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  1. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/LICENSE.txt +914 -0
  2. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/_core/include/numpy/libdivide/LICENSE.txt +21 -0
  3. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/_core/src/common/pythoncapi-compat/COPYING +14 -0
  4. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/_core/src/highway/LICENSE +371 -0
  5. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/_core/src/multiarray/dragon4_LICENSE.txt +27 -0
  6. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/_core/src/npysort/x86-simd-sort/LICENSE.md +28 -0
  7. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/_core/src/umath/svml/LICENSE +30 -0
  8. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/fft/pocketfft/LICENSE.md +25 -0
  9. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/linalg/lapack_lite/LICENSE.txt +48 -0
  10. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/ma/LICENSE +24 -0
  11. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/LICENSE.md +71 -0
  12. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/distributions/LICENSE.md +61 -0
  13. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/mt19937/LICENSE.md +61 -0
  14. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/pcg64/LICENSE.md +22 -0
  15. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/philox/LICENSE.md +31 -0
  16. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/sfc64/LICENSE.md +27 -0
  17. python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/splitmix64/LICENSE.md +9 -0
  18. python/user_packages/Python313/site-packages/numpy/char/__init__.py +2 -0
  19. python/user_packages/Python313/site-packages/numpy/char/__init__.pyi +111 -0
  20. python/user_packages/Python313/site-packages/numpy/core/__init__.py +33 -0
  21. python/user_packages/Python313/site-packages/numpy/core/__init__.pyi +0 -0
  22. python/user_packages/Python313/site-packages/numpy/core/_dtype.py +10 -0
  23. python/user_packages/Python313/site-packages/numpy/core/_dtype.pyi +0 -0
  24. python/user_packages/Python313/site-packages/numpy/core/_dtype_ctypes.py +10 -0
  25. python/user_packages/Python313/site-packages/numpy/core/_dtype_ctypes.pyi +0 -0
  26. python/user_packages/Python313/site-packages/numpy/core/_internal.py +27 -0
  27. python/user_packages/Python313/site-packages/numpy/core/_multiarray_umath.py +57 -0
  28. python/user_packages/Python313/site-packages/numpy/core/_utils.py +21 -0
  29. python/user_packages/Python313/site-packages/numpy/core/arrayprint.py +10 -0
  30. python/user_packages/Python313/site-packages/numpy/core/defchararray.py +10 -0
  31. python/user_packages/Python313/site-packages/numpy/core/einsumfunc.py +10 -0
  32. python/user_packages/Python313/site-packages/numpy/core/fromnumeric.py +10 -0
  33. python/user_packages/Python313/site-packages/numpy/core/function_base.py +10 -0
  34. python/user_packages/Python313/site-packages/numpy/core/getlimits.py +10 -0
  35. python/user_packages/Python313/site-packages/numpy/core/multiarray.py +25 -0
  36. python/user_packages/Python313/site-packages/numpy/core/numeric.py +12 -0
  37. python/user_packages/Python313/site-packages/numpy/core/numerictypes.py +10 -0
  38. python/user_packages/Python313/site-packages/numpy/core/overrides.py +10 -0
  39. python/user_packages/Python313/site-packages/numpy/core/overrides.pyi +7 -0
  40. python/user_packages/Python313/site-packages/numpy/core/records.py +10 -0
  41. python/user_packages/Python313/site-packages/numpy/core/shape_base.py +10 -0
  42. python/user_packages/Python313/site-packages/numpy/core/umath.py +10 -0
  43. python/user_packages/Python313/site-packages/numpy/ctypeslib/__init__.py +13 -0
  44. python/user_packages/Python313/site-packages/numpy/ctypeslib/__init__.pyi +15 -0
  45. python/user_packages/Python313/site-packages/numpy/ctypeslib/_ctypeslib.py +603 -0
  46. python/user_packages/Python313/site-packages/numpy/ctypeslib/_ctypeslib.pyi +236 -0
  47. python/user_packages/Python313/site-packages/numpy/doc/ufuncs.py +138 -0
  48. python/user_packages/Python313/site-packages/numpy/f2py/__init__.py +86 -0
  49. python/user_packages/Python313/site-packages/numpy/f2py/__init__.pyi +5 -0
  50. python/user_packages/Python313/site-packages/numpy/f2py/__main__.py +5 -0
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/LICENSE.txt ADDED
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+ that may apply to the Work or any use thereof, including without
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+ limitation any person's Copyright and Related Rights in the Work.
366
+ Further, Affirmer disclaims responsibility for obtaining any necessary
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+ consents, permissions or other rights required for any use of the
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+ Work.
369
+ d. Affirmer understands and acknowledges that Creative Commons is not a
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+ party to this document and has no duty or obligation with respect to
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+ this CC0 or use of the Work.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/_core/src/multiarray/dragon4_LICENSE.txt ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Copyright (c) 2014 Ryan Juckett
2
+
3
+ Permission is hereby granted, free of charge, to any person obtaining a copy
4
+ of this software and associated documentation files (the "Software"), to
5
+ deal in the Software without restriction, including without limitation the
6
+ rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
7
+ sell copies of the Software, and to permit persons to whom the Software is
8
+ furnished to do so, subject to the following conditions:
9
+
10
+ The above copyright notice and this permission notice shall be included in
11
+ all copies or substantial portions of the Software.
12
+
13
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
14
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
15
+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
16
+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
17
+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
18
+ FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
19
+ IN THE SOFTWARE.
20
+
21
+ dragon4.c|h h contains a modified version of Ryan Juckett's Dragon4
22
+ implementation, obtained from https://www.ryanjuckett.com,
23
+ which has been ported from C++ to C and which has
24
+ modifications specific to printing floats in numpy.
25
+
26
+ Ryan Juckett's original code was under the Zlib license; he gave numpy
27
+ permission to include it under the MIT license instead.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/_core/src/npysort/x86-simd-sort/LICENSE.md ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ BSD 3-Clause License
2
+
3
+ Copyright (c) 2022, Intel. All rights reserved.
4
+
5
+ Redistribution and use in source and binary forms, with or without
6
+ modification, are permitted provided that the following conditions are met:
7
+
8
+ 1. Redistributions of source code must retain the above copyright notice, this
9
+ list of conditions and the following disclaimer.
10
+
11
+ 2. Redistributions in binary form must reproduce the above copyright notice,
12
+ this list of conditions and the following disclaimer in the documentation
13
+ and/or other materials provided with the distribution.
14
+
15
+ 3. Neither the name of the copyright holder nor the names of its
16
+ contributors may be used to endorse or promote products derived from
17
+ this software without specific prior written permission.
18
+
19
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
20
+ AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
21
+ IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
22
+ DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
23
+ FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
24
+ DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
25
+ SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
26
+ CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
27
+ OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
28
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/_core/src/umath/svml/LICENSE ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Copyright (c) 2005-2021, NumPy Developers.
2
+ All rights reserved.
3
+
4
+ Redistribution and use in source and binary forms, with or without
5
+ modification, are permitted provided that the following conditions are
6
+ met:
7
+
8
+ * Redistributions of source code must retain the above copyright
9
+ notice, this list of conditions and the following disclaimer.
10
+
11
+ * Redistributions in binary form must reproduce the above
12
+ copyright notice, this list of conditions and the following
13
+ disclaimer in the documentation and/or other materials provided
14
+ with the distribution.
15
+
16
+ * Neither the name of the NumPy Developers nor the names of any
17
+ contributors may be used to endorse or promote products derived
18
+ from this software without specific prior written permission.
19
+
20
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
21
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
22
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
23
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
24
+ OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
25
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
26
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
27
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
28
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
29
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
30
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/fft/pocketfft/LICENSE.md ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Copyright (C) 2010-2018 Max-Planck-Society
2
+ All rights reserved.
3
+
4
+ Redistribution and use in source and binary forms, with or without modification,
5
+ are permitted provided that the following conditions are met:
6
+
7
+ * Redistributions of source code must retain the above copyright notice, this
8
+ list of conditions and the following disclaimer.
9
+ * Redistributions in binary form must reproduce the above copyright notice, this
10
+ list of conditions and the following disclaimer in the documentation and/or
11
+ other materials provided with the distribution.
12
+ * Neither the name of the copyright holder nor the names of its contributors may
13
+ be used to endorse or promote products derived from this software without
14
+ specific prior written permission.
15
+
16
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
17
+ ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
18
+ WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
19
+ DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR
20
+ ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
21
+ (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
22
+ LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
23
+ ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
24
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
25
+ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/linalg/lapack_lite/LICENSE.txt ADDED
@@ -0,0 +1,48 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Copyright (c) 1992-2013 The University of Tennessee and The University
2
+ of Tennessee Research Foundation. All rights
3
+ reserved.
4
+ Copyright (c) 2000-2013 The University of California Berkeley. All
5
+ rights reserved.
6
+ Copyright (c) 2006-2013 The University of Colorado Denver. All rights
7
+ reserved.
8
+
9
+ $COPYRIGHT$
10
+
11
+ Additional copyrights may follow
12
+
13
+ $HEADER$
14
+
15
+ Redistribution and use in source and binary forms, with or without
16
+ modification, are permitted provided that the following conditions are
17
+ met:
18
+
19
+ - Redistributions of source code must retain the above copyright
20
+ notice, this list of conditions and the following disclaimer.
21
+
22
+ - Redistributions in binary form must reproduce the above copyright
23
+ notice, this list of conditions and the following disclaimer listed
24
+ in this license in the documentation and/or other materials
25
+ provided with the distribution.
26
+
27
+ - Neither the name of the copyright holders nor the names of its
28
+ contributors may be used to endorse or promote products derived from
29
+ this software without specific prior written permission.
30
+
31
+ The copyright holders provide no reassurances that the source code
32
+ provided does not infringe any patent, copyright, or any other
33
+ intellectual property rights of third parties. The copyright holders
34
+ disclaim any liability to any recipient for claims brought against
35
+ recipient by any third party for infringement of that parties
36
+ intellectual property rights.
37
+
38
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
39
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
40
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
41
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
42
+ OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
43
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
44
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
45
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
46
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
47
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
48
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/ma/LICENSE ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ * Copyright (c) 2006, University of Georgia and Pierre G.F. Gerard-Marchant
2
+ * All rights reserved.
3
+ * Redistribution and use in source and binary forms, with or without
4
+ * modification, are permitted provided that the following conditions are met:
5
+ *
6
+ * * Redistributions of source code must retain the above copyright
7
+ * notice, this list of conditions and the following disclaimer.
8
+ * * Redistributions in binary form must reproduce the above copyright
9
+ * notice, this list of conditions and the following disclaimer in the
10
+ * documentation and/or other materials provided with the distribution.
11
+ * * Neither the name of the University of Georgia nor the
12
+ * names of its contributors may be used to endorse or promote products
13
+ * derived from this software without specific prior written permission.
14
+ *
15
+ * THIS SOFTWARE IS PROVIDED BY THE REGENTS AND CONTRIBUTORS ``AS IS'' AND ANY
16
+ * EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
17
+ * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
18
+ * DISCLAIMED. IN NO EVENT SHALL THE REGENTS OR CONTRIBUTORS BE LIABLE FOR ANY
19
+ * DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
20
+ * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
21
+ * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
22
+ * ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
23
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
24
+ * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/LICENSE.md ADDED
@@ -0,0 +1,71 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ **This software is dual-licensed under the The University of Illinois/NCSA
2
+ Open Source License (NCSA) and The 3-Clause BSD License**
3
+
4
+ # NCSA Open Source License
5
+ **Copyright (c) 2019 Kevin Sheppard. All rights reserved.**
6
+
7
+ Developed by: Kevin Sheppard (<kevin.sheppard@economics.ox.ac.uk>,
8
+ <kevin.k.sheppard@gmail.com>)
9
+ [http://www.kevinsheppard.com](http://www.kevinsheppard.com)
10
+
11
+ Permission is hereby granted, free of charge, to any person obtaining a copy of
12
+ this software and associated documentation files (the "Software"), to deal with
13
+ the Software without restriction, including without limitation the rights to
14
+ use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies
15
+ of the Software, and to permit persons to whom the Software is furnished to do
16
+ so, subject to the following conditions:
17
+
18
+ Redistributions of source code must retain the above copyright notice, this
19
+ list of conditions and the following disclaimers.
20
+
21
+ Redistributions in binary form must reproduce the above copyright notice, this
22
+ list of conditions and the following disclaimers in the documentation and/or
23
+ other materials provided with the distribution.
24
+
25
+ Neither the names of Kevin Sheppard, nor the names of any contributors may be
26
+ used to endorse or promote products derived from this Software without specific
27
+ prior written permission.
28
+
29
+ **THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
30
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
31
+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
32
+ CONTRIBUTORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
33
+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
34
+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS WITH
35
+ THE SOFTWARE.**
36
+
37
+
38
+ # 3-Clause BSD License
39
+ **Copyright (c) 2019 Kevin Sheppard. All rights reserved.**
40
+
41
+ Redistribution and use in source and binary forms, with or without
42
+ modification, are permitted provided that the following conditions are met:
43
+
44
+ 1. Redistributions of source code must retain the above copyright notice,
45
+ this list of conditions and the following disclaimer.
46
+
47
+ 2. Redistributions in binary form must reproduce the above copyright notice,
48
+ this list of conditions and the following disclaimer in the documentation
49
+ and/or other materials provided with the distribution.
50
+
51
+ 3. Neither the name of the copyright holder nor the names of its contributors
52
+ may be used to endorse or promote products derived from this software
53
+ without specific prior written permission.
54
+
55
+ **THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
56
+ AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
57
+ IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
58
+ ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE
59
+ LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
60
+ CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
61
+ SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
62
+ INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
63
+ CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
64
+ ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
65
+ THE POSSIBILITY OF SUCH DAMAGE.**
66
+
67
+ # Components
68
+
69
+ Many parts of this module have been derived from original sources,
70
+ often the algorithm's designer. Component licenses are located with
71
+ the component code.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/distributions/LICENSE.md ADDED
@@ -0,0 +1,61 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ## NumPy
2
+
3
+ Copyright (c) 2005-2017, NumPy Developers.
4
+ All rights reserved.
5
+
6
+ Redistribution and use in source and binary forms, with or without
7
+ modification, are permitted provided that the following conditions are
8
+ met:
9
+
10
+ * Redistributions of source code must retain the above copyright
11
+ notice, this list of conditions and the following disclaimer.
12
+
13
+ * Redistributions in binary form must reproduce the above
14
+ copyright notice, this list of conditions and the following
15
+ disclaimer in the documentation and/or other materials provided
16
+ with the distribution.
17
+
18
+ * Neither the name of the NumPy Developers nor the names of any
19
+ contributors may be used to endorse or promote products derived
20
+ from this software without specific prior written permission.
21
+
22
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
23
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
24
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
25
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
26
+ OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
27
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
28
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
29
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
30
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
31
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
32
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
33
+
34
+
35
+ ## Julia
36
+
37
+ The ziggurat methods were derived from Julia.
38
+
39
+ Copyright (c) 2009-2019: Jeff Bezanson, Stefan Karpinski, Viral B. Shah,
40
+ and other contributors:
41
+
42
+ https://github.com/JuliaLang/julia/contributors
43
+
44
+ Permission is hereby granted, free of charge, to any person obtaining
45
+ a copy of this software and associated documentation files (the
46
+ "Software"), to deal in the Software without restriction, including
47
+ without limitation the rights to use, copy, modify, merge, publish,
48
+ distribute, sublicense, and/or sell copies of the Software, and to
49
+ permit persons to whom the Software is furnished to do so, subject to
50
+ the following conditions:
51
+
52
+ The above copyright notice and this permission notice shall be
53
+ included in all copies or substantial portions of the Software.
54
+
55
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
56
+ EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
57
+ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
58
+ NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
59
+ LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
60
+ OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
61
+ WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/mt19937/LICENSE.md ADDED
@@ -0,0 +1,61 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # MT19937
2
+
3
+ Copyright (c) 2003-2005, Jean-Sebastien Roy (js@jeannot.org)
4
+
5
+ The rk_random and rk_seed functions algorithms and the original design of
6
+ the Mersenne Twister RNG:
7
+
8
+ Copyright (C) 1997 - 2002, Makoto Matsumoto and Takuji Nishimura,
9
+ All rights reserved.
10
+
11
+ Redistribution and use in source and binary forms, with or without
12
+ modification, are permitted provided that the following conditions
13
+ are met:
14
+
15
+ 1. Redistributions of source code must retain the above copyright
16
+ notice, this list of conditions and the following disclaimer.
17
+
18
+ 2. Redistributions in binary form must reproduce the above copyright
19
+ notice, this list of conditions and the following disclaimer in the
20
+ documentation and/or other materials provided with the distribution.
21
+
22
+ 3. The names of its contributors may not be used to endorse or promote
23
+ products derived from this software without specific prior written
24
+ permission.
25
+
26
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
27
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
28
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
29
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER
30
+ OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
31
+ EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
32
+ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
33
+ PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
34
+ LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
35
+ NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
36
+ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
37
+
38
+ Original algorithm for the implementation of rk_interval function from
39
+ Richard J. Wagner's implementation of the Mersenne Twister RNG, optimised by
40
+ Magnus Jonsson.
41
+
42
+ Constants used in the rk_double implementation by Isaku Wada.
43
+
44
+ Permission is hereby granted, free of charge, to any person obtaining a
45
+ copy of this software and associated documentation files (the
46
+ "Software"), to deal in the Software without restriction, including
47
+ without limitation the rights to use, copy, modify, merge, publish,
48
+ distribute, sublicense, and/or sell copies of the Software, and to
49
+ permit persons to whom the Software is furnished to do so, subject to
50
+ the following conditions:
51
+
52
+ The above copyright notice and this permission notice shall be included
53
+ in all copies or substantial portions of the Software.
54
+
55
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
56
+ OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
57
+ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
58
+ IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY
59
+ CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
60
+ TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
61
+ SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/pcg64/LICENSE.md ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # PCG64
2
+
3
+ ## The MIT License
4
+
5
+ PCG Random Number Generation for C.
6
+
7
+ Copyright 2014 Melissa O'Neill <oneill@pcg-random.org>
8
+
9
+ Permission is hereby granted, free of charge, to any person obtaining
10
+ a copy of this software and associated documentation files (the "Software"),
11
+ to deal in the Software without restriction, including without limitation
12
+ the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
13
+
14
+ The above copyright notice and this permission notice shall be included in
15
+ all copies or substantial portions of the Software.
16
+
17
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
18
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
19
+ FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
20
+ COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
21
+ IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
22
+ CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/philox/LICENSE.md ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # PHILOX
2
+
3
+ Copyright 2010-2012, D. E. Shaw Research.
4
+ All rights reserved.
5
+
6
+ Redistribution and use in source and binary forms, with or without
7
+ modification, are permitted provided that the following conditions are
8
+ met:
9
+
10
+ * Redistributions of source code must retain the above copyright
11
+ notice, this list of conditions, and the following disclaimer.
12
+
13
+ * Redistributions in binary form must reproduce the above copyright
14
+ notice, this list of conditions, and the following disclaimer in the
15
+ documentation and/or other materials provided with the distribution.
16
+
17
+ * Neither the name of D. E. Shaw Research nor the names of its
18
+ contributors may be used to endorse or promote products derived from
19
+ this software without specific prior written permission.
20
+
21
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
22
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
23
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
24
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
25
+ OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
26
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
27
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
28
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
29
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
30
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
31
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/sfc64/LICENSE.md ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # SFC64
2
+
3
+ ## The MIT License
4
+
5
+ Adapted from a C++ implementation of Chris Doty-Humphrey's SFC PRNG.
6
+
7
+ https://gist.github.com/imneme/f1f7821f07cf76504a97f6537c818083
8
+
9
+ Copyright (c) 2018 Melissa E. O'Neill
10
+
11
+ Permission is hereby granted, free of charge, to any person obtaining a
12
+ copy of this software and associated documentation files (the "Software"),
13
+ to deal in the Software without restriction, including without limitation
14
+ the rights to use, copy, modify, merge, publish, distribute, sublicense,
15
+ and/or sell copies of the Software, and to permit persons to whom the
16
+ Software is furnished to do so, subject to the following conditions:
17
+
18
+ The above copyright notice and this permission notice shall be included in
19
+ all copies or substantial portions of the Software.
20
+
21
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
22
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
23
+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
24
+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
25
+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
26
+ FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
27
+ DEALINGS IN THE SOFTWARE.
python/user_packages/Python313/site-packages/numpy-2.4.4.dist-info/licenses/numpy/random/src/splitmix64/LICENSE.md ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ # SPLITMIX64
2
+
3
+ Written in 2015 by Sebastiano Vigna (vigna@acm.org)
4
+
5
+ To the extent possible under law, the author has dedicated all copyright
6
+ and related and neighboring rights to this software to the public domain
7
+ worldwide. This software is distributed without any warranty.
8
+
9
+ See <http://creativecommons.org/publicdomain/zero/1.0/>.
python/user_packages/Python313/site-packages/numpy/char/__init__.py ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ from numpy._core.defchararray import *
2
+ from numpy._core.defchararray import __all__, __doc__
python/user_packages/Python313/site-packages/numpy/char/__init__.pyi ADDED
@@ -0,0 +1,111 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from numpy._core.defchararray import (
2
+ add,
3
+ array,
4
+ asarray,
5
+ capitalize,
6
+ center,
7
+ chararray,
8
+ compare_chararrays,
9
+ count,
10
+ decode,
11
+ encode,
12
+ endswith,
13
+ equal,
14
+ expandtabs,
15
+ find,
16
+ greater,
17
+ greater_equal,
18
+ index,
19
+ isalnum,
20
+ isalpha,
21
+ isdecimal,
22
+ isdigit,
23
+ islower,
24
+ isnumeric,
25
+ isspace,
26
+ istitle,
27
+ isupper,
28
+ join,
29
+ less,
30
+ less_equal,
31
+ ljust,
32
+ lower,
33
+ lstrip,
34
+ mod,
35
+ multiply,
36
+ not_equal,
37
+ partition,
38
+ replace,
39
+ rfind,
40
+ rindex,
41
+ rjust,
42
+ rpartition,
43
+ rsplit,
44
+ rstrip,
45
+ split,
46
+ splitlines,
47
+ startswith,
48
+ str_len,
49
+ strip,
50
+ swapcase,
51
+ title,
52
+ translate,
53
+ upper,
54
+ zfill,
55
+ )
56
+
57
+ __all__ = [
58
+ "equal",
59
+ "not_equal",
60
+ "greater_equal",
61
+ "less_equal",
62
+ "greater",
63
+ "less",
64
+ "str_len",
65
+ "add",
66
+ "multiply",
67
+ "mod",
68
+ "capitalize",
69
+ "center",
70
+ "count",
71
+ "decode",
72
+ "encode",
73
+ "endswith",
74
+ "expandtabs",
75
+ "find",
76
+ "index",
77
+ "isalnum",
78
+ "isalpha",
79
+ "isdigit",
80
+ "islower",
81
+ "isspace",
82
+ "istitle",
83
+ "isupper",
84
+ "join",
85
+ "ljust",
86
+ "lower",
87
+ "lstrip",
88
+ "partition",
89
+ "replace",
90
+ "rfind",
91
+ "rindex",
92
+ "rjust",
93
+ "rpartition",
94
+ "rsplit",
95
+ "rstrip",
96
+ "split",
97
+ "splitlines",
98
+ "startswith",
99
+ "strip",
100
+ "swapcase",
101
+ "title",
102
+ "translate",
103
+ "upper",
104
+ "zfill",
105
+ "isnumeric",
106
+ "isdecimal",
107
+ "array",
108
+ "asarray",
109
+ "compare_chararrays",
110
+ "chararray",
111
+ ]
python/user_packages/Python313/site-packages/numpy/core/__init__.py ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ The `numpy.core` submodule exists solely for backward compatibility
3
+ purposes. The original `core` was renamed to `_core` and made private.
4
+ `numpy.core` will be removed in the future.
5
+ """
6
+ from numpy import _core
7
+
8
+ from ._utils import _raise_warning
9
+
10
+
11
+ # We used to use `np.core._ufunc_reconstruct` to unpickle.
12
+ # This is unnecessary, but old pickles saved before 1.20 will be using it,
13
+ # and there is no reason to break loading them.
14
+ def _ufunc_reconstruct(module, name):
15
+ # The `fromlist` kwarg is required to ensure that `mod` points to the
16
+ # inner-most module rather than the parent package when module name is
17
+ # nested. This makes it possible to pickle non-toplevel ufuncs such as
18
+ # scipy.special.expit for instance.
19
+ mod = __import__(module, fromlist=[name])
20
+ return getattr(mod, name)
21
+
22
+
23
+ # force lazy-loading of submodules to ensure a warning is printed
24
+
25
+ __all__ = ["arrayprint", "defchararray", "_dtype_ctypes", "_dtype", # noqa: F822
26
+ "einsumfunc", "fromnumeric", "function_base", "getlimits",
27
+ "_internal", "multiarray", "_multiarray_umath", "numeric",
28
+ "numerictypes", "overrides", "records", "shape_base", "umath"]
29
+
30
+ def __getattr__(attr_name):
31
+ attr = getattr(_core, attr_name)
32
+ _raise_warning(attr_name)
33
+ return attr
python/user_packages/Python313/site-packages/numpy/core/__init__.pyi ADDED
File without changes
python/user_packages/Python313/site-packages/numpy/core/_dtype.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import _dtype
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(_dtype, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core._dtype' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "_dtype")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/_dtype.pyi ADDED
File without changes
python/user_packages/Python313/site-packages/numpy/core/_dtype_ctypes.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import _dtype_ctypes
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(_dtype_ctypes, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core._dtype_ctypes' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "_dtype_ctypes")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/_dtype_ctypes.pyi ADDED
File without changes
python/user_packages/Python313/site-packages/numpy/core/_internal.py ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from numpy._core import _internal
2
+
3
+
4
+ # Build a new array from the information in a pickle.
5
+ # Note that the name numpy.core._internal._reconstruct is embedded in
6
+ # pickles of ndarrays made with NumPy before release 1.0
7
+ # so don't remove the name here, or you'll
8
+ # break backward compatibility.
9
+ def _reconstruct(subtype, shape, dtype):
10
+ from numpy import ndarray
11
+ return ndarray.__new__(subtype, shape, dtype)
12
+
13
+
14
+ # Pybind11 (in versions <= 2.11.1) imports _dtype_from_pep3118 from the
15
+ # _internal submodule, therefore it must be importable without a warning.
16
+ _dtype_from_pep3118 = _internal._dtype_from_pep3118
17
+
18
+ def __getattr__(attr_name):
19
+ from numpy._core import _internal
20
+
21
+ from ._utils import _raise_warning
22
+ ret = getattr(_internal, attr_name, None)
23
+ if ret is None:
24
+ raise AttributeError(
25
+ f"module 'numpy.core._internal' has no attribute {attr_name}")
26
+ _raise_warning(attr_name, "_internal")
27
+ return ret
python/user_packages/Python313/site-packages/numpy/core/_multiarray_umath.py ADDED
@@ -0,0 +1,57 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from numpy import ufunc
2
+ from numpy._core import _multiarray_umath
3
+
4
+ for item in _multiarray_umath.__dir__():
5
+ # ufuncs appear in pickles with a path in numpy.core._multiarray_umath
6
+ # and so must import from this namespace without warning or error
7
+ attr = getattr(_multiarray_umath, item)
8
+ if isinstance(attr, ufunc):
9
+ globals()[item] = attr
10
+
11
+
12
+ def __getattr__(attr_name):
13
+ from numpy._core import _multiarray_umath
14
+
15
+ from ._utils import _raise_warning
16
+
17
+ if attr_name in {"_ARRAY_API", "_UFUNC_API"}:
18
+ import sys
19
+ import textwrap
20
+ import traceback
21
+
22
+ from numpy.version import short_version
23
+
24
+ msg = textwrap.dedent(f"""
25
+ A module that was compiled using NumPy 1.x cannot be run in
26
+ NumPy {short_version} as it may crash. To support both 1.x and 2.x
27
+ versions of NumPy, modules must be compiled with NumPy 2.0.
28
+ Some module may need to rebuild instead e.g. with 'pybind11>=2.12'.
29
+
30
+ If you are a user of the module, the easiest solution will be to
31
+ downgrade to 'numpy<2' or try to upgrade the affected module.
32
+ We expect that some modules will need time to support NumPy 2.
33
+
34
+ """)
35
+ tb_msg = "Traceback (most recent call last):"
36
+ for line in traceback.format_stack()[:-1]:
37
+ if "frozen importlib" in line:
38
+ continue
39
+ tb_msg += line
40
+
41
+ # Also print the message (with traceback). This is because old versions
42
+ # of NumPy unfortunately set up the import to replace (and hide) the
43
+ # error. The traceback shouldn't be needed, but e.g. pytest plugins
44
+ # seem to swallow it and we should be failing anyway...
45
+ sys.stderr.write(msg + tb_msg)
46
+ raise ImportError(msg)
47
+
48
+ ret = getattr(_multiarray_umath, attr_name, None)
49
+ if ret is None:
50
+ raise AttributeError(
51
+ "module 'numpy.core._multiarray_umath' has no attribute "
52
+ f"{attr_name}")
53
+ _raise_warning(attr_name, "_multiarray_umath")
54
+ return ret
55
+
56
+
57
+ del _multiarray_umath, ufunc
python/user_packages/Python313/site-packages/numpy/core/_utils.py ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import warnings
2
+
3
+
4
+ def _raise_warning(attr: str, submodule: str | None = None) -> None:
5
+ new_module = "numpy._core"
6
+ old_module = "numpy.core"
7
+ if submodule is not None:
8
+ new_module = f"{new_module}.{submodule}"
9
+ old_module = f"{old_module}.{submodule}"
10
+ warnings.warn(
11
+ f"{old_module} is deprecated and has been renamed to {new_module}. "
12
+ "The numpy._core namespace contains private NumPy internals and its "
13
+ "use is discouraged, as NumPy internals can change without warning in "
14
+ "any release. In practice, most real-world usage of numpy.core is to "
15
+ "access functionality in the public NumPy API. If that is the case, "
16
+ "use the public NumPy API. If not, you are using NumPy internals. "
17
+ "If you would still like to access an internal attribute, "
18
+ f"use {new_module}.{attr}.",
19
+ DeprecationWarning,
20
+ stacklevel=3
21
+ )
python/user_packages/Python313/site-packages/numpy/core/arrayprint.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import arrayprint
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(arrayprint, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core.arrayprint' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "arrayprint")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/defchararray.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import defchararray
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(defchararray, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core.defchararray' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "defchararray")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/einsumfunc.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import einsumfunc
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(einsumfunc, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core.einsumfunc' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "einsumfunc")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/fromnumeric.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import fromnumeric
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(fromnumeric, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core.fromnumeric' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "fromnumeric")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/function_base.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import function_base
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(function_base, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core.function_base' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "function_base")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/getlimits.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import getlimits
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(getlimits, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core.getlimits' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "getlimits")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/multiarray.py ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from numpy._core import multiarray
2
+
3
+ # these must import without warning or error from numpy.core.multiarray to
4
+ # support old pickle files
5
+ for item in ["_reconstruct", "scalar"]:
6
+ globals()[item] = getattr(multiarray, item)
7
+
8
+ # Pybind11 (in versions <= 2.11.1) imports _ARRAY_API from the multiarray
9
+ # submodule as a part of NumPy initialization, therefore it must be importable
10
+ # without a warning.
11
+ _ARRAY_API = multiarray._ARRAY_API
12
+
13
+ def __getattr__(attr_name):
14
+ from numpy._core import multiarray
15
+
16
+ from ._utils import _raise_warning
17
+ ret = getattr(multiarray, attr_name, None)
18
+ if ret is None:
19
+ raise AttributeError(
20
+ f"module 'numpy.core.multiarray' has no attribute {attr_name}")
21
+ _raise_warning(attr_name, "multiarray")
22
+ return ret
23
+
24
+
25
+ del multiarray
python/user_packages/Python313/site-packages/numpy/core/numeric.py ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import numeric
3
+
4
+ from ._utils import _raise_warning
5
+
6
+ sentinel = object()
7
+ ret = getattr(numeric, attr_name, sentinel)
8
+ if ret is sentinel:
9
+ raise AttributeError(
10
+ f"module 'numpy.core.numeric' has no attribute {attr_name}")
11
+ _raise_warning(attr_name, "numeric")
12
+ return ret
python/user_packages/Python313/site-packages/numpy/core/numerictypes.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import numerictypes
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(numerictypes, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core.numerictypes' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "numerictypes")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/overrides.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import overrides
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(overrides, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core.overrides' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "overrides")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/overrides.pyi ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ # NOTE: At runtime, this submodule dynamically re-exports any `numpy._core.overrides`
2
+ # member, and issues a `DeprecationWarning` when accessed. But since there is no
3
+ # `__dir__` or `__all__` present, these annotations would be unverifiable. Because
4
+ # this module is also deprecated in favor of `numpy._core`, and therefore not part of
5
+ # the public API, we omit the "re-exports", which in practice would require literal
6
+ # duplication of the stubs in order for the `@deprecated` decorator to be understood
7
+ # by type-checkers.
python/user_packages/Python313/site-packages/numpy/core/records.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import records
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(records, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core.records' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "records")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/shape_base.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import shape_base
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(shape_base, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core.shape_base' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "shape_base")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/core/umath.py ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ def __getattr__(attr_name):
2
+ from numpy._core import umath
3
+
4
+ from ._utils import _raise_warning
5
+ ret = getattr(umath, attr_name, None)
6
+ if ret is None:
7
+ raise AttributeError(
8
+ f"module 'numpy.core.umath' has no attribute {attr_name}")
9
+ _raise_warning(attr_name, "umath")
10
+ return ret
python/user_packages/Python313/site-packages/numpy/ctypeslib/__init__.py ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from ._ctypeslib import (
2
+ __all__,
3
+ __doc__,
4
+ _concrete_ndptr,
5
+ _ndptr,
6
+ as_array,
7
+ as_ctypes,
8
+ as_ctypes_type,
9
+ c_intp,
10
+ ctypes,
11
+ load_library,
12
+ ndpointer,
13
+ )
python/user_packages/Python313/site-packages/numpy/ctypeslib/__init__.pyi ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import ctypes
2
+ from ctypes import c_int64 as _c_intp
3
+
4
+ from ._ctypeslib import (
5
+ __all__ as __all__,
6
+ __doc__ as __doc__,
7
+ _concrete_ndptr as _concrete_ndptr,
8
+ _ndptr as _ndptr,
9
+ as_array as as_array,
10
+ as_ctypes as as_ctypes,
11
+ as_ctypes_type as as_ctypes_type,
12
+ c_intp as c_intp,
13
+ load_library as load_library,
14
+ ndpointer as ndpointer,
15
+ )
python/user_packages/Python313/site-packages/numpy/ctypeslib/_ctypeslib.py ADDED
@@ -0,0 +1,603 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ ============================
3
+ ``ctypes`` Utility Functions
4
+ ============================
5
+
6
+ See Also
7
+ --------
8
+ load_library : Load a C library.
9
+ ndpointer : Array restype/argtype with verification.
10
+ as_ctypes : Create a ctypes array from an ndarray.
11
+ as_array : Create an ndarray from a ctypes array.
12
+
13
+ References
14
+ ----------
15
+ .. [1] "SciPy Cookbook: ctypes", https://scipy-cookbook.readthedocs.io/items/Ctypes.html
16
+
17
+ Examples
18
+ --------
19
+ Load the C library:
20
+
21
+ >>> _lib = np.ctypeslib.load_library('libmystuff', '.') #doctest: +SKIP
22
+
23
+ Our result type, an ndarray that must be of type double, be 1-dimensional
24
+ and is C-contiguous in memory:
25
+
26
+ >>> array_1d_double = np.ctypeslib.ndpointer(
27
+ ... dtype=np.double,
28
+ ... ndim=1, flags='CONTIGUOUS') #doctest: +SKIP
29
+
30
+ Our C-function typically takes an array and updates its values
31
+ in-place. For example::
32
+
33
+ void foo_func(double* x, int length)
34
+ {
35
+ int i;
36
+ for (i = 0; i < length; i++) {
37
+ x[i] = i*i;
38
+ }
39
+ }
40
+
41
+ We wrap it using:
42
+
43
+ >>> _lib.foo_func.restype = None #doctest: +SKIP
44
+ >>> _lib.foo_func.argtypes = [array_1d_double, c_int] #doctest: +SKIP
45
+
46
+ Then, we're ready to call ``foo_func``:
47
+
48
+ >>> out = np.empty(15, dtype=np.double)
49
+ >>> _lib.foo_func(out, len(out)) #doctest: +SKIP
50
+
51
+ """
52
+ __all__ = ['load_library', 'ndpointer', 'c_intp', 'as_ctypes', 'as_array',
53
+ 'as_ctypes_type']
54
+
55
+ import os
56
+
57
+ import numpy as np
58
+ import numpy._core.multiarray as mu
59
+ from numpy._utils import set_module
60
+
61
+ try:
62
+ import ctypes
63
+ except ImportError:
64
+ ctypes = None
65
+
66
+ if ctypes is None:
67
+ @set_module("numpy.ctypeslib")
68
+ def _dummy(*args, **kwds):
69
+ """
70
+ Dummy object that raises an ImportError if ctypes is not available.
71
+
72
+ Raises
73
+ ------
74
+ ImportError
75
+ If ctypes is not available.
76
+
77
+ """
78
+ raise ImportError("ctypes is not available.")
79
+ load_library = _dummy
80
+ as_ctypes = _dummy
81
+ as_ctypes_type = _dummy
82
+ as_array = _dummy
83
+ ndpointer = _dummy
84
+ from numpy import intp as c_intp
85
+ _ndptr_base = object
86
+ else:
87
+ import numpy._core._internal as nic
88
+ c_intp = nic._getintp_ctype()
89
+ del nic
90
+ _ndptr_base = ctypes.c_void_p
91
+
92
+ # Adapted from Albert Strasheim
93
+ @set_module("numpy.ctypeslib")
94
+ def load_library(libname, loader_path):
95
+ """
96
+ It is possible to load a library using
97
+
98
+ >>> lib = ctypes.cdll[<full_path_name>] # doctest: +SKIP
99
+
100
+ But there are cross-platform considerations, such as library file extensions,
101
+ plus the fact Windows will just load the first library it finds with that name.
102
+ NumPy supplies the load_library function as a convenience.
103
+
104
+ .. versionchanged:: 1.20.0
105
+ Allow libname and loader_path to take any
106
+ :term:`python:path-like object`.
107
+
108
+ Parameters
109
+ ----------
110
+ libname : path-like
111
+ Name of the library, which can have 'lib' as a prefix,
112
+ but without an extension.
113
+ loader_path : path-like
114
+ Where the library can be found.
115
+
116
+ Returns
117
+ -------
118
+ ctypes.cdll[libpath] : library object
119
+ A ctypes library object
120
+
121
+ Raises
122
+ ------
123
+ OSError
124
+ If there is no library with the expected extension, or the
125
+ library is defective and cannot be loaded.
126
+ """
127
+ # Convert path-like objects into strings
128
+ libname = os.fsdecode(libname)
129
+ loader_path = os.fsdecode(loader_path)
130
+
131
+ ext = os.path.splitext(libname)[1]
132
+ if not ext:
133
+ import sys
134
+ import sysconfig
135
+ # Try to load library with platform-specific name, otherwise
136
+ # default to libname.[so|dll|dylib]. Sometimes, these files are
137
+ # built erroneously on non-linux platforms.
138
+ base_ext = ".so"
139
+ if sys.platform.startswith("darwin"):
140
+ base_ext = ".dylib"
141
+ elif sys.platform.startswith("win"):
142
+ base_ext = ".dll"
143
+ libname_ext = [libname + base_ext]
144
+ so_ext = sysconfig.get_config_var("EXT_SUFFIX")
145
+ if not so_ext == base_ext:
146
+ libname_ext.insert(0, libname + so_ext)
147
+ else:
148
+ libname_ext = [libname]
149
+
150
+ loader_path = os.path.abspath(loader_path)
151
+ if not os.path.isdir(loader_path):
152
+ libdir = os.path.dirname(loader_path)
153
+ else:
154
+ libdir = loader_path
155
+
156
+ for ln in libname_ext:
157
+ libpath = os.path.join(libdir, ln)
158
+ if os.path.exists(libpath):
159
+ try:
160
+ return ctypes.cdll[libpath]
161
+ except OSError:
162
+ # defective lib file
163
+ raise
164
+ # if no successful return in the libname_ext loop:
165
+ raise OSError("no file with expected extension")
166
+
167
+
168
+ def _num_fromflags(flaglist):
169
+ num = 0
170
+ for val in flaglist:
171
+ num += mu._flagdict[val]
172
+ return num
173
+
174
+
175
+ _flagnames = ['C_CONTIGUOUS', 'F_CONTIGUOUS', 'ALIGNED', 'WRITEABLE',
176
+ 'OWNDATA', 'WRITEBACKIFCOPY']
177
+ def _flags_fromnum(num):
178
+ res = []
179
+ for key in _flagnames:
180
+ value = mu._flagdict[key]
181
+ if (num & value):
182
+ res.append(key)
183
+ return res
184
+
185
+
186
+ class _ndptr(_ndptr_base):
187
+ @classmethod
188
+ def from_param(cls, obj):
189
+ if not isinstance(obj, np.ndarray):
190
+ raise TypeError("argument must be an ndarray")
191
+ if cls._dtype_ is not None \
192
+ and obj.dtype != cls._dtype_:
193
+ raise TypeError(f"array must have data type {cls._dtype_}")
194
+ if cls._ndim_ is not None \
195
+ and obj.ndim != cls._ndim_:
196
+ raise TypeError("array must have %d dimension(s)" % cls._ndim_)
197
+ if cls._shape_ is not None \
198
+ and obj.shape != cls._shape_:
199
+ raise TypeError(f"array must have shape {str(cls._shape_)}")
200
+ if cls._flags_ is not None \
201
+ and ((obj.flags.num & cls._flags_) != cls._flags_):
202
+ raise TypeError(f"array must have flags {_flags_fromnum(cls._flags_)}")
203
+ return obj.ctypes
204
+
205
+
206
+ class _concrete_ndptr(_ndptr):
207
+ """
208
+ Like _ndptr, but with `_shape_` and `_dtype_` specified.
209
+
210
+ Notably, this means the pointer has enough information to reconstruct
211
+ the array, which is not generally true.
212
+ """
213
+ def _check_retval_(self):
214
+ """
215
+ This method is called when this class is used as the .restype
216
+ attribute for a shared-library function, to automatically wrap the
217
+ pointer into an array.
218
+ """
219
+ return self.contents
220
+
221
+ @property
222
+ def contents(self):
223
+ """
224
+ Get an ndarray viewing the data pointed to by this pointer.
225
+
226
+ This mirrors the `contents` attribute of a normal ctypes pointer
227
+ """
228
+ full_dtype = np.dtype((self._dtype_, self._shape_))
229
+ full_ctype = ctypes.c_char * full_dtype.itemsize
230
+ buffer = ctypes.cast(self, ctypes.POINTER(full_ctype)).contents
231
+ return np.frombuffer(buffer, dtype=full_dtype).squeeze(axis=0)
232
+
233
+
234
+ # Factory for an array-checking class with from_param defined for
235
+ # use with ctypes argtypes mechanism
236
+ _pointer_type_cache = {}
237
+
238
+ @set_module("numpy.ctypeslib")
239
+ def ndpointer(dtype=None, ndim=None, shape=None, flags=None):
240
+ """
241
+ Array-checking restype/argtypes.
242
+
243
+ An ndpointer instance is used to describe an ndarray in restypes
244
+ and argtypes specifications. This approach is more flexible than
245
+ using, for example, ``POINTER(c_double)``, since several restrictions
246
+ can be specified, which are verified upon calling the ctypes function.
247
+ These include data type, number of dimensions, shape and flags. If a
248
+ given array does not satisfy the specified restrictions,
249
+ a ``TypeError`` is raised.
250
+
251
+ Parameters
252
+ ----------
253
+ dtype : data-type, optional
254
+ Array data-type.
255
+ ndim : int, optional
256
+ Number of array dimensions.
257
+ shape : tuple of ints, optional
258
+ Array shape.
259
+ flags : str or tuple of str
260
+ Array flags; may be one or more of:
261
+
262
+ - C_CONTIGUOUS / C / CONTIGUOUS
263
+ - F_CONTIGUOUS / F / FORTRAN
264
+ - OWNDATA / O
265
+ - WRITEABLE / W
266
+ - ALIGNED / A
267
+ - WRITEBACKIFCOPY / X
268
+
269
+ Returns
270
+ -------
271
+ klass : ndpointer type object
272
+ A type object, which is an ``_ndtpr`` instance containing
273
+ dtype, ndim, shape and flags information.
274
+
275
+ Raises
276
+ ------
277
+ TypeError
278
+ If a given array does not satisfy the specified restrictions.
279
+
280
+ Examples
281
+ --------
282
+ >>> clib.somefunc.argtypes = [np.ctypeslib.ndpointer(dtype=np.float64,
283
+ ... ndim=1,
284
+ ... flags='C_CONTIGUOUS')]
285
+ ... #doctest: +SKIP
286
+ >>> clib.somefunc(np.array([1, 2, 3], dtype=np.float64))
287
+ ... #doctest: +SKIP
288
+
289
+ """
290
+
291
+ # normalize dtype to dtype | None
292
+ if dtype is not None:
293
+ dtype = np.dtype(dtype)
294
+
295
+ # normalize flags to int | None
296
+ num = None
297
+ if flags is not None:
298
+ if isinstance(flags, str):
299
+ flags = flags.split(',')
300
+ elif isinstance(flags, (int, np.integer)):
301
+ num = flags
302
+ flags = _flags_fromnum(num)
303
+ elif isinstance(flags, mu.flagsobj):
304
+ num = flags.num
305
+ flags = _flags_fromnum(num)
306
+ if num is None:
307
+ try:
308
+ flags = [x.strip().upper() for x in flags]
309
+ except Exception as e:
310
+ raise TypeError("invalid flags specification") from e
311
+ num = _num_fromflags(flags)
312
+
313
+ # normalize shape to tuple | None
314
+ if shape is not None:
315
+ try:
316
+ shape = tuple(shape)
317
+ except TypeError:
318
+ # single integer -> 1-tuple
319
+ shape = (shape,)
320
+
321
+ cache_key = (dtype, ndim, shape, num)
322
+
323
+ try:
324
+ return _pointer_type_cache[cache_key]
325
+ except KeyError:
326
+ pass
327
+
328
+ # produce a name for the new type
329
+ if dtype is None:
330
+ name = 'any'
331
+ elif dtype.names is not None:
332
+ name = str(id(dtype))
333
+ else:
334
+ name = dtype.str
335
+ if ndim is not None:
336
+ name += "_%dd" % ndim
337
+ if shape is not None:
338
+ name += "_" + "x".join(str(x) for x in shape)
339
+ if flags is not None:
340
+ name += "_" + "_".join(flags)
341
+
342
+ if dtype is not None and shape is not None:
343
+ base = _concrete_ndptr
344
+ else:
345
+ base = _ndptr
346
+
347
+ klass = type(f"ndpointer_{name}", (base,),
348
+ {"_dtype_": dtype,
349
+ "_shape_": shape,
350
+ "_ndim_": ndim,
351
+ "_flags_": num})
352
+ _pointer_type_cache[cache_key] = klass
353
+ return klass
354
+
355
+
356
+ if ctypes is not None:
357
+ def _ctype_ndarray(element_type, shape):
358
+ """ Create an ndarray of the given element type and shape """
359
+ for dim in shape[::-1]:
360
+ element_type = dim * element_type
361
+ # prevent the type name include np.ctypeslib
362
+ element_type.__module__ = None
363
+ return element_type
364
+
365
+ def _get_scalar_type_map():
366
+ """
367
+ Return a dictionary mapping native endian scalar dtype to ctypes types
368
+ """
369
+ ct = ctypes
370
+ simple_types = [
371
+ ct.c_byte, ct.c_short, ct.c_int, ct.c_long, ct.c_longlong,
372
+ ct.c_ubyte, ct.c_ushort, ct.c_uint, ct.c_ulong, ct.c_ulonglong,
373
+ ct.c_float, ct.c_double,
374
+ ct.c_bool,
375
+ ]
376
+ return {np.dtype(ctype): ctype for ctype in simple_types}
377
+
378
+ _scalar_type_map = _get_scalar_type_map()
379
+
380
+ def _ctype_from_dtype_scalar(dtype):
381
+ # swapping twice ensure that `=` is promoted to <, >, or |
382
+ dtype_with_endian = dtype.newbyteorder('S').newbyteorder('S')
383
+ dtype_native = dtype.newbyteorder('=')
384
+ try:
385
+ ctype = _scalar_type_map[dtype_native]
386
+ except KeyError as e:
387
+ raise NotImplementedError(
388
+ f"Converting {dtype!r} to a ctypes type"
389
+ ) from None
390
+
391
+ if dtype_with_endian.byteorder == '>':
392
+ ctype = ctype.__ctype_be__
393
+ elif dtype_with_endian.byteorder == '<':
394
+ ctype = ctype.__ctype_le__
395
+
396
+ return ctype
397
+
398
+ def _ctype_from_dtype_subarray(dtype):
399
+ element_dtype, shape = dtype.subdtype
400
+ ctype = _ctype_from_dtype(element_dtype)
401
+ return _ctype_ndarray(ctype, shape)
402
+
403
+ def _ctype_from_dtype_structured(dtype):
404
+ # extract offsets of each field
405
+ field_data = []
406
+ for name in dtype.names:
407
+ field_dtype, offset = dtype.fields[name][:2]
408
+ field_data.append((offset, name, _ctype_from_dtype(field_dtype)))
409
+
410
+ # ctypes doesn't care about field order
411
+ field_data = sorted(field_data, key=lambda f: f[0])
412
+
413
+ if len(field_data) > 1 and all(offset == 0 for offset, _, _ in field_data):
414
+ # union, if multiple fields all at address 0
415
+ size = 0
416
+ _fields_ = []
417
+ for offset, name, ctype in field_data:
418
+ _fields_.append((name, ctype))
419
+ size = max(size, ctypes.sizeof(ctype))
420
+
421
+ # pad to the right size
422
+ if dtype.itemsize != size:
423
+ _fields_.append(('', ctypes.c_char * dtype.itemsize))
424
+
425
+ # we inserted manual padding, so always `_pack_`
426
+ return type('union', (ctypes.Union,), {
427
+ '_fields_': _fields_,
428
+ '_pack_': 1,
429
+ '__module__': None,
430
+ })
431
+ else:
432
+ last_offset = 0
433
+ _fields_ = []
434
+ for offset, name, ctype in field_data:
435
+ padding = offset - last_offset
436
+ if padding < 0:
437
+ raise NotImplementedError("Overlapping fields")
438
+ if padding > 0:
439
+ _fields_.append(('', ctypes.c_char * padding))
440
+
441
+ _fields_.append((name, ctype))
442
+ last_offset = offset + ctypes.sizeof(ctype)
443
+
444
+ padding = dtype.itemsize - last_offset
445
+ if padding > 0:
446
+ _fields_.append(('', ctypes.c_char * padding))
447
+
448
+ # we inserted manual padding, so always `_pack_`
449
+ return type('struct', (ctypes.Structure,), {
450
+ '_fields_': _fields_,
451
+ '_pack_': 1,
452
+ '__module__': None,
453
+ })
454
+
455
+ def _ctype_from_dtype(dtype):
456
+ if dtype.fields is not None:
457
+ return _ctype_from_dtype_structured(dtype)
458
+ elif dtype.subdtype is not None:
459
+ return _ctype_from_dtype_subarray(dtype)
460
+ else:
461
+ return _ctype_from_dtype_scalar(dtype)
462
+
463
+ @set_module("numpy.ctypeslib")
464
+ def as_ctypes_type(dtype):
465
+ r"""
466
+ Convert a dtype into a ctypes type.
467
+
468
+ Parameters
469
+ ----------
470
+ dtype : dtype
471
+ The dtype to convert
472
+
473
+ Returns
474
+ -------
475
+ ctype
476
+ A ctype scalar, union, array, or struct
477
+
478
+ Raises
479
+ ------
480
+ NotImplementedError
481
+ If the conversion is not possible
482
+
483
+ Notes
484
+ -----
485
+ This function does not losslessly round-trip in either direction.
486
+
487
+ ``np.dtype(as_ctypes_type(dt))`` will:
488
+
489
+ - insert padding fields
490
+ - reorder fields to be sorted by offset
491
+ - discard field titles
492
+
493
+ ``as_ctypes_type(np.dtype(ctype))`` will:
494
+
495
+ - discard the class names of `ctypes.Structure`\ s and
496
+ `ctypes.Union`\ s
497
+ - convert single-element `ctypes.Union`\ s into single-element
498
+ `ctypes.Structure`\ s
499
+ - insert padding fields
500
+
501
+ Examples
502
+ --------
503
+ Converting a simple dtype:
504
+
505
+ >>> dt = np.dtype('int8')
506
+ >>> ctype = np.ctypeslib.as_ctypes_type(dt)
507
+ >>> ctype
508
+ <class 'ctypes.c_byte'>
509
+
510
+ Converting a structured dtype:
511
+
512
+ >>> dt = np.dtype([('x', 'i4'), ('y', 'f4')])
513
+ >>> ctype = np.ctypeslib.as_ctypes_type(dt)
514
+ >>> ctype
515
+ <class 'struct'>
516
+
517
+ """
518
+ return _ctype_from_dtype(np.dtype(dtype))
519
+
520
+ @set_module("numpy.ctypeslib")
521
+ def as_array(obj, shape=None):
522
+ """
523
+ Create a numpy array from a ctypes array or POINTER.
524
+
525
+ The numpy array shares the memory with the ctypes object.
526
+
527
+ The shape parameter must be given if converting from a ctypes POINTER.
528
+ The shape parameter is ignored if converting from a ctypes array
529
+
530
+ Examples
531
+ --------
532
+ Converting a ctypes integer array:
533
+
534
+ >>> import ctypes
535
+ >>> ctypes_array = (ctypes.c_int * 5)(0, 1, 2, 3, 4)
536
+ >>> np_array = np.ctypeslib.as_array(ctypes_array)
537
+ >>> np_array
538
+ array([0, 1, 2, 3, 4], dtype=int32)
539
+
540
+ Converting a ctypes POINTER:
541
+
542
+ >>> import ctypes
543
+ >>> buffer = (ctypes.c_int * 5)(0, 1, 2, 3, 4)
544
+ >>> pointer = ctypes.cast(buffer, ctypes.POINTER(ctypes.c_int))
545
+ >>> np_array = np.ctypeslib.as_array(pointer, (5,))
546
+ >>> np_array
547
+ array([0, 1, 2, 3, 4], dtype=int32)
548
+
549
+ """
550
+ if isinstance(obj, ctypes._Pointer):
551
+ # convert pointers to an array of the desired shape
552
+ if shape is None:
553
+ raise TypeError(
554
+ 'as_array() requires a shape argument when called on a '
555
+ 'pointer')
556
+ p_arr_type = ctypes.POINTER(_ctype_ndarray(obj._type_, shape))
557
+ obj = ctypes.cast(obj, p_arr_type).contents
558
+
559
+ return np.asarray(obj)
560
+
561
+ @set_module("numpy.ctypeslib")
562
+ def as_ctypes(obj):
563
+ """
564
+ Create and return a ctypes object from a numpy array. Actually
565
+ anything that exposes the __array_interface__ is accepted.
566
+
567
+ Examples
568
+ --------
569
+ Create ctypes object from inferred int ``np.array``:
570
+
571
+ >>> inferred_int_array = np.array([1, 2, 3])
572
+ >>> c_int_array = np.ctypeslib.as_ctypes(inferred_int_array)
573
+ >>> type(c_int_array)
574
+ <class 'c_long_Array_3'>
575
+ >>> c_int_array[:]
576
+ [1, 2, 3]
577
+
578
+ Create ctypes object from explicit 8 bit unsigned int ``np.array`` :
579
+
580
+ >>> exp_int_array = np.array([1, 2, 3], dtype=np.uint8)
581
+ >>> c_int_array = np.ctypeslib.as_ctypes(exp_int_array)
582
+ >>> type(c_int_array)
583
+ <class 'c_ubyte_Array_3'>
584
+ >>> c_int_array[:]
585
+ [1, 2, 3]
586
+
587
+ """
588
+ ai = obj.__array_interface__
589
+ if ai["strides"]:
590
+ raise TypeError("strided arrays not supported")
591
+ if ai["version"] != 3:
592
+ raise TypeError("only __array_interface__ version 3 supported")
593
+ addr, readonly = ai["data"]
594
+ if readonly:
595
+ raise TypeError("readonly arrays unsupported")
596
+
597
+ # can't use `_dtype((ai["typestr"], ai["shape"]))` here, as it overflows
598
+ # dtype.itemsize (gh-14214)
599
+ ctype_scalar = as_ctypes_type(ai["typestr"])
600
+ result_type = _ctype_ndarray(ctype_scalar, ai["shape"])
601
+ result = result_type.from_address(addr)
602
+ result.__keep = obj
603
+ return result
python/user_packages/Python313/site-packages/numpy/ctypeslib/_ctypeslib.pyi ADDED
@@ -0,0 +1,236 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # NOTE: Numpy's mypy plugin is used for importing the correct
2
+ # platform-specific `ctypes._SimpleCData[int]` sub-type
3
+ import ctypes
4
+ from _typeshed import StrOrBytesPath
5
+ from collections.abc import Iterable, Sequence
6
+ from ctypes import c_int64 as _c_intp
7
+ from typing import Any, ClassVar, Generic, Literal as L, TypeAlias, TypeVar, overload
8
+
9
+ import numpy as np
10
+ from numpy import (
11
+ byte,
12
+ double,
13
+ dtype,
14
+ generic,
15
+ intc,
16
+ long,
17
+ longdouble,
18
+ longlong,
19
+ ndarray,
20
+ short,
21
+ single,
22
+ ubyte,
23
+ uintc,
24
+ ulong,
25
+ ulonglong,
26
+ ushort,
27
+ void,
28
+ )
29
+ from numpy._core._internal import _ctypes
30
+ from numpy._core.multiarray import flagsobj
31
+ from numpy._typing import (
32
+ DTypeLike,
33
+ NDArray,
34
+ _AnyShape,
35
+ _ArrayLike,
36
+ _BoolCodes,
37
+ _ByteCodes,
38
+ _DoubleCodes,
39
+ _DTypeLike,
40
+ _IntCCodes,
41
+ _LongCodes,
42
+ _LongDoubleCodes,
43
+ _LongLongCodes,
44
+ _ShapeLike,
45
+ _ShortCodes,
46
+ _SingleCodes,
47
+ _UByteCodes,
48
+ _UIntCCodes,
49
+ _ULongCodes,
50
+ _ULongLongCodes,
51
+ _UShortCodes,
52
+ _VoidDTypeLike,
53
+ )
54
+
55
+ __all__ = ["load_library", "ndpointer", "c_intp", "as_ctypes", "as_array", "as_ctypes_type"]
56
+
57
+ # TODO: Add a proper `_Shape` bound once we've got variadic typevars
58
+ _DTypeT = TypeVar("_DTypeT", bound=dtype)
59
+ _DTypeOptionalT = TypeVar("_DTypeOptionalT", bound=dtype | None)
60
+ _ScalarT = TypeVar("_ScalarT", bound=generic)
61
+
62
+ _FlagsKind: TypeAlias = L[
63
+ "C_CONTIGUOUS", "CONTIGUOUS", "C",
64
+ "F_CONTIGUOUS", "FORTRAN", "F",
65
+ "ALIGNED", "A",
66
+ "WRITEABLE", "W",
67
+ "OWNDATA", "O",
68
+ "WRITEBACKIFCOPY", "X",
69
+ ]
70
+
71
+ # TODO: Add a shape typevar once we have variadic typevars (PEP 646)
72
+ class _ndptr(ctypes.c_void_p, Generic[_DTypeOptionalT]):
73
+ # In practice these 4 classvars are defined in the dynamic class
74
+ # returned by `ndpointer`
75
+ _dtype_: ClassVar[_DTypeOptionalT]
76
+ _shape_: ClassVar[_AnyShape | None]
77
+ _ndim_: ClassVar[int | None]
78
+ _flags_: ClassVar[list[_FlagsKind] | None]
79
+
80
+ @overload # type: ignore[override]
81
+ @classmethod
82
+ def from_param(cls: type[_ndptr[None]], obj: NDArray[Any]) -> _ctypes[Any]: ...
83
+ @overload
84
+ @classmethod
85
+ def from_param(cls: type[_ndptr[_DTypeT]], obj: ndarray[Any, _DTypeT]) -> _ctypes[Any]: ...
86
+
87
+ class _concrete_ndptr(_ndptr[_DTypeT]):
88
+ _dtype_: ClassVar[_DTypeT]
89
+ _shape_: ClassVar[_AnyShape]
90
+ @property
91
+ def contents(self) -> ndarray[_AnyShape, _DTypeT]: ...
92
+
93
+ def load_library(libname: StrOrBytesPath, loader_path: StrOrBytesPath) -> ctypes.CDLL: ...
94
+
95
+ c_intp = _c_intp
96
+
97
+ @overload
98
+ def ndpointer(
99
+ dtype: None = None,
100
+ ndim: int | None = None,
101
+ shape: _ShapeLike | None = None,
102
+ flags: _FlagsKind | Iterable[_FlagsKind] | int | flagsobj | None = None,
103
+ ) -> type[_ndptr[None]]: ...
104
+ @overload
105
+ def ndpointer(
106
+ dtype: _DTypeLike[_ScalarT],
107
+ ndim: int | None = None,
108
+ *,
109
+ shape: _ShapeLike,
110
+ flags: _FlagsKind | Iterable[_FlagsKind] | int | flagsobj | None = None,
111
+ ) -> type[_concrete_ndptr[dtype[_ScalarT]]]: ...
112
+ @overload
113
+ def ndpointer(
114
+ dtype: DTypeLike | None,
115
+ ndim: int | None = None,
116
+ *,
117
+ shape: _ShapeLike,
118
+ flags: _FlagsKind | Iterable[_FlagsKind] | int | flagsobj | None = None,
119
+ ) -> type[_concrete_ndptr[dtype]]: ...
120
+ @overload
121
+ def ndpointer(
122
+ dtype: _DTypeLike[_ScalarT],
123
+ ndim: int | None = None,
124
+ shape: None = None,
125
+ flags: _FlagsKind | Iterable[_FlagsKind] | int | flagsobj | None = None,
126
+ ) -> type[_ndptr[dtype[_ScalarT]]]: ...
127
+ @overload
128
+ def ndpointer(
129
+ dtype: DTypeLike | None,
130
+ ndim: int | None = None,
131
+ shape: None = None,
132
+ flags: _FlagsKind | Iterable[_FlagsKind] | int | flagsobj | None = None,
133
+ ) -> type[_ndptr[dtype]]: ...
134
+
135
+ @overload
136
+ def as_ctypes_type(dtype: _BoolCodes | _DTypeLike[np.bool] | type[ctypes.c_bool]) -> type[ctypes.c_bool]: ...
137
+ @overload
138
+ def as_ctypes_type(dtype: _ByteCodes | _DTypeLike[byte] | type[ctypes.c_byte]) -> type[ctypes.c_byte]: ...
139
+ @overload
140
+ def as_ctypes_type(dtype: _ShortCodes | _DTypeLike[short] | type[ctypes.c_short]) -> type[ctypes.c_short]: ...
141
+ @overload
142
+ def as_ctypes_type(dtype: _IntCCodes | _DTypeLike[intc] | type[ctypes.c_int]) -> type[ctypes.c_int]: ...
143
+ @overload
144
+ def as_ctypes_type(dtype: _LongCodes | _DTypeLike[long] | type[ctypes.c_long]) -> type[ctypes.c_long]: ...
145
+ @overload
146
+ def as_ctypes_type(dtype: type[int]) -> type[c_intp]: ...
147
+ @overload
148
+ def as_ctypes_type(dtype: _LongLongCodes | _DTypeLike[longlong] | type[ctypes.c_longlong]) -> type[ctypes.c_longlong]: ...
149
+ @overload
150
+ def as_ctypes_type(dtype: _UByteCodes | _DTypeLike[ubyte] | type[ctypes.c_ubyte]) -> type[ctypes.c_ubyte]: ...
151
+ @overload
152
+ def as_ctypes_type(dtype: _UShortCodes | _DTypeLike[ushort] | type[ctypes.c_ushort]) -> type[ctypes.c_ushort]: ...
153
+ @overload
154
+ def as_ctypes_type(dtype: _UIntCCodes | _DTypeLike[uintc] | type[ctypes.c_uint]) -> type[ctypes.c_uint]: ...
155
+ @overload
156
+ def as_ctypes_type(dtype: _ULongCodes | _DTypeLike[ulong] | type[ctypes.c_ulong]) -> type[ctypes.c_ulong]: ...
157
+ @overload
158
+ def as_ctypes_type(dtype: _ULongLongCodes | _DTypeLike[ulonglong] | type[ctypes.c_ulonglong]) -> type[ctypes.c_ulonglong]: ...
159
+ @overload
160
+ def as_ctypes_type(dtype: _SingleCodes | _DTypeLike[single] | type[ctypes.c_float]) -> type[ctypes.c_float]: ...
161
+ @overload
162
+ def as_ctypes_type(dtype: _DoubleCodes | _DTypeLike[double] | type[float | ctypes.c_double]) -> type[ctypes.c_double]: ...
163
+ @overload
164
+ def as_ctypes_type(dtype: _LongDoubleCodes | _DTypeLike[longdouble] | type[ctypes.c_longdouble]) -> type[ctypes.c_longdouble]: ...
165
+ @overload
166
+ def as_ctypes_type(dtype: _VoidDTypeLike) -> type[Any]: ... # `ctypes.Union` or `ctypes.Structure`
167
+ @overload
168
+ def as_ctypes_type(dtype: str) -> type[Any]: ...
169
+
170
+ @overload
171
+ def as_array(obj: ctypes._PointerLike, shape: Sequence[int]) -> NDArray[Any]: ...
172
+ @overload
173
+ def as_array(obj: _ArrayLike[_ScalarT], shape: _ShapeLike | None = None) -> NDArray[_ScalarT]: ...
174
+ @overload
175
+ def as_array(obj: object, shape: _ShapeLike | None = None) -> NDArray[Any]: ...
176
+
177
+ @overload
178
+ def as_ctypes(obj: np.bool) -> ctypes.c_bool: ...
179
+ @overload
180
+ def as_ctypes(obj: byte) -> ctypes.c_byte: ...
181
+ @overload
182
+ def as_ctypes(obj: short) -> ctypes.c_short: ...
183
+ @overload
184
+ def as_ctypes(obj: intc) -> ctypes.c_int: ...
185
+ @overload
186
+ def as_ctypes(obj: long) -> ctypes.c_long: ...
187
+ @overload
188
+ def as_ctypes(obj: longlong) -> ctypes.c_longlong: ... # type: ignore[overload-cannot-match]
189
+ @overload
190
+ def as_ctypes(obj: ubyte) -> ctypes.c_ubyte: ...
191
+ @overload
192
+ def as_ctypes(obj: ushort) -> ctypes.c_ushort: ...
193
+ @overload
194
+ def as_ctypes(obj: uintc) -> ctypes.c_uint: ...
195
+ @overload
196
+ def as_ctypes(obj: ulong) -> ctypes.c_ulong: ...
197
+ @overload
198
+ def as_ctypes(obj: ulonglong) -> ctypes.c_ulonglong: ... # type: ignore[overload-cannot-match]
199
+ @overload
200
+ def as_ctypes(obj: single) -> ctypes.c_float: ...
201
+ @overload
202
+ def as_ctypes(obj: double) -> ctypes.c_double: ...
203
+ @overload
204
+ def as_ctypes(obj: longdouble) -> ctypes.c_longdouble: ...
205
+ @overload
206
+ def as_ctypes(obj: void) -> Any: ... # `ctypes.Union` or `ctypes.Structure`
207
+ @overload
208
+ def as_ctypes(obj: NDArray[np.bool]) -> ctypes.Array[ctypes.c_bool]: ...
209
+ @overload
210
+ def as_ctypes(obj: NDArray[byte]) -> ctypes.Array[ctypes.c_byte]: ...
211
+ @overload
212
+ def as_ctypes(obj: NDArray[short]) -> ctypes.Array[ctypes.c_short]: ...
213
+ @overload
214
+ def as_ctypes(obj: NDArray[intc]) -> ctypes.Array[ctypes.c_int]: ...
215
+ @overload
216
+ def as_ctypes(obj: NDArray[long]) -> ctypes.Array[ctypes.c_long]: ...
217
+ @overload
218
+ def as_ctypes(obj: NDArray[longlong]) -> ctypes.Array[ctypes.c_longlong]: ... # type: ignore[overload-cannot-match]
219
+ @overload
220
+ def as_ctypes(obj: NDArray[ubyte]) -> ctypes.Array[ctypes.c_ubyte]: ...
221
+ @overload
222
+ def as_ctypes(obj: NDArray[ushort]) -> ctypes.Array[ctypes.c_ushort]: ...
223
+ @overload
224
+ def as_ctypes(obj: NDArray[uintc]) -> ctypes.Array[ctypes.c_uint]: ...
225
+ @overload
226
+ def as_ctypes(obj: NDArray[ulong]) -> ctypes.Array[ctypes.c_ulong]: ...
227
+ @overload
228
+ def as_ctypes(obj: NDArray[ulonglong]) -> ctypes.Array[ctypes.c_ulonglong]: ... # type: ignore[overload-cannot-match]
229
+ @overload
230
+ def as_ctypes(obj: NDArray[single]) -> ctypes.Array[ctypes.c_float]: ...
231
+ @overload
232
+ def as_ctypes(obj: NDArray[double]) -> ctypes.Array[ctypes.c_double]: ...
233
+ @overload
234
+ def as_ctypes(obj: NDArray[longdouble]) -> ctypes.Array[ctypes.c_longdouble]: ...
235
+ @overload
236
+ def as_ctypes(obj: NDArray[void]) -> ctypes.Array[Any]: ... # `ctypes.Union` or `ctypes.Structure`
python/user_packages/Python313/site-packages/numpy/doc/ufuncs.py ADDED
@@ -0,0 +1,138 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ ===================
3
+ Universal Functions
4
+ ===================
5
+
6
+ Ufuncs are, generally speaking, mathematical functions or operations that are
7
+ applied element-by-element to the contents of an array. That is, the result
8
+ in each output array element only depends on the value in the corresponding
9
+ input array (or arrays) and on no other array elements. NumPy comes with a
10
+ large suite of ufuncs, and scipy extends that suite substantially. The simplest
11
+ example is the addition operator: ::
12
+
13
+ >>> np.array([0,2,3,4]) + np.array([1,1,-1,2])
14
+ array([1, 3, 2, 6])
15
+
16
+ The ufunc module lists all the available ufuncs in numpy. Documentation on
17
+ the specific ufuncs may be found in those modules. This documentation is
18
+ intended to address the more general aspects of ufuncs common to most of
19
+ them. All of the ufuncs that make use of Python operators (e.g., +, -, etc.)
20
+ have equivalent functions defined (e.g. add() for +)
21
+
22
+ Type coercion
23
+ =============
24
+
25
+ What happens when a binary operator (e.g., +,-,\\*,/, etc) deals with arrays of
26
+ two different types? What is the type of the result? Typically, the result is
27
+ the higher of the two types. For example: ::
28
+
29
+ float32 + float64 -> float64
30
+ int8 + int32 -> int32
31
+ int16 + float32 -> float32
32
+ float32 + complex64 -> complex64
33
+
34
+ There are some less obvious cases generally involving mixes of types
35
+ (e.g. uints, ints and floats) where equal bit sizes for each are not
36
+ capable of saving all the information in a different type of equivalent
37
+ bit size. Some examples are int32 vs float32 or uint32 vs int32.
38
+ Generally, the result is the higher type of larger size than both
39
+ (if available). So: ::
40
+
41
+ int32 + float32 -> float64
42
+ uint32 + int32 -> int64
43
+
44
+ Finally, the type coercion behavior when expressions involve Python
45
+ scalars is different than that seen for arrays. Since Python has a
46
+ limited number of types, combining a Python int with a dtype=np.int8
47
+ array does not coerce to the higher type but instead, the type of the
48
+ array prevails. So the rules for Python scalars combined with arrays is
49
+ that the result will be that of the array equivalent the Python scalar
50
+ if the Python scalar is of a higher 'kind' than the array (e.g., float
51
+ vs. int), otherwise the resultant type will be that of the array.
52
+ For example: ::
53
+
54
+ Python int + int8 -> int8
55
+ Python float + int8 -> float64
56
+
57
+ ufunc methods
58
+ =============
59
+
60
+ Binary ufuncs support 4 methods.
61
+
62
+ **.reduce(arr)** applies the binary operator to elements of the array in
63
+ sequence. For example: ::
64
+
65
+ >>> np.add.reduce(np.arange(10)) # adds all elements of array
66
+ 45
67
+
68
+ For multidimensional arrays, the first dimension is reduced by default: ::
69
+
70
+ >>> np.add.reduce(np.arange(10).reshape(2,5))
71
+ array([ 5, 7, 9, 11, 13])
72
+
73
+ The axis keyword can be used to specify different axes to reduce: ::
74
+
75
+ >>> np.add.reduce(np.arange(10).reshape(2,5),axis=1)
76
+ array([10, 35])
77
+
78
+ **.accumulate(arr)** applies the binary operator and generates an
79
+ equivalently shaped array that includes the accumulated amount for each
80
+ element of the array. A couple examples: ::
81
+
82
+ >>> np.add.accumulate(np.arange(10))
83
+ array([ 0, 1, 3, 6, 10, 15, 21, 28, 36, 45])
84
+ >>> np.multiply.accumulate(np.arange(1,9))
85
+ array([ 1, 2, 6, 24, 120, 720, 5040, 40320])
86
+
87
+ The behavior for multidimensional arrays is the same as for .reduce(),
88
+ as is the use of the axis keyword).
89
+
90
+ **.reduceat(arr,indices)** allows one to apply reduce to selected parts
91
+ of an array. It is a difficult method to understand. See the documentation
92
+ at:
93
+
94
+ **.outer(arr1,arr2)** generates an outer operation on the two arrays arr1 and
95
+ arr2. It will work on multidimensional arrays (the shape of the result is
96
+ the concatenation of the two input shapes.: ::
97
+
98
+ >>> np.multiply.outer(np.arange(3),np.arange(4))
99
+ array([[0, 0, 0, 0],
100
+ [0, 1, 2, 3],
101
+ [0, 2, 4, 6]])
102
+
103
+ Output arguments
104
+ ================
105
+
106
+ All ufuncs accept an optional output array. The array must be of the expected
107
+ output shape. Beware that if the type of the output array is of a different
108
+ (and lower) type than the output result, the results may be silently truncated
109
+ or otherwise corrupted in the downcast to the lower type. This usage is useful
110
+ when one wants to avoid creating large temporary arrays and instead allows one
111
+ to reuse the same array memory repeatedly (at the expense of not being able to
112
+ use more convenient operator notation in expressions). Note that when the
113
+ output argument is used, the ufunc still returns a reference to the result.
114
+
115
+ >>> x = np.arange(2)
116
+ >>> np.add(np.arange(2, dtype=float), np.arange(2, dtype=float), x,
117
+ ... casting='unsafe')
118
+ array([0, 2])
119
+ >>> x
120
+ array([0, 2])
121
+
122
+ and & or as ufuncs
123
+ ==================
124
+
125
+ Invariably people try to use the python 'and' and 'or' as logical operators
126
+ (and quite understandably). But these operators do not behave as normal
127
+ operators since Python treats these quite differently. They cannot be
128
+ overloaded with array equivalents. Thus using 'and' or 'or' with an array
129
+ results in an error. There are two alternatives:
130
+
131
+ 1) use the ufunc functions logical_and() and logical_or().
132
+ 2) use the bitwise operators & and \\|. The drawback of these is that if
133
+ the arguments to these operators are not boolean arrays, the result is
134
+ likely incorrect. On the other hand, most usages of logical_and and
135
+ logical_or are with boolean arrays. As long as one is careful, this is
136
+ a convenient way to apply these operators.
137
+
138
+ """
python/user_packages/Python313/site-packages/numpy/f2py/__init__.py ADDED
@@ -0,0 +1,86 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """Fortran to Python Interface Generator.
2
+
3
+ Copyright 1999 -- 2011 Pearu Peterson all rights reserved.
4
+ Copyright 2011 -- present NumPy Developers.
5
+ Permission to use, modify, and distribute this software is given under the terms
6
+ of the NumPy License.
7
+
8
+ NO WARRANTY IS EXPRESSED OR IMPLIED. USE AT YOUR OWN RISK.
9
+ """
10
+ __all__ = ['run_main', 'get_include']
11
+
12
+ import os
13
+ import subprocess
14
+ import sys
15
+ import warnings
16
+
17
+ from numpy.exceptions import VisibleDeprecationWarning
18
+
19
+ from . import diagnose, f2py2e
20
+
21
+ run_main = f2py2e.run_main
22
+ main = f2py2e.main
23
+
24
+
25
+ def get_include():
26
+ """
27
+ Return the directory that contains the ``fortranobject.c`` and ``.h`` files.
28
+
29
+ .. note::
30
+
31
+ This function is not needed when building an extension with
32
+ `numpy.distutils` directly from ``.f`` and/or ``.pyf`` files
33
+ in one go.
34
+
35
+ Python extension modules built with f2py-generated code need to use
36
+ ``fortranobject.c`` as a source file, and include the ``fortranobject.h``
37
+ header. This function can be used to obtain the directory containing
38
+ both of these files.
39
+
40
+ Returns
41
+ -------
42
+ include_path : str
43
+ Absolute path to the directory containing ``fortranobject.c`` and
44
+ ``fortranobject.h``.
45
+
46
+ Notes
47
+ -----
48
+ .. versionadded:: 1.21.1
49
+
50
+ Unless the build system you are using has specific support for f2py,
51
+ building a Python extension using a ``.pyf`` signature file is a two-step
52
+ process. For a module ``mymod``:
53
+
54
+ * Step 1: run ``python -m numpy.f2py mymod.pyf --quiet``. This
55
+ generates ``mymodmodule.c`` and (if needed)
56
+ ``mymod-f2pywrappers.f`` files next to ``mymod.pyf``.
57
+ * Step 2: build your Python extension module. This requires the
58
+ following source files:
59
+
60
+ * ``mymodmodule.c``
61
+ * ``mymod-f2pywrappers.f`` (if it was generated in Step 1)
62
+ * ``fortranobject.c``
63
+
64
+ See Also
65
+ --------
66
+ numpy.get_include : function that returns the numpy include directory
67
+
68
+ """
69
+ return os.path.join(os.path.dirname(__file__), 'src')
70
+
71
+
72
+ def __getattr__(attr):
73
+
74
+ # Avoid importing things that aren't needed for building
75
+ # which might import the main numpy module
76
+ if attr == "test":
77
+ from numpy._pytesttester import PytestTester
78
+ test = PytestTester(__name__)
79
+ return test
80
+
81
+ else:
82
+ raise AttributeError(f"module {__name__!r} has no attribute {attr!r}")
83
+
84
+
85
+ def __dir__():
86
+ return list(globals().keys() | {"test"})
python/user_packages/Python313/site-packages/numpy/f2py/__init__.pyi ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ from .f2py2e import main as main, run_main
2
+
3
+ __all__ = ["get_include", "run_main"]
4
+
5
+ def get_include() -> str: ...
python/user_packages/Python313/site-packages/numpy/f2py/__main__.py ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ # See:
2
+ # https://web.archive.org/web/20140822061353/http://cens.ioc.ee/projects/f2py2e
3
+ from numpy.f2py.f2py2e import main
4
+
5
+ main()