_osw_8.out
@@ -1,7 +1,7 @@
    level                          score      weight
 0    ms1           main_var_xcorr_shape  9.5599e-01
 1    ms2           main_var_xcorr_shape -2.5707e+00
-2    ms2              var_bseries_score  2.9013e-15
+2    ms2              var_bseries_score  2.9010e-15
 3    ms2              var_dotprod_score  4.8268e+00
 4    ms2            var_intensity_score  1.8417e+00
 5    ms1  var_isotope_correlation_score  9.9777e-02
diff --git a/tests/_regtest_outputs/test_pyprophet_score.test_osw_subsample.out b/tests/_regtest_outputs/test_pyprophet_score.test_osw_subsample.out
new file mode 100644
index 00000000..a1f4ff86
--- /dev/null
+++ b/tests/_regtest_outputs/test_pyprophet_score.test_osw_subsample.out
@@ -0,0 +1,14 @@
+             feature_id  ms1_precursor_pep  ms2_peakgroup_pep  ms2_precursor_pep
+0  -9078977811506172301              0.007             0.0036             0.0981
+1  -9009602369958523731              0.007             0.0036             0.4161
+2  -8990894093332793487              0.007             0.0036             0.0621
+3  -8915955323477460297              0.007             0.0036             0.0288
+4  -8858715981476206597              0.007             0.0036             0.0046
+..                  ...                ...                ...                ...
+95 -3220457216356394124              0.007             0.0036             0.0101
+96 -3212703409469281429              0.007             0.0036             0.0046
+97 -3196707605593292319              0.007             0.0036             0.0674
+98 -3129995828656718688              0.007             0.0036             0.0621
+99 -3096050638984928024              0.007             0.0036             0.0513
+
+[100 rows x 4 columns]
diff --git a/tests/_regtest_outputs/test_pyprophet_score.test_osw_subsample_apply_weights.out b/tests/_regtest_outputs/test_pyprophet_score.test_osw_subsample_apply_weights.out
new file mode 100644
index 00000000..b7da8a5c
--- /dev/null
+++ b/tests/_regtest_outputs/test_pyprophet_score.test_osw_subsample_apply_weights.out
@@ -0,0 +1,14 @@
+             feature_id  ms1_precursor_pep  ms2_peakgroup_pep  ms2_precursor_pep
+0  -9211032279639747263               <NA>         1.5282e-01               <NA>
+1  -9202066408251325127               <NA>         6.6976e-02               <NA>
+2  -9194114845888269381               <NA>         1.5282e-01               <NA>
+3  -9157656806856886367               <NA>         1.5282e-01               <NA>
+4  -9154199948799956056               <NA>         1.5282e-01               <NA>
+..                  ...                ...                ...                ...
+95 -7954403927701730016               <NA>         1.5358e-05               <NA>
+96 -7945183889919201418               <NA>         1.5282e-01               <NA>
+97 -7921043005244251597               <NA>         5.9199e-02               <NA>
+98 -7915076791408573751               <NA>         1.5282e-01               <NA>
+99 -7898872943061400987               <NA>         1.1083e-02               <NA>
+
+[100 rows x 4 columns]
diff --git a/tests/_regtest_outputs/test_pyprophet_score.test_tsv_1.out b/tests/_regtest_outputs/test_pyprophet_score.test_tsv_1.out
index bd928c9a..d5448bf2 100644
--- a/tests/_regtest_outputs/test_pyprophet_score.test_tsv_1.out
+++ b/tests/_regtest_outputs/test_pyprophet_score.test_tsv_1.out
@@ -20,14 +20,14 @@
 8  -1.1287  5.5410e-02   -0.7005  0.0000  2.1333e+01  8.8764e-01  1.0000e+00  8.8764e-01  5.5410e-02  1.0000   2.7005  363.6672
 9  -0.9162  5.1924e-02   -0.1463  0.0000  1.9887e+01  8.2748e-01  1.0000e+00  8.2748e-01  5.1924e-02  1.0000   4.1463  363.1130
 10 -0.7036  4.7798e-02   -0.7743  0.0000  1.8259e+01  7.5974e-01  1.0000e+00  7.5974e-01  4.7798e-02  1.0000   5.7743  363.7410
-11 -0.4911  4.1650e-02   -2.1648  0.0000  1.5869e+01  6.6027e-01  1.0000e+00  6.6027e-01  4.1650e-02  1.0000   8.1648  365.1315
+11 -0.4911  4.1650e-02   -2.1648  0.0000  1.5869e+01  6.6027e-01  1.0000e+00  6.6027e-01  4.1650e-02  1.0000   8.1648  365.1314
 12 -0.2786  4.1017e-02    0.4710  0.0523  1.5504e+01  6.4512e-01  1.0000e+00  6.4512e-01  4.1017e-02  1.0000   8.5290  362.4957
 13 -0.0661  3.4406e-02    0.8688  0.0724  1.2902e+01  5.3684e-01  1.0000e+00  5.3684e-01  3.4406e-02  1.0000  11.1312  362.0979
 14  0.1464  2.7190e-02   -0.8643  0.0000  1.0169e+01  4.2312e-01  1.0000e+00  4.2312e-01  2.7190e-02  1.0000  13.8643  363.8310
 15  0.3590  2.1154e-02   -2.1428  0.0000  7.8905e+00  3.2832e-01  1.0000e+00  3.2832e-01  2.1154e-02  1.0000  16.1428  365.1095
 16  0.5715  1.8472e-02   -2.1616  0.0000  6.8717e+00  2.8593e-01  1.0000e+00  2.8593e-01  1.8472e-02  1.0000  17.1616  365.1283
 17  0.7840  1.3393e-02   -3.0646  0.0000  4.9687e+00  2.0674e-01  8.2627e-01  2.0674e-01  1.3393e-02  1.0000  19.0646  366.0313
-18  0.9965  1.0469e-02   -0.1911  0.0000  3.8422e+00  1.5987e-01  6.3893e-01  1.5987e-01  1.0469e-02  1.0000  20.1911  363.1578
+18  0.9965  1.0469e-02   -0.1911  0.0000  3.8422e+00  1.5987e-01  6.3894e-01  1.5987e-01  1.0469e-02  1.0000  20.1911  363.1578
 19  1.2090  5.4738e-03   -1.0299  0.0000  2.0034e+00  8.3359e-02  3.1806e-01  8.3359e-02  5.4738e-03  1.0000  22.0299  363.9966
 20  1.4216  4.8798e-03   -0.2522  0.0000  1.7811e+00  7.4111e-02  2.8019e-01  7.4111e-02  4.8798e-03  1.0000  22.2522  363.2189
 21  1.6341  3.3101e-03    1.1683  0.0487  1.2016e+00  4.9996e-02  1.8487e-01  4.9996e-02  3.3101e-03  0.9968  22.8317  361.7984
@@ -42,7 +42,7 @@
 30  3.5467  1.4724e-05   42.9714  0.6414  4.7117e-03  1.9605e-04  4.3330e-04  1.9605e-04  1.4724e-05  0.8816  24.0286  319.9953
 31  3.7593  7.2480e-06   54.9689  0.6958  2.2324e-03  9.2887e-05  1.9065e-04  9.2887e-05  7.2480e-06  0.8486  24.0311  307.9978
 32  3.9718  2.7076e-06   63.9675  0.7269  8.0957e-04  3.3685e-05  6.2623e-05  3.3685e-05  2.7076e-06  0.8238  24.0325  298.9992
-33  4.1843  1.2012e-06   74.9670  0.7572  3.4595e-04  1.4395e-05  2.4351e-05  1.4395e-05  1.2012e-06  0.7935  24.0330  287.9997
+33  4.1843  1.2012e-06   74.9670  0.7572  3.4595e-04  1.4394e-05  2.4351e-05  1.4394e-05  1.2012e-06  0.7935  24.0330  287.9997
 34  4.3968  5.0882e-07   88.9668  0.7873  1.3942e-04  5.8010e-06  8.6323e-06  5.8010e-06  5.0882e-07  0.7549  24.0332  273.9999
 35  4.6093  1.8281e-07  103.9667  0.8122  4.7347e-05  1.9700e-06  2.4108e-06  1.9700e-06  1.8281e-07  0.7136  24.0333  259.0000
 36  4.8219  6.8916e-08  120.9667  0.8343  1.6678e-05  6.9394e-07  6.8750e-07  6.9394e-07  6.8916e-08  0.6667  24.0333  242.0000
diff --git a/tests/test_pyprophet_score.py b/tests/test_pyprophet_score.py
index 0986f04a..9079d479 100644
--- a/tests/test_pyprophet_score.py
+++ b/tests/test_pyprophet_score.py
@@ -5,6 +5,7 @@
 import shutil
 import sys
 import sqlite3
+import math
 
 import pandas as pd
 import pytest
@@ -22,6 +23,33 @@
 SKIP_PARQUET_TESTS = True
 
 
+def _round_sig(value, sig_digits=4):
+    if pd.isna(value) or value == 0:
+        return value
+    return round(value, sig_digits - int(math.floor(math.log10(abs(value)))) - 1)
+
+
+def _normalize_peakgroup_regtest_frame(df):
+    """
+    Normalize tiny floating-point values so regtest output is stable across
+    Python/pandas/platform combinations. This only affects the peakgroup
+    summary tables used by the OSW/parquet score tests.
+    """
+    normalized = df.head(100).sort_index(axis=1).copy()
+    float_cols = normalized.select_dtypes(include=["floating"]).columns
+
+    for col in float_cols:
+        values = normalized[col]
+        mask = values.notna() & values.ne(0) & values.abs().lt(1e-6)
+        normalized.loc[mask, col] = values.loc[mask].map(_round_sig)
+
+    return normalized
+
+
+def _print_peakgroup_regtest_frame(df, regtest):
+    print(_normalize_peakgroup_regtest_frame(df), file=regtest)
+
+
 # ================== CORE TEST UTILITIES ==================
 class TestRunner:
     """Handles execution of pyprophet commands and test setup"""
@@ -184,6 +212,8 @@ def execute(self, levels=None, **kwargs):
         for level in levels:
             level_cmd = self.config.build_command(self.input_file, level)
 
+            if kwargs.get("subsample_ratio"):
+                level_cmd += f" --subsample_ratio={kwargs['subsample_ratio']}"
             if kwargs.get("parametric"):
                 level_cmd += " --parametric"
             if kwargs.get("pfdr"):
@@ -231,7 +261,61 @@ def verify(self, regtest):
             ]
             table = table.sort_values(sort_cols).reset_index(drop=True)
 
-        print(table.head(100).sort_index(axis=1), file=regtest)
+        _print_peakgroup_regtest_frame(table, regtest)
+
+    def apply_weights(self):
+        """Apply weights for OSW subsampling workflow"""
+        if self.is_metabo:
+            # Metabolomics workflow
+            cmd = f"pyprophet score --level ms2 --pi0_method=smoother --pi0_lambda 0.001 0 0 --in={self.input_file} --test --ss_iteration_fdr=0.02 --subsample_ratio=1.0"
+            self.runner.run_command(cmd)
+
+            cmd = f"pyprophet score --level ms2 --pi0_method=smoother --pi0_lambda 0.4 0 0 --in={self.input_file} --apply_weights={self.input_file} --test --ss_iteration_fdr=0.02"
+            self.runner.run_command(cmd)
+        else:
+            # Regular OSW workflow with ms1, ms2, transition levels
+            cmd = f"pyprophet score --level ms2 --pi0_method=smoother --pi0_lambda 0.001 0 0 --in={self.input_file} --test --ss_iteration_fdr=0.02 --subsample_ratio=1.0"
+            self.runner.run_command(cmd)
+
+            cmd = f"pyprophet score --level ms2 --pi0_method=smoother --pi0_lambda 0.4 0 0 --in={self.input_file} --apply_weights={self.input_file} --test --ss_iteration_fdr=0.02"
+            self.runner.run_command(cmd)
+
+            cmd = f"pyprophet score --level transition --pi0_method=smoother --pi0_lambda 0.001 0 0 --in={self.input_file} --test --ss_iteration_fdr=0.02 --subsample_ratio=1.0"
+            self.runner.run_command(cmd)
+
+            cmd = f"pyprophet score --level transition --pi0_method=smoother --pi0_lambda 0.4 0 0 --in={self.input_file} --apply_weights={self.input_file} --test --ss_iteration_fdr=0.02"
+            self.runner.run_command(cmd)
+
+    def verify_weights(self, regtest):
+        """Verify weights applied to OSW files"""
+        if self.is_metabo:
+            with sqlite3.connect("test_data_compound.osw") as conn:
+                table = pd.read_sql_query(
+                    "SELECT * FROM PYPROPHET_WEIGHTS ORDER BY score", conn
+                )
+        else:
+            config = IPFIOConfig(
+                infile=self.input_file,
+                outfile=self.input_file,
+                subsample_ratio=1.0,
+                level="peakgroup_precursor",
+                context="ipf",
+            )
+            config.file_type = "osw"
+            config.ipf_max_peakgroup_pep = 1.0
+            config.ipf_ms1_scoring = False
+            config.ipf_ms2_scoring = False
+            reader = ReaderDispatcher.get_reader(config)
+            table = reader.read(level="peakgroup_precursor")
+            sort_cols = [
+                "feature_id",
+                "ms2_peakgroup_pep",
+                "ms1_precursor_pep",
+                "ms2_precursor_pep",
+            ]
+            table = table.sort_values(sort_cols).reset_index(drop=True)
+
+        _print_peakgroup_regtest_frame(table, regtest)
 
 
 class ParquetTestStrategy(TestStrategy):
@@ -295,7 +379,7 @@ def verify(self, regtest):
             "ms2_precursor_pep",
         ]
         table = table.sort_values(sort_cols).reset_index(drop=True)
-        print(table.head(100).sort_index(axis=1), file=regtest)
+        _print_peakgroup_regtest_frame(table, regtest)
 
     def apply_weights(self):
         # Run scoring without weights to generate initial scores
@@ -342,7 +426,7 @@ def verify_weights(self, regtest):
             "ms2_precursor_pep",
         ]
         table = table.sort_values(sort_cols).reset_index(drop=True)
-        print(table.head(100).sort_index(axis=1), file=regtest)
+        _print_peakgroup_regtest_frame(table, regtest)
 
 
 class SplitParquetTestStrategy(TestStrategy):
@@ -409,7 +493,7 @@ def verify(self, regtest):
             "ms2_precursor_pep",
         ]
         table = table.sort_values(sort_cols).reset_index(drop=True)
-        print(table.head(100).sort_index(axis=1), file=regtest)
+        _print_peakgroup_regtest_frame(table, regtest)
 
     def apply_weights(self):
         # Run scoring without weights to generate initial scores
@@ -470,7 +554,7 @@ def verify_weights(self, regtest):
             "ms2_precursor_pep",
         ]
         table = table.sort_values(sort_cols).reset_index(drop=True)
-        print(table.head(100).sort_index(axis=1), file=regtest)
+        _print_peakgroup_regtest_frame(table, regtest)
 
 
 class MultiSplitParquetTestStrategy(TestStrategy):
@@ -540,7 +624,7 @@ def verify(self, regtest):
             "ms2_precursor_pep",
         ]
         table = table.sort_values(sort_cols).reset_index(drop=True)
-        print(table.head(100).sort_index(axis=1), file=regtest)
+        _print_peakgroup_regtest_frame(table, regtest)
 
     def apply_weights(self):
         # Run scoring without weights to generate initial scores
@@ -601,7 +685,7 @@ def verify_weights(self, regtest):
             "ms2_precursor_pep",
         ]
         table = table.sort_values(sort_cols).reset_index(drop=True)
-        print(table.head(100).sort_index(axis=1), file=regtest)
+        _print_peakgroup_regtest_frame(table, regtest)
 
 
 # ================== TEST FIXTURES ==================
@@ -837,6 +921,25 @@ def test_osw_histgbc_multilevel(test_runner, test_config, regtest):
     )
 
 
+def test_osw_subsample(test_runner, test_config, regtest):
+    """Test OSW subsampling for semi-supervised learning"""
+    run_generic_test(
+        test_runner,
+        test_config,
+        OSWTestStrategy,
+        regtest,
+        pi0_lambda="0 0 0",
+        subsample_ratio=0.5,
+    )
+
+
+def test_osw_subsample_apply_weights(test_runner, test_config, regtest):
+    """Test OSW subsampling with weight application to full dataset"""
+    run_generic_test_apply_weights(
+        test_runner, test_config, OSWTestStrategy, regtest
+    )
+
+
 # Parquet Tests
 def test_parquet_0(test_runner, test_config, regtest):
     run_generic_test(