diff --git a/.gitattributes b/.gitattributes
index ae232bfee97452adc3f8ef6476661e0291dafea7..414ebe08e03c6f03a8ca5e994ae1251b4c16770b 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -99,3 +99,4 @@ reference_sample_wavs/syuukovoice_200918_3_01.wav filter=lfs diff=lfs merge=lfs
 .venv/Lib/site-packages/scipy/special/_ufuncs.cp39-win_amd64.pyd filter=lfs diff=lfs merge=lfs -text
 .venv/Lib/site-packages/scipy/spatial/_ckdtree.cp39-win_amd64.pyd filter=lfs diff=lfs merge=lfs -text
 .venv/Lib/site-packages/scipy/spatial/_qhull.cp39-win_amd64.pyd filter=lfs diff=lfs merge=lfs -text
+.venv/Lib/site-packages/scipy/special/_ufuncs_cxx.cp39-win_amd64.pyd filter=lfs diff=lfs merge=lfs -text
diff --git a/.venv/Lib/site-packages/scipy-1.13.1.dist-info/DELVEWHEEL b/.venv/Lib/site-packages/scipy-1.13.1.dist-info/DELVEWHEEL
new file mode 100644
index 0000000000000000000000000000000000000000..1a18703c18c7d620822b3f2f0c7f11460675ceb2
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy-1.13.1.dist-info/DELVEWHEEL
@@ -0,0 +1,2 @@
+Version: 1.6.0
+Arguments: ['C:\\Users\\runneradmin\\AppData\\Local\\Temp\\cibw-run-622t44xc\\cp39-win_amd64\\build\\venv\\Scripts\\delvewheel', 'repair', '--add-path', 'C:/opt/openblas/openblas_dll', '-w', 'C:\\Users\\runneradmin\\AppData\\Local\\Temp\\cibw-run-622t44xc\\cp39-win_amd64\\repaired_wheel', 'C:\\Users\\runneradmin\\AppData\\Local\\Temp\\cibw-run-622t44xc\\cp39-win_amd64\\built_wheel\\scipy-1.13.1-cp39-cp39-win_amd64.whl']
diff --git a/.venv/Lib/site-packages/scipy-1.13.1.dist-info/INSTALLER b/.venv/Lib/site-packages/scipy-1.13.1.dist-info/INSTALLER
new file mode 100644
index 0000000000000000000000000000000000000000..5c69047b2eb8235994febeeae1da4a82365a240a
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy-1.13.1.dist-info/INSTALLER
@@ -0,0 +1 @@
+uv
\ No newline at end of file
diff --git a/.venv/Lib/site-packages/scipy-1.13.1.dist-info/LICENSE.txt b/.venv/Lib/site-packages/scipy-1.13.1.dist-info/LICENSE.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d655d5687750e6d9c82b71d02132f9b84f49ebbb
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy-1.13.1.dist-info/LICENSE.txt
@@ -0,0 +1,934 @@
+Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.
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+Name: libquadmath
+Files: scipy.libs\libopenblas*.dll
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+Availability: https://gcc.gnu.org/git/?p=gcc.git;a=tree;f=libquadmath
+License: LGPL-2.1-or-later
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diff --git a/.venv/Lib/site-packages/scipy-1.13.1.dist-info/METADATA b/.venv/Lib/site-packages/scipy-1.13.1.dist-info/METADATA
new file mode 100644
index 0000000000000000000000000000000000000000..703abbf919a31985289bf4b987978239094e4c50
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy-1.13.1.dist-info/METADATA
@@ -0,0 +1,1075 @@
+Metadata-Version: 2.1
+Name: scipy
+Version: 1.13.1
+Summary: Fundamental algorithms for scientific computing in Python
+Home-page: https://scipy.org/
+Maintainer-Email: SciPy Developers <scipy-dev@python.org>
+License: Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.
+        All rights reserved.
+        
+        Redistribution and use in source and binary forms, with or without
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+        SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
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+        
+        ----
+        
+        This binary distribution of SciPy also bundles the following software:
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+        
+        Name: OpenBLAS
+        Files: scipy.libs\libopenblas*.dll
+        Description: bundled as a dynamically linked library
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+        License: BSD-3-Clause-Attribution
+          Copyright (c) 2011-2014, The OpenBLAS Project
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+          
+          Redistribution and use in source and binary forms, with or without
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+             1. Redistributions of source code must retain the above copyright
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+          
+             2. Redistributions in binary form must reproduce the above copyright
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+                the documentation and/or other materials provided with the
+                distribution.
+             3. Neither the name of the OpenBLAS project nor the names of 
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+                derived from this software without specific prior written 
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+          
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+          AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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+        License: BSD-3-Clause-Attribution
+          Copyright (c) 1992-2013 The University of Tennessee and The University
+                                  of Tennessee Research Foundation.  All rights
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+        Name: GCC runtime library
+        Files: scipy.libs\libopenblas*.dll
+        Description: statically linked to files compiled with gcc
+        Availability: https://gcc.gnu.org/git/?p=gcc.git;a=tree;f=libgfortran
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+          Libgfortran is distributed in the hope that it will be useful,
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+          GNU General Public License for more details.
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+          Under Section 7 of GPL version 3, you are granted additional
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+          <http://www.gnu.org/licenses/>.
+        
+        
+        ----
+        
+        Full text of license texts referred to above follows (that they are
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+        present binary release):
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+        ----
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+        GCC RUNTIME LIBRARY EXCEPTION
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+        Version 3.1, 31 March 2009
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+        Copyright (C) 2009 Free Software Foundation, Inc. <http://fsf.org/>
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+        A file is an "Independent Module" if it either requires the Runtime
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+        
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+        
+        1. Grant of Additional Permission.
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+        
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+        
+        ----
+        
+                            GNU GENERAL PUBLIC LICENSE
+                               Version 3, 29 June 2007
+        
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+        to collect a royalty for further conveying from those to whom you convey
+        the Program, the only way you could satisfy both those terms and this
+        License would be to refrain entirely from conveying the Program.
+        
+          13. Use with the GNU Affero General Public License.
+        
+          Notwithstanding any other provision of this License, you have
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+        but the special requirements of the GNU Affero General Public License,
+        section 13, concerning interaction through a network will apply to the
+        combination as such.
+        
+          14. Revised Versions of this License.
+        
+          The Free Software Foundation may publish revised and/or new versions of
+        the GNU General Public License from time to time.  Such new versions will
+        be similar in spirit to the present version, but may differ in detail to
+        address new problems or concerns.
+        
+          Each version is given a distinguishing version number.  If the
+        Program specifies that a certain numbered version of the GNU General
+        Public License "or any later version" applies to it, you have the
+        option of following the terms and conditions either of that numbered
+        version or of any later version published by the Free Software
+        Foundation.  If the Program does not specify a version number of the
+        GNU General Public License, you may choose any version ever published
+        by the Free Software Foundation.
+        
+          If the Program specifies that a proxy can decide which future
+        versions of the GNU General Public License can be used, that proxy's
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+        to choose that version for the Program.
+        
+          Later license versions may give you additional or different
+        permissions.  However, no additional obligations are imposed on any
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+        later version.
+        
+          15. Disclaimer of Warranty.
+        
+          THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+        APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+        HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
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+        ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+        
+          16. Limitation of Liability.
+        
+          IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+        WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
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+        GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
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+        DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
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+        SUCH DAMAGES.
+        
+          17. Interpretation of Sections 15 and 16.
+        
+          If the disclaimer of warranty and limitation of liability provided
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+        reviewing courts shall apply local law that most closely approximates
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+        Program, unless a warranty or assumption of liability accompanies a
+        copy of the Program in return for a fee.
+        
+                             END OF TERMS AND CONDITIONS
+        
+                    How to Apply These Terms to Your New Programs
+        
+          If you develop a new program, and you want it to be of the greatest
+        possible use to the public, the best way to achieve this is to make it
+        free software which everyone can redistribute and change under these terms.
+        
+          To do so, attach the following notices to the program.  It is safest
+        to attach them to the start of each source file to most effectively
+        state the exclusion of warranty; and each file should have at least
+        the "copyright" line and a pointer to where the full notice is found.
+        
+            <one line to give the program's name and a brief idea of what it does.>
+            Copyright (C) <year>  <name of author>
+        
+            This program is free software: you can redistribute it and/or modify
+            it under the terms of the GNU General Public License as published by
+            the Free Software Foundation, either version 3 of the License, or
+            (at your option) any later version.
+        
+            This program is distributed in the hope that it will be useful,
+            but WITHOUT ANY WARRANTY; without even the implied warranty of
+            MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+            GNU General Public License for more details.
+        
+            You should have received a copy of the GNU General Public License
+            along with this program.  If not, see <http://www.gnu.org/licenses/>.
+        
+        Also add information on how to contact you by electronic and paper mail.
+        
+          If the program does terminal interaction, make it output a short
+        notice like this when it starts in an interactive mode:
+        
+            <program>  Copyright (C) <year>  <name of author>
+            This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+            This is free software, and you are welcome to redistribute it
+            under certain conditions; type `show c' for details.
+        
+        The hypothetical commands `show w' and `show c' should show the appropriate
+        parts of the General Public License.  Of course, your program's commands
+        might be different; for a GUI interface, you would use an "about box".
+        
+          You should also get your employer (if you work as a programmer) or school,
+        if any, to sign a "copyright disclaimer" for the program, if necessary.
+        For more information on this, and how to apply and follow the GNU GPL, see
+        <http://www.gnu.org/licenses/>.
+        
+          The GNU General Public License does not permit incorporating your program
+        into proprietary programs.  If your program is a subroutine library, you
+        may consider it more useful to permit linking proprietary applications with
+        the library.  If this is what you want to do, use the GNU Lesser General
+        Public License instead of this License.  But first, please read
+        <http://www.gnu.org/philosophy/why-not-lgpl.html>.
+        
+        
+        Name: libquadmath
+        Files: scipy.libs\libopenblas*.dll
+        Description: statically linked to files compiled with gcc
+        Availability: https://gcc.gnu.org/git/?p=gcc.git;a=tree;f=libquadmath
+        License: LGPL-2.1-or-later
+        
+            GCC Quad-Precision Math Library
+            Copyright (C) 2010-2019 Free Software Foundation, Inc.
+            Written by Francois-Xavier Coudert  <fxcoudert@gcc.gnu.org>
+        
+            This file is part of the libquadmath library.
+            Libquadmath is free software; you can redistribute it and/or
+            modify it under the terms of the GNU Library General Public
+            License as published by the Free Software Foundation; either
+            version 2.1 of the License, or (at your option) any later version.
+        
+            Libquadmath is distributed in the hope that it will be useful,
+            but WITHOUT ANY WARRANTY; without even the implied warranty of
+            MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
+            Lesser General Public License for more details.
+            https://www.gnu.org/licenses/old-licenses/lgpl-2.1.html
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Science/Research
+Classifier: Intended Audience :: Developers
+Classifier: License :: OSI Approved :: BSD License
+Classifier: Programming Language :: C
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Topic :: Software Development :: Libraries
+Classifier: Topic :: Scientific/Engineering
+Classifier: Operating System :: Microsoft :: Windows
+Classifier: Operating System :: POSIX :: Linux
+Classifier: Operating System :: POSIX
+Classifier: Operating System :: Unix
+Classifier: Operating System :: MacOS
+Project-URL: Homepage, https://scipy.org/
+Project-URL: Documentation, https://docs.scipy.org/doc/scipy/
+Project-URL: Source, https://github.com/scipy/scipy
+Project-URL: Download, https://github.com/scipy/scipy/releases
+Project-URL: Tracker, https://github.com/scipy/scipy/issues
+Requires-Python: >=3.9
+Requires-Dist: numpy<2.3,>=1.22.4
+Requires-Dist: pytest; extra == "test"
+Requires-Dist: pytest-cov; extra == "test"
+Requires-Dist: pytest-timeout; extra == "test"
+Requires-Dist: pytest-xdist; extra == "test"
+Requires-Dist: asv; extra == "test"
+Requires-Dist: mpmath; extra == "test"
+Requires-Dist: gmpy2; extra == "test"
+Requires-Dist: threadpoolctl; extra == "test"
+Requires-Dist: scikit-umfpack; extra == "test"
+Requires-Dist: pooch; extra == "test"
+Requires-Dist: hypothesis>=6.30; extra == "test"
+Requires-Dist: array-api-strict; extra == "test"
+Requires-Dist: sphinx>=5.0.0; extra == "doc"
+Requires-Dist: pydata-sphinx-theme>=0.15.2; extra == "doc"
+Requires-Dist: sphinx-design>=0.4.0; extra == "doc"
+Requires-Dist: matplotlib>=3.5; extra == "doc"
+Requires-Dist: numpydoc; extra == "doc"
+Requires-Dist: jupytext; extra == "doc"
+Requires-Dist: myst-nb; extra == "doc"
+Requires-Dist: pooch; extra == "doc"
+Requires-Dist: jupyterlite-sphinx>=0.12.0; extra == "doc"
+Requires-Dist: jupyterlite-pyodide-kernel; extra == "doc"
+Requires-Dist: mypy; extra == "dev"
+Requires-Dist: typing_extensions; extra == "dev"
+Requires-Dist: types-psutil; extra == "dev"
+Requires-Dist: pycodestyle; extra == "dev"
+Requires-Dist: ruff; extra == "dev"
+Requires-Dist: cython-lint>=0.12.2; extra == "dev"
+Requires-Dist: rich-click; extra == "dev"
+Requires-Dist: doit>=0.36.0; extra == "dev"
+Requires-Dist: pydevtool; extra == "dev"
+Provides-Extra: test
+Provides-Extra: doc
+Provides-Extra: dev
+Description-Content-Type: text/x-rst
+
+.. image:: https://raw.githubusercontent.com/scipy/scipy/main/doc/source/_static/logo.svg
+  :target: https://scipy.org
+  :width: 110
+  :height: 110
+  :align: left 
+
+.. image:: https://img.shields.io/badge/powered%20by-NumFOCUS-orange.svg?style=flat&colorA=E1523D&colorB=007D8A
+  :target: https://numfocus.org
+
+.. image:: https://img.shields.io/pypi/dm/scipy.svg?label=Pypi%20downloads
+  :target: https://pypi.org/project/scipy/
+
+.. image:: https://img.shields.io/conda/dn/conda-forge/scipy.svg?label=Conda%20downloads
+  :target: https://anaconda.org/conda-forge/scipy
+
+.. image:: https://img.shields.io/badge/stackoverflow-Ask%20questions-blue.svg
+  :target: https://stackoverflow.com/questions/tagged/scipy
+
+.. image:: https://img.shields.io/badge/DOI-10.1038%2Fs41592--019--0686--2-blue
+  :target: https://www.nature.com/articles/s41592-019-0686-2
+
+SciPy (pronounced "Sigh Pie") is an open-source software for mathematics,
+science, and engineering. It includes modules for statistics, optimization,
+integration, linear algebra, Fourier transforms, signal and image processing,
+ODE solvers, and more.
+
+- **Website:** https://scipy.org
+- **Documentation:** https://docs.scipy.org/doc/scipy/
+- **Development version of the documentation:** https://scipy.github.io/devdocs
+- **Mailing list:** https://mail.python.org/mailman3/lists/scipy-dev.python.org/
+- **Source code:** https://github.com/scipy/scipy
+- **Contributing:** https://scipy.github.io/devdocs/dev/index.html
+- **Bug reports:** https://github.com/scipy/scipy/issues
+- **Code of Conduct:** https://docs.scipy.org/doc/scipy/dev/conduct/code_of_conduct.html
+- **Report a security vulnerability:** https://tidelift.com/docs/security
+- **Citing in your work:** https://www.scipy.org/citing-scipy/
+
+SciPy is built to work with
+NumPy arrays, and provides many user-friendly and efficient numerical routines,
+such as routines for numerical integration and optimization. Together, they
+run on all popular operating systems, are quick to install, and are free of
+charge. NumPy and SciPy are easy to use, but powerful enough to be depended
+upon by some of the world's leading scientists and engineers. If you need to
+manipulate numbers on a computer and display or publish the results, give
+SciPy a try!
+
+For the installation instructions, see `our install
+guide <https://scipy.org/install/>`__.
+
+
+Call for Contributions
+----------------------
+
+We appreciate and welcome contributions. Small improvements or fixes are always appreciated; issues labeled as "good
+first issue" may be a good starting point. Have a look at `our contributing
+guide <https://scipy.github.io/devdocs/dev/index.html>`__.
+
+Writing code isn’t the only way to contribute to SciPy. You can also:
+
+- review pull requests
+- triage issues
+- develop tutorials, presentations, and other educational materials
+- maintain and improve `our website <https://github.com/scipy/scipy.org>`__
+- develop graphic design for our brand assets and promotional materials
+- help with outreach and onboard new contributors
+- write grant proposals and help with other fundraising efforts
+
+If you’re unsure where to start or how your skills fit in, reach out! You can
+ask on the mailing list or here, on GitHub, by leaving a
+comment on a relevant issue that is already open.
+
+If you are new to contributing to open source, `this
+guide <https://opensource.guide/how-to-contribute/>`__ helps explain why, what,
+and how to get involved.
diff --git a/.venv/Lib/site-packages/scipy-1.13.1.dist-info/RECORD b/.venv/Lib/site-packages/scipy-1.13.1.dist-info/RECORD
new file mode 100644
index 0000000000000000000000000000000000000000..8c41d6e08485859faa2e567c951eb4447a81e151
--- /dev/null
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diff --git a/.venv/Lib/site-packages/scipy/_lib/_uarray/LICENSE b/.venv/Lib/site-packages/scipy/_lib/_uarray/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..90e4b0a1e185e7073aae5d480af303b0ea992700
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/_uarray/LICENSE
@@ -0,0 +1,29 @@
+BSD 3-Clause License
+
+Copyright (c) 2018, Quansight-Labs
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+* Redistributions of source code must retain the above copyright notice, this
+  list of conditions and the following disclaimer.
+
+* Redistributions in binary form must reproduce the above copyright notice,
+  this list of conditions and the following disclaimer in the documentation
+  and/or other materials provided with the distribution.
+
+* Neither the name of the copyright holder nor the names of its
+  contributors may be used to endorse or promote products derived from
+  this software without specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
diff --git a/.venv/Lib/site-packages/scipy/_lib/_uarray/__init__.py b/.venv/Lib/site-packages/scipy/_lib/_uarray/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..2382b9a6c52e0e207dd37a268a6cab49f3dae591
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/_uarray/__init__.py
@@ -0,0 +1,116 @@
+"""
+.. note:
+    If you are looking for overrides for NumPy-specific methods, see the
+    documentation for :obj:`unumpy`. This page explains how to write
+    back-ends and multimethods.
+
+``uarray`` is built around a back-end protocol, and overridable multimethods.
+It is necessary to define multimethods for back-ends to be able to override them.
+See the documentation of :obj:`generate_multimethod` on how to write multimethods.
+
+
+
+Let's start with the simplest:
+
+``__ua_domain__`` defines the back-end *domain*. The domain consists of period-
+separated string consisting of the modules you extend plus the submodule. For
+example, if a submodule ``module2.submodule`` extends ``module1``
+(i.e., it exposes dispatchables marked as types available in ``module1``),
+then the domain string should be ``"module1.module2.submodule"``.
+
+
+For the purpose of this demonstration, we'll be creating an object and setting
+its attributes directly. However, note that you can use a module or your own type
+as a backend as well.
+
+>>> class Backend: pass
+>>> be = Backend()
+>>> be.__ua_domain__ = "ua_examples"
+
+It might be useful at this point to sidetrack to the documentation of
+:obj:`generate_multimethod` to find out how to generate a multimethod
+overridable by :obj:`uarray`. Needless to say, writing a backend and
+creating multimethods are mostly orthogonal activities, and knowing
+one doesn't necessarily require knowledge of the other, although it
+is certainly helpful. We expect core API designers/specifiers to write the
+multimethods, and implementors to override them. But, as is often the case,
+similar people write both.
+
+Without further ado, here's an example multimethod:
+
+>>> import uarray as ua
+>>> from uarray import Dispatchable
+>>> def override_me(a, b):
+...   return Dispatchable(a, int),
+>>> def override_replacer(args, kwargs, dispatchables):
+...     return (dispatchables[0], args[1]), {}
+>>> overridden_me = ua.generate_multimethod(
+...     override_me, override_replacer, "ua_examples"
+... )
+
+Next comes the part about overriding the multimethod. This requires
+the ``__ua_function__`` protocol, and the ``__ua_convert__``
+protocol. The ``__ua_function__`` protocol has the signature
+``(method, args, kwargs)`` where ``method`` is the passed
+multimethod, ``args``/``kwargs`` specify the arguments and ``dispatchables``
+is the list of converted dispatchables passed in.
+
+>>> def __ua_function__(method, args, kwargs):
+...     return method.__name__, args, kwargs
+>>> be.__ua_function__ = __ua_function__
+
+The other protocol of interest is the ``__ua_convert__`` protocol. It has the
+signature ``(dispatchables, coerce)``. When ``coerce`` is ``False``, conversion
+between the formats should ideally be an ``O(1)`` operation, but it means that
+no memory copying should be involved, only views of the existing data.
+
+>>> def __ua_convert__(dispatchables, coerce):
+...     for d in dispatchables:
+...         if d.type is int:
+...             if coerce and d.coercible:
+...                 yield str(d.value)
+...             else:
+...                 yield d.value
+>>> be.__ua_convert__ = __ua_convert__
+
+Now that we have defined the backend, the next thing to do is to call the multimethod.
+
+>>> with ua.set_backend(be):
+...      overridden_me(1, "2")
+('override_me', (1, '2'), {})
+
+Note that the marked type has no effect on the actual type of the passed object.
+We can also coerce the type of the input.
+
+>>> with ua.set_backend(be, coerce=True):
+...     overridden_me(1, "2")
+...     overridden_me(1.0, "2")
+('override_me', ('1', '2'), {})
+('override_me', ('1.0', '2'), {})
+
+Another feature is that if you remove ``__ua_convert__``, the arguments are not
+converted at all and it's up to the backend to handle that.
+
+>>> del be.__ua_convert__
+>>> with ua.set_backend(be):
+...     overridden_me(1, "2")
+('override_me', (1, '2'), {})
+
+You also have the option to return ``NotImplemented``, in which case processing moves on
+to the next back-end, which in this case, doesn't exist. The same applies to
+``__ua_convert__``.
+
+>>> be.__ua_function__ = lambda *a, **kw: NotImplemented
+>>> with ua.set_backend(be):
+...     overridden_me(1, "2")
+Traceback (most recent call last):
+    ...
+uarray.BackendNotImplementedError: ...
+
+The last possibility is if we don't have ``__ua_convert__``, in which case the job is
+left up to ``__ua_function__``, but putting things back into arrays after conversion
+will not be possible.
+"""
+
+from ._backend import *
+__version__ = '0.8.8.dev0+aa94c5a4.scipy'
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new file mode 100644
index 0000000000000000000000000000000000000000..cabeb7a9a7b74c7529304bc50a303d31d92b43c8
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/_uarray/_backend.py
@@ -0,0 +1,704 @@
+import typing
+import types
+import inspect
+import functools
+from . import _uarray
+import copyreg
+import pickle
+import contextlib
+
+from ._uarray import (  # type: ignore
+    BackendNotImplementedError,
+    _Function,
+    _SkipBackendContext,
+    _SetBackendContext,
+    _BackendState,
+)
+
+__all__ = [
+    "set_backend",
+    "set_global_backend",
+    "skip_backend",
+    "register_backend",
+    "determine_backend",
+    "determine_backend_multi",
+    "clear_backends",
+    "create_multimethod",
+    "generate_multimethod",
+    "_Function",
+    "BackendNotImplementedError",
+    "Dispatchable",
+    "wrap_single_convertor",
+    "wrap_single_convertor_instance",
+    "all_of_type",
+    "mark_as",
+    "set_state",
+    "get_state",
+    "reset_state",
+    "_BackendState",
+    "_SkipBackendContext",
+    "_SetBackendContext",
+]
+
+ArgumentExtractorType = typing.Callable[..., tuple["Dispatchable", ...]]
+ArgumentReplacerType = typing.Callable[
+    [tuple, dict, tuple], tuple[tuple, dict]
+]
+
+def unpickle_function(mod_name, qname, self_):
+    import importlib
+
+    try:
+        module = importlib.import_module(mod_name)
+        qname = qname.split(".")
+        func = module
+        for q in qname:
+            func = getattr(func, q)
+
+        if self_ is not None:
+            func = types.MethodType(func, self_)
+
+        return func
+    except (ImportError, AttributeError) as e:
+        from pickle import UnpicklingError
+
+        raise UnpicklingError from e
+
+
+def pickle_function(func):
+    mod_name = getattr(func, "__module__", None)
+    qname = getattr(func, "__qualname__", None)
+    self_ = getattr(func, "__self__", None)
+
+    try:
+        test = unpickle_function(mod_name, qname, self_)
+    except pickle.UnpicklingError:
+        test = None
+
+    if test is not func:
+        raise pickle.PicklingError(
+            f"Can't pickle {func}: it's not the same object as {test}"
+        )
+
+    return unpickle_function, (mod_name, qname, self_)
+
+
+def pickle_state(state):
+    return _uarray._BackendState._unpickle, state._pickle()
+
+
+def pickle_set_backend_context(ctx):
+    return _SetBackendContext, ctx._pickle()
+
+
+def pickle_skip_backend_context(ctx):
+    return _SkipBackendContext, ctx._pickle()
+
+
+copyreg.pickle(_Function, pickle_function)
+copyreg.pickle(_uarray._BackendState, pickle_state)
+copyreg.pickle(_SetBackendContext, pickle_set_backend_context)
+copyreg.pickle(_SkipBackendContext, pickle_skip_backend_context)
+
+
+def get_state():
+    """
+    Returns an opaque object containing the current state of all the backends.
+
+    Can be used for synchronization between threads/processes.
+
+    See Also
+    --------
+    set_state
+        Sets the state returned by this function.
+    """
+    return _uarray.get_state()
+
+
+@contextlib.contextmanager
+def reset_state():
+    """
+    Returns a context manager that resets all state once exited.
+
+    See Also
+    --------
+    set_state
+        Context manager that sets the backend state.
+    get_state
+        Gets a state to be set by this context manager.
+    """
+    with set_state(get_state()):
+        yield
+
+
+@contextlib.contextmanager
+def set_state(state):
+    """
+    A context manager that sets the state of the backends to one returned by :obj:`get_state`.
+
+    See Also
+    --------
+    get_state
+        Gets a state to be set by this context manager.
+    """  # noqa: E501
+    old_state = get_state()
+    _uarray.set_state(state)
+    try:
+        yield
+    finally:
+        _uarray.set_state(old_state, True)
+
+
+def create_multimethod(*args, **kwargs):
+    """
+    Creates a decorator for generating multimethods.
+
+    This function creates a decorator that can be used with an argument
+    extractor in order to generate a multimethod. Other than for the
+    argument extractor, all arguments are passed on to
+    :obj:`generate_multimethod`.
+
+    See Also
+    --------
+    generate_multimethod
+        Generates a multimethod.
+    """
+
+    def wrapper(a):
+        return generate_multimethod(a, *args, **kwargs)
+
+    return wrapper
+
+
+def generate_multimethod(
+    argument_extractor: ArgumentExtractorType,
+    argument_replacer: ArgumentReplacerType,
+    domain: str,
+    default: typing.Optional[typing.Callable] = None,
+):
+    """
+    Generates a multimethod.
+
+    Parameters
+    ----------
+    argument_extractor : ArgumentExtractorType
+        A callable which extracts the dispatchable arguments. Extracted arguments
+        should be marked by the :obj:`Dispatchable` class. It has the same signature
+        as the desired multimethod.
+    argument_replacer : ArgumentReplacerType
+        A callable with the signature (args, kwargs, dispatchables), which should also
+        return an (args, kwargs) pair with the dispatchables replaced inside the
+        args/kwargs.
+    domain : str
+        A string value indicating the domain of this multimethod.
+    default: Optional[Callable], optional
+        The default implementation of this multimethod, where ``None`` (the default)
+        specifies there is no default implementation.
+
+    Examples
+    --------
+    In this example, ``a`` is to be dispatched over, so we return it, while marking it
+    as an ``int``.
+    The trailing comma is needed because the args have to be returned as an iterable.
+
+    >>> def override_me(a, b):
+    ...   return Dispatchable(a, int),
+
+    Next, we define the argument replacer that replaces the dispatchables inside
+    args/kwargs with the supplied ones.
+
+    >>> def override_replacer(args, kwargs, dispatchables):
+    ...     return (dispatchables[0], args[1]), {}
+
+    Next, we define the multimethod.
+
+    >>> overridden_me = generate_multimethod(
+    ...     override_me, override_replacer, "ua_examples"
+    ... )
+
+    Notice that there's no default implementation, unless you supply one.
+
+    >>> overridden_me(1, "a")
+    Traceback (most recent call last):
+        ...
+    uarray.BackendNotImplementedError: ...
+
+    >>> overridden_me2 = generate_multimethod(
+    ...     override_me, override_replacer, "ua_examples", default=lambda x, y: (x, y)
+    ... )
+    >>> overridden_me2(1, "a")
+    (1, 'a')
+
+    See Also
+    --------
+    uarray
+        See the module documentation for how to override the method by creating
+        backends.
+    """
+    kw_defaults, arg_defaults, opts = get_defaults(argument_extractor)
+    ua_func = _Function(
+        argument_extractor,
+        argument_replacer,
+        domain,
+        arg_defaults,
+        kw_defaults,
+        default,
+    )
+
+    return functools.update_wrapper(ua_func, argument_extractor)
+
+
+def set_backend(backend, coerce=False, only=False):
+    """
+    A context manager that sets the preferred backend.
+
+    Parameters
+    ----------
+    backend
+        The backend to set.
+    coerce
+        Whether or not to coerce to a specific backend's types. Implies ``only``.
+    only
+        Whether or not this should be the last backend to try.
+
+    See Also
+    --------
+    skip_backend: A context manager that allows skipping of backends.
+    set_global_backend: Set a single, global backend for a domain.
+    """
+    try:
+        return backend.__ua_cache__["set", coerce, only]
+    except AttributeError:
+        backend.__ua_cache__ = {}
+    except KeyError:
+        pass
+
+    ctx = _SetBackendContext(backend, coerce, only)
+    backend.__ua_cache__["set", coerce, only] = ctx
+    return ctx
+
+
+def skip_backend(backend):
+    """
+    A context manager that allows one to skip a given backend from processing
+    entirely. This allows one to use another backend's code in a library that
+    is also a consumer of the same backend.
+
+    Parameters
+    ----------
+    backend
+        The backend to skip.
+
+    See Also
+    --------
+    set_backend: A context manager that allows setting of backends.
+    set_global_backend: Set a single, global backend for a domain.
+    """
+    try:
+        return backend.__ua_cache__["skip"]
+    except AttributeError:
+        backend.__ua_cache__ = {}
+    except KeyError:
+        pass
+
+    ctx = _SkipBackendContext(backend)
+    backend.__ua_cache__["skip"] = ctx
+    return ctx
+
+
+def get_defaults(f):
+    sig = inspect.signature(f)
+    kw_defaults = {}
+    arg_defaults = []
+    opts = set()
+    for k, v in sig.parameters.items():
+        if v.default is not inspect.Parameter.empty:
+            kw_defaults[k] = v.default
+        if v.kind in (
+            inspect.Parameter.POSITIONAL_ONLY,
+            inspect.Parameter.POSITIONAL_OR_KEYWORD,
+        ):
+            arg_defaults.append(v.default)
+        opts.add(k)
+
+    return kw_defaults, tuple(arg_defaults), opts
+
+
+def set_global_backend(backend, coerce=False, only=False, *, try_last=False):
+    """
+    This utility method replaces the default backend for permanent use. It
+    will be tried in the list of backends automatically, unless the
+    ``only`` flag is set on a backend. This will be the first tried
+    backend outside the :obj:`set_backend` context manager.
+
+    Note that this method is not thread-safe.
+
+    .. warning::
+        We caution library authors against using this function in
+        their code. We do *not* support this use-case. This function
+        is meant to be used only by users themselves, or by a reference
+        implementation, if one exists.
+
+    Parameters
+    ----------
+    backend
+        The backend to register.
+    coerce : bool
+        Whether to coerce input types when trying this backend.
+    only : bool
+        If ``True``, no more backends will be tried if this fails.
+        Implied by ``coerce=True``.
+    try_last : bool
+        If ``True``, the global backend is tried after registered backends.
+
+    See Also
+    --------
+    set_backend: A context manager that allows setting of backends.
+    skip_backend: A context manager that allows skipping of backends.
+    """
+    _uarray.set_global_backend(backend, coerce, only, try_last)
+
+
+def register_backend(backend):
+    """
+    This utility method sets registers backend for permanent use. It
+    will be tried in the list of backends automatically, unless the
+    ``only`` flag is set on a backend.
+
+    Note that this method is not thread-safe.
+
+    Parameters
+    ----------
+    backend
+        The backend to register.
+    """
+    _uarray.register_backend(backend)
+
+
+def clear_backends(domain, registered=True, globals=False):
+    """
+    This utility method clears registered backends.
+
+    .. warning::
+        We caution library authors against using this function in
+        their code. We do *not* support this use-case. This function
+        is meant to be used only by users themselves.
+
+    .. warning::
+        Do NOT use this method inside a multimethod call, or the
+        program is likely to crash.
+
+    Parameters
+    ----------
+    domain : Optional[str]
+        The domain for which to de-register backends. ``None`` means
+        de-register for all domains.
+    registered : bool
+        Whether or not to clear registered backends. See :obj:`register_backend`.
+    globals : bool
+        Whether or not to clear global backends. See :obj:`set_global_backend`.
+
+    See Also
+    --------
+    register_backend : Register a backend globally.
+    set_global_backend : Set a global backend.
+    """
+    _uarray.clear_backends(domain, registered, globals)
+
+
+class Dispatchable:
+    """
+    A utility class which marks an argument with a specific dispatch type.
+
+
+    Attributes
+    ----------
+    value
+        The value of the Dispatchable.
+
+    type
+        The type of the Dispatchable.
+
+    Examples
+    --------
+    >>> x = Dispatchable(1, str)
+    >>> x
+    <Dispatchable: type=<class 'str'>, value=1>
+
+    See Also
+    --------
+    all_of_type
+        Marks all unmarked parameters of a function.
+
+    mark_as
+        Allows one to create a utility function to mark as a given type.
+    """
+
+    def __init__(self, value, dispatch_type, coercible=True):
+        self.value = value
+        self.type = dispatch_type
+        self.coercible = coercible
+
+    def __getitem__(self, index):
+        return (self.type, self.value)[index]
+
+    def __str__(self):
+        return f"<{type(self).__name__}: type={self.type!r}, value={self.value!r}>"
+
+    __repr__ = __str__
+
+
+def mark_as(dispatch_type):
+    """
+    Creates a utility function to mark something as a specific type.
+
+    Examples
+    --------
+    >>> mark_int = mark_as(int)
+    >>> mark_int(1)
+    <Dispatchable: type=<class 'int'>, value=1>
+    """
+    return functools.partial(Dispatchable, dispatch_type=dispatch_type)
+
+
+def all_of_type(arg_type):
+    """
+    Marks all unmarked arguments as a given type.
+
+    Examples
+    --------
+    >>> @all_of_type(str)
+    ... def f(a, b):
+    ...     return a, Dispatchable(b, int)
+    >>> f('a', 1)
+    (<Dispatchable: type=<class 'str'>, value='a'>,
+     <Dispatchable: type=<class 'int'>, value=1>)
+    """
+
+    def outer(func):
+        @functools.wraps(func)
+        def inner(*args, **kwargs):
+            extracted_args = func(*args, **kwargs)
+            return tuple(
+                Dispatchable(arg, arg_type)
+                if not isinstance(arg, Dispatchable)
+                else arg
+                for arg in extracted_args
+            )
+
+        return inner
+
+    return outer
+
+
+def wrap_single_convertor(convert_single):
+    """
+    Wraps a ``__ua_convert__`` defined for a single element to all elements.
+    If any of them return ``NotImplemented``, the operation is assumed to be
+    undefined.
+
+    Accepts a signature of (value, type, coerce).
+    """
+
+    @functools.wraps(convert_single)
+    def __ua_convert__(dispatchables, coerce):
+        converted = []
+        for d in dispatchables:
+            c = convert_single(d.value, d.type, coerce and d.coercible)
+
+            if c is NotImplemented:
+                return NotImplemented
+
+            converted.append(c)
+
+        return converted
+
+    return __ua_convert__
+
+
+def wrap_single_convertor_instance(convert_single):
+    """
+    Wraps a ``__ua_convert__`` defined for a single element to all elements.
+    If any of them return ``NotImplemented``, the operation is assumed to be
+    undefined.
+
+    Accepts a signature of (value, type, coerce).
+    """
+
+    @functools.wraps(convert_single)
+    def __ua_convert__(self, dispatchables, coerce):
+        converted = []
+        for d in dispatchables:
+            c = convert_single(self, d.value, d.type, coerce and d.coercible)
+
+            if c is NotImplemented:
+                return NotImplemented
+
+            converted.append(c)
+
+        return converted
+
+    return __ua_convert__
+
+
+def determine_backend(value, dispatch_type, *, domain, only=True, coerce=False):
+    """Set the backend to the first active backend that supports ``value``
+
+    This is useful for functions that call multimethods without any dispatchable
+    arguments. You can use :func:`determine_backend` to ensure the same backend
+    is used everywhere in a block of multimethod calls.
+
+    Parameters
+    ----------
+    value
+        The value being tested
+    dispatch_type
+        The dispatch type associated with ``value``, aka
+        ":ref:`marking <MarkingGlossary>`".
+    domain: string
+        The domain to query for backends and set.
+    coerce: bool
+        Whether or not to allow coercion to the backend's types. Implies ``only``.
+    only: bool
+        Whether or not this should be the last backend to try.
+
+    See Also
+    --------
+    set_backend: For when you know which backend to set
+
+    Notes
+    -----
+
+    Support is determined by the ``__ua_convert__`` protocol. Backends not
+    supporting the type must return ``NotImplemented`` from their
+    ``__ua_convert__`` if they don't support input of that type.
+
+    Examples
+    --------
+
+    Suppose we have two backends ``BackendA`` and ``BackendB`` each supporting
+    different types, ``TypeA`` and ``TypeB``. Neither supporting the other type:
+
+    >>> with ua.set_backend(ex.BackendA):
+    ...     ex.call_multimethod(ex.TypeB(), ex.TypeB())
+    Traceback (most recent call last):
+        ...
+    uarray.BackendNotImplementedError: ...
+
+    Now consider a multimethod that creates a new object of ``TypeA``, or
+    ``TypeB`` depending on the active backend.
+
+    >>> with ua.set_backend(ex.BackendA), ua.set_backend(ex.BackendB):
+    ...         res = ex.creation_multimethod()
+    ...         ex.call_multimethod(res, ex.TypeA())
+    Traceback (most recent call last):
+        ...
+    uarray.BackendNotImplementedError: ...
+
+    ``res`` is an object of ``TypeB`` because ``BackendB`` is set in the
+    innermost with statement. So, ``call_multimethod`` fails since the types
+    don't match.
+
+    Instead, we need to first find a backend suitable for all of our objects.
+
+    >>> with ua.set_backend(ex.BackendA), ua.set_backend(ex.BackendB):
+    ...     x = ex.TypeA()
+    ...     with ua.determine_backend(x, "mark", domain="ua_examples"):
+    ...         res = ex.creation_multimethod()
+    ...         ex.call_multimethod(res, x)
+    TypeA
+
+    """
+    dispatchables = (Dispatchable(value, dispatch_type, coerce),)
+    backend = _uarray.determine_backend(domain, dispatchables, coerce)
+
+    return set_backend(backend, coerce=coerce, only=only)
+
+
+def determine_backend_multi(
+    dispatchables, *, domain, only=True, coerce=False, **kwargs
+):
+    """Set a backend supporting all ``dispatchables``
+
+    This is useful for functions that call multimethods without any dispatchable
+    arguments. You can use :func:`determine_backend_multi` to ensure the same
+    backend is used everywhere in a block of multimethod calls involving
+    multiple arrays.
+
+    Parameters
+    ----------
+    dispatchables: Sequence[Union[uarray.Dispatchable, Any]]
+        The dispatchables that must be supported
+    domain: string
+        The domain to query for backends and set.
+    coerce: bool
+        Whether or not to allow coercion to the backend's types. Implies ``only``.
+    only: bool
+        Whether or not this should be the last backend to try.
+    dispatch_type: Optional[Any]
+        The default dispatch type associated with ``dispatchables``, aka
+        ":ref:`marking <MarkingGlossary>`".
+
+    See Also
+    --------
+    determine_backend: For a single dispatch value
+    set_backend: For when you know which backend to set
+
+    Notes
+    -----
+
+    Support is determined by the ``__ua_convert__`` protocol. Backends not
+    supporting the type must return ``NotImplemented`` from their
+    ``__ua_convert__`` if they don't support input of that type.
+
+    Examples
+    --------
+
+    :func:`determine_backend` allows the backend to be set from a single
+    object. :func:`determine_backend_multi` allows multiple objects to be
+    checked simultaneously for support in the backend. Suppose we have a
+    ``BackendAB`` which supports ``TypeA`` and ``TypeB`` in the same call,
+    and a ``BackendBC`` that doesn't support ``TypeA``.
+
+    >>> with ua.set_backend(ex.BackendAB), ua.set_backend(ex.BackendBC):
+    ...     a, b = ex.TypeA(), ex.TypeB()
+    ...     with ua.determine_backend_multi(
+    ...         [ua.Dispatchable(a, "mark"), ua.Dispatchable(b, "mark")],
+    ...         domain="ua_examples"
+    ...     ):
+    ...         res = ex.creation_multimethod()
+    ...         ex.call_multimethod(res, a, b)
+    TypeA
+
+    This won't call ``BackendBC`` because it doesn't support ``TypeA``.
+
+    We can also use leave out the ``ua.Dispatchable`` if we specify the
+    default ``dispatch_type`` for the ``dispatchables`` argument.
+
+    >>> with ua.set_backend(ex.BackendAB), ua.set_backend(ex.BackendBC):
+    ...     a, b = ex.TypeA(), ex.TypeB()
+    ...     with ua.determine_backend_multi(
+    ...         [a, b], dispatch_type="mark", domain="ua_examples"
+    ...     ):
+    ...         res = ex.creation_multimethod()
+    ...         ex.call_multimethod(res, a, b)
+    TypeA
+
+    """
+    if "dispatch_type" in kwargs:
+        disp_type = kwargs.pop("dispatch_type")
+        dispatchables = tuple(
+            d if isinstance(d, Dispatchable) else Dispatchable(d, disp_type)
+            for d in dispatchables
+        )
+    else:
+        dispatchables = tuple(dispatchables)
+        if not all(isinstance(d, Dispatchable) for d in dispatchables):
+            raise TypeError("dispatchables must be instances of uarray.Dispatchable")
+
+    if len(kwargs) != 0:
+        raise TypeError(f"Received unexpected keyword arguments: {kwargs}")
+
+    backend = _uarray.determine_backend(domain, dispatchables, coerce)
+
+    return set_backend(backend, coerce=coerce, only=only)
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diff --git a/.venv/Lib/site-packages/scipy/_lib/array_api_compat/cupy/__init__.py b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/cupy/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..56f4adc01e168cd8db32a052e55bd3a89dc489d6
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/cupy/__init__.py
@@ -0,0 +1,16 @@
+from cupy import *
+
+# from cupy import * doesn't overwrite these builtin names
+from cupy import abs, max, min, round
+
+# These imports may overwrite names from the import * above.
+from ._aliases import *
+
+# See the comment in the numpy __init__.py
+__import__(__package__ + '.linalg')
+
+from .linalg import matrix_transpose, vecdot
+
+from ..common._helpers import *
+
+__array_api_version__ = '2022.12'
diff --git a/.venv/Lib/site-packages/scipy/_lib/array_api_compat/cupy/_typing.py b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/cupy/_typing.py
new file mode 100644
index 0000000000000000000000000000000000000000..488cc44c0d9ad1246d7ce8ddf9a8ea2a3ec4f3b1
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/cupy/_typing.py
@@ -0,0 +1,46 @@
+from __future__ import annotations
+
+__all__ = [
+    "ndarray",
+    "Device",
+    "Dtype",
+]
+
+import sys
+from typing import (
+    Union,
+    TYPE_CHECKING,
+)
+
+from cupy import (
+    ndarray,
+    dtype,
+    int8,
+    int16,
+    int32,
+    int64,
+    uint8,
+    uint16,
+    uint32,
+    uint64,
+    float32,
+    float64,
+)
+
+from cupy.cuda.device import Device
+
+if TYPE_CHECKING or sys.version_info >= (3, 9):
+    Dtype = dtype[Union[
+        int8,
+        int16,
+        int32,
+        int64,
+        uint8,
+        uint16,
+        uint32,
+        uint64,
+        float32,
+        float64,
+    ]]
+else:
+    Dtype = dtype
diff --git a/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/__init__.py b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e168ca44f58684f69dfc7fc89da552bf2bebe52a
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/__init__.py
@@ -0,0 +1,22 @@
+from numpy import *
+
+# from numpy import * doesn't overwrite these builtin names
+from numpy import abs, max, min, round
+
+# These imports may overwrite names from the import * above.
+from ._aliases import *
+
+# Don't know why, but we have to do an absolute import to import linalg. If we
+# instead do
+#
+# from . import linalg
+#
+# It doesn't overwrite np.linalg from above. The import is generated
+# dynamically so that the library can be vendored.
+__import__(__package__ + '.linalg')
+
+from .linalg import matrix_transpose, vecdot
+
+from ..common._helpers import *
+
+__array_api_version__ = '2022.12'
diff --git a/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/__pycache__/linalg.cpython-39.pyc b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/__pycache__/linalg.cpython-39.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3c1745fcaa84da220bcd610e477120c475296838
Binary files /dev/null and b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/__pycache__/linalg.cpython-39.pyc differ
diff --git a/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/_aliases.py b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/_aliases.py
new file mode 100644
index 0000000000000000000000000000000000000000..bd8e9bab492d6bb66a8810dd2dc527d8b88cc1b6
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/_aliases.py
@@ -0,0 +1,79 @@
+from __future__ import annotations
+
+from functools import partial
+
+from ..common import _aliases
+
+from .._internal import get_xp
+
+asarray = asarray_numpy = partial(_aliases._asarray, namespace='numpy')
+asarray.__doc__ = _aliases._asarray.__doc__
+del partial
+
+import numpy as np
+bool = np.bool_
+
+# Basic renames
+acos = np.arccos
+acosh = np.arccosh
+asin = np.arcsin
+asinh = np.arcsinh
+atan = np.arctan
+atan2 = np.arctan2
+atanh = np.arctanh
+bitwise_left_shift = np.left_shift
+bitwise_invert = np.invert
+bitwise_right_shift = np.right_shift
+concat = np.concatenate
+pow = np.power
+
+arange = get_xp(np)(_aliases.arange)
+empty = get_xp(np)(_aliases.empty)
+empty_like = get_xp(np)(_aliases.empty_like)
+eye = get_xp(np)(_aliases.eye)
+full = get_xp(np)(_aliases.full)
+full_like = get_xp(np)(_aliases.full_like)
+linspace = get_xp(np)(_aliases.linspace)
+ones = get_xp(np)(_aliases.ones)
+ones_like = get_xp(np)(_aliases.ones_like)
+zeros = get_xp(np)(_aliases.zeros)
+zeros_like = get_xp(np)(_aliases.zeros_like)
+UniqueAllResult = get_xp(np)(_aliases.UniqueAllResult)
+UniqueCountsResult = get_xp(np)(_aliases.UniqueCountsResult)
+UniqueInverseResult = get_xp(np)(_aliases.UniqueInverseResult)
+unique_all = get_xp(np)(_aliases.unique_all)
+unique_counts = get_xp(np)(_aliases.unique_counts)
+unique_inverse = get_xp(np)(_aliases.unique_inverse)
+unique_values = get_xp(np)(_aliases.unique_values)
+astype = _aliases.astype
+std = get_xp(np)(_aliases.std)
+var = get_xp(np)(_aliases.var)
+permute_dims = get_xp(np)(_aliases.permute_dims)
+reshape = get_xp(np)(_aliases.reshape)
+argsort = get_xp(np)(_aliases.argsort)
+sort = get_xp(np)(_aliases.sort)
+nonzero = get_xp(np)(_aliases.nonzero)
+sum = get_xp(np)(_aliases.sum)
+prod = get_xp(np)(_aliases.prod)
+ceil = get_xp(np)(_aliases.ceil)
+floor = get_xp(np)(_aliases.floor)
+trunc = get_xp(np)(_aliases.trunc)
+matmul = get_xp(np)(_aliases.matmul)
+matrix_transpose = get_xp(np)(_aliases.matrix_transpose)
+tensordot = get_xp(np)(_aliases.tensordot)
+
+# These functions are completely new here. If the library already has them
+# (i.e., numpy 2.0), use the library version instead of our wrapper.
+if hasattr(np, 'vecdot'):
+    vecdot = np.vecdot
+else:
+    vecdot = get_xp(np)(_aliases.vecdot)
+if hasattr(np, 'isdtype'):
+    isdtype = np.isdtype
+else:
+    isdtype = get_xp(np)(_aliases.isdtype)
+
+__all__ = _aliases.__all__ + ['asarray', 'asarray_numpy', 'bool', 'acos',
+                              'acosh', 'asin', 'asinh', 'atan', 'atan2',
+                              'atanh', 'bitwise_left_shift', 'bitwise_invert',
+                              'bitwise_right_shift', 'concat', 'pow']
diff --git a/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/_typing.py b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/_typing.py
new file mode 100644
index 0000000000000000000000000000000000000000..5d0ea57b6adf252204890253ab36da9416a57a55
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/_typing.py
@@ -0,0 +1,46 @@
+from __future__ import annotations
+
+__all__ = [
+    "ndarray",
+    "Device",
+    "Dtype",
+]
+
+import sys
+from typing import (
+    Literal,
+    Union,
+    TYPE_CHECKING,
+)
+
+from numpy import (
+    ndarray,
+    dtype,
+    int8,
+    int16,
+    int32,
+    int64,
+    uint8,
+    uint16,
+    uint32,
+    uint64,
+    float32,
+    float64,
+)
+
+Device = Literal["cpu"]
+if TYPE_CHECKING or sys.version_info >= (3, 9):
+    Dtype = dtype[Union[
+        int8,
+        int16,
+        int32,
+        int64,
+        uint8,
+        uint16,
+        uint32,
+        uint64,
+        float32,
+        float64,
+    ]]
+else:
+    Dtype = dtype
diff --git a/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/linalg.py b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/linalg.py
new file mode 100644
index 0000000000000000000000000000000000000000..3973c90d370490059e997b8f41b64a496eca19b1
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/array_api_compat/numpy/linalg.py
@@ -0,0 +1,40 @@
+from numpy.linalg import *
+from numpy.linalg import __all__ as linalg_all
+
+from ..common import _linalg
+from .._internal import get_xp
+from ._aliases import (matmul, matrix_transpose, tensordot, vecdot)
+
+import numpy as np
+
+cross = get_xp(np)(_linalg.cross)
+outer = get_xp(np)(_linalg.outer)
+EighResult = _linalg.EighResult
+QRResult = _linalg.QRResult
+SlogdetResult = _linalg.SlogdetResult
+SVDResult = _linalg.SVDResult
+eigh = get_xp(np)(_linalg.eigh)
+qr = get_xp(np)(_linalg.qr)
+slogdet = get_xp(np)(_linalg.slogdet)
+svd = get_xp(np)(_linalg.svd)
+cholesky = get_xp(np)(_linalg.cholesky)
+matrix_rank = get_xp(np)(_linalg.matrix_rank)
+pinv = get_xp(np)(_linalg.pinv)
+matrix_norm = get_xp(np)(_linalg.matrix_norm)
+svdvals = get_xp(np)(_linalg.svdvals)
+diagonal = get_xp(np)(_linalg.diagonal)
+trace = get_xp(np)(_linalg.trace)
+
+# These functions are completely new here. If the library already has them
+# (i.e., numpy 2.0), use the library version instead of our wrapper.
+if hasattr(np.linalg, 'vector_norm'):
+    vector_norm = np.linalg.vector_norm
+else:
+    vector_norm = get_xp(np)(_linalg.vector_norm)
+
+__all__ = linalg_all + _linalg.__all__
+
+del get_xp
+del np
+del linalg_all
+del _linalg
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/__init__.py b/.venv/Lib/site-packages/scipy/_lib/tests/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/test__gcutils.py b/.venv/Lib/site-packages/scipy/_lib/tests/test__gcutils.py
new file mode 100644
index 0000000000000000000000000000000000000000..5405b99c16918badc4d1f19d1d43456f2118d8de
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/tests/test__gcutils.py
@@ -0,0 +1,101 @@
+""" Test for assert_deallocated context manager and gc utilities
+"""
+import gc
+
+from scipy._lib._gcutils import (set_gc_state, gc_state, assert_deallocated,
+                                 ReferenceError, IS_PYPY)
+
+from numpy.testing import assert_equal
+
+import pytest
+
+
+def test_set_gc_state():
+    gc_status = gc.isenabled()
+    try:
+        for state in (True, False):
+            gc.enable()
+            set_gc_state(state)
+            assert_equal(gc.isenabled(), state)
+            gc.disable()
+            set_gc_state(state)
+            assert_equal(gc.isenabled(), state)
+    finally:
+        if gc_status:
+            gc.enable()
+
+
+def test_gc_state():
+    # Test gc_state context manager
+    gc_status = gc.isenabled()
+    try:
+        for pre_state in (True, False):
+            set_gc_state(pre_state)
+            for with_state in (True, False):
+                # Check the gc state is with_state in with block
+                with gc_state(with_state):
+                    assert_equal(gc.isenabled(), with_state)
+                # And returns to previous state outside block
+                assert_equal(gc.isenabled(), pre_state)
+                # Even if the gc state is set explicitly within the block
+                with gc_state(with_state):
+                    assert_equal(gc.isenabled(), with_state)
+                    set_gc_state(not with_state)
+                assert_equal(gc.isenabled(), pre_state)
+    finally:
+        if gc_status:
+            gc.enable()
+
+
+@pytest.mark.skipif(IS_PYPY, reason="Test not meaningful on PyPy")
+def test_assert_deallocated():
+    # Ordinary use
+    class C:
+        def __init__(self, arg0, arg1, name='myname'):
+            self.name = name
+    for gc_current in (True, False):
+        with gc_state(gc_current):
+            # We are deleting from with-block context, so that's OK
+            with assert_deallocated(C, 0, 2, 'another name') as c:
+                assert_equal(c.name, 'another name')
+                del c
+            # Or not using the thing in with-block context, also OK
+            with assert_deallocated(C, 0, 2, name='third name'):
+                pass
+            assert_equal(gc.isenabled(), gc_current)
+
+
+@pytest.mark.skipif(IS_PYPY, reason="Test not meaningful on PyPy")
+def test_assert_deallocated_nodel():
+    class C:
+        pass
+    with pytest.raises(ReferenceError):
+        # Need to delete after using if in with-block context
+        # Note: assert_deallocated(C) needs to be assigned for the test
+        # to function correctly.  It is assigned to _, but _ itself is
+        # not referenced in the body of the with, it is only there for
+        # the refcount.
+        with assert_deallocated(C) as _:
+            pass
+
+
+@pytest.mark.skipif(IS_PYPY, reason="Test not meaningful on PyPy")
+def test_assert_deallocated_circular():
+    class C:
+        def __init__(self):
+            self._circular = self
+    with pytest.raises(ReferenceError):
+        # Circular reference, no automatic garbage collection
+        with assert_deallocated(C) as c:
+            del c
+
+
+@pytest.mark.skipif(IS_PYPY, reason="Test not meaningful on PyPy")
+def test_assert_deallocated_circular2():
+    class C:
+        def __init__(self):
+            self._circular = self
+    with pytest.raises(ReferenceError):
+        # Still circular reference, no automatic garbage collection
+        with assert_deallocated(C):
+            pass
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/test__pep440.py b/.venv/Lib/site-packages/scipy/_lib/tests/test__pep440.py
new file mode 100644
index 0000000000000000000000000000000000000000..995876a4db918e49739f4bdf644721d3cbfa7252
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/tests/test__pep440.py
@@ -0,0 +1,67 @@
+from pytest import raises as assert_raises
+from scipy._lib._pep440 import Version, parse
+
+
+def test_main_versions():
+    assert Version('1.8.0') == Version('1.8.0')
+    for ver in ['1.9.0', '2.0.0', '1.8.1']:
+        assert Version('1.8.0') < Version(ver)
+
+    for ver in ['1.7.0', '1.7.1', '0.9.9']:
+        assert Version('1.8.0') > Version(ver)
+
+
+def test_version_1_point_10():
+    # regression test for gh-2998.
+    assert Version('1.9.0') < Version('1.10.0')
+    assert Version('1.11.0') < Version('1.11.1')
+    assert Version('1.11.0') == Version('1.11.0')
+    assert Version('1.99.11') < Version('1.99.12')
+
+
+def test_alpha_beta_rc():
+    assert Version('1.8.0rc1') == Version('1.8.0rc1')
+    for ver in ['1.8.0', '1.8.0rc2']:
+        assert Version('1.8.0rc1') < Version(ver)
+
+    for ver in ['1.8.0a2', '1.8.0b3', '1.7.2rc4']:
+        assert Version('1.8.0rc1') > Version(ver)
+
+    assert Version('1.8.0b1') > Version('1.8.0a2')
+
+
+def test_dev_version():
+    assert Version('1.9.0.dev+Unknown') < Version('1.9.0')
+    for ver in ['1.9.0', '1.9.0a1', '1.9.0b2', '1.9.0b2.dev+ffffffff', '1.9.0.dev1']:
+        assert Version('1.9.0.dev+f16acvda') < Version(ver)
+
+    assert Version('1.9.0.dev+f16acvda') == Version('1.9.0.dev+f16acvda')
+
+
+def test_dev_a_b_rc_mixed():
+    assert Version('1.9.0a2.dev+f16acvda') == Version('1.9.0a2.dev+f16acvda')
+    assert Version('1.9.0a2.dev+6acvda54') < Version('1.9.0a2')
+
+
+def test_dev0_version():
+    assert Version('1.9.0.dev0+Unknown') < Version('1.9.0')
+    for ver in ['1.9.0', '1.9.0a1', '1.9.0b2', '1.9.0b2.dev0+ffffffff']:
+        assert Version('1.9.0.dev0+f16acvda') < Version(ver)
+
+    assert Version('1.9.0.dev0+f16acvda') == Version('1.9.0.dev0+f16acvda')
+
+
+def test_dev0_a_b_rc_mixed():
+    assert Version('1.9.0a2.dev0+f16acvda') == Version('1.9.0a2.dev0+f16acvda')
+    assert Version('1.9.0a2.dev0+6acvda54') < Version('1.9.0a2')
+
+
+def test_raises():
+    for ver in ['1,9.0', '1.7.x']:
+        assert_raises(ValueError, Version, ver)
+
+def test_legacy_version():
+    # Non-PEP-440 version identifiers always compare less. For NumPy this only
+    # occurs on dev builds prior to 1.10.0 which are unsupported anyway.
+    assert parse('invalid') < Version('0.0.0')
+    assert parse('1.9.0-f16acvda') < Version('1.0.0')
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/test__testutils.py b/.venv/Lib/site-packages/scipy/_lib/tests/test__testutils.py
new file mode 100644
index 0000000000000000000000000000000000000000..56e88b49c8179d8fa4009c37a08503afe2670af6
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/tests/test__testutils.py
@@ -0,0 +1,32 @@
+import sys
+from scipy._lib._testutils import _parse_size, _get_mem_available
+import pytest
+
+
+def test__parse_size():
+    expected = {
+        '12': 12e6,
+        '12 b': 12,
+        '12k': 12e3,
+        '  12  M  ': 12e6,
+        '  12  G  ': 12e9,
+        ' 12Tb ': 12e12,
+        '12  Mib ': 12 * 1024.0**2,
+        '12Tib': 12 * 1024.0**4,
+    }
+
+    for inp, outp in sorted(expected.items()):
+        if outp is None:
+            with pytest.raises(ValueError):
+                _parse_size(inp)
+        else:
+            assert _parse_size(inp) == outp
+
+
+def test__mem_available():
+    # May return None on non-Linux platforms
+    available = _get_mem_available()
+    if sys.platform.startswith('linux'):
+        assert available >= 0
+    else:
+        assert available is None or available >= 0
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/test__threadsafety.py b/.venv/Lib/site-packages/scipy/_lib/tests/test__threadsafety.py
new file mode 100644
index 0000000000000000000000000000000000000000..2c9c3660421a2ea56b2d6d330653eff428062105
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/tests/test__threadsafety.py
@@ -0,0 +1,51 @@
+import threading
+import time
+import traceback
+
+from numpy.testing import assert_
+from pytest import raises as assert_raises
+
+from scipy._lib._threadsafety import ReentrancyLock, non_reentrant, ReentrancyError
+
+
+def test_parallel_threads():
+    # Check that ReentrancyLock serializes work in parallel threads.
+    #
+    # The test is not fully deterministic, and may succeed falsely if
+    # the timings go wrong.
+
+    lock = ReentrancyLock("failure")
+
+    failflag = [False]
+    exceptions_raised = []
+
+    def worker(k):
+        try:
+            with lock:
+                assert_(not failflag[0])
+                failflag[0] = True
+                time.sleep(0.1 * k)
+                assert_(failflag[0])
+                failflag[0] = False
+        except Exception:
+            exceptions_raised.append(traceback.format_exc(2))
+
+    threads = [threading.Thread(target=lambda k=k: worker(k))
+               for k in range(3)]
+    for t in threads:
+        t.start()
+    for t in threads:
+        t.join()
+
+    exceptions_raised = "\n".join(exceptions_raised)
+    assert_(not exceptions_raised, exceptions_raised)
+
+
+def test_reentering():
+    # Check that ReentrancyLock prevents re-entering from the same thread.
+
+    @non_reentrant()
+    def func(x):
+        return func(x)
+
+    assert_raises(ReentrancyError, func, 0)
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/test__util.py b/.venv/Lib/site-packages/scipy/_lib/tests/test__util.py
new file mode 100644
index 0000000000000000000000000000000000000000..9c4d207f1b3359b8c8297d58a0210a5b2816a52a
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/tests/test__util.py
@@ -0,0 +1,408 @@
+from multiprocessing import Pool
+from multiprocessing.pool import Pool as PWL
+import re
+import math
+from fractions import Fraction
+
+import numpy as np
+from numpy.testing import assert_equal, assert_
+import pytest
+from pytest import raises as assert_raises
+import hypothesis.extra.numpy as npst
+from hypothesis import given, strategies, reproduce_failure  # noqa: F401
+from scipy.conftest import array_api_compatible
+
+from scipy._lib._array_api import xp_assert_equal
+from scipy._lib._util import (_aligned_zeros, check_random_state, MapWrapper,
+                              getfullargspec_no_self, FullArgSpec,
+                              rng_integers, _validate_int, _rename_parameter,
+                              _contains_nan, _rng_html_rewrite, _lazywhere)
+
+
+def test__aligned_zeros():
+    niter = 10
+
+    def check(shape, dtype, order, align):
+        err_msg = repr((shape, dtype, order, align))
+        x = _aligned_zeros(shape, dtype, order, align=align)
+        if align is None:
+            align = np.dtype(dtype).alignment
+        assert_equal(x.__array_interface__['data'][0] % align, 0)
+        if hasattr(shape, '__len__'):
+            assert_equal(x.shape, shape, err_msg)
+        else:
+            assert_equal(x.shape, (shape,), err_msg)
+        assert_equal(x.dtype, dtype)
+        if order == "C":
+            assert_(x.flags.c_contiguous, err_msg)
+        elif order == "F":
+            if x.size > 0:
+                # Size-0 arrays get invalid flags on NumPy 1.5
+                assert_(x.flags.f_contiguous, err_msg)
+        elif order is None:
+            assert_(x.flags.c_contiguous, err_msg)
+        else:
+            raise ValueError()
+
+    # try various alignments
+    for align in [1, 2, 3, 4, 8, 16, 32, 64, None]:
+        for n in [0, 1, 3, 11]:
+            for order in ["C", "F", None]:
+                for dtype in [np.uint8, np.float64]:
+                    for shape in [n, (1, 2, 3, n)]:
+                        for j in range(niter):
+                            check(shape, dtype, order, align)
+
+
+def test_check_random_state():
+    # If seed is None, return the RandomState singleton used by np.random.
+    # If seed is an int, return a new RandomState instance seeded with seed.
+    # If seed is already a RandomState instance, return it.
+    # Otherwise raise ValueError.
+    rsi = check_random_state(1)
+    assert_equal(type(rsi), np.random.RandomState)
+    rsi = check_random_state(rsi)
+    assert_equal(type(rsi), np.random.RandomState)
+    rsi = check_random_state(None)
+    assert_equal(type(rsi), np.random.RandomState)
+    assert_raises(ValueError, check_random_state, 'a')
+    rg = np.random.Generator(np.random.PCG64())
+    rsi = check_random_state(rg)
+    assert_equal(type(rsi), np.random.Generator)
+
+
+def test_getfullargspec_no_self():
+    p = MapWrapper(1)
+    argspec = getfullargspec_no_self(p.__init__)
+    assert_equal(argspec, FullArgSpec(['pool'], None, None, (1,), [],
+                                      None, {}))
+    argspec = getfullargspec_no_self(p.__call__)
+    assert_equal(argspec, FullArgSpec(['func', 'iterable'], None, None, None,
+                                      [], None, {}))
+
+    class _rv_generic:
+        def _rvs(self, a, b=2, c=3, *args, size=None, **kwargs):
+            return None
+
+    rv_obj = _rv_generic()
+    argspec = getfullargspec_no_self(rv_obj._rvs)
+    assert_equal(argspec, FullArgSpec(['a', 'b', 'c'], 'args', 'kwargs',
+                                      (2, 3), ['size'], {'size': None}, {}))
+
+
+def test_mapwrapper_serial():
+    in_arg = np.arange(10.)
+    out_arg = np.sin(in_arg)
+
+    p = MapWrapper(1)
+    assert_(p._mapfunc is map)
+    assert_(p.pool is None)
+    assert_(p._own_pool is False)
+    out = list(p(np.sin, in_arg))
+    assert_equal(out, out_arg)
+
+    with assert_raises(RuntimeError):
+        p = MapWrapper(0)
+
+
+def test_pool():
+    with Pool(2) as p:
+        p.map(math.sin, [1, 2, 3, 4])
+
+
+def test_mapwrapper_parallel():
+    in_arg = np.arange(10.)
+    out_arg = np.sin(in_arg)
+
+    with MapWrapper(2) as p:
+        out = p(np.sin, in_arg)
+        assert_equal(list(out), out_arg)
+
+        assert_(p._own_pool is True)
+        assert_(isinstance(p.pool, PWL))
+        assert_(p._mapfunc is not None)
+
+    # the context manager should've closed the internal pool
+    # check that it has by asking it to calculate again.
+    with assert_raises(Exception) as excinfo:
+        p(np.sin, in_arg)
+
+    assert_(excinfo.type is ValueError)
+
+    # can also set a PoolWrapper up with a map-like callable instance
+    with Pool(2) as p:
+        q = MapWrapper(p.map)
+
+        assert_(q._own_pool is False)
+        q.close()
+
+        # closing the PoolWrapper shouldn't close the internal pool
+        # because it didn't create it
+        out = p.map(np.sin, in_arg)
+        assert_equal(list(out), out_arg)
+
+
+def test_rng_integers():
+    rng = np.random.RandomState()
+
+    # test that numbers are inclusive of high point
+    arr = rng_integers(rng, low=2, high=5, size=100, endpoint=True)
+    assert np.max(arr) == 5
+    assert np.min(arr) == 2
+    assert arr.shape == (100, )
+
+    # test that numbers are inclusive of high point
+    arr = rng_integers(rng, low=5, size=100, endpoint=True)
+    assert np.max(arr) == 5
+    assert np.min(arr) == 0
+    assert arr.shape == (100, )
+
+    # test that numbers are exclusive of high point
+    arr = rng_integers(rng, low=2, high=5, size=100, endpoint=False)
+    assert np.max(arr) == 4
+    assert np.min(arr) == 2
+    assert arr.shape == (100, )
+
+    # test that numbers are exclusive of high point
+    arr = rng_integers(rng, low=5, size=100, endpoint=False)
+    assert np.max(arr) == 4
+    assert np.min(arr) == 0
+    assert arr.shape == (100, )
+
+    # now try with np.random.Generator
+    try:
+        rng = np.random.default_rng()
+    except AttributeError:
+        return
+
+    # test that numbers are inclusive of high point
+    arr = rng_integers(rng, low=2, high=5, size=100, endpoint=True)
+    assert np.max(arr) == 5
+    assert np.min(arr) == 2
+    assert arr.shape == (100, )
+
+    # test that numbers are inclusive of high point
+    arr = rng_integers(rng, low=5, size=100, endpoint=True)
+    assert np.max(arr) == 5
+    assert np.min(arr) == 0
+    assert arr.shape == (100, )
+
+    # test that numbers are exclusive of high point
+    arr = rng_integers(rng, low=2, high=5, size=100, endpoint=False)
+    assert np.max(arr) == 4
+    assert np.min(arr) == 2
+    assert arr.shape == (100, )
+
+    # test that numbers are exclusive of high point
+    arr = rng_integers(rng, low=5, size=100, endpoint=False)
+    assert np.max(arr) == 4
+    assert np.min(arr) == 0
+    assert arr.shape == (100, )
+
+
+class TestValidateInt:
+
+    @pytest.mark.parametrize('n', [4, np.uint8(4), np.int16(4), np.array(4)])
+    def test_validate_int(self, n):
+        n = _validate_int(n, 'n')
+        assert n == 4
+
+    @pytest.mark.parametrize('n', [4.0, np.array([4]), Fraction(4, 1)])
+    def test_validate_int_bad(self, n):
+        with pytest.raises(TypeError, match='n must be an integer'):
+            _validate_int(n, 'n')
+
+    def test_validate_int_below_min(self):
+        with pytest.raises(ValueError, match='n must be an integer not '
+                                             'less than 0'):
+            _validate_int(-1, 'n', 0)
+
+
+class TestRenameParameter:
+    # check that wrapper `_rename_parameter` for backward-compatible
+    # keyword renaming works correctly
+
+    # Example method/function that still accepts keyword `old`
+    @_rename_parameter("old", "new")
+    def old_keyword_still_accepted(self, new):
+        return new
+
+    # Example method/function for which keyword `old` is deprecated
+    @_rename_parameter("old", "new", dep_version="1.9.0")
+    def old_keyword_deprecated(self, new):
+        return new
+
+    def test_old_keyword_still_accepted(self):
+        # positional argument and both keyword work identically
+        res1 = self.old_keyword_still_accepted(10)
+        res2 = self.old_keyword_still_accepted(new=10)
+        res3 = self.old_keyword_still_accepted(old=10)
+        assert res1 == res2 == res3 == 10
+
+        # unexpected keyword raises an error
+        message = re.escape("old_keyword_still_accepted() got an unexpected")
+        with pytest.raises(TypeError, match=message):
+            self.old_keyword_still_accepted(unexpected=10)
+
+        # multiple values for the same parameter raises an error
+        message = re.escape("old_keyword_still_accepted() got multiple")
+        with pytest.raises(TypeError, match=message):
+            self.old_keyword_still_accepted(10, new=10)
+        with pytest.raises(TypeError, match=message):
+            self.old_keyword_still_accepted(10, old=10)
+        with pytest.raises(TypeError, match=message):
+            self.old_keyword_still_accepted(new=10, old=10)
+
+    def test_old_keyword_deprecated(self):
+        # positional argument and both keyword work identically,
+        # but use of old keyword results in DeprecationWarning
+        dep_msg = "Use of keyword argument `old` is deprecated"
+        res1 = self.old_keyword_deprecated(10)
+        res2 = self.old_keyword_deprecated(new=10)
+        with pytest.warns(DeprecationWarning, match=dep_msg):
+            res3 = self.old_keyword_deprecated(old=10)
+        assert res1 == res2 == res3 == 10
+
+        # unexpected keyword raises an error
+        message = re.escape("old_keyword_deprecated() got an unexpected")
+        with pytest.raises(TypeError, match=message):
+            self.old_keyword_deprecated(unexpected=10)
+
+        # multiple values for the same parameter raises an error and,
+        # if old keyword is used, results in DeprecationWarning
+        message = re.escape("old_keyword_deprecated() got multiple")
+        with pytest.raises(TypeError, match=message):
+            self.old_keyword_deprecated(10, new=10)
+        with pytest.raises(TypeError, match=message), \
+                pytest.warns(DeprecationWarning, match=dep_msg):
+            self.old_keyword_deprecated(10, old=10)
+        with pytest.raises(TypeError, match=message), \
+                pytest.warns(DeprecationWarning, match=dep_msg):
+            self.old_keyword_deprecated(new=10, old=10)
+
+
+class TestContainsNaNTest:
+
+    def test_policy(self):
+        data = np.array([1, 2, 3, np.nan])
+
+        contains_nan, nan_policy = _contains_nan(data, nan_policy="propagate")
+        assert contains_nan
+        assert nan_policy == "propagate"
+
+        contains_nan, nan_policy = _contains_nan(data, nan_policy="omit")
+        assert contains_nan
+        assert nan_policy == "omit"
+
+        msg = "The input contains nan values"
+        with pytest.raises(ValueError, match=msg):
+            _contains_nan(data, nan_policy="raise")
+
+        msg = "nan_policy must be one of"
+        with pytest.raises(ValueError, match=msg):
+            _contains_nan(data, nan_policy="nan")
+
+    def test_contains_nan_1d(self):
+        data1 = np.array([1, 2, 3])
+        assert not _contains_nan(data1)[0]
+
+        data2 = np.array([1, 2, 3, np.nan])
+        assert _contains_nan(data2)[0]
+
+        data3 = np.array([np.nan, 2, 3, np.nan])
+        assert _contains_nan(data3)[0]
+
+        data4 = np.array([1, 2, "3", np.nan])  # converted to string "nan"
+        assert not _contains_nan(data4)[0]
+
+        data5 = np.array([1, 2, "3", np.nan], dtype='object')
+        assert _contains_nan(data5)[0]
+
+    def test_contains_nan_2d(self):
+        data1 = np.array([[1, 2], [3, 4]])
+        assert not _contains_nan(data1)[0]
+
+        data2 = np.array([[1, 2], [3, np.nan]])
+        assert _contains_nan(data2)[0]
+
+        data3 = np.array([["1", 2], [3, np.nan]])  # converted to string "nan"
+        assert not _contains_nan(data3)[0]
+
+        data4 = np.array([["1", 2], [3, np.nan]], dtype='object')
+        assert _contains_nan(data4)[0]
+
+
+def test__rng_html_rewrite():
+    def mock_str():
+        lines = [
+            'np.random.default_rng(8989843)',
+            'np.random.default_rng(seed)',
+            'np.random.default_rng(0x9a71b21474694f919882289dc1559ca)',
+            ' bob ',
+        ]
+        return lines
+
+    res = _rng_html_rewrite(mock_str)()
+    ref = [
+        'np.random.default_rng()',
+        'np.random.default_rng(seed)',
+        'np.random.default_rng()',
+        ' bob ',
+    ]
+
+    assert res == ref
+
+
+class TestLazywhere:
+    n_arrays = strategies.integers(min_value=1, max_value=3)
+    rng_seed = strategies.integers(min_value=1000000000, max_value=9999999999)
+    dtype = strategies.sampled_from((np.float32, np.float64))
+    p = strategies.floats(min_value=0, max_value=1)
+    data = strategies.data()
+
+    @pytest.mark.filterwarnings('ignore::RuntimeWarning')  # overflows, etc.
+    @array_api_compatible
+    @given(n_arrays=n_arrays, rng_seed=rng_seed, dtype=dtype, p=p, data=data)
+    def test_basic(self, n_arrays, rng_seed, dtype, p, data, xp):
+        mbs = npst.mutually_broadcastable_shapes(num_shapes=n_arrays+1,
+                                                 min_side=0)
+        input_shapes, result_shape = data.draw(mbs)
+        cond_shape, *shapes = input_shapes
+        fillvalue = xp.asarray(data.draw(npst.arrays(dtype=dtype, shape=tuple())))
+        arrays = [xp.asarray(data.draw(npst.arrays(dtype=dtype, shape=shape)))
+                  for shape in shapes]
+
+        def f(*args):
+            return sum(arg for arg in args)
+
+        def f2(*args):
+            return sum(arg for arg in args) / 2
+
+        rng = np.random.default_rng(rng_seed)
+        cond = xp.asarray(rng.random(size=cond_shape) > p)
+
+        res1 = _lazywhere(cond, arrays, f, fillvalue)
+        res2 = _lazywhere(cond, arrays, f, f2=f2)
+
+        # Ensure arrays are at least 1d to follow sane type promotion rules.
+        if xp == np:
+            cond, fillvalue, *arrays = np.atleast_1d(cond, fillvalue, *arrays)
+
+        ref1 = xp.where(cond, f(*arrays), fillvalue)
+        ref2 = xp.where(cond, f(*arrays), f2(*arrays))
+
+        if xp == np:
+            ref1 = ref1.reshape(result_shape)
+            ref2 = ref2.reshape(result_shape)
+            res1 = xp.asarray(res1)[()]
+            res2 = xp.asarray(res2)[()]
+
+        isinstance(res1, type(xp.asarray([])))
+        xp_assert_equal(res1, ref1)
+        assert_equal(res1.shape, ref1.shape)
+        assert_equal(res1.dtype, ref1.dtype)
+
+        isinstance(res2, type(xp.asarray([])))
+        xp_assert_equal(res2, ref2)
+        assert_equal(res2.shape, ref2.shape)
+        assert_equal(res2.dtype, ref2.dtype)
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/test_deprecation.py b/.venv/Lib/site-packages/scipy/_lib/tests/test_deprecation.py
new file mode 100644
index 0000000000000000000000000000000000000000..1d26edf83a663aba49f0c1d6a03b7529d2077a6b
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/tests/test_deprecation.py
@@ -0,0 +1,10 @@
+import pytest
+
+
+def test_cython_api_deprecation():
+    match = ("`scipy._lib._test_deprecation_def.foo_deprecated` "
+             "is deprecated, use `foo` instead!\n"
+             "Deprecated in Scipy 42.0.0")
+    with pytest.warns(DeprecationWarning, match=match):
+        from .. import _test_deprecation_call
+    assert _test_deprecation_call.call() == (1, 1)
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/test_import_cycles.py b/.venv/Lib/site-packages/scipy/_lib/tests/test_import_cycles.py
new file mode 100644
index 0000000000000000000000000000000000000000..e16ebf2748bef951496ed12485dbde27eec12e76
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/tests/test_import_cycles.py
@@ -0,0 +1,14 @@
+import sys
+import subprocess
+
+from .test_public_api import PUBLIC_MODULES
+
+# Regression tests for gh-6793.
+# Check that all modules are importable in a new Python process.
+# This is not necessarily true if there are import cycles present.
+
+def test_public_modules_importable():
+    pids = [subprocess.Popen([sys.executable, '-c', f'import {module}'])
+            for module in PUBLIC_MODULES]
+    for i, pid in enumerate(pids):
+        assert pid.wait() == 0, f'Failed to import {PUBLIC_MODULES[i]}'
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/test_public_api.py b/.venv/Lib/site-packages/scipy/_lib/tests/test_public_api.py
new file mode 100644
index 0000000000000000000000000000000000000000..3ef5df2c908257fc59fda97620a82506a7c12d5d
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/tests/test_public_api.py
@@ -0,0 +1,491 @@
+"""
+This test script is adopted from:
+    https://github.com/numpy/numpy/blob/main/numpy/tests/test_public_api.py
+"""
+
+import pkgutil
+import types
+import importlib
+import warnings
+from importlib import import_module
+
+import pytest
+
+import scipy
+
+from scipy.conftest import xp_available_backends
+
+
+def test_dir_testing():
+    """Assert that output of dir has only one "testing/tester"
+    attribute without duplicate"""
+    assert len(dir(scipy)) == len(set(dir(scipy)))
+
+
+# Historically SciPy has not used leading underscores for private submodules
+# much.  This has resulted in lots of things that look like public modules
+# (i.e. things that can be imported as `import scipy.somesubmodule.somefile`),
+# but were never intended to be public.  The PUBLIC_MODULES list contains
+# modules that are either public because they were meant to be, or because they
+# contain public functions/objects that aren't present in any other namespace
+# for whatever reason and therefore should be treated as public.
+PUBLIC_MODULES = ["scipy." + s for s in [
+    "cluster",
+    "cluster.vq",
+    "cluster.hierarchy",
+    "constants",
+    "datasets",
+    "fft",
+    "fftpack",
+    "integrate",
+    "interpolate",
+    "io",
+    "io.arff",
+    "io.matlab",
+    "io.wavfile",
+    "linalg",
+    "linalg.blas",
+    "linalg.cython_blas",
+    "linalg.lapack",
+    "linalg.cython_lapack",
+    "linalg.interpolative",
+    "misc",
+    "ndimage",
+    "odr",
+    "optimize",
+    "signal",
+    "signal.windows",
+    "sparse",
+    "sparse.linalg",
+    "sparse.csgraph",
+    "spatial",
+    "spatial.distance",
+    "spatial.transform",
+    "special",
+    "stats",
+    "stats.contingency",
+    "stats.distributions",
+    "stats.mstats",
+    "stats.qmc",
+    "stats.sampling"
+]]
+
+# The PRIVATE_BUT_PRESENT_MODULES list contains modules that lacked underscores
+# in their name and hence looked public, but weren't meant to be. All these
+# namespace were deprecated in the 1.8.0 release - see "clear split between
+# public and private API" in the 1.8.0 release notes.
+# These private modules support will be removed in SciPy v2.0.0, as the
+# deprecation messages emitted by each of these modules say.
+PRIVATE_BUT_PRESENT_MODULES = [
+    'scipy.constants.codata',
+    'scipy.constants.constants',
+    'scipy.fftpack.basic',
+    'scipy.fftpack.convolve',
+    'scipy.fftpack.helper',
+    'scipy.fftpack.pseudo_diffs',
+    'scipy.fftpack.realtransforms',
+    'scipy.integrate.dop',
+    'scipy.integrate.lsoda',
+    'scipy.integrate.odepack',
+    'scipy.integrate.quadpack',
+    'scipy.integrate.vode',
+    'scipy.interpolate.dfitpack',
+    'scipy.interpolate.fitpack',
+    'scipy.interpolate.fitpack2',
+    'scipy.interpolate.interpnd',
+    'scipy.interpolate.interpolate',
+    'scipy.interpolate.ndgriddata',
+    'scipy.interpolate.polyint',
+    'scipy.interpolate.rbf',
+    'scipy.io.arff.arffread',
+    'scipy.io.harwell_boeing',
+    'scipy.io.idl',
+    'scipy.io.matlab.byteordercodes',
+    'scipy.io.matlab.mio',
+    'scipy.io.matlab.mio4',
+    'scipy.io.matlab.mio5',
+    'scipy.io.matlab.mio5_params',
+    'scipy.io.matlab.mio5_utils',
+    'scipy.io.matlab.mio_utils',
+    'scipy.io.matlab.miobase',
+    'scipy.io.matlab.streams',
+    'scipy.io.mmio',
+    'scipy.io.netcdf',
+    'scipy.linalg.basic',
+    'scipy.linalg.decomp',
+    'scipy.linalg.decomp_cholesky',
+    'scipy.linalg.decomp_lu',
+    'scipy.linalg.decomp_qr',
+    'scipy.linalg.decomp_schur',
+    'scipy.linalg.decomp_svd',
+    'scipy.linalg.matfuncs',
+    'scipy.linalg.misc',
+    'scipy.linalg.special_matrices',
+    'scipy.misc.common',
+    'scipy.misc.doccer',
+    'scipy.ndimage.filters',
+    'scipy.ndimage.fourier',
+    'scipy.ndimage.interpolation',
+    'scipy.ndimage.measurements',
+    'scipy.ndimage.morphology',
+    'scipy.odr.models',
+    'scipy.odr.odrpack',
+    'scipy.optimize.cobyla',
+    'scipy.optimize.cython_optimize',
+    'scipy.optimize.lbfgsb',
+    'scipy.optimize.linesearch',
+    'scipy.optimize.minpack',
+    'scipy.optimize.minpack2',
+    'scipy.optimize.moduleTNC',
+    'scipy.optimize.nonlin',
+    'scipy.optimize.optimize',
+    'scipy.optimize.slsqp',
+    'scipy.optimize.tnc',
+    'scipy.optimize.zeros',
+    'scipy.signal.bsplines',
+    'scipy.signal.filter_design',
+    'scipy.signal.fir_filter_design',
+    'scipy.signal.lti_conversion',
+    'scipy.signal.ltisys',
+    'scipy.signal.signaltools',
+    'scipy.signal.spectral',
+    'scipy.signal.spline',
+    'scipy.signal.waveforms',
+    'scipy.signal.wavelets',
+    'scipy.signal.windows.windows',
+    'scipy.sparse.base',
+    'scipy.sparse.bsr',
+    'scipy.sparse.compressed',
+    'scipy.sparse.construct',
+    'scipy.sparse.coo',
+    'scipy.sparse.csc',
+    'scipy.sparse.csr',
+    'scipy.sparse.data',
+    'scipy.sparse.dia',
+    'scipy.sparse.dok',
+    'scipy.sparse.extract',
+    'scipy.sparse.lil',
+    'scipy.sparse.linalg.dsolve',
+    'scipy.sparse.linalg.eigen',
+    'scipy.sparse.linalg.interface',
+    'scipy.sparse.linalg.isolve',
+    'scipy.sparse.linalg.matfuncs',
+    'scipy.sparse.sparsetools',
+    'scipy.sparse.spfuncs',
+    'scipy.sparse.sputils',
+    'scipy.spatial.ckdtree',
+    'scipy.spatial.kdtree',
+    'scipy.spatial.qhull',
+    'scipy.spatial.transform.rotation',
+    'scipy.special.add_newdocs',
+    'scipy.special.basic',
+    'scipy.special.cython_special',
+    'scipy.special.orthogonal',
+    'scipy.special.sf_error',
+    'scipy.special.specfun',
+    'scipy.special.spfun_stats',
+    'scipy.stats.biasedurn',
+    'scipy.stats.kde',
+    'scipy.stats.morestats',
+    'scipy.stats.mstats_basic',
+    'scipy.stats.mstats_extras',
+    'scipy.stats.mvn',
+    'scipy.stats.stats',
+]
+
+
+def is_unexpected(name):
+    """Check if this needs to be considered."""
+    if '._' in name or '.tests' in name or '.setup' in name:
+        return False
+
+    if name in PUBLIC_MODULES:
+        return False
+
+    if name in PRIVATE_BUT_PRESENT_MODULES:
+        return False
+
+    return True
+
+
+SKIP_LIST = [
+    'scipy.conftest',
+    'scipy.version',
+]
+
+
+# XXX: this test does more than it says on the tin - in using `pkgutil.walk_packages`,
+# it will raise if it encounters any exceptions which are not handled by `ignore_errors`
+# while attempting to import each discovered package.
+# For now, `ignore_errors` only ignores what is necessary, but this could be expanded -
+# for example, to all errors from private modules or git subpackages - if desired.
+def test_all_modules_are_expected():
+    """
+    Test that we don't add anything that looks like a new public module by
+    accident.  Check is based on filenames.
+    """
+
+    def ignore_errors(name):
+        # if versions of other array libraries are installed which are incompatible
+        # with the installed NumPy version, there can be errors on importing
+        # `array_api_compat`. This should only raise if SciPy is configured with
+        # that library as an available backend.
+        for backend, dir_name in {'cupy': 'cupy', 'pytorch': 'torch'}.items():
+            path = f'array_api_compat.{dir_name}'
+            if path in name and backend not in xp_available_backends:
+                return
+        raise
+
+    modnames = []
+
+    for _, modname, _ in pkgutil.walk_packages(path=scipy.__path__,
+                                               prefix=scipy.__name__ + '.',
+                                               onerror=ignore_errors):
+        if is_unexpected(modname) and modname not in SKIP_LIST:
+            # We have a name that is new.  If that's on purpose, add it to
+            # PUBLIC_MODULES.  We don't expect to have to add anything to
+            # PRIVATE_BUT_PRESENT_MODULES.  Use an underscore in the name!
+            modnames.append(modname)
+
+    if modnames:
+        raise AssertionError(f'Found unexpected modules: {modnames}')
+
+
+# Stuff that clearly shouldn't be in the API and is detected by the next test
+# below
+SKIP_LIST_2 = [
+    'scipy.char',
+    'scipy.rec',
+    'scipy.emath',
+    'scipy.math',
+    'scipy.random',
+    'scipy.ctypeslib',
+    'scipy.ma'
+]
+
+
+def test_all_modules_are_expected_2():
+    """
+    Method checking all objects. The pkgutil-based method in
+    `test_all_modules_are_expected` does not catch imports into a namespace,
+    only filenames.
+    """
+
+    def find_unexpected_members(mod_name):
+        members = []
+        module = importlib.import_module(mod_name)
+        if hasattr(module, '__all__'):
+            objnames = module.__all__
+        else:
+            objnames = dir(module)
+
+        for objname in objnames:
+            if not objname.startswith('_'):
+                fullobjname = mod_name + '.' + objname
+                if isinstance(getattr(module, objname), types.ModuleType):
+                    if is_unexpected(fullobjname) and fullobjname not in SKIP_LIST_2:
+                        members.append(fullobjname)
+
+        return members
+
+    unexpected_members = find_unexpected_members("scipy")
+    for modname in PUBLIC_MODULES:
+        unexpected_members.extend(find_unexpected_members(modname))
+
+    if unexpected_members:
+        raise AssertionError("Found unexpected object(s) that look like "
+                             f"modules: {unexpected_members}")
+
+
+def test_api_importable():
+    """
+    Check that all submodules listed higher up in this file can be imported
+    Note that if a PRIVATE_BUT_PRESENT_MODULES entry goes missing, it may
+    simply need to be removed from the list (deprecation may or may not be
+    needed - apply common sense).
+    """
+    def check_importable(module_name):
+        try:
+            importlib.import_module(module_name)
+        except (ImportError, AttributeError):
+            return False
+
+        return True
+
+    module_names = []
+    for module_name in PUBLIC_MODULES:
+        if not check_importable(module_name):
+            module_names.append(module_name)
+
+    if module_names:
+        raise AssertionError("Modules in the public API that cannot be "
+                             f"imported: {module_names}")
+
+    with warnings.catch_warnings(record=True):
+        warnings.filterwarnings('always', category=DeprecationWarning)
+        warnings.filterwarnings('always', category=ImportWarning)
+        for module_name in PRIVATE_BUT_PRESENT_MODULES:
+            if not check_importable(module_name):
+                module_names.append(module_name)
+
+    if module_names:
+        raise AssertionError("Modules that are not really public but looked "
+                             "public and can not be imported: "
+                             f"{module_names}")
+
+
+@pytest.mark.parametrize(("module_name", "correct_module"),
+                         [('scipy.constants.codata', None),
+                          ('scipy.constants.constants', None),
+                          ('scipy.fftpack.basic', None),
+                          ('scipy.fftpack.helper', None),
+                          ('scipy.fftpack.pseudo_diffs', None),
+                          ('scipy.fftpack.realtransforms', None),
+                          ('scipy.integrate.dop', None),
+                          ('scipy.integrate.lsoda', None),
+                          ('scipy.integrate.odepack', None),
+                          ('scipy.integrate.quadpack', None),
+                          ('scipy.integrate.vode', None),
+                          ('scipy.interpolate.fitpack', None),
+                          ('scipy.interpolate.fitpack2', None),
+                          ('scipy.interpolate.interpolate', None),
+                          ('scipy.interpolate.ndgriddata', None),
+                          ('scipy.interpolate.polyint', None),
+                          ('scipy.interpolate.rbf', None),
+                          ('scipy.io.harwell_boeing', None),
+                          ('scipy.io.idl', None),
+                          ('scipy.io.mmio', None),
+                          ('scipy.io.netcdf', None),
+                          ('scipy.io.arff.arffread', 'arff'),
+                          ('scipy.io.matlab.byteordercodes', 'matlab'),
+                          ('scipy.io.matlab.mio_utils', 'matlab'),
+                          ('scipy.io.matlab.mio', 'matlab'),
+                          ('scipy.io.matlab.mio4', 'matlab'),
+                          ('scipy.io.matlab.mio5_params', 'matlab'),
+                          ('scipy.io.matlab.mio5_utils', 'matlab'),
+                          ('scipy.io.matlab.mio5', 'matlab'),
+                          ('scipy.io.matlab.miobase', 'matlab'),
+                          ('scipy.io.matlab.streams', 'matlab'),
+                          ('scipy.linalg.basic', None),
+                          ('scipy.linalg.decomp', None),
+                          ('scipy.linalg.decomp_cholesky', None),
+                          ('scipy.linalg.decomp_lu', None),
+                          ('scipy.linalg.decomp_qr', None),
+                          ('scipy.linalg.decomp_schur', None),
+                          ('scipy.linalg.decomp_svd', None),
+                          ('scipy.linalg.matfuncs', None),
+                          ('scipy.linalg.misc', None),
+                          ('scipy.linalg.special_matrices', None),
+                          ('scipy.misc.common', None),
+                          ('scipy.ndimage.filters', None),
+                          ('scipy.ndimage.fourier', None),
+                          ('scipy.ndimage.interpolation', None),
+                          ('scipy.ndimage.measurements', None),
+                          ('scipy.ndimage.morphology', None),
+                          ('scipy.odr.models', None),
+                          ('scipy.odr.odrpack', None),
+                          ('scipy.optimize.cobyla', None),
+                          ('scipy.optimize.lbfgsb', None),
+                          ('scipy.optimize.linesearch', None),
+                          ('scipy.optimize.minpack', None),
+                          ('scipy.optimize.minpack2', None),
+                          ('scipy.optimize.moduleTNC', None),
+                          ('scipy.optimize.nonlin', None),
+                          ('scipy.optimize.optimize', None),
+                          ('scipy.optimize.slsqp', None),
+                          ('scipy.optimize.tnc', None),
+                          ('scipy.optimize.zeros', None),
+                          ('scipy.signal.bsplines', None),
+                          ('scipy.signal.filter_design', None),
+                          ('scipy.signal.fir_filter_design', None),
+                          ('scipy.signal.lti_conversion', None),
+                          ('scipy.signal.ltisys', None),
+                          ('scipy.signal.signaltools', None),
+                          ('scipy.signal.spectral', None),
+                          ('scipy.signal.waveforms', None),
+                          ('scipy.signal.wavelets', None),
+                          ('scipy.signal.windows.windows', 'windows'),
+                          ('scipy.sparse.lil', None),
+                          ('scipy.sparse.linalg.dsolve', 'linalg'),
+                          ('scipy.sparse.linalg.eigen', 'linalg'),
+                          ('scipy.sparse.linalg.interface', 'linalg'),
+                          ('scipy.sparse.linalg.isolve', 'linalg'),
+                          ('scipy.sparse.linalg.matfuncs', 'linalg'),
+                          ('scipy.sparse.sparsetools', None),
+                          ('scipy.sparse.spfuncs', None),
+                          ('scipy.sparse.sputils', None),
+                          ('scipy.spatial.ckdtree', None),
+                          ('scipy.spatial.kdtree', None),
+                          ('scipy.spatial.qhull', None),
+                          ('scipy.spatial.transform.rotation', 'transform'),
+                          ('scipy.special.add_newdocs', None),
+                          ('scipy.special.basic', None),
+                          ('scipy.special.orthogonal', None),
+                          ('scipy.special.sf_error', None),
+                          ('scipy.special.specfun', None),
+                          ('scipy.special.spfun_stats', None),
+                          ('scipy.stats.biasedurn', None),
+                          ('scipy.stats.kde', None),
+                          ('scipy.stats.morestats', None),
+                          ('scipy.stats.mstats_basic', 'mstats'),
+                          ('scipy.stats.mstats_extras', 'mstats'),
+                          ('scipy.stats.mvn', None),
+                          ('scipy.stats.stats', None)])
+def test_private_but_present_deprecation(module_name, correct_module):
+    # gh-18279, gh-17572, gh-17771 noted that deprecation warnings
+    # for imports from private modules
+    # were misleading. Check that this is resolved.
+    module = import_module(module_name)
+    if correct_module is None:
+        import_name = f'scipy.{module_name.split(".")[1]}'
+    else:
+        import_name = f'scipy.{module_name.split(".")[1]}.{correct_module}'
+
+    correct_import = import_module(import_name)
+
+    # Attributes that were formerly in `module_name` can still be imported from
+    # `module_name`, albeit with a deprecation warning. The specific message
+    # depends on whether the attribute is public in `scipy.xxx` or not.
+    for attr_name in module.__all__:
+        attr = getattr(correct_import, attr_name, None)
+        if attr is None:
+            message = f"`{module_name}.{attr_name}` is deprecated..."
+        else:
+            message = f"Please import `{attr_name}` from the `{import_name}`..."
+        with pytest.deprecated_call(match=message):
+            getattr(module, attr_name)
+
+    # Attributes that were not in `module_name` get an error notifying the user
+    # that the attribute is not in `module_name` and that `module_name` is deprecated.
+    message = f"`{module_name}` is deprecated..."
+    with pytest.raises(AttributeError, match=message):
+        getattr(module, "ekki")
+
+
+def test_misc_doccer_deprecation():
+    # gh-18279, gh-17572, gh-17771 noted that deprecation warnings
+    # for imports from private modules were misleading.
+    # Check that this is resolved.
+    # `test_private_but_present_deprecation` cannot be used since `correct_import`
+    # is a different subpackage (`_lib` instead of `misc`).
+    module = import_module('scipy.misc.doccer')
+    correct_import = import_module('scipy._lib.doccer')
+
+    # Attributes that were formerly in `scipy.misc.doccer` can still be imported from
+    # `scipy.misc.doccer`, albeit with a deprecation warning. The specific message
+    # depends on whether the attribute is in `scipy._lib.doccer` or not.
+    for attr_name in module.__all__:
+        attr = getattr(correct_import, attr_name, None)
+        if attr is None:
+            message = f"`scipy.misc.{attr_name}` is deprecated..."
+        else:
+            message = f"Please import `{attr_name}` from the `scipy._lib.doccer`..."
+        with pytest.deprecated_call(match=message):
+            getattr(module, attr_name)
+
+    # Attributes that were not in `scipy.misc.doccer` get an error
+    # notifying the user that the attribute is not in `scipy.misc.doccer` 
+    # and that `scipy.misc.doccer` is deprecated.
+    message = "`scipy.misc.doccer` is deprecated..."
+    with pytest.raises(AttributeError, match=message):
+        getattr(module, "ekki")
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/test_scipy_version.py b/.venv/Lib/site-packages/scipy/_lib/tests/test_scipy_version.py
new file mode 100644
index 0000000000000000000000000000000000000000..7ef2e5d189825543ecdd0d4baa39de3715c676c9
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/tests/test_scipy_version.py
@@ -0,0 +1,18 @@
+import re
+
+import scipy
+from numpy.testing import assert_
+
+
+def test_valid_scipy_version():
+    # Verify that the SciPy version is a valid one (no .post suffix or other
+    # nonsense). See NumPy issue gh-6431 for an issue caused by an invalid
+    # version.
+    version_pattern = r"^[0-9]+\.[0-9]+\.[0-9]+(|a[0-9]|b[0-9]|rc[0-9])"
+    dev_suffix = r"(\.dev0\+.+([0-9a-f]{7}|Unknown))"
+    if scipy.version.release:
+        res = re.match(version_pattern, scipy.__version__)
+    else:
+        res = re.match(version_pattern + dev_suffix, scipy.__version__)
+
+    assert_(res is not None, scipy.__version__)
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/test_tmpdirs.py b/.venv/Lib/site-packages/scipy/_lib/tests/test_tmpdirs.py
new file mode 100644
index 0000000000000000000000000000000000000000..c1ff4c0703af18fef6a53b2459b40ee125ca9f78
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/tests/test_tmpdirs.py
@@ -0,0 +1,42 @@
+""" Test tmpdirs module """
+from os import getcwd
+from os.path import realpath, abspath, dirname, isfile, join as pjoin, exists
+
+from scipy._lib._tmpdirs import tempdir, in_tempdir, in_dir
+
+from numpy.testing import assert_, assert_equal
+
+MY_PATH = abspath(__file__)
+MY_DIR = dirname(MY_PATH)
+
+
+def test_tempdir():
+    with tempdir() as tmpdir:
+        fname = pjoin(tmpdir, 'example_file.txt')
+        with open(fname, "w") as fobj:
+            fobj.write('a string\\n')
+    assert_(not exists(tmpdir))
+
+
+def test_in_tempdir():
+    my_cwd = getcwd()
+    with in_tempdir() as tmpdir:
+        with open('test.txt', "w") as f:
+            f.write('some text')
+        assert_(isfile('test.txt'))
+        assert_(isfile(pjoin(tmpdir, 'test.txt')))
+    assert_(not exists(tmpdir))
+    assert_equal(getcwd(), my_cwd)
+
+
+def test_given_directory():
+    # Test InGivenDirectory
+    cwd = getcwd()
+    with in_dir() as tmpdir:
+        assert_equal(tmpdir, abspath(cwd))
+        assert_equal(tmpdir, abspath(getcwd()))
+    with in_dir(MY_DIR) as tmpdir:
+        assert_equal(tmpdir, MY_DIR)
+        assert_equal(realpath(MY_DIR), realpath(abspath(getcwd())))
+    # We were deleting the given directory! Check not so now.
+    assert_(isfile(MY_PATH))
diff --git a/.venv/Lib/site-packages/scipy/_lib/tests/test_warnings.py b/.venv/Lib/site-packages/scipy/_lib/tests/test_warnings.py
new file mode 100644
index 0000000000000000000000000000000000000000..0ae16b9b49b1c522536ee81e349c34f9b4a09f86
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/_lib/tests/test_warnings.py
@@ -0,0 +1,137 @@
+"""
+Tests which scan for certain occurrences in the code, they may not find
+all of these occurrences but should catch almost all. This file was adapted
+from NumPy.
+"""
+
+
+import os
+from pathlib import Path
+import ast
+import tokenize
+
+import scipy
+
+import pytest
+
+
+class ParseCall(ast.NodeVisitor):
+    def __init__(self):
+        self.ls = []
+
+    def visit_Attribute(self, node):
+        ast.NodeVisitor.generic_visit(self, node)
+        self.ls.append(node.attr)
+
+    def visit_Name(self, node):
+        self.ls.append(node.id)
+
+
+class FindFuncs(ast.NodeVisitor):
+    def __init__(self, filename):
+        super().__init__()
+        self.__filename = filename
+        self.bad_filters = []
+        self.bad_stacklevels = []
+
+    def visit_Call(self, node):
+        p = ParseCall()
+        p.visit(node.func)
+        ast.NodeVisitor.generic_visit(self, node)
+
+        if p.ls[-1] == 'simplefilter' or p.ls[-1] == 'filterwarnings':
+            if node.args[0].value == "ignore":
+                self.bad_filters.append(
+                    f"{self.__filename}:{node.lineno}")
+
+        if p.ls[-1] == 'warn' and (
+                len(p.ls) == 1 or p.ls[-2] == 'warnings'):
+
+            if self.__filename == "_lib/tests/test_warnings.py":
+                # This file
+                return
+
+            # See if stacklevel exists:
+            if len(node.args) == 3:
+                return
+            args = {kw.arg for kw in node.keywords}
+            if "stacklevel" not in args:
+                self.bad_stacklevels.append(
+                    f"{self.__filename}:{node.lineno}")
+
+
+@pytest.fixture(scope="session")
+def warning_calls():
+    # combined "ignore" and stacklevel error
+    base = Path(scipy.__file__).parent
+
+    bad_filters = []
+    bad_stacklevels = []
+
+    for path in base.rglob("*.py"):
+        # use tokenize to auto-detect encoding on systems where no
+        # default encoding is defined (e.g., LANG='C')
+        with tokenize.open(str(path)) as file:
+            tree = ast.parse(file.read(), filename=str(path))
+            finder = FindFuncs(path.relative_to(base))
+            finder.visit(tree)
+            bad_filters.extend(finder.bad_filters)
+            bad_stacklevels.extend(finder.bad_stacklevels)
+
+    return bad_filters, bad_stacklevels
+
+
+@pytest.mark.slow
+def test_warning_calls_filters(warning_calls):
+    bad_filters, bad_stacklevels = warning_calls
+
+    # We try not to add filters in the code base, because those filters aren't
+    # thread-safe. We aim to only filter in tests with
+    # np.testing.suppress_warnings. However, in some cases it may prove
+    # necessary to filter out warnings, because we can't (easily) fix the root
+    # cause for them and we don't want users to see some warnings when they use
+    # SciPy correctly. So we list exceptions here.  Add new entries only if
+    # there's a good reason.
+    allowed_filters = (
+        os.path.join('datasets', '_fetchers.py'),
+        os.path.join('datasets', '__init__.py'),
+        os.path.join('optimize', '_optimize.py'),
+        os.path.join('optimize', '_constraints.py'),
+        os.path.join('optimize', '_nnls.py'),
+        os.path.join('signal', '_ltisys.py'),
+        os.path.join('sparse', '__init__.py'),  # np.matrix pending-deprecation
+        os.path.join('stats', '_discrete_distns.py'),  # gh-14901
+        os.path.join('stats', '_continuous_distns.py'),
+        os.path.join('stats', '_binned_statistic.py'),  # gh-19345
+        os.path.join('_lib', '_util.py'),  # gh-19341
+    )
+    bad_filters = [item for item in bad_filters if item.split(':')[0] not in
+                   allowed_filters]
+
+    if bad_filters:
+        raise AssertionError(
+            "warning ignore filter should not be used, instead, use\n"
+            "numpy.testing.suppress_warnings (in tests only);\n"
+            "found in:\n    {}".format(
+                "\n    ".join(bad_filters)))
+
+
+@pytest.mark.slow
+@pytest.mark.xfail(reason="stacklevels currently missing")
+def test_warning_calls_stacklevels(warning_calls):
+    bad_filters, bad_stacklevels = warning_calls
+
+    msg = ""
+
+    if bad_filters:
+        msg += ("warning ignore filter should not be used, instead, use\n"
+                "numpy.testing.suppress_warnings (in tests only);\n"
+                "found in:\n    {}".format("\n    ".join(bad_filters)))
+        msg += "\n\n"
+
+    if bad_stacklevels:
+        msg += "warnings should have an appropriate stacklevel:\n    {}".format(
+                "\n    ".join(bad_stacklevels))
+
+    if msg:
+        raise AssertionError(msg)
diff --git a/.venv/Lib/site-packages/scipy/special/_ufuncs_cxx.cp39-win_amd64.pyd b/.venv/Lib/site-packages/scipy/special/_ufuncs_cxx.cp39-win_amd64.pyd
new file mode 100644
index 0000000000000000000000000000000000000000..0aa0f8e04d70cd148da70ac209dddd844724b635
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/special/_ufuncs_cxx.cp39-win_amd64.pyd
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be77737e6b1089435d905791859fb93f2e4e7ff8397a17e1270f23c1e5c051f8
+size 1460224
diff --git a/.venv/Lib/site-packages/scipy/stats/_sobol_direction_numbers.npz b/.venv/Lib/site-packages/scipy/stats/_sobol_direction_numbers.npz
new file mode 100644
index 0000000000000000000000000000000000000000..44f1f1e9ebd1eb188289ca9adb8027855c1a23b6
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/stats/_sobol_direction_numbers.npz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4859931147d42ce465b8605cb277f957d98b839d03194fdf06579357906d193b
+size 589334
diff --git a/.venv/Lib/site-packages/scipy/stats/tests/data/jf_skew_t_gamlss_pdf_data.npy b/.venv/Lib/site-packages/scipy/stats/tests/data/jf_skew_t_gamlss_pdf_data.npy
new file mode 100644
index 0000000000000000000000000000000000000000..721749bcd853fa5c5efe5a1f5ba6e105658395dc
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/stats/tests/data/jf_skew_t_gamlss_pdf_data.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:254d2dee4a4d547b9331c60243c6fcfcaffd26c8b104d08d4f6045a7645b3bba
+size 4064
diff --git a/.venv/Lib/site-packages/scipy/stats/tests/data/levy_stable/stable-loc-scale-sample-data.npy b/.venv/Lib/site-packages/scipy/stats/tests/data/levy_stable/stable-loc-scale-sample-data.npy
new file mode 100644
index 0000000000000000000000000000000000000000..0a1460e407521836a9b73a081609af4ccdb6deae
--- /dev/null
+++ b/.venv/Lib/site-packages/scipy/stats/tests/data/levy_stable/stable-loc-scale-sample-data.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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new file mode 100644
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diff --git a/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/INSTALLER b/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/INSTALLER
new file mode 100644
index 0000000000000000000000000000000000000000..5c69047b2eb8235994febeeae1da4a82365a240a
--- /dev/null
+++ b/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/INSTALLER
@@ -0,0 +1 @@
+uv
\ No newline at end of file
diff --git a/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/METADATA b/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/METADATA
new file mode 100644
index 0000000000000000000000000000000000000000..0a2768c1dfe52f88ceeb73beadce9ebaa06d90ff
--- /dev/null
+++ b/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/METADATA
@@ -0,0 +1,386 @@
+Metadata-Version: 2.1
+Name: sentencepiece
+Version: 0.2.0
+Summary: SentencePiece python wrapper
+Home-page: https://github.com/google/sentencepiece
+Author: Taku Kudo
+Author-email: taku@google.com
+License: Apache
+Platform: Unix
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Environment :: Console
+Classifier: Intended Audience :: Developers
+Classifier: Intended Audience :: Science/Research
+Classifier: License :: OSI Approved :: Apache Software License
+Classifier: Operating System :: Unix
+Classifier: Programming Language :: Python
+Classifier: Topic :: Text Processing :: Linguistic
+Classifier: Topic :: Software Development :: Libraries :: Python Modules
+Description-Content-Type: text/markdown
+
+# SentencePiece Python Wrapper
+
+
+
+Python wrapper for SentencePiece. This API will offer the encoding, decoding and training of Sentencepiece.
+
+
+
+## Build and Install SentencePiece
+
+For Linux (x64/i686), macOS, and Windows(win32/x64) environment, you can simply use pip command to install SentencePiece python module.
+
+
+
+```
+
+% pip install sentencepiece
+
+```
+
+
+
+To build and install the Python wrapper from source, try the following commands to build and install wheel package.
+
+```
+
+% git clone https://github.com/google/sentencepiece.git 
+
+% cd sentencepiece
+
+% mkdir build
+
+% cd build
+
+% cmake .. -DSPM_ENABLE_SHARED=OFF -DCMAKE_INSTALL_PREFIX=./root
+
+% make install
+
+% cd ../python
+
+% python setup.py bdist_wheel
+
+% pip install dist/sentencepiece*.whl
+
+```
+
+
+
+If you don’t have write permission to the global site-packages directory or don’t want to install into it, please try:
+
+```
+
+% python setup.py install --user
+
+```
+
+
+
+## Usage
+
+
+
+See [this google colab page](https://github.com/google/sentencepiece/blob/master/python/sentencepiece_python_module_example.ipynb) to run sentencepiece interactively.
+
+
+
+### Segmentation
+
+```
+
+% python
+
+>>> import sentencepiece as spm
+
+>>> sp = spm.SentencePieceProcessor(model_file='test/test_model.model')
+
+
+
+>>> sp.encode('This is a test')
+
+[284, 47, 11, 4, 15, 400]
+
+
+
+>>> sp.encode(['This is a test', 'Hello world'], out_type=int)
+
+[[284, 47, 11, 4, 15, 400], [151, 88, 21, 887]]
+
+
+
+>>> sp.encode_as_ids(['This is a test', 'Hello world'])
+
+[[284, 47, 11, 4, 15, 400], [151, 88, 21, 887]]
+
+
+
+>>> sp.encode('This is a test', out_type=str)
+
+['▁This', '▁is', '▁a', '▁', 't', 'est']
+
+
+
+>>> sp.encode(['This is a test', 'Hello world'], out_type=str)
+
+[['▁This', '▁is', '▁a', '▁', 't', 'est'], ['▁He', 'll', 'o', '▁world']]
+
+
+
+>>> sp.encode_as_pieces(['This is a test', 'Hello world'])
+
+[['▁This', '▁is', '▁a', '▁', 't', 'est'], ['▁He', 'll', 'o', '▁world']]
+
+
+
+>>> proto = sp.encode('This is a test', out_type='immutable_proto')
+
+>>> for n in proto.pieces:
+
+...     print('piece="{}" surface="{}" id={} begin={} end={}'.format(n.piece, n.surface, n.id, n.begin, n.end))
+
+... 
+
+piece="▁This" surface="This" id=284 begin=0 end=4
+
+piece="▁is" surface=" is" id=47 begin=4 end=7
+
+piece="▁a" surface=" a" id=11 begin=7 end=9
+
+piece="▁" surface=" " id=4 begin=9 end=10
+
+piece="t" surface="t" id=15 begin=10 end=11
+
+piece="est" surface="est" id=400 begin=11 end=14
+
+
+
+>>> [[x.id for x in proto.pieces], [x.piece for x in proto.pieces], [x.begin for x in proto.pieces], [x.end for x in proto.pieces]]
+
+[[284, 47, 11, 4, 15, 400], ['▁This', '▁is', '▁a', '▁', 't', 'est'], [0, 4, 7, 9, 10, 11], [4, 7, 9, 10, 11, 14]]
+
+
+
+>>> proto2 = sp.encode_as_immutable_proto('This is a test')
+
+>>> proto2 == proto
+
+True
+
+
+
+>>> for _ in range(10):
+
+...     sp.encode('This is a test', out_type=str, enable_sampling=True, alpha=0.1, nbest_size=-1)
+
+... 
+
+['▁', 'This', '▁', 'is', '▁a', '▁', 't', 'e', 'st']
+
+['▁T', 'h', 'i', 's', '▁is', '▁a', '▁', 'te', 's', 't']
+
+['▁T', 'h', 'is', '▁', 'is', '▁', 'a', '▁', 't', 'est']
+
+['▁', 'This', '▁is', '▁', 'a', '▁', 't', 'e', 'st']
+
+['▁', 'This', '▁', 'is', '▁', 'a', '▁', 't', 'e', 's', 't']
+
+['▁This', '▁is', '▁a', '▁', 'te', 's', 't']
+
+['▁This', '▁is', '▁', 'a', '▁', 't', 'e', 'st']
+
+['▁', 'T', 'h', 'is', '▁', 'is', '▁', 'a', '▁', 'te', 'st']
+
+['▁', 'This', '▁', 'i', 's', '▁a', '▁', 't', 'e', 'st']
+
+['▁This', '▁', 'is', '▁a', '▁', 't', 'est']
+
+
+
+>> sp.nbest_encode('This is a test', nbest_size=5, out_type=str)
+
+[['▁This', '▁is', '▁a', '▁', 't', 'est'], 
+
+['▁This', '▁is', '▁a', '▁', 'te', 'st'], 
+
+['▁This', '▁is', '▁a', '▁', 'te', 's', 't'],
+
+['▁This', '▁is', '▁a', '▁', 't', 'e', 'st'],
+
+['▁This', '▁is', '▁a', '▁', 't', 'es', 't']]
+
+
+
+>>> sp.sample_encode_and_score('This is a test', num_samples=5, alpha=0.1, out_type=str, wor=True)
+
+[(['▁This', '▁', 'i', 's', '▁a', '▁', 'te', 's', 't'], -3.043105125427246),
+
+(['▁This', '▁', 'i', 's', '▁a', '▁', 'te', 'st'], -2.8475849628448486),
+
+(['▁', 'This', '▁is', '▁', 'a', '▁', 'te', 'st'], -3.043248176574707),
+
+(['▁', 'This', '▁is', '▁a', '▁', 't', 'e', 'st'], -2.87727689743042),
+
+(['▁', 'This', '▁', 'i', 's', '▁', 'a', '▁', 't', 'est'], -3.6284031867980957)]
+
+
+
+>>> sp.decode([284, 47, 11, 4, 15, 400])
+
+'This is a test'
+
+
+
+>>> sp.decode([[284, 47, 11, 4, 15, 400], [151, 88, 21, 887]])
+
+['This is a test', 'Hello world']
+
+
+
+>>> proto = sp.decode([284, 47, 11, 4, 15, 400], out_type='immutable_proto') 
+
+>>> proto.text
+
+'This is a test'
+
+
+
+>>> sp.decode(['▁', 'This', '▁', 'is', '▁a', '▁', 't', 'e', 'st'])
+
+'This is a test'
+
+
+
+>>> sp.decode([['▁This', '▁is', '▁a', '▁', 't', 'est'], ['▁He', 'll', 'o', '▁world']])
+
+['This is a test', 'Hello world']
+
+
+
+>>> sp.get_piece_size()
+
+1000
+
+
+
+>>> sp.id_to_piece(2)
+
+'</s>'
+
+
+
+>>> sp.id_to_piece([2, 3, 4])
+
+['</s>', '\r', '▁']
+
+
+
+>>> sp.piece_to_id('<s>')
+
+1
+
+
+
+>>> sp.piece_to_id(['</s>', '\r', '▁'])
+
+[2, 3, 4]
+
+
+
+>>> len(sp)
+
+1000
+
+
+
+>>> sp['</s>']
+
+2
+
+```
+
+
+
+### Model Training
+
+Training is performed by passing parameters of [spm_train](https://github.com/google/sentencepiece#train-sentencepiece-model) to  SentencePieceTrainer.train() function.
+
+
+
+```
+
+>>> import sentencepiece as spm
+
+>>> spm.SentencePieceTrainer.train(input='test/botchan.txt', model_prefix='m', vocab_size=1000, user_defined_symbols=['foo', 'bar'])
+
+sentencepiece_trainer.cc(73) LOG(INFO) Starts training with : 
+
+trainer_spec {
+
+  input: test/botchan.txt
+
+  .. snip
+
+unigram_model_trainer.cc(500) LOG(INFO) EM sub_iter=1 size=1188 obj=10.2839 num_tokens=32182 num_tokens/piece=27.0892
+
+unigram_model_trainer.cc(500) LOG(INFO) EM sub_iter=0 size=1100 obj=10.4269 num_tokens=33001 num_tokens/piece=30.0009
+
+unigram_model_trainer.cc(500) LOG(INFO) EM sub_iter=1 size=1100 obj=10.4069 num_tokens=33002 num_tokens/piece=30.0018
+
+trainer_interface.cc(595) LOG(INFO) Saving model: m.model
+
+trainer_interface.cc(619) LOG(INFO) Saving vocabs: m.vocab
+
+>>>
+
+```
+
+
+
+### Training without local filesystem
+
+Sentencepiece trainer can receive any iterable object to feed training sentences. You can also pass a file object (instance with write() method) to emit the output model to any devices. These features are useful to run sentencepiece on environment that have limited access to the local file system (e.g., Google colab.)
+
+
+
+```
+
+import urllib.request
+
+import io
+
+import sentencepiece as spm
+
+
+
+# Loads model from URL as iterator and stores the model to BytesIO.
+
+model = io.BytesIO()
+
+with urllib.request.urlopen(
+
+    'https://raw.githubusercontent.com/google/sentencepiece/master/data/botchan.txt'
+
+) as response:
+
+  spm.SentencePieceTrainer.train(
+
+      sentence_iterator=response, model_writer=model, vocab_size=1000)
+
+
+
+# Serialize the model as file.
+
+# with open('out.model', 'wb') as f:
+
+#   f.write(model.getvalue())
+
+
+
+# Directly load the model from serialized model.
+
+sp = spm.SentencePieceProcessor(model_proto=model.getvalue())
+
+print(sp.encode('this is test'))
+
+```
+
diff --git a/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/RECORD b/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/RECORD
new file mode 100644
index 0000000000000000000000000000000000000000..64b65a63feed3724387265e0e382f7508500486c
--- /dev/null
+++ b/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/RECORD
@@ -0,0 +1,11 @@
+sentencepiece-0.2.0.dist-info/METADATA,sha256=-s05VurBYvBSB-L1dfWSt1RrzbsrkY4tTmftlB2gPxY,8252
+sentencepiece-0.2.0.dist-info/RECORD,,
+sentencepiece-0.2.0.dist-info/WHEEL,sha256=GZFS91_ufm4WrNPBaFVPB9MvOXR6bMZQhPcZRRTN5YM,100
+sentencepiece-0.2.0.dist-info/top_level.txt,sha256=NIXVKmsq-xdZ5KROMHHV0gkLA3fvbNTb1g1KtgiYFOk,130
+sentencepiece-0.2.0.dist-info\INSTALLER,sha256=5hhM4Q4mYTT9z6QB6PGpUAW81PGNFrYrdXMj4oM_6ak,2
+sentencepiece-0.2.0.dist-info\REQUESTED,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
+sentencepiece/__init__.py,sha256=c_YZCOq16XxQgnN4WUVWGZ41rVzei6llyGVlT4nMrg4,50454
+sentencepiece/_sentencepiece.cp39-win_amd64.pyd,sha256=BZkXGT-H4g_cXhPXxgVHkJm-EyCSvfyR9LHJRt8ZfHc,1955840
+sentencepiece/_version.py,sha256=O6Hcm5iZIrpcFQnuw3IzCUSoKf0HHRvbYGyeE-Tz5Zk,23
+sentencepiece/sentencepiece_model_pb2.py,sha256=7PDF-fXPET6UZPb-L7b38D-7e10HfU127s_BRCppIYE,6301
+sentencepiece/sentencepiece_pb2.py,sha256=fnwql3NesKrRHRHA1f7LrBA9wV2NSDGDwMNyxjsB2BY,1783
diff --git a/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/REQUESTED b/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/REQUESTED
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/WHEEL b/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/WHEEL
new file mode 100644
index 0000000000000000000000000000000000000000..a314ad34c55629d9d130b421f7e95a9ebfe1c5ac
--- /dev/null
+++ b/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/WHEEL
@@ -0,0 +1,5 @@
+Wheel-Version: 1.0
+Generator: bdist_wheel (0.42.0)
+Root-Is-Purelib: false
+Tag: cp39-cp39-win_amd64
+
diff --git a/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/top_level.txt b/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/top_level.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6a66f9441436eaa6d7b2d87d1af197d980e727b0
--- /dev/null
+++ b/.venv/Lib/site-packages/sentencepiece-0.2.0.dist-info/top_level.txt
@@ -0,0 +1,5 @@
+sentencepiece
+sentencepiece/__init__
+sentencepiece/_version
+sentencepiece/sentencepiece_model_pb2
+sentencepiece/sentencepiece_pb2
diff --git a/.venv/Lib/site-packages/sentencepiece/__init__.py b/.venv/Lib/site-packages/sentencepiece/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..07d2c04db2dc1c443f8111152a033078adba4295
--- /dev/null
+++ b/.venv/Lib/site-packages/sentencepiece/__init__.py
@@ -0,0 +1,1224 @@
+# This file was automatically generated by SWIG (https://www.swig.org).
+# Version 4.1.0
+#
+# Do not make changes to this file unless you know what you are doing - modify
+# the SWIG interface file instead.
+
+from sys import version_info as _swig_python_version_info
+# Import the low-level C/C++ module
+if __package__ or "." in __name__:
+    from . import _sentencepiece
+else:
+    import _sentencepiece
+
+try:
+    import builtins as __builtin__
+except ImportError:
+    import __builtin__
+
+def _swig_repr(self):
+    try:
+        strthis = "proxy of " + self.this.__repr__()
+    except __builtin__.Exception:
+        strthis = ""
+    return "<%s.%s; %s >" % (self.__class__.__module__, self.__class__.__name__, strthis,)
+
+
+def _swig_setattr_nondynamic_instance_variable(set):
+    def set_instance_attr(self, name, value):
+        if name == "this":
+            set(self, name, value)
+        elif name == "thisown":
+            self.this.own(value)
+        elif hasattr(self, name) and isinstance(getattr(type(self), name), property):
+            set(self, name, value)
+        else:
+            raise AttributeError("You cannot add instance attributes to %s" % self)
+    return set_instance_attr
+
+
+def _swig_setattr_nondynamic_class_variable(set):
+    def set_class_attr(cls, name, value):
+        if hasattr(cls, name) and not isinstance(getattr(cls, name), property):
+            set(cls, name, value)
+        else:
+            raise AttributeError("You cannot add class attributes to %s" % cls)
+    return set_class_attr
+
+
+def _swig_add_metaclass(metaclass):
+    """Class decorator for adding a metaclass to a SWIG wrapped class - a slimmed down version of six.add_metaclass"""
+    def wrapper(cls):
+        return metaclass(cls.__name__, cls.__bases__, cls.__dict__.copy())
+    return wrapper
+
+
+class _SwigNonDynamicMeta(type):
+    """Meta class to enforce nondynamic attributes (no new attributes) for a class"""
+    __setattr__ = _swig_setattr_nondynamic_class_variable(type.__setattr__)
+
+
+class ImmutableSentencePieceText_ImmutableSentencePiece(object):
+    thisown = property(lambda x: x.this.own(), lambda x, v: x.this.own(v), doc="The membership flag")
+    __repr__ = _swig_repr
+
+    def __init__(self):
+        _sentencepiece.ImmutableSentencePieceText_ImmutableSentencePiece_swiginit(self, _sentencepiece.new_ImmutableSentencePieceText_ImmutableSentencePiece())
+    __swig_destroy__ = _sentencepiece.delete_ImmutableSentencePieceText_ImmutableSentencePiece
+
+    def _piece(self):
+        return _sentencepiece.ImmutableSentencePieceText_ImmutableSentencePiece__piece(self)
+
+    def _surface(self):
+        return _sentencepiece.ImmutableSentencePieceText_ImmutableSentencePiece__surface(self)
+
+    def _id(self):
+        return _sentencepiece.ImmutableSentencePieceText_ImmutableSentencePiece__id(self)
+
+    def _begin(self):
+        return _sentencepiece.ImmutableSentencePieceText_ImmutableSentencePiece__begin(self)
+
+    def _end(self):
+        return _sentencepiece.ImmutableSentencePieceText_ImmutableSentencePiece__end(self)
+
+    def _surface_as_bytes(self):
+        return _sentencepiece.ImmutableSentencePieceText_ImmutableSentencePiece__surface_as_bytes(self)
+
+    def _piece_as_bytes(self):
+        return _sentencepiece.ImmutableSentencePieceText_ImmutableSentencePiece__piece_as_bytes(self)
+
+    piece = property(_piece)
+    piece_as_bytes = property(_piece_as_bytes)
+    surface = property(_surface)
+    surface_as_bytes = property(_surface_as_bytes)
+    id = property(_id)
+    begin = property(_begin)
+    end = property(_end)
+
+    def __str__(self):
+      return ('piece: \"{}\"\n'
+              'id: {}\n'
+              'surface: \"{}\"\n'
+              'begin: {}\n'
+              'end: {}\n').format(self.piece, self.id, self.surface,
+                                  self.begin, self.end)
+
+    def __eq__(self, other):
+      return self.piece == other.piece and self.id == other.id and self.surface == other.surface and self.begin == other.begin and self.end == other.end
+
+    def __hash__(self):
+      return hash(str(self))
+
+    __repr__ = __str__
+
+
+# Register ImmutableSentencePieceText_ImmutableSentencePiece in _sentencepiece:
+_sentencepiece.ImmutableSentencePieceText_ImmutableSentencePiece_swigregister(ImmutableSentencePieceText_ImmutableSentencePiece)
+class ImmutableSentencePieceText(object):
+    thisown = property(lambda x: x.this.own(), lambda x, v: x.this.own(v), doc="The membership flag")
+    __repr__ = _swig_repr
+
+    def __init__(self):
+        _sentencepiece.ImmutableSentencePieceText_swiginit(self, _sentencepiece.new_ImmutableSentencePieceText())
+    __swig_destroy__ = _sentencepiece.delete_ImmutableSentencePieceText
+
+    def _pieces_size(self):
+        return _sentencepiece.ImmutableSentencePieceText__pieces_size(self)
+
+    def _pieces(self, index):
+        return _sentencepiece.ImmutableSentencePieceText__pieces(self, index)
+
+    def _text(self):
+        return _sentencepiece.ImmutableSentencePieceText__text(self)
+
+    def _score(self):
+        return _sentencepiece.ImmutableSentencePieceText__score(self)
+
+    def SerializeAsString(self):
+        return _sentencepiece.ImmutableSentencePieceText_SerializeAsString(self)
+
+    def _text_as_bytes(self):
+        return _sentencepiece.ImmutableSentencePieceText__text_as_bytes(self)
+
+    text = property(_text)
+    text_as_bytes = property(_text_as_bytes)
+    score = property(_score)
+
+    class ImmutableSentencePieceIterator:
+      def __init__(self, proto):
+        self.proto = proto
+        self.len = self.proto._pieces_size()
+
+      def __len__(self):
+        return self.len
+
+      def __getitem__(self, index):
+        if isinstance(index, slice):
+          return [self.proto._pieces(i) for i in range(self.len)][index.start:index.stop:index.step]
+        if index < 0:
+          index = index + self.len
+        if index < 0 or index >= self.len:
+          raise IndexError('piece index is out of range')
+        return self.proto._pieces(index)
+
+      def __str__(self):
+        return '\n'.join(['pieces {{\n{}}}'.format(str(x)) for x in self])
+
+      __repr__ = __str__
+
+    @property
+    def pieces(self):
+      return ImmutableSentencePieceText.ImmutableSentencePieceIterator(self)
+
+    def __eq__(self, other):
+      return self.SerializeAsString() == other.SerializeAsString()
+
+    def __hash__(self):
+      return hash(self.SerializeAsString())
+
+    def __str__(self):
+      return ('text: \"{}\"\n'
+              'score: {}\n'
+              '{}').format(self.text, self.score,
+                           '\n'.join(['pieces {{\n{}}}'.format(str(x)) for x in self.pieces]))
+
+    __repr__ = __str__
+
+
+# Register ImmutableSentencePieceText in _sentencepiece:
+_sentencepiece.ImmutableSentencePieceText_swigregister(ImmutableSentencePieceText)
+class ImmutableNBestSentencePieceText(object):
+    thisown = property(lambda x: x.this.own(), lambda x, v: x.this.own(v), doc="The membership flag")
+    __repr__ = _swig_repr
+
+    def __init__(self):
+        _sentencepiece.ImmutableNBestSentencePieceText_swiginit(self, _sentencepiece.new_ImmutableNBestSentencePieceText())
+    __swig_destroy__ = _sentencepiece.delete_ImmutableNBestSentencePieceText
+
+    def _nbests_size(self):
+        return _sentencepiece.ImmutableNBestSentencePieceText__nbests_size(self)
+
+    def _nbests(self, index):
+        return _sentencepiece.ImmutableNBestSentencePieceText__nbests(self, index)
+
+    def SerializeAsString(self):
+        return _sentencepiece.ImmutableNBestSentencePieceText_SerializeAsString(self)
+
+    class ImmutableSentencePieceTextIterator:
+      def __init__(self, proto):
+        self.proto = proto
+        self.len = self.proto._nbests_size()
+
+      def __len__(self):
+        return self.len
+
+      def __getitem__(self, index):
+        if isinstance(index, slice):
+          return [self.proto._nbests(i) for i in range(self.len)][index.start:index.stop:index.step]
+        if index < 0:
+          index = index + self.len
+        if index < 0 or index >= self.len:
+          raise IndexError('nbests index is out of range')
+        return self.proto._nbests(index)
+
+      def __str__(self):
+        return '\n'.join(['nbests {{\n{}}}'.format(str(x)) for x in self])
+
+      __repr__ = __str__
+
+    @property
+    def nbests(self):
+      return ImmutableNBestSentencePieceText.ImmutableSentencePieceTextIterator(self)
+
+    def __eq__(self, other):
+      return self.SerializeAsString() == other.SerializeAsString()
+
+    def __hash__(self):
+      return hash(self.SerializeAsString())
+
+    def __str__(self):
+      return '\n'.join(['nbests {{\n{}}}'.format(str(x)) for x in self.nbests])
+
+    __repr__ = __str__
+
+
+# Register ImmutableNBestSentencePieceText in _sentencepiece:
+_sentencepiece.ImmutableNBestSentencePieceText_swigregister(ImmutableNBestSentencePieceText)
+class SentencePieceProcessor(object):
+    thisown = property(lambda x: x.this.own(), lambda x, v: x.this.own(v), doc="The membership flag")
+    __repr__ = _swig_repr
+
+    def __init__(self):
+        _sentencepiece.SentencePieceProcessor_swiginit(self, _sentencepiece.new_SentencePieceProcessor())
+    __swig_destroy__ = _sentencepiece.delete_SentencePieceProcessor
+
+    def LoadFromSerializedProto(self, serialized):
+        return _sentencepiece.SentencePieceProcessor_LoadFromSerializedProto(self, serialized)
+
+    def SetEncodeExtraOptions(self, extra_option):
+        return _sentencepiece.SentencePieceProcessor_SetEncodeExtraOptions(self, extra_option)
+
+    def SetDecodeExtraOptions(self, extra_option):
+        return _sentencepiece.SentencePieceProcessor_SetDecodeExtraOptions(self, extra_option)
+
+    def SetVocabulary(self, valid_vocab):
+        return _sentencepiece.SentencePieceProcessor_SetVocabulary(self, valid_vocab)
+
+    def ResetVocabulary(self):
+        return _sentencepiece.SentencePieceProcessor_ResetVocabulary(self)
+
+    def LoadVocabulary(self, filename, threshold):
+        return _sentencepiece.SentencePieceProcessor_LoadVocabulary(self, filename, threshold)
+
+    def CalculateEntropy(self, *args):
+        return _sentencepiece.SentencePieceProcessor_CalculateEntropy(self, *args)
+
+    def GetPieceSize(self):
+        return _sentencepiece.SentencePieceProcessor_GetPieceSize(self)
+
+    def PieceToId(self, piece):
+        return _sentencepiece.SentencePieceProcessor_PieceToId(self, piece)
+
+    def IdToPiece(self, id):
+        return _sentencepiece.SentencePieceProcessor_IdToPiece(self, id)
+
+    def GetScore(self, id):
+        return _sentencepiece.SentencePieceProcessor_GetScore(self, id)
+
+    def IsUnknown(self, id):
+        return _sentencepiece.SentencePieceProcessor_IsUnknown(self, id)
+
+    def IsControl(self, id):
+        return _sentencepiece.SentencePieceProcessor_IsControl(self, id)
+
+    def IsUnused(self, id):
+        return _sentencepiece.SentencePieceProcessor_IsUnused(self, id)
+
+    def IsByte(self, id):
+        return _sentencepiece.SentencePieceProcessor_IsByte(self, id)
+
+    def unk_id(self):
+        return _sentencepiece.SentencePieceProcessor_unk_id(self)
+
+    def bos_id(self):
+        return _sentencepiece.SentencePieceProcessor_bos_id(self)
+
+    def eos_id(self):
+        return _sentencepiece.SentencePieceProcessor_eos_id(self)
+
+    def pad_id(self):
+        return _sentencepiece.SentencePieceProcessor_pad_id(self)
+
+    def serialized_model_proto(self):
+        return _sentencepiece.SentencePieceProcessor_serialized_model_proto(self)
+
+    def LoadFromFile(self, arg):
+        return _sentencepiece.SentencePieceProcessor_LoadFromFile(self, arg)
+
+    def _EncodeAsIds(self, text, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__EncodeAsIds(self, text, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _EncodeAsPieces(self, text, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__EncodeAsPieces(self, text, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _EncodeAsSerializedProto(self, text, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__EncodeAsSerializedProto(self, text, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _EncodeAsImmutableProto(self, text, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__EncodeAsImmutableProto(self, text, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _EncodeAsIdsBatch(self, ins, num_threads, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__EncodeAsIdsBatch(self, ins, num_threads, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _EncodeAsPiecesBatch(self, ins, num_threads, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__EncodeAsPiecesBatch(self, ins, num_threads, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _EncodeAsSerializedProtoBatch(self, ins, num_threads, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__EncodeAsSerializedProtoBatch(self, ins, num_threads, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _EncodeAsImmutableProtoBatch(self, ins, num_threads, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__EncodeAsImmutableProtoBatch(self, ins, num_threads, enable_sampling, nbest_size, alpha, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _DecodeIds(self, ids):
+        return _sentencepiece.SentencePieceProcessor__DecodeIds(self, ids)
+
+    def _DecodeIdsAsBytes(self, ids):
+        return _sentencepiece.SentencePieceProcessor__DecodeIdsAsBytes(self, ids)
+
+    def _DecodePieces(self, pieces):
+        return _sentencepiece.SentencePieceProcessor__DecodePieces(self, pieces)
+
+    def _DecodeIdsAsSerializedProto(self, ids):
+        return _sentencepiece.SentencePieceProcessor__DecodeIdsAsSerializedProto(self, ids)
+
+    def _DecodePiecesAsSerializedProto(self, pieces):
+        return _sentencepiece.SentencePieceProcessor__DecodePiecesAsSerializedProto(self, pieces)
+
+    def _DecodeIdsAsImmutableProto(self, ids):
+        return _sentencepiece.SentencePieceProcessor__DecodeIdsAsImmutableProto(self, ids)
+
+    def _DecodePiecesAsImmutableProto(self, pieces):
+        return _sentencepiece.SentencePieceProcessor__DecodePiecesAsImmutableProto(self, pieces)
+
+    def _DecodeIdsBatch(self, ins, num_threads):
+        return _sentencepiece.SentencePieceProcessor__DecodeIdsBatch(self, ins, num_threads)
+
+    def _DecodeIdsAsBytesBatch(self, ins, num_threads):
+        return _sentencepiece.SentencePieceProcessor__DecodeIdsAsBytesBatch(self, ins, num_threads)
+
+    def _DecodeIdsAsSerializedProtoBatch(self, ins, num_threads):
+        return _sentencepiece.SentencePieceProcessor__DecodeIdsAsSerializedProtoBatch(self, ins, num_threads)
+
+    def _DecodeIdsAsImmutableProtoBatch(self, ins, num_threads):
+        return _sentencepiece.SentencePieceProcessor__DecodeIdsAsImmutableProtoBatch(self, ins, num_threads)
+
+    def _DecodePiecesBatch(self, ins, num_threads):
+        return _sentencepiece.SentencePieceProcessor__DecodePiecesBatch(self, ins, num_threads)
+
+    def _DecodePiecesAsSerializedProtoBatch(self, ins, num_threads):
+        return _sentencepiece.SentencePieceProcessor__DecodePiecesAsSerializedProtoBatch(self, ins, num_threads)
+
+    def _DecodePiecesAsImmutableProtoBatch(self, ins, num_threads):
+        return _sentencepiece.SentencePieceProcessor__DecodePiecesAsImmutableProtoBatch(self, ins, num_threads)
+
+    def _NBestEncodeAsIds(self, text, nbest_size, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__NBestEncodeAsIds(self, text, nbest_size, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _NBestEncodeAsPieces(self, text, nbest_size, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__NBestEncodeAsPieces(self, text, nbest_size, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _NBestEncodeAsSerializedProto(self, text, nbest_size, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__NBestEncodeAsSerializedProto(self, text, nbest_size, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _NBestEncodeAsImmutableProto(self, text, nbest_size, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__NBestEncodeAsImmutableProto(self, text, nbest_size, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _SampleEncodeAndScoreAsIds(self, text, num_samples, alpha, wor, include_best, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__SampleEncodeAndScoreAsIds(self, text, num_samples, alpha, wor, include_best, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _SampleEncodeAndScoreAsPieces(self, text, num_samples, alpha, wor, include_best, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__SampleEncodeAndScoreAsPieces(self, text, num_samples, alpha, wor, include_best, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _SampleEncodeAndScoreAsSerializedProto(self, text, num_samples, alpha, wor, include_best, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__SampleEncodeAndScoreAsSerializedProto(self, text, num_samples, alpha, wor, include_best, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _SampleEncodeAndScoreAsImmutableProto(self, text, num_samples, alpha, wor, include_best, add_bos, add_eos, reverse, emit_unk_piece):
+        return _sentencepiece.SentencePieceProcessor__SampleEncodeAndScoreAsImmutableProto(self, text, num_samples, alpha, wor, include_best, add_bos, add_eos, reverse, emit_unk_piece)
+
+    def _Normalize(self, text):
+        return _sentencepiece.SentencePieceProcessor__Normalize(self, text)
+
+    def _NormalizeWithOffsets(self, text):
+        return _sentencepiece.SentencePieceProcessor__NormalizeWithOffsets(self, text)
+
+    def _CalculateEntropy(self, text, alpha):
+        return _sentencepiece.SentencePieceProcessor__CalculateEntropy(self, text, alpha)
+
+    def _CalculateEntropyBatch(self, ins, alpha, num_threads):
+        return _sentencepiece.SentencePieceProcessor__CalculateEntropyBatch(self, ins, alpha, num_threads)
+
+    def _OverrideNormalizerSpec(self, args):
+        return _sentencepiece.SentencePieceProcessor__OverrideNormalizerSpec(self, args)
+
+    def Init(self,
+             model_file=None,
+             model_proto=None,
+             out_type=int,
+             add_bos=False,
+             add_eos=False,
+             reverse=False,
+             emit_unk_piece=False,
+             enable_sampling=False,
+             nbest_size=-1,
+             alpha=0.1,
+             num_threads=-1):
+      """Initialzie sentencepieceProcessor.
+
+      Args:
+        model_file: The sentencepiece model file path.
+        model_proto: The sentencepiece model serialized proto.
+        out_type: output type. int or str.
+        add_bos: Add <s> to the result (Default = false)
+        add_eos: Add </s> to the result (Default = false) <s>/</s> is added after
+          reversing (if enabled).
+        reverse: Reverses the tokenized sequence (Default = false)
+        emit_unk_piece: Emits the unk literal string (Default = false)
+        nbest_size: sampling parameters for unigram. Invalid in BPE-Dropout.
+                    nbest_size = {0,1}: No sampling is performed.
+                    nbest_size > 1: samples from the nbest_size results.
+                    nbest_size < 0: assuming that nbest_size is infinite and samples
+                      from the all hypothesis (lattice) using
+                      forward-filtering-and-backward-sampling algorithm.
+        alpha: Soothing parameter for unigram sampling, and dropout probability of
+               merge operations for BPE-dropout.
+        num_threads: number of threads in batch processing (Default = -1, auto-detected)
+      """
+
+      _sentencepiece_processor_init_native(self)
+      self._out_type = out_type
+      self._add_bos = add_bos
+      self._add_eos = add_eos
+      self._reverse = reverse
+      self._emit_unk_piece = emit_unk_piece
+      self._enable_sampling = enable_sampling
+      self._nbest_size = nbest_size
+      self._alpha = alpha
+      self._num_threads = num_threads
+      if model_file or model_proto:
+        self.Load(model_file=model_file, model_proto=model_proto)
+
+
+    def Encode(self,
+               input,
+               out_type=None,
+               add_bos=None,
+               add_eos=None,
+               reverse=None,
+               emit_unk_piece=None,
+               enable_sampling=None,
+               nbest_size=None,
+               alpha=None,
+               num_threads=None):
+      """Encode text input to segmented ids or tokens.
+
+        Args:
+        input: input string. accepsts list of string.
+        out_type: output type. int or str.
+        add_bos: Add <s> to the result (Default = false)
+        add_eos: Add </s> to the result (Default = false) <s>/</s> is added after
+                 reversing (if enabled).
+        reverse: Reverses the tokenized sequence (Default = false)
+        emit_unk_piece: Emits the unk literal string (Default = false)
+        nbest_size: sampling parameters for unigram. Invalid in BPE-Dropout.
+                    nbest_size = {0,1}: No sampling is performed.
+                    nbest_size > 1: samples from the nbest_size results.
+                    nbest_size < 0: assuming that nbest_size is infinite and samples
+                    from the all hypothesis (lattice) using
+                    forward-filtering-and-backward-sampling algorithm.
+        alpha: Soothing parameter for unigram sampling, and merge probability for
+               BPE-dropout (probablity 'p' in BPE-dropout paper).
+        num_threads: the number of threads used in the batch processing (Default = -1).
+      """
+
+      if out_type is None:
+        out_type = self._out_type
+      if add_bos is None:
+        add_bos = self._add_bos
+      if add_eos is None:
+        add_eos = self._add_eos
+      if reverse is None:
+        reverse = self._reverse
+      if emit_unk_piece is None:
+        emit_unk_piece = self._emit_unk_piece
+      if enable_sampling is None:
+        enable_sampling = self._enable_sampling
+      if nbest_size is None:
+        nbest_size = self._nbest_size
+      if alpha is None:
+        alpha = self._alpha
+      if num_threads is None:
+        num_threads = self._num_threads
+
+      if enable_sampling == True and (nbest_size is None or nbest_size == 0 or
+                                      nbest_size == 1 or alpha is None):
+        raise RuntimeError(
+            'When enable_sampling is True, We must specify "nbest_size > 1" or "nbest_size = -1", '
+            'and "alpha". "nbest_size" is enabled only on unigram mode ignored in BPE-dropout. '
+            'when "nbest_size = -1" , this method samples from all candidates on the lattice '
+            'instead of nbest segmentations.'
+        )
+
+      if num_threads is None or type(num_threads) is not int:
+        raise RuntimeError('num_threads must be int')
+
+      if type(input) is list:
+        if out_type is int:
+          return self._EncodeAsIdsBatch(input, num_threads, enable_sampling, nbest_size,
+                                        alpha, add_bos, add_eos, reverse, emit_unk_piece)
+        if out_type is str:
+          return self._EncodeAsPiecesBatch(input, num_threads, enable_sampling, nbest_size,
+                                           alpha, add_bos, add_eos, reverse, emit_unk_piece)
+        if out_type == 'serialized_proto' or out_type == 'proto':
+          return self._EncodeAsSerializedProtoBatch(input, num_threads, enable_sampling, nbest_size,
+                                                    alpha, add_bos, add_eos, reverse, emit_unk_piece)
+        if out_type == 'immutable_proto':
+          return self._EncodeAsImmutableProtoBatch(input, num_threads, enable_sampling, nbest_size,
+                                                   alpha, add_bos, add_eos, reverse, emit_unk_piece)
+
+      if out_type is int:
+        return self._EncodeAsIds(input, enable_sampling, nbest_size,
+                                 alpha, add_bos, add_eos, reverse, emit_unk_piece)
+      if out_type is str:
+        return self._EncodeAsPieces(input, enable_sampling, nbest_size,
+                                    alpha, add_bos, add_eos, reverse, emit_unk_piece)
+      if out_type == 'serialized_proto' or out_type == 'proto':
+        return self._EncodeAsSerializedProto(input, enable_sampling, nbest_size,
+                                             alpha, add_bos, add_eos, reverse, emit_unk_piece)
+      if out_type == 'immutable_proto':
+        return self._EncodeAsImmutableProto(input, enable_sampling, nbest_size,
+                                            alpha, add_bos, add_eos, reverse, emit_unk_piece)
+
+      raise RuntimeError('unknown out_type={}'.format(out_type))
+      return None
+
+
+    def EncodeAsPieces(self, input, **kwargs):
+      return self.Encode(input=input, out_type=str, **kwargs)
+
+
+    def EncodeAsIds(self, input, **kwargs):
+      return self.Encode(input=input, out_type=int, **kwargs)
+
+
+    def EncodeAsSerializedProto(self, input, **kwargs):
+      return self.Encode(input=input, out_type='serialized_proto', **kwargs)
+
+
+    def EncodeAsImmutableProto(self, input, **kwargs):
+      return self.Encode(input=input, out_type='immutable_proto', **kwargs)
+
+
+    def SampleEncodeAsPieces(self, input, nbest_size=None, alpha=None, **kwargs):
+      return self.Encode(input=input, nbest_size=nbest_size, alpha=alpha,
+                         out_type=str, enable_sampling=True, **kwargs)
+
+
+    def SampleEncodeAsIds(self, input, nbest_size=None, alpha=None,**kwargs):
+      return self.Encode(input=input, nbest_size=nbest_size, alpha=alpha,
+                         out_type=int, enable_sampling=True, **kwargs)
+
+
+    def SampleEncodeAsSerializedProto(self, input, nbest_size=None, alpha=None, **kwargs):
+      return self.Encode(input=input, nbest_size=nbest_size, alpha=alpha,
+                         out_type='serialized_proto', enable_sampling=True, **kwargs)
+
+
+    def SampleEncodeAsImmutableProto(self, input, nbest_size=None, alpha=None, **kwargs):
+      return self.Encode(input=input, nbest_size=nbest_size, alpha=alpha,
+                         out_type='immutable_proto', enable_sampling=True, **kwargs)
+
+
+    def NBestEncode(self,
+                    input,
+                    out_type=None,
+                    add_bos=None,
+                    add_eos=None,
+                    reverse=None,
+                    emit_unk_piece=None,
+                    nbest_size=None):
+      """NBestEncode text input to segmented ids or tokens.
+
+        Args:
+        input: input string. accepsts list of string.
+        out_type: output type. int or str.
+        add_bos: Add <s> to the result (Default = false)
+        add_eos: Add </s> to the result (Default = false) <s>/</s> is added after reversing (if enabled).
+        reverse: Reverses the tokenized sequence (Default = false)
+        emit_unk_piece: Emits the unk literal string (Default = false)
+        nbest_size: nbest size
+      """
+
+      if out_type is None:
+        out_type = self._out_type
+      if add_bos is None:
+        add_bos = self._add_bos
+      if add_eos is None:
+        add_eos = self._add_eos
+      if reverse is None:
+        reverse = self._reverse
+      if emit_unk_piece is None:
+        emit_unk_piece = self._emit_unk_piece
+      if nbest_size is None:
+        nbest_size = self._nbest_size
+
+      if nbest_size <= 0:
+        nbest_size=1
+
+      def _encode(text):
+        if out_type is int:
+          return self._NBestEncodeAsIds(text, nbest_size,
+                                        add_bos, add_eos, reverse, emit_unk_piece)
+        if out_type is str:
+          return self._NBestEncodeAsPieces(text, nbest_size,
+                                           add_bos, add_eos, reverse, emit_unk_piece)
+        if out_type == 'serialized_proto' or out_type == 'proto':
+          return self._NBestEncodeAsSerializedProto(text, nbest_size,
+                                                    add_bos, add_eos, reverse, emit_unk_piece)
+        if out_type == 'immutable_proto':
+          return self._NBestEncodeAsImmutableProto(text, nbest_size,
+                                                   add_bos, add_eos, reverse, emit_unk_piece)
+
+        raise RuntimeError('unknown out_type')
+
+      if type(input) is list:
+        return [_encode(n) for n in input]
+
+      return _encode(input)
+
+
+    def NBestEncodeAsPieces(self, input, nbest_size=None, **kwargs):
+      return self.NBestEncode(input=input, nbest_size=nbest_size,
+                              out_type=str, **kwargs)
+
+
+    def NBestEncodeAsIds(self, input, nbest_size=None, **kwargs):
+      return self.NBestEncode(input=input, nbest_size=nbest_size,
+                              out_type=int, **kwargs)
+
+
+    def NBestEncodeAsSerializedProto(self, input, nbest_size=None, **kwargs):
+      return self.NBestEncode(input=input, nbest_size=nbest_size,
+                              out_type='serialized_proto', **kwargs)
+
+
+    def NBestEncodeAsImmutableProto(self, input, nbest_size=None, **kwargs):
+      return self.NBestEncode(input=input, nbest_size=nbest_size,
+                              out_type='immutable_proto', **kwargs)
+
+
+    def SampleEncodeAndScore(self,
+                             input,
+                             out_type=None,
+                             add_bos=None,
+                             add_eos=None,
+                             reverse=None,
+                             emit_unk_piece=None,
+                             num_samples=None,
+                             alpha=None,
+                             wor=None,
+                             include_best=None):
+      """SampleEncodeAndScore text input to segmented ids or tokens.
+
+        Args:
+        input: input string. accepsts list of string.
+        out_type: output type. int or str or 'serialized_proto' or 'immutable_proto'
+        add_bos: Add <s> to the result (Default = false)
+        add_eos: Add </s> to the result (Default = false) <s>/</s> is added after reversing (if enabled).
+        reverse: Reverses the tokenized sequence (Default = false)
+        emit_unk_piece: Emits the unk literal string (Default = false)
+        num_samples: How many samples to return (Default = 1)
+        alpha: inverse temperature for sampling
+        wor: whether to sample without replacement (Default = false)
+        include_best: whether to include the best tokenization, requires wor=True (Default = false)
+      """
+
+      if out_type is None:
+        out_type = self._out_type
+      if add_bos is None:
+        add_bos = self._add_bos
+      if add_eos is None:
+        add_eos = self._add_eos
+      if reverse is None:
+        reverse = self._reverse
+      if emit_unk_piece is None:
+        emit_unk_piece = self._emit_unk_piece
+      if num_samples is None:
+        num_samples = 1
+      if alpha is None:
+        alpha = 1.
+      if wor is None:
+        wor = False
+      if include_best is None:
+        include_best = False
+
+      if num_samples <= 0:
+        raise RuntimeError('num_examples must be positive')
+
+      if include_best and not wor:
+        raise RuntimeError('When include_best is True, We must specify "wor = True".')
+
+
+      def _encode(text):
+        if out_type is int:
+          return self._SampleEncodeAndScoreAsIds(text, num_samples, alpha, wor, include_best,
+                                                 add_bos, add_eos, reverse, emit_unk_piece)
+        if out_type is str:
+          return self._SampleEncodeAndScoreAsPieces(text, num_samples, alpha, wor, include_best,
+                                                    add_bos, add_eos, reverse, emit_unk_piece)
+
+        if out_type == 'serialized_proto' or out_type == 'proto':
+          return self._SampleEncodeAndScoreAsSerializedProto(text, num_samples, alpha, wor, include_best,
+                                                             add_bos, add_eos, reverse, emit_unk_piece)
+
+        if out_type == 'immutable_proto':
+          return self._SampleEncodeAndScoreAsImmutableProto(text, num_samples, alpha, wor, include_best,
+                                                            add_bos, add_eos, reverse, emit_unk_piece)
+
+        raise RuntimeError('unknown output type')
+
+
+      if type(input) is list:
+        return [_encode(n) for n in input]
+
+      return _encode(input)
+
+
+    def SampleEncodeAndScoreAsPieces(self, input, num_samples=None, alpha=None, **kwargs):
+      return self.SampleEncodeAndScore(input=input, num_samples=num_samples, alpha=alpha,
+                                       out_type=str, **kwargs)
+
+
+    def SampleEncodeAndScoreAsIds(self, input, num_samples=None, alpha=None, **kwargs):
+      return self.SampleEncodeAndScore(input=input, num_samples=num_samples, alpha=alpha,
+                                       out_type=int, **kwargs)
+
+
+    def SampleEncodeAndScoreAsSerializedProto(self, input, num_samples=None, alpha=None, **kwargs):
+      return self.SampleEncodeAndScore(input=input, num_samples=num_samples, alpha=alpha,
+                                       out_type='serialized_proto', **kwargs)
+
+
+    def SampleEncodeAndScoreAsImmutableProto(self, input, num_samples=None, alpha=None, **kwargs):
+      return self.SampleEncodeAndScore(input=input, num_samples=num_samples, alpha=alpha,
+                                       out_type='immutable_proto', **kwargs)
+
+
+    def Decode(self, input, out_type=str, num_threads=None):
+      """Decode processed id or token sequences.
+
+      Args:
+        out_type: output type. str, bytes or 'serialized_proto' or 'immutable_proto' (Default = str)
+        num_threads: the number of threads used in the batch processing (Default = -1).
+      """
+
+      if num_threads is None:
+        num_threads = self._num_threads
+
+      if num_threads is None or type(num_threads) is not int:
+        raise RuntimeError('num_threads must be int')
+
+      if not input:
+        return ''
+
+      if out_type is str:
+        if type(input) is int:
+          return self._DecodeIds([input])
+        if type(input) is str:
+          return self._DecodePieces([input])
+
+        if type(input) is list:
+          if len(input) == 0 or type(input[0]) is int:
+            return self._DecodeIds(input)
+          if type(input[0]) is str:
+            return self._DecodePieces(input)
+
+          if type(input[0]) is list:
+            if len(input[0]) == 0 or type(input[0][0]) is int:
+             return self._DecodeIdsBatch(input, num_threads)
+            if type(input[0][0]) is str:
+             return self._DecodePiecesBatch(input, num_threads)
+
+      if out_type is bytes:
+        if type(input) is int:
+          return self._DecodeIdsAsBytes([input])
+        if type(input) is str:
+          return self._DecodePieces([input])
+
+        if type(input) is list:
+          if len(input) == 0 or type(input[0]) is int:
+            return self._DecodeIdsAsBytes(input)
+          if type(input[0]) is str:
+            return self._DecodePieces(input)
+
+          if type(input[0]) is list:
+            if len(input[0]) == 0 or type(input[0][0]) is int:
+             return self._DecodeIdsAsBytesBatch(input, num_threads)
+            if type(input[0][0]) is str:
+             return self._DecodePiecesBatch(input, num_threads)
+
+      if out_type == 'serialized_proto':
+        if type(input) is int:
+          return self._DecodeIdsAsSerializedProto([input])
+        if type(input) is str:
+          return self._DecodePiecesAsSerializedProto([input])
+
+        if type(input) is list:
+          if len(input) == 0 or type(input[0]) is int:
+            return self._DecodeIdsAsSerializedProto(input)
+          if type(input[0]) is str:
+            return self._DecodePiecesAsSerializedProto(input)
+
+          if type(input[0]) is list:
+            if len(input[0]) == 0 or type(input[0][0]) is int:
+             return self._DecodeIdsAsSerializedProtoBatch(input, num_threads)
+            if type(input[0][0]) is str:
+             return self._DecodePiecesAsSerializedProtoBatch(input, num_threads)
+
+
+      if out_type == 'immutable_proto':
+        if type(input) is int:
+          return self._DecodeIdsAsImmutableProto([input])
+        if type(input) is str:
+          return self._DecodePiecesAsImmutableProto([input])
+
+        if type(input) is list:
+          if len(input) == 0 or type(input[0]) is int:
+            return self._DecodeIdsAsImmutableProto(input)
+          if type(input[0]) is str:
+            return self._DecodePiecesAsImmutableProto(input)
+
+          if type(input[0]) is list:
+            if len(input[0]) == 0 or type(input[0][0]) is int:
+             return self._DecodeIdsAsImmutableProtoBatch(input, num_threads)
+            if type(input[0][0]) is str:
+             return self._DecodePiecesAsImmutableProtoBatch(input, num_threads)
+
+
+      raise RuntimeError('unknown output or input type')
+      return None
+
+
+    def DecodePieces(self, input, out_type=str, **kwargs):
+      return self.Decode(input=input, out_type=out_type, **kwargs)
+
+
+    def DecodeIds(self, input, out_type=str, **kwargs):
+      return self.Decode(input=input, out_type=out_type, **kwargs)
+
+
+    def DecodePiecesAsSerializedProto(self, input, out_type='serialized_proto', **kwargs):
+      return self.Decode(input=input, out_type=out_type, **kwargs)
+
+
+    def DecodeIdsAsSerializedProto(self, input, out_type='serialized_proto', **kwargs):
+      return self.Decode(input=input, out_type=out_type, **kwargs)
+
+
+    def DecodePiecesAsImmutableProto(self, input, out_type='immutable_proto', **kwargs):
+      return self.Decode(input=input, out_type=out_type, **kwargs)
+
+
+    def DecodeIdsAsImmutableProto(self, input, out_type='immutable_proto', **kwargs):
+      return self.Decode(input=input, out_type=out_type, **kwargs)
+
+
+    def CalculateEntropy(self, input, alpha, num_threads=None):
+      """Calculate sentence entropy"""
+      if type(input) is list:
+        if num_threads is None:
+          num_threads = self._num_threads
+        if num_threads is None or type(num_threads) is not int:
+          raise RuntimeError('num_threads must be int')
+        return self._CalculateEntropyBatch(input, alpha, num_threads)
+
+      return self._CalculateEntropy(input, alpha)
+
+
+    def Normalize(self, input, with_offsets=None):
+      def _normalize(text):
+        if with_offsets:
+          return self._NormalizeWithOffsets(text)
+        return self._Normalize(text)
+
+      if type(input) is list:
+        return [_normalize(x) for x in input]
+      return _normalize(input)
+
+    def OverrideNormalizerSpec(self, **kwargs):
+      new_kwargs = {}
+      for key, value in kwargs.items():
+        new_kwargs[key] = str(value)
+      return self._OverrideNormalizerSpec(new_kwargs)
+
+
+    def piece_size(self):
+      return self.GetPieceSize()
+
+
+    def vocab_size(self):
+      return self.GetPieceSize()
+
+
+    def __getstate__(self):
+      return self.serialized_model_proto()
+
+
+    def __setstate__(self, serialized_model_proto):
+      self.__init__()
+      self.LoadFromSerializedProto(serialized_model_proto)
+
+
+    def __len__(self):
+      return self.GetPieceSize()
+
+
+    def __getitem__(self, piece):
+      return self.PieceToId(piece)
+
+
+    def Load(self, model_file=None, model_proto=None):
+      """Overwride SentencePieceProcessor.Load to support both model_file and model_proto.
+
+      Args:
+        model_file: The sentencepiece model file path.
+        model_proto: The sentencepiece model serialized proto. Either `model_file`
+          or `model_proto` must be set.
+      """
+      if model_file and model_proto:
+        raise RuntimeError('model_file and model_proto must be exclusive.')
+      if model_proto:
+        return self.LoadFromSerializedProto(model_proto)
+      return self.LoadFromFile(model_file)
+
+
+# Register SentencePieceProcessor in _sentencepiece:
+_sentencepiece.SentencePieceProcessor_swigregister(SentencePieceProcessor)
+
+def SetRandomGeneratorSeed(seed):
+    return _sentencepiece.SetRandomGeneratorSeed(seed)
+
+def SetMinLogLevel(v):
+    return _sentencepiece.SetMinLogLevel(v)
+class SentencePieceTrainer(object):
+    thisown = property(lambda x: x.this.own(), lambda x, v: x.this.own(v), doc="The membership flag")
+
+    def __init__(self, *args, **kwargs):
+        raise AttributeError("No constructor defined")
+    __repr__ = _swig_repr
+
+    @staticmethod
+    def _TrainFromString(arg):
+        return _sentencepiece.SentencePieceTrainer__TrainFromString(arg)
+
+    @staticmethod
+    def _TrainFromMap(args):
+        return _sentencepiece.SentencePieceTrainer__TrainFromMap(args)
+
+    @staticmethod
+    def _TrainFromMap2(args, iter):
+        return _sentencepiece.SentencePieceTrainer__TrainFromMap2(args, iter)
+
+    @staticmethod
+    def _TrainFromMap3(args):
+        return _sentencepiece.SentencePieceTrainer__TrainFromMap3(args)
+
+    @staticmethod
+    def _TrainFromMap4(args, iter):
+        return _sentencepiece.SentencePieceTrainer__TrainFromMap4(args, iter)
+
+    @staticmethod
+    def _Train(arg=None, **kwargs):
+      """Train Sentencepiece model. Accept both kwargs and legacy string arg."""
+      if arg is not None and type(arg) is str:
+        return SentencePieceTrainer._TrainFromString(arg)
+
+      def _encode(value):
+        """Encode value to CSV.."""
+        if type(value) is list:
+          if sys.version_info[0] == 3:
+            f = StringIO()
+          else:
+            f = BytesIO()
+          writer = csv.writer(f, lineterminator='')
+          writer.writerow([str(v) for v in value])
+          return f.getvalue()
+        else:
+          return str(value)
+
+      sentence_iterator = None
+      model_writer = None
+      new_kwargs = {}
+      for key, value in kwargs.items():
+        if key in ['sentence_iterator', 'sentence_reader']:
+          sentence_iterator = value
+        elif key in ['model_writer']:
+          model_writer = value
+        else:
+          new_kwargs[key] = _encode(value)
+
+      if model_writer:
+        if sentence_iterator:
+          model_proto = SentencePieceTrainer._TrainFromMap4(new_kwargs,
+                                                           sentence_iterator)
+        else:
+          model_proto = SentencePieceTrainer._TrainFromMap3(new_kwargs)
+        model_writer.write(model_proto)
+      else:
+        if sentence_iterator:
+          return SentencePieceTrainer._TrainFromMap2(new_kwargs, sentence_iterator)
+        else:
+          return SentencePieceTrainer._TrainFromMap(new_kwargs)
+
+      return None
+
+    @staticmethod
+    def Train(arg=None, logstream=None, **kwargs):
+      with _LogStream(ostream=logstream):
+        SentencePieceTrainer._Train(arg=arg, **kwargs)
+
+
+# Register SentencePieceTrainer in _sentencepiece:
+_sentencepiece.SentencePieceTrainer_swigregister(SentencePieceTrainer)
+class SentencePieceNormalizer(object):
+    thisown = property(lambda x: x.this.own(), lambda x, v: x.this.own(v), doc="The membership flag")
+    __repr__ = _swig_repr
+
+    def __init__(self):
+        _sentencepiece.SentencePieceNormalizer_swiginit(self, _sentencepiece.new_SentencePieceNormalizer())
+    __swig_destroy__ = _sentencepiece.delete_SentencePieceNormalizer
+
+    def LoadFromSerializedProto(self, serialized):
+        return _sentencepiece.SentencePieceNormalizer_LoadFromSerializedProto(self, serialized)
+
+    def LoadFromRuleTSV(self, filename):
+        return _sentencepiece.SentencePieceNormalizer_LoadFromRuleTSV(self, filename)
+
+    def LoadFromRuleName(self, name):
+        return _sentencepiece.SentencePieceNormalizer_LoadFromRuleName(self, name)
+
+    def serialized_model_proto(self):
+        return _sentencepiece.SentencePieceNormalizer_serialized_model_proto(self)
+
+    def LoadFromFile(self, arg):
+        return _sentencepiece.SentencePieceNormalizer_LoadFromFile(self, arg)
+
+    def _Normalize(self, text):
+        return _sentencepiece.SentencePieceNormalizer__Normalize(self, text)
+
+    def _NormalizeWithOffsets(self, text):
+        return _sentencepiece.SentencePieceNormalizer__NormalizeWithOffsets(self, text)
+
+    def _SetProtoField(self, name, value):
+        return _sentencepiece.SentencePieceNormalizer__SetProtoField(self, name, value)
+
+    def Init(self,
+             model_file=None,
+             model_proto=None,
+             rule_tsv=None,
+             rule_name=None,
+             add_dummy_prefix=False,
+             escape_whitespaces=False,
+             remove_extra_whitespaces=False):
+      """Initialzie sentencePieceNormalizer.
+
+      Args:
+        model_file: The sentencepiece model file path.
+        model_proto: The sentencepiece model serialized proto.
+        rule_tsv: The normalization rule file in TSV format.
+        rule_name: Pre-defined normalization name.
+        add_dummy_prefix: add dummy prefix.
+        escape_whitespaces: escape whitespaces.
+        remove_extra_whitespaces: remove extra whitespaces.
+      """
+
+      _sentencepiece_normalizer_init_native(self)
+
+      if model_file:
+        status = self.LoadFromFile(model_file)
+      elif model_proto:
+        status = self.LoadFromSerializedProto(model_proto)
+      elif rule_tsv:
+        status = self.LoadFromRuleTSV(rule_tsv)
+      elif rule_name:
+        status = self.LoadFromRuleName(rule_name)
+      else:
+        raise RuntimeError('no model is specified')
+
+      if status:
+        self._SetProtoField('add_dummy_prefix', add_dummy_prefix)
+        self._SetProtoField('escape_whitespaces', escape_whitespaces)
+        self._SetProtoField('remove_extra_whitespaces', remove_extra_whitespaces)
+
+    def Normalize(self, input, with_offsets=None):
+      def _normalize(text):
+        if with_offsets:
+          return self._NormalizeWithOffsets(text)
+        return self._Normalize(text)
+
+      if type(input) is list:
+        return [_normalize(x) for x in input]
+      return _normalize(input)
+
+
+    def __getstate__(self):
+      return self.serialized_model_proto()
+
+
+    def __setstate__(self, serialized_model_proto):
+      self.__init__()
+      self.LoadFromSerializedProto(serialized_model_proto)
+
+
+# Register SentencePieceNormalizer in _sentencepiece:
+_sentencepiece.SentencePieceNormalizer_swigregister(SentencePieceNormalizer)
+
+
+import re
+import csv
+import sys
+import os
+from io import StringIO
+from io import BytesIO
+
+
+def _add_snake_case(classname):
+  """Added snake_cased method from CammelCased method."""
+
+  snake_map = {}
+  for k, v in classname.__dict__.items():
+    if re.match(r'^[A-Z]+', k):
+      snake = re.sub(r'(?<!^)(?=[A-Z])', '_',
+                     k).lower().replace('n_best', 'nbest')
+      snake_map[snake] = v
+  for k, v in snake_map.items():
+    setattr(classname, k, v)
+
+
+def _batchnize(classname, name):
+  """Enables batch request for the method classname.name."""
+  func = getattr(classname, name, None)
+  def _func(v, n):
+    if type(n) is int and (n < 0 or n >= v.piece_size()):
+      raise IndexError('piece id is out of range.')
+    return func(v, n)
+
+  def _batched_func(self, arg):
+    if type(arg) is list:
+      return [_func(self, n) for n in arg]
+    else:
+      return _func(self, arg)
+
+  setattr(classname, name, _batched_func)
+
+
+_sentencepiece_processor_init_native = SentencePieceProcessor.__init__
+_sentencepiece_normalizer_init_native = SentencePieceNormalizer.__init__
+setattr(SentencePieceProcessor, '__init__', SentencePieceProcessor.Init)
+setattr(SentencePieceNormalizer, '__init__', SentencePieceNormalizer.Init)
+
+SentencePieceProcessor.Tokenize = SentencePieceProcessor.Encode
+SentencePieceProcessor.Detokenize = SentencePieceProcessor.Decode
+
+for m in [
+    'PieceToId', 'IdToPiece', 'GetScore', 'IsUnknown', 'IsControl', 'IsUnused',
+    'IsByte'
+]:
+  _batchnize(SentencePieceProcessor, m)
+
+_add_snake_case(SentencePieceProcessor)
+_add_snake_case(SentencePieceTrainer)
+_add_snake_case(SentencePieceNormalizer)
+set_random_generator_seed = SetRandomGeneratorSeed
+set_min_log_level = SetMinLogLevel
+
+from ._version import __version__
+
+class _LogStream(object):
+  def __init__(self, ostream=None):
+    self.ostream = ostream
+    if self.ostream is not None:
+      self.orig_stream_fileno = sys.stderr.fileno()
+
+  def __enter__(self):
+    if self.ostream is not None:
+      self.orig_stream_dup = os.dup(self.orig_stream_fileno)
+      os.dup2(self.ostream.fileno(), self.orig_stream_fileno)
+
+  def __exit__(self, type, value, traceback):
+    if self.ostream is not None:
+      os.close(self.orig_stream_fileno)
+      os.dup2(self.orig_stream_dup, self.orig_stream_fileno)
+      os.close(self.orig_stream_dup)
+      self.ostream.close()
+
+
diff --git a/.venv/Lib/site-packages/sentencepiece/__pycache__/__init__.cpython-39.pyc b/.venv/Lib/site-packages/sentencepiece/__pycache__/__init__.cpython-39.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a12b75d8e03252bcaffb0ed25f729c47b0fef51b
Binary files /dev/null and b/.venv/Lib/site-packages/sentencepiece/__pycache__/__init__.cpython-39.pyc differ
diff --git a/.venv/Lib/site-packages/sentencepiece/__pycache__/_version.cpython-39.pyc b/.venv/Lib/site-packages/sentencepiece/__pycache__/_version.cpython-39.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..4d8e76afa8ecd14ccb0a7250634f8ba27048e8ed
Binary files /dev/null and b/.venv/Lib/site-packages/sentencepiece/__pycache__/_version.cpython-39.pyc differ
diff --git a/.venv/Lib/site-packages/sentencepiece/_version.py b/.venv/Lib/site-packages/sentencepiece/_version.py
new file mode 100644
index 0000000000000000000000000000000000000000..9f137b966f562a4356127543c5e9f33677c939c0
--- /dev/null
+++ b/.venv/Lib/site-packages/sentencepiece/_version.py
@@ -0,0 +1 @@
+__version__ = '0.2.0'
diff --git a/.venv/Lib/site-packages/sentencepiece/sentencepiece_model_pb2.py b/.venv/Lib/site-packages/sentencepiece/sentencepiece_model_pb2.py
new file mode 100644
index 0000000000000000000000000000000000000000..ade1528e79af1309139d81a97d9789aa33d22b4e
--- /dev/null
+++ b/.venv/Lib/site-packages/sentencepiece/sentencepiece_model_pb2.py
@@ -0,0 +1,44 @@
+# -*- coding: utf-8 -*-
+# Generated by the protocol buffer compiler.  DO NOT EDIT!
+# source: sentencepiece_model.proto
+"""Generated protocol buffer code."""
+from google.protobuf.internal import builder as _builder
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import symbol_database as _symbol_database
+# @@protoc_insertion_point(imports)
+
+_sym_db = _symbol_database.Default()
+
+
+
+
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19sentencepiece_model.proto\x12\rsentencepiece\"\x80\x0c\n\x0bTrainerSpec\x12\r\n\x05input\x18\x01 \x03(\t\x12\x14\n\x0cinput_format\x18\x07 \x01(\t\x12\x14\n\x0cmodel_prefix\x18\x02 \x01(\t\x12\x41\n\nmodel_type\x18\x03 \x01(\x0e\x32$.sentencepiece.TrainerSpec.ModelType:\x07UNIGRAM\x12\x18\n\nvocab_size\x18\x04 \x01(\x05:\x04\x38\x30\x30\x30\x12\x17\n\x0f\x61\x63\x63\x65pt_language\x18\x05 \x03(\t\x12 \n\x15self_test_sample_size\x18\x06 \x01(\x05:\x01\x30\x12*\n\x1b\x65nable_differential_privacy\x18\x32 \x01(\x08:\x05\x66\x61lse\x12+\n differential_privacy_noise_level\x18\x33 \x01(\x02:\x01\x30\x12\x32\n\'differential_privacy_clipping_threshold\x18\x34 \x01(\x04:\x01\x30\x12\"\n\x12\x63haracter_coverage\x18\n \x01(\x02:\x06\x30.9995\x12\x1e\n\x13input_sentence_size\x18\x0b \x01(\x04:\x01\x30\x12$\n\x16shuffle_input_sentence\x18\x13 \x01(\x08:\x04true\x12 \n\x14mining_sentence_size\x18\x0c \x01(\x05\x42\x02\x18\x01\x12\"\n\x16training_sentence_size\x18\r \x01(\x05\x42\x02\x18\x01\x12(\n\x17seed_sentencepiece_size\x18\x0e \x01(\x05:\x07\x31\x30\x30\x30\x30\x30\x30\x12\x1e\n\x10shrinking_factor\x18\x0f \x01(\x02:\x04\x30.75\x12!\n\x13max_sentence_length\x18\x12 \x01(\x05:\x04\x34\x31\x39\x32\x12\x17\n\x0bnum_threads\x18\x10 \x01(\x05:\x02\x31\x36\x12\x1d\n\x12num_sub_iterations\x18\x11 \x01(\x05:\x01\x32\x12$\n\x18max_sentencepiece_length\x18\x14 \x01(\x05:\x02\x31\x36\x12%\n\x17split_by_unicode_script\x18\x15 \x01(\x08:\x04true\x12\x1d\n\x0fsplit_by_number\x18\x17 \x01(\x08:\x04true\x12!\n\x13split_by_whitespace\x18\x16 \x01(\x08:\x04true\x12)\n\x1atreat_whitespace_as_suffix\x18\x18 \x01(\x08:\x05\x66\x61lse\x12+\n\x1c\x61llow_whitespace_only_pieces\x18\x1a \x01(\x08:\x05\x66\x61lse\x12\x1b\n\x0csplit_digits\x18\x19 \x01(\x08:\x05\x66\x61lse\x12#\n\x19pretokenization_delimiter\x18\x35 \x01(\t:\x00\x12\x17\n\x0f\x63ontrol_symbols\x18\x1e \x03(\t\x12\x1c\n\x14user_defined_symbols\x18\x1f \x03(\t\x12\x16\n\x0erequired_chars\x18$ \x01(\t\x12\x1c\n\rbyte_fallback\x18# \x01(\x08:\x05\x66\x61lse\x12+\n\x1dvocabulary_output_piece_score\x18  \x01(\x08:\x04true\x12\x1e\n\x10hard_vocab_limit\x18! \x01(\x08:\x04true\x12\x1c\n\ruse_all_vocab\x18\" \x01(\x08:\x05\x66\x61lse\x12\x11\n\x06unk_id\x18( \x01(\x05:\x01\x30\x12\x11\n\x06\x62os_id\x18) \x01(\x05:\x01\x31\x12\x11\n\x06\x65os_id\x18* \x01(\x05:\x01\x32\x12\x12\n\x06pad_id\x18+ \x01(\x05:\x02-1\x12\x18\n\tunk_piece\x18- \x01(\t:\x05<unk>\x12\x16\n\tbos_piece\x18. \x01(\t:\x03<s>\x12\x17\n\teos_piece\x18/ \x01(\t:\x04</s>\x12\x18\n\tpad_piece\x18\x30 \x01(\t:\x05<pad>\x12\x1a\n\x0bunk_surface\x18, \x01(\t:\x05 \xe2\x81\x87 \x12+\n\x1ctrain_extremely_large_corpus\x18\x31 \x01(\x08:\x05\x66\x61lse\"5\n\tModelType\x12\x0b\n\x07UNIGRAM\x10\x01\x12\x07\n\x03\x42PE\x10\x02\x12\x08\n\x04WORD\x10\x03\x12\x08\n\x04\x43HAR\x10\x04*\t\x08\xc8\x01\x10\x80\x80\x80\x80\x02\"\xd1\x01\n\x0eNormalizerSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x1c\n\x14precompiled_charsmap\x18\x02 \x01(\x0c\x12\x1e\n\x10\x61\x64\x64_dummy_prefix\x18\x03 \x01(\x08:\x04true\x12&\n\x18remove_extra_whitespaces\x18\x04 \x01(\x08:\x04true\x12 \n\x12\x65scape_whitespaces\x18\x05 \x01(\x08:\x04true\x12\x1e\n\x16normalization_rule_tsv\x18\x06 \x01(\t*\t\x08\xc8\x01\x10\x80\x80\x80\x80\x02\"y\n\x0cSelfTestData\x12\x33\n\x07samples\x18\x01 \x03(\x0b\x32\".sentencepiece.SelfTestData.Sample\x1a)\n\x06Sample\x12\r\n\x05input\x18\x01 \x01(\t\x12\x10\n\x08\x65xpected\x18\x02 \x01(\t*\t\x08\xc8\x01\x10\x80\x80\x80\x80\x02\"\xfe\x03\n\nModelProto\x12\x37\n\x06pieces\x18\x01 \x03(\x0b\x32\'.sentencepiece.ModelProto.SentencePiece\x12\x30\n\x0ctrainer_spec\x18\x02 \x01(\x0b\x32\x1a.sentencepiece.TrainerSpec\x12\x36\n\x0fnormalizer_spec\x18\x03 \x01(\x0b\x32\x1d.sentencepiece.NormalizerSpec\x12\x33\n\x0eself_test_data\x18\x04 \x01(\x0b\x32\x1b.sentencepiece.SelfTestData\x12\x38\n\x11\x64\x65normalizer_spec\x18\x05 \x01(\x0b\x32\x1d.sentencepiece.NormalizerSpec\x1a\xd2\x01\n\rSentencePiece\x12\r\n\x05piece\x18\x01 \x01(\t\x12\r\n\x05score\x18\x02 \x01(\x02\x12\x42\n\x04type\x18\x03 \x01(\x0e\x32,.sentencepiece.ModelProto.SentencePiece.Type:\x06NORMAL\"T\n\x04Type\x12\n\n\x06NORMAL\x10\x01\x12\x0b\n\x07UNKNOWN\x10\x02\x12\x0b\n\x07\x43ONTROL\x10\x03\x12\x10\n\x0cUSER_DEFINED\x10\x04\x12\x08\n\x04\x42YTE\x10\x06\x12\n\n\x06UNUSED\x10\x05*\t\x08\xc8\x01\x10\x80\x80\x80\x80\x02*\t\x08\xc8\x01\x10\x80\x80\x80\x80\x02\x42\x02H\x03')
+
+_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, globals())
+_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'sentencepiece_model_pb2', globals())
+if _descriptor._USE_C_DESCRIPTORS == False:
+
+  DESCRIPTOR._options = None
+  DESCRIPTOR._serialized_options = b'H\003'
+  _TRAINERSPEC.fields_by_name['mining_sentence_size']._options = None
+  _TRAINERSPEC.fields_by_name['mining_sentence_size']._serialized_options = b'\030\001'
+  _TRAINERSPEC.fields_by_name['training_sentence_size']._options = None
+  _TRAINERSPEC.fields_by_name['training_sentence_size']._serialized_options = b'\030\001'
+  _TRAINERSPEC._serialized_start=45
+  _TRAINERSPEC._serialized_end=1581
+  _TRAINERSPEC_MODELTYPE._serialized_start=1517
+  _TRAINERSPEC_MODELTYPE._serialized_end=1570
+  _NORMALIZERSPEC._serialized_start=1584
+  _NORMALIZERSPEC._serialized_end=1793
+  _SELFTESTDATA._serialized_start=1795
+  _SELFTESTDATA._serialized_end=1916
+  _SELFTESTDATA_SAMPLE._serialized_start=1864
+  _SELFTESTDATA_SAMPLE._serialized_end=1905
+  _MODELPROTO._serialized_start=1919
+  _MODELPROTO._serialized_end=2429
+  _MODELPROTO_SENTENCEPIECE._serialized_start=2208
+  _MODELPROTO_SENTENCEPIECE._serialized_end=2418
+  _MODELPROTO_SENTENCEPIECE_TYPE._serialized_start=2323
+  _MODELPROTO_SENTENCEPIECE_TYPE._serialized_end=2407
+# @@protoc_insertion_point(module_scope)
diff --git a/.venv/Lib/site-packages/sentencepiece/sentencepiece_pb2.py b/.venv/Lib/site-packages/sentencepiece/sentencepiece_pb2.py
new file mode 100644
index 0000000000000000000000000000000000000000..a44b48c84e1f646b569e0d8a804eb4f86e03ffe6
--- /dev/null
+++ b/.venv/Lib/site-packages/sentencepiece/sentencepiece_pb2.py
@@ -0,0 +1,30 @@
+# -*- coding: utf-8 -*-
+# Generated by the protocol buffer compiler.  DO NOT EDIT!
+# source: sentencepiece.proto
+"""Generated protocol buffer code."""
+from google.protobuf.internal import builder as _builder
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import symbol_database as _symbol_database
+# @@protoc_insertion_point(imports)
+
+_sym_db = _symbol_database.Default()
+
+
+
+
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x13sentencepiece.proto\x12\rsentencepiece\"\xdf\x01\n\x11SentencePieceText\x12\x0c\n\x04text\x18\x01 \x01(\t\x12>\n\x06pieces\x18\x02 \x03(\x0b\x32..sentencepiece.SentencePieceText.SentencePiece\x12\r\n\x05score\x18\x03 \x01(\x02\x1a\x62\n\rSentencePiece\x12\r\n\x05piece\x18\x01 \x01(\t\x12\n\n\x02id\x18\x02 \x01(\r\x12\x0f\n\x07surface\x18\x03 \x01(\t\x12\r\n\x05\x62\x65gin\x18\x04 \x01(\r\x12\x0b\n\x03\x65nd\x18\x05 \x01(\r*\t\x08\xc8\x01\x10\x80\x80\x80\x80\x02*\t\x08\xc8\x01\x10\x80\x80\x80\x80\x02\"J\n\x16NBestSentencePieceText\x12\x30\n\x06nbests\x18\x01 \x03(\x0b\x32 .sentencepiece.SentencePieceTextB\x02H\x03')
+
+_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, globals())
+_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'sentencepiece_pb2', globals())
+if _descriptor._USE_C_DESCRIPTORS == False:
+
+  DESCRIPTOR._options = None
+  DESCRIPTOR._serialized_options = b'H\003'
+  _SENTENCEPIECETEXT._serialized_start=39
+  _SENTENCEPIECETEXT._serialized_end=262
+  _SENTENCEPIECETEXT_SENTENCEPIECE._serialized_start=153
+  _SENTENCEPIECETEXT_SENTENCEPIECE._serialized_end=251
+  _NBESTSENTENCEPIECETEXT._serialized_start=264
+  _NBESTSENTENCEPIECETEXT._serialized_end=338
+# @@protoc_insertion_point(module_scope)
diff --git a/.venv/Lib/site-packages/setuptools/archive_util.py b/.venv/Lib/site-packages/setuptools/archive_util.py
new file mode 100644
index 0000000000000000000000000000000000000000..cd9cf9c08f87c5269b647f22f530dc80483595e6
--- /dev/null
+++ b/.venv/Lib/site-packages/setuptools/archive_util.py
@@ -0,0 +1,219 @@
+"""Utilities for extracting common archive formats"""
+
+import contextlib
+import os
+import posixpath
+import shutil
+import tarfile
+import zipfile
+
+from ._path import ensure_directory
+
+from distutils.errors import DistutilsError
+
+__all__ = [
+    "unpack_archive",
+    "unpack_zipfile",
+    "unpack_tarfile",
+    "default_filter",
+    "UnrecognizedFormat",
+    "extraction_drivers",
+    "unpack_directory",
+]
+
+
+class UnrecognizedFormat(DistutilsError):
+    """Couldn't recognize the archive type"""
+
+
+def default_filter(src, dst):
+    """The default progress/filter callback; returns True for all files"""
+    return dst
+
+
+def unpack_archive(
+    filename, extract_dir, progress_filter=default_filter, drivers=None
+) -> None:
+    """Unpack `filename` to `extract_dir`, or raise ``UnrecognizedFormat``
+
+    `progress_filter` is a function taking two arguments: a source path
+    internal to the archive ('/'-separated), and a filesystem path where it
+    will be extracted.  The callback must return the desired extract path
+    (which may be the same as the one passed in), or else ``None`` to skip
+    that file or directory.  The callback can thus be used to report on the
+    progress of the extraction, as well as to filter the items extracted or
+    alter their extraction paths.
+
+    `drivers`, if supplied, must be a non-empty sequence of functions with the
+    same signature as this function (minus the `drivers` argument), that raise
+    ``UnrecognizedFormat`` if they do not support extracting the designated
+    archive type.  The `drivers` are tried in sequence until one is found that
+    does not raise an error, or until all are exhausted (in which case
+    ``UnrecognizedFormat`` is raised).  If you do not supply a sequence of
+    drivers, the module's ``extraction_drivers`` constant will be used, which
+    means that ``unpack_zipfile`` and ``unpack_tarfile`` will be tried, in that
+    order.
+    """
+    for driver in drivers or extraction_drivers:
+        try:
+            driver(filename, extract_dir, progress_filter)
+        except UnrecognizedFormat:
+            continue
+        else:
+            return
+    else:
+        raise UnrecognizedFormat("Not a recognized archive type: %s" % filename)
+
+
+def unpack_directory(filename, extract_dir, progress_filter=default_filter) -> None:
+    """ "Unpack" a directory, using the same interface as for archives
+
+    Raises ``UnrecognizedFormat`` if `filename` is not a directory
+    """
+    if not os.path.isdir(filename):
+        raise UnrecognizedFormat("%s is not a directory" % filename)
+
+    paths = {
+        filename: ('', extract_dir),
+    }
+    for base, dirs, files in os.walk(filename):
+        src, dst = paths[base]
+        for d in dirs:
+            paths[os.path.join(base, d)] = src + d + '/', os.path.join(dst, d)
+        for f in files:
+            target = os.path.join(dst, f)
+            target = progress_filter(src + f, target)
+            if not target:
+                # skip non-files
+                continue
+            ensure_directory(target)
+            f = os.path.join(base, f)
+            shutil.copyfile(f, target)
+            shutil.copystat(f, target)
+
+
+def unpack_zipfile(filename, extract_dir, progress_filter=default_filter) -> None:
+    """Unpack zip `filename` to `extract_dir`
+
+    Raises ``UnrecognizedFormat`` if `filename` is not a zipfile (as determined
+    by ``zipfile.is_zipfile()``).  See ``unpack_archive()`` for an explanation
+    of the `progress_filter` argument.
+    """
+
+    if not zipfile.is_zipfile(filename):
+        raise UnrecognizedFormat("%s is not a zip file" % (filename,))
+
+    with zipfile.ZipFile(filename) as z:
+        _unpack_zipfile_obj(z, extract_dir, progress_filter)
+
+
+def _unpack_zipfile_obj(zipfile_obj, extract_dir, progress_filter=default_filter):
+    """Internal/private API used by other parts of setuptools.
+    Similar to ``unpack_zipfile``, but receives an already opened :obj:`zipfile.ZipFile`
+    object instead of a filename.
+    """
+    for info in zipfile_obj.infolist():
+        name = info.filename
+
+        # don't extract absolute paths or ones with .. in them
+        if name.startswith('/') or '..' in name.split('/'):
+            continue
+
+        target = os.path.join(extract_dir, *name.split('/'))
+        target = progress_filter(name, target)
+        if not target:
+            continue
+        if name.endswith('/'):
+            # directory
+            ensure_directory(target)
+        else:
+            # file
+            ensure_directory(target)
+            data = zipfile_obj.read(info.filename)
+            with open(target, 'wb') as f:
+                f.write(data)
+        unix_attributes = info.external_attr >> 16
+        if unix_attributes:
+            os.chmod(target, unix_attributes)
+
+
+def _resolve_tar_file_or_dir(tar_obj, tar_member_obj):
+    """Resolve any links and extract link targets as normal files."""
+    while tar_member_obj is not None and (
+        tar_member_obj.islnk() or tar_member_obj.issym()
+    ):
+        linkpath = tar_member_obj.linkname
+        if tar_member_obj.issym():
+            base = posixpath.dirname(tar_member_obj.name)
+            linkpath = posixpath.join(base, linkpath)
+            linkpath = posixpath.normpath(linkpath)
+        tar_member_obj = tar_obj._getmember(linkpath)
+
+    is_file_or_dir = tar_member_obj is not None and (
+        tar_member_obj.isfile() or tar_member_obj.isdir()
+    )
+    if is_file_or_dir:
+        return tar_member_obj
+
+    raise LookupError('Got unknown file type')
+
+
+def _iter_open_tar(tar_obj, extract_dir, progress_filter):
+    """Emit member-destination pairs from a tar archive."""
+    # don't do any chowning!
+    tar_obj.chown = lambda *args: None
+
+    with contextlib.closing(tar_obj):
+        for member in tar_obj:
+            name = member.name
+            # don't extract absolute paths or ones with .. in them
+            if name.startswith('/') or '..' in name.split('/'):
+                continue
+
+            prelim_dst = os.path.join(extract_dir, *name.split('/'))
+
+            try:
+                member = _resolve_tar_file_or_dir(tar_obj, member)
+            except LookupError:
+                continue
+
+            final_dst = progress_filter(name, prelim_dst)
+            if not final_dst:
+                continue
+
+            if final_dst.endswith(os.sep):
+                final_dst = final_dst[:-1]
+
+            yield member, final_dst
+
+
+def unpack_tarfile(filename, extract_dir, progress_filter=default_filter) -> bool:
+    """Unpack tar/tar.gz/tar.bz2 `filename` to `extract_dir`
+
+    Raises ``UnrecognizedFormat`` if `filename` is not a tarfile (as determined
+    by ``tarfile.open()``).  See ``unpack_archive()`` for an explanation
+    of the `progress_filter` argument.
+    """
+    try:
+        tarobj = tarfile.open(filename)
+    except tarfile.TarError as e:
+        raise UnrecognizedFormat(
+            "%s is not a compressed or uncompressed tar file" % (filename,)
+        ) from e
+
+    for member, final_dst in _iter_open_tar(
+        tarobj,
+        extract_dir,
+        progress_filter,
+    ):
+        try:
+            # XXX Ugh
+            tarobj._extract_member(member, final_dst)
+        except tarfile.ExtractError:
+            # chown/chmod/mkfifo/mknode/makedev failed
+            pass
+
+    return True
+
+
+extraction_drivers = unpack_directory, unpack_zipfile, unpack_tarfile
diff --git a/.venv/Lib/site-packages/setuptools/build_meta.py b/.venv/Lib/site-packages/setuptools/build_meta.py
new file mode 100644
index 0000000000000000000000000000000000000000..00fa5e1f7048c8781cfc4838f705e122fd547825
--- /dev/null
+++ b/.venv/Lib/site-packages/setuptools/build_meta.py
@@ -0,0 +1,560 @@
+"""A PEP 517 interface to setuptools
+
+Previously, when a user or a command line tool (let's call it a "frontend")
+needed to make a request of setuptools to take a certain action, for
+example, generating a list of installation requirements, the frontend
+would call "setup.py egg_info" or "setup.py bdist_wheel" on the command line.
+
+PEP 517 defines a different method of interfacing with setuptools. Rather
+than calling "setup.py" directly, the frontend should:
+
+  1. Set the current directory to the directory with a setup.py file
+  2. Import this module into a safe python interpreter (one in which
+     setuptools can potentially set global variables or crash hard).
+  3. Call one of the functions defined in PEP 517.
+
+What each function does is defined in PEP 517. However, here is a "casual"
+definition of the functions (this definition should not be relied on for
+bug reports or API stability):
+
+  - `build_wheel`: build a wheel in the folder and return the basename
+  - `get_requires_for_build_wheel`: get the `setup_requires` to build
+  - `prepare_metadata_for_build_wheel`: get the `install_requires`
+  - `build_sdist`: build an sdist in the folder and return the basename
+  - `get_requires_for_build_sdist`: get the `setup_requires` to build
+
+Again, this is not a formal definition! Just a "taste" of the module.
+"""
+
+from __future__ import annotations
+
+import contextlib
+import io
+import os
+import shlex
+import shutil
+import sys
+import tempfile
+import tokenize
+import warnings
+from collections.abc import Iterable, Iterator, Mapping
+from pathlib import Path
+from typing import TYPE_CHECKING, Union
+
+import setuptools
+
+from . import errors
+from ._path import StrPath, same_path
+from ._reqs import parse_strings
+from .warnings import SetuptoolsDeprecationWarning
+
+import distutils
+from distutils.util import strtobool
+
+if TYPE_CHECKING:
+    from typing_extensions import TypeAlias
+
+__all__ = [
+    'get_requires_for_build_sdist',
+    'get_requires_for_build_wheel',
+    'prepare_metadata_for_build_wheel',
+    'build_wheel',
+    'build_sdist',
+    'get_requires_for_build_editable',
+    'prepare_metadata_for_build_editable',
+    'build_editable',
+    '__legacy__',
+    'SetupRequirementsError',
+]
+
+SETUPTOOLS_ENABLE_FEATURES = os.getenv("SETUPTOOLS_ENABLE_FEATURES", "").lower()
+LEGACY_EDITABLE = "legacy-editable" in SETUPTOOLS_ENABLE_FEATURES.replace("_", "-")
+
+
+class SetupRequirementsError(BaseException):
+    def __init__(self, specifiers) -> None:
+        self.specifiers = specifiers
+
+
+class Distribution(setuptools.dist.Distribution):
+    def fetch_build_eggs(self, specifiers):
+        specifier_list = list(parse_strings(specifiers))
+
+        raise SetupRequirementsError(specifier_list)
+
+    @classmethod
+    @contextlib.contextmanager
+    def patch(cls):
+        """
+        Replace
+        distutils.dist.Distribution with this class
+        for the duration of this context.
+        """
+        orig = distutils.core.Distribution
+        distutils.core.Distribution = cls  # type: ignore[misc] # monkeypatching
+        try:
+            yield
+        finally:
+            distutils.core.Distribution = orig  # type: ignore[misc] # monkeypatching
+
+
+@contextlib.contextmanager
+def no_install_setup_requires():
+    """Temporarily disable installing setup_requires
+
+    Under PEP 517, the backend reports build dependencies to the frontend,
+    and the frontend is responsible for ensuring they're installed.
+    So setuptools (acting as a backend) should not try to install them.
+    """
+    orig = setuptools._install_setup_requires
+    setuptools._install_setup_requires = lambda attrs: None
+    try:
+        yield
+    finally:
+        setuptools._install_setup_requires = orig
+
+
+def _get_immediate_subdirectories(a_dir):
+    return [
+        name for name in os.listdir(a_dir) if os.path.isdir(os.path.join(a_dir, name))
+    ]
+
+
+def _file_with_extension(directory: StrPath, extension: str | tuple[str, ...]):
+    matching = (f for f in os.listdir(directory) if f.endswith(extension))
+    try:
+        (file,) = matching
+    except ValueError:
+        raise ValueError(
+            'No distribution was found. Ensure that `setup.py` '
+            'is not empty and that it calls `setup()`.'
+        ) from None
+    return file
+
+
+def _open_setup_script(setup_script):
+    if not os.path.exists(setup_script):
+        # Supply a default setup.py
+        return io.StringIO("from setuptools import setup; setup()")
+
+    return tokenize.open(setup_script)
+
+
+@contextlib.contextmanager
+def suppress_known_deprecation():
+    with warnings.catch_warnings():
+        warnings.filterwarnings('ignore', 'setup.py install is deprecated')
+        yield
+
+
+_ConfigSettings: TypeAlias = Union[Mapping[str, Union[str, list[str], None]], None]
+"""
+Currently the user can run::
+
+    pip install -e . --config-settings key=value
+    python -m build -C--key=value -C key=value
+
+- pip will pass both key and value as strings and overwriting repeated keys
+  (pypa/pip#11059).
+- build will accumulate values associated with repeated keys in a list.
+  It will also accept keys with no associated value.
+  This means that an option passed by build can be ``str | list[str] | None``.
+- PEP 517 specifies that ``config_settings`` is an optional dict.
+"""
+
+
+class _ConfigSettingsTranslator:
+    """Translate ``config_settings`` into distutils-style command arguments.
+    Only a limited number of options is currently supported.
+    """
+
+    # See pypa/setuptools#1928 pypa/setuptools#2491
+
+    def _get_config(self, key: str, config_settings: _ConfigSettings) -> list[str]:
+        """
+        Get the value of a specific key in ``config_settings`` as a list of strings.
+
+        >>> fn = _ConfigSettingsTranslator()._get_config
+        >>> fn("--global-option", None)
+        []
+        >>> fn("--global-option", {})
+        []
+        >>> fn("--global-option", {'--global-option': 'foo'})
+        ['foo']
+        >>> fn("--global-option", {'--global-option': ['foo']})
+        ['foo']
+        >>> fn("--global-option", {'--global-option': 'foo'})
+        ['foo']
+        >>> fn("--global-option", {'--global-option': 'foo bar'})
+        ['foo', 'bar']
+        """
+        cfg = config_settings or {}
+        opts = cfg.get(key) or []
+        return shlex.split(opts) if isinstance(opts, str) else opts
+
+    def _global_args(self, config_settings: _ConfigSettings) -> Iterator[str]:
+        """
+        Let the user specify ``verbose`` or ``quiet`` + escape hatch via
+        ``--global-option``.
+        Note: ``-v``, ``-vv``, ``-vvv`` have similar effects in setuptools,
+        so we just have to cover the basic scenario ``-v``.
+
+        >>> fn = _ConfigSettingsTranslator()._global_args
+        >>> list(fn(None))
+        []
+        >>> list(fn({"verbose": "False"}))
+        ['-q']
+        >>> list(fn({"verbose": "1"}))
+        ['-v']
+        >>> list(fn({"--verbose": None}))
+        ['-v']
+        >>> list(fn({"verbose": "true", "--global-option": "-q --no-user-cfg"}))
+        ['-v', '-q', '--no-user-cfg']
+        >>> list(fn({"--quiet": None}))
+        ['-q']
+        """
+        cfg = config_settings or {}
+        falsey = {"false", "no", "0", "off"}
+        if "verbose" in cfg or "--verbose" in cfg:
+            level = str(cfg.get("verbose") or cfg.get("--verbose") or "1")
+            yield ("-q" if level.lower() in falsey else "-v")
+        if "quiet" in cfg or "--quiet" in cfg:
+            level = str(cfg.get("quiet") or cfg.get("--quiet") or "1")
+            yield ("-v" if level.lower() in falsey else "-q")
+
+        yield from self._get_config("--global-option", config_settings)
+
+    def __dist_info_args(self, config_settings: _ConfigSettings) -> Iterator[str]:
+        """
+        The ``dist_info`` command accepts ``tag-date`` and ``tag-build``.
+
+        .. warning::
+           We cannot use this yet as it requires the ``sdist`` and ``bdist_wheel``
+           commands run in ``build_sdist`` and ``build_wheel`` to reuse the egg-info
+           directory created in ``prepare_metadata_for_build_wheel``.
+
+        >>> fn = _ConfigSettingsTranslator()._ConfigSettingsTranslator__dist_info_args
+        >>> list(fn(None))
+        []
+        >>> list(fn({"tag-date": "False"}))
+        ['--no-date']
+        >>> list(fn({"tag-date": None}))
+        ['--no-date']
+        >>> list(fn({"tag-date": "true", "tag-build": ".a"}))
+        ['--tag-date', '--tag-build', '.a']
+        """
+        cfg = config_settings or {}
+        if "tag-date" in cfg:
+            val = strtobool(str(cfg["tag-date"] or "false"))
+            yield ("--tag-date" if val else "--no-date")
+        if "tag-build" in cfg:
+            yield from ["--tag-build", str(cfg["tag-build"])]
+
+    def _editable_args(self, config_settings: _ConfigSettings) -> Iterator[str]:
+        """
+        The ``editable_wheel`` command accepts ``editable-mode=strict``.
+
+        >>> fn = _ConfigSettingsTranslator()._editable_args
+        >>> list(fn(None))
+        []
+        >>> list(fn({"editable-mode": "strict"}))
+        ['--mode', 'strict']
+        """
+        cfg = config_settings or {}
+        mode = cfg.get("editable-mode") or cfg.get("editable_mode")
+        if not mode:
+            return
+        yield from ["--mode", str(mode)]
+
+    def _arbitrary_args(self, config_settings: _ConfigSettings) -> Iterator[str]:
+        """
+        Users may expect to pass arbitrary lists of arguments to a command
+        via "--global-option" (example provided in PEP 517 of a "escape hatch").
+
+        >>> fn = _ConfigSettingsTranslator()._arbitrary_args
+        >>> list(fn(None))
+        []
+        >>> list(fn({}))
+        []
+        >>> list(fn({'--build-option': 'foo'}))
+        ['foo']
+        >>> list(fn({'--build-option': ['foo']}))
+        ['foo']
+        >>> list(fn({'--build-option': 'foo'}))
+        ['foo']
+        >>> list(fn({'--build-option': 'foo bar'}))
+        ['foo', 'bar']
+        >>> list(fn({'--global-option': 'foo'}))
+        []
+        """
+        yield from self._get_config("--build-option", config_settings)
+
+
+class _BuildMetaBackend(_ConfigSettingsTranslator):
+    def _get_build_requires(
+        self, config_settings: _ConfigSettings, requirements: list[str]
+    ):
+        sys.argv = [
+            *sys.argv[:1],
+            *self._global_args(config_settings),
+            "egg_info",
+        ]
+        try:
+            with Distribution.patch():
+                self.run_setup()
+        except SetupRequirementsError as e:
+            requirements += e.specifiers
+
+        return requirements
+
+    def run_setup(self, setup_script: str = 'setup.py'):
+        # Note that we can reuse our build directory between calls
+        # Correctness comes first, then optimization later
+        __file__ = os.path.abspath(setup_script)
+        __name__ = '__main__'
+
+        with _open_setup_script(__file__) as f:
+            code = f.read().replace(r'\r\n', r'\n')
+
+        try:
+            exec(code, locals())
+        except SystemExit as e:
+            if e.code:
+                raise
+            # We ignore exit code indicating success
+            SetuptoolsDeprecationWarning.emit(
+                "Running `setup.py` directly as CLI tool is deprecated.",
+                "Please avoid using `sys.exit(0)` or similar statements "
+                "that don't fit in the paradigm of a configuration file.",
+                see_url="https://blog.ganssle.io/articles/2021/10/"
+                "setup-py-deprecated.html",
+            )
+
+    def get_requires_for_build_wheel(self, config_settings: _ConfigSettings = None):
+        return self._get_build_requires(config_settings, requirements=[])
+
+    def get_requires_for_build_sdist(self, config_settings: _ConfigSettings = None):
+        return self._get_build_requires(config_settings, requirements=[])
+
+    def _bubble_up_info_directory(
+        self, metadata_directory: StrPath, suffix: str
+    ) -> str:
+        """
+        PEP 517 requires that the .dist-info directory be placed in the
+        metadata_directory. To comply, we MUST copy the directory to the root.
+
+        Returns the basename of the info directory, e.g. `proj-0.0.0.dist-info`.
+        """
+        info_dir = self._find_info_directory(metadata_directory, suffix)
+        if not same_path(info_dir.parent, metadata_directory):
+            shutil.move(str(info_dir), metadata_directory)
+            # PEP 517 allow other files and dirs to exist in metadata_directory
+        return info_dir.name
+
+    def _find_info_directory(self, metadata_directory: StrPath, suffix: str) -> Path:
+        for parent, dirs, _ in os.walk(metadata_directory):
+            candidates = [f for f in dirs if f.endswith(suffix)]
+
+            if len(candidates) != 0 or len(dirs) != 1:
+                assert len(candidates) == 1, f"Multiple {suffix} directories found"
+                return Path(parent, candidates[0])
+
+        msg = f"No {suffix} directory found in {metadata_directory}"
+        raise errors.InternalError(msg)
+
+    def prepare_metadata_for_build_wheel(
+        self, metadata_directory: StrPath, config_settings: _ConfigSettings = None
+    ):
+        sys.argv = [
+            *sys.argv[:1],
+            *self._global_args(config_settings),
+            "dist_info",
+            "--output-dir",
+            str(metadata_directory),
+            "--keep-egg-info",
+        ]
+        with no_install_setup_requires():
+            self.run_setup()
+
+        self._bubble_up_info_directory(metadata_directory, ".egg-info")
+        return self._bubble_up_info_directory(metadata_directory, ".dist-info")
+
+    def _build_with_temp_dir(
+        self,
+        setup_command: Iterable[str],
+        result_extension: str | tuple[str, ...],
+        result_directory: StrPath,
+        config_settings: _ConfigSettings,
+        arbitrary_args: Iterable[str] = (),
+    ):
+        result_directory = os.path.abspath(result_directory)
+
+        # Build in a temporary directory, then copy to the target.
+        os.makedirs(result_directory, exist_ok=True)
+
+        with tempfile.TemporaryDirectory(
+            prefix=".tmp-", dir=result_directory
+        ) as tmp_dist_dir:
+            sys.argv = [
+                *sys.argv[:1],
+                *self._global_args(config_settings),
+                *setup_command,
+                "--dist-dir",
+                tmp_dist_dir,
+                *arbitrary_args,
+            ]
+            with no_install_setup_requires():
+                self.run_setup()
+
+            result_basename = _file_with_extension(tmp_dist_dir, result_extension)
+            result_path = os.path.join(result_directory, result_basename)
+            if os.path.exists(result_path):
+                # os.rename will fail overwriting on non-Unix.
+                os.remove(result_path)
+            os.rename(os.path.join(tmp_dist_dir, result_basename), result_path)
+
+        return result_basename
+
+    def build_wheel(
+        self,
+        wheel_directory: StrPath,
+        config_settings: _ConfigSettings = None,
+        metadata_directory: StrPath | None = None,
+    ):
+        def _build(cmd: list[str]):
+            with suppress_known_deprecation():
+                return self._build_with_temp_dir(
+                    cmd,
+                    '.whl',
+                    wheel_directory,
+                    config_settings,
+                    self._arbitrary_args(config_settings),
+                )
+
+        if metadata_directory is None:
+            return _build(['bdist_wheel'])
+
+        try:
+            return _build(['bdist_wheel', '--dist-info-dir', str(metadata_directory)])
+        except SystemExit as ex:  # pragma: nocover
+            # pypa/setuptools#4683
+            if "--dist-info-dir not recognized" not in str(ex):
+                raise
+            _IncompatibleBdistWheel.emit()
+            return _build(['bdist_wheel'])
+
+    def build_sdist(
+        self, sdist_directory: StrPath, config_settings: _ConfigSettings = None
+    ):
+        return self._build_with_temp_dir(
+            ['sdist', '--formats', 'gztar'], '.tar.gz', sdist_directory, config_settings
+        )
+
+    def _get_dist_info_dir(self, metadata_directory: StrPath | None) -> str | None:
+        if not metadata_directory:
+            return None
+        dist_info_candidates = list(Path(metadata_directory).glob("*.dist-info"))
+        assert len(dist_info_candidates) <= 1
+        return str(dist_info_candidates[0]) if dist_info_candidates else None
+
+    if not LEGACY_EDITABLE:
+        # PEP660 hooks:
+        # build_editable
+        # get_requires_for_build_editable
+        # prepare_metadata_for_build_editable
+        def build_editable(
+            self,
+            wheel_directory: StrPath,
+            config_settings: _ConfigSettings = None,
+            metadata_directory: StrPath | None = None,
+        ):
+            # XXX can or should we hide our editable_wheel command normally?
+            info_dir = self._get_dist_info_dir(metadata_directory)
+            opts = ["--dist-info-dir", info_dir] if info_dir else []
+            cmd = ["editable_wheel", *opts, *self._editable_args(config_settings)]
+            with suppress_known_deprecation():
+                return self._build_with_temp_dir(
+                    cmd, ".whl", wheel_directory, config_settings
+                )
+
+        def get_requires_for_build_editable(
+            self, config_settings: _ConfigSettings = None
+        ):
+            return self.get_requires_for_build_wheel(config_settings)
+
+        def prepare_metadata_for_build_editable(
+            self, metadata_directory: StrPath, config_settings: _ConfigSettings = None
+        ):
+            return self.prepare_metadata_for_build_wheel(
+                metadata_directory, config_settings
+            )
+
+
+class _BuildMetaLegacyBackend(_BuildMetaBackend):
+    """Compatibility backend for setuptools
+
+    This is a version of setuptools.build_meta that endeavors
+    to maintain backwards
+    compatibility with pre-PEP 517 modes of invocation. It
+    exists as a temporary
+    bridge between the old packaging mechanism and the new
+    packaging mechanism,
+    and will eventually be removed.
+    """
+
+    def run_setup(self, setup_script: str = 'setup.py'):
+        # In order to maintain compatibility with scripts assuming that
+        # the setup.py script is in a directory on the PYTHONPATH, inject
+        # '' into sys.path. (pypa/setuptools#1642)
+        sys_path = list(sys.path)  # Save the original path
+
+        script_dir = os.path.dirname(os.path.abspath(setup_script))
+        if script_dir not in sys.path:
+            sys.path.insert(0, script_dir)
+
+        # Some setup.py scripts (e.g. in pygame and numpy) use sys.argv[0] to
+        # get the directory of the source code. They expect it to refer to the
+        # setup.py script.
+        sys_argv_0 = sys.argv[0]
+        sys.argv[0] = setup_script
+
+        try:
+            super().run_setup(setup_script=setup_script)
+        finally:
+            # While PEP 517 frontends should be calling each hook in a fresh
+            # subprocess according to the standard (and thus it should not be
+            # strictly necessary to restore the old sys.path), we'll restore
+            # the original path so that the path manipulation does not persist
+            # within the hook after run_setup is called.
+            sys.path[:] = sys_path
+            sys.argv[0] = sys_argv_0
+
+
+class _IncompatibleBdistWheel(SetuptoolsDeprecationWarning):
+    _SUMMARY = "wheel.bdist_wheel is deprecated, please import it from setuptools"
+    _DETAILS = """
+    Ensure that any custom bdist_wheel implementation is a subclass of
+    setuptools.command.bdist_wheel.bdist_wheel.
+    """
+    _DUE_DATE = (2025, 10, 15)
+    # Initially introduced in 2024/10/15, but maybe too disruptive to be enforced?
+    _SEE_URL = "https://github.com/pypa/wheel/pull/631"
+
+
+# The primary backend
+_BACKEND = _BuildMetaBackend()
+
+get_requires_for_build_wheel = _BACKEND.get_requires_for_build_wheel
+get_requires_for_build_sdist = _BACKEND.get_requires_for_build_sdist
+prepare_metadata_for_build_wheel = _BACKEND.prepare_metadata_for_build_wheel
+build_wheel = _BACKEND.build_wheel
+build_sdist = _BACKEND.build_sdist
+
+if not LEGACY_EDITABLE:
+    get_requires_for_build_editable = _BACKEND.get_requires_for_build_editable
+    prepare_metadata_for_build_editable = _BACKEND.prepare_metadata_for_build_editable
+    build_editable = _BACKEND.build_editable
+
+
+# The legacy backend
+__legacy__ = _BuildMetaLegacyBackend()
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diff --git a/.venv/Lib/site-packages/setuptools/depends.py b/.venv/Lib/site-packages/setuptools/depends.py
new file mode 100644
index 0000000000000000000000000000000000000000..1be71857a5cb9253d70dea0f00e08f191471d109
--- /dev/null
+++ b/.venv/Lib/site-packages/setuptools/depends.py
@@ -0,0 +1,185 @@
+from __future__ import annotations
+
+import contextlib
+import dis
+import marshal
+import sys
+from types import CodeType
+from typing import Any, Literal, TypeVar
+
+from packaging.version import Version
+
+from . import _imp
+from ._imp import PY_COMPILED, PY_FROZEN, PY_SOURCE, find_module
+
+_T = TypeVar("_T")
+
+__all__ = ['Require', 'find_module']
+
+
+class Require:
+    """A prerequisite to building or installing a distribution"""
+
+    def __init__(
+        self,
+        name,
+        requested_version,
+        module,
+        homepage: str = '',
+        attribute=None,
+        format=None,
+    ) -> None:
+        if format is None and requested_version is not None:
+            format = Version
+
+        if format is not None:
+            requested_version = format(requested_version)
+            if attribute is None:
+                attribute = '__version__'
+
+        self.__dict__.update(locals())
+        del self.self
+
+    def full_name(self):
+        """Return full package/distribution name, w/version"""
+        if self.requested_version is not None:
+            return '%s-%s' % (self.name, self.requested_version)
+        return self.name
+
+    def version_ok(self, version):
+        """Is 'version' sufficiently up-to-date?"""
+        return (
+            self.attribute is None
+            or self.format is None
+            or str(version) != "unknown"
+            and self.format(version) >= self.requested_version
+        )
+
+    def get_version(
+        self, paths=None, default: _T | Literal["unknown"] = "unknown"
+    ) -> _T | Literal["unknown"] | None | Any:
+        """Get version number of installed module, 'None', or 'default'
+
+        Search 'paths' for module.  If not found, return 'None'.  If found,
+        return the extracted version attribute, or 'default' if no version
+        attribute was specified, or the value cannot be determined without
+        importing the module.  The version is formatted according to the
+        requirement's version format (if any), unless it is 'None' or the
+        supplied 'default'.
+        """
+
+        if self.attribute is None:
+            try:
+                f, _p, _i = find_module(self.module, paths)
+            except ImportError:
+                return None
+            if f:
+                f.close()
+            return default
+
+        v = get_module_constant(self.module, self.attribute, default, paths)
+
+        if v is not None and v is not default and self.format is not None:
+            return self.format(v)
+
+        return v
+
+    def is_present(self, paths=None):
+        """Return true if dependency is present on 'paths'"""
+        return self.get_version(paths) is not None
+
+    def is_current(self, paths=None):
+        """Return true if dependency is present and up-to-date on 'paths'"""
+        version = self.get_version(paths)
+        if version is None:
+            return False
+        return self.version_ok(str(version))
+
+
+def maybe_close(f):
+    @contextlib.contextmanager
+    def empty():
+        yield
+        return
+
+    if not f:
+        return empty()
+
+    return contextlib.closing(f)
+
+
+# Some objects are not available on some platforms.
+# XXX it'd be better to test assertions about bytecode instead.
+if not sys.platform.startswith('java') and sys.platform != 'cli':
+
+    def get_module_constant(
+        module, symbol, default: _T | int = -1, paths=None
+    ) -> _T | int | None | Any:
+        """Find 'module' by searching 'paths', and extract 'symbol'
+
+        Return 'None' if 'module' does not exist on 'paths', or it does not define
+        'symbol'.  If the module defines 'symbol' as a constant, return the
+        constant.  Otherwise, return 'default'."""
+
+        try:
+            f, path, (_suffix, _mode, kind) = info = find_module(module, paths)
+        except ImportError:
+            # Module doesn't exist
+            return None
+
+        with maybe_close(f):
+            if kind == PY_COMPILED:
+                f.read(8)  # skip magic & date
+                code = marshal.load(f)
+            elif kind == PY_FROZEN:
+                code = _imp.get_frozen_object(module, paths)
+            elif kind == PY_SOURCE:
+                code = compile(f.read(), path, 'exec')
+            else:
+                # Not something we can parse; we'll have to import it.  :(
+                imported = _imp.get_module(module, paths, info)
+                return getattr(imported, symbol, None)
+
+        return extract_constant(code, symbol, default)
+
+    def extract_constant(
+        code: CodeType, symbol: str, default: _T | int = -1
+    ) -> _T | int | None | Any:
+        """Extract the constant value of 'symbol' from 'code'
+
+        If the name 'symbol' is bound to a constant value by the Python code
+        object 'code', return that value.  If 'symbol' is bound to an expression,
+        return 'default'.  Otherwise, return 'None'.
+
+        Return value is based on the first assignment to 'symbol'.  'symbol' must
+        be a global, or at least a non-"fast" local in the code block.  That is,
+        only 'STORE_NAME' and 'STORE_GLOBAL' opcodes are checked, and 'symbol'
+        must be present in 'code.co_names'.
+        """
+        if symbol not in code.co_names:
+            # name's not there, can't possibly be an assignment
+            return None
+
+        name_idx = list(code.co_names).index(symbol)
+
+        STORE_NAME = dis.opmap['STORE_NAME']
+        STORE_GLOBAL = dis.opmap['STORE_GLOBAL']
+        LOAD_CONST = dis.opmap['LOAD_CONST']
+
+        const = default
+
+        for byte_code in dis.Bytecode(code):
+            op = byte_code.opcode
+            arg = byte_code.arg
+
+            if op == LOAD_CONST:
+                assert arg is not None
+                const = code.co_consts[arg]
+            elif arg == name_idx and (op == STORE_NAME or op == STORE_GLOBAL):
+                return const
+            else:
+                const = default
+
+        return None
+
+    __all__ += ['get_module_constant', 'extract_constant']
diff --git a/.venv/Lib/site-packages/setuptools/discovery.py b/.venv/Lib/site-packages/setuptools/discovery.py
new file mode 100644
index 0000000000000000000000000000000000000000..c88839918562bad12f1a2e72309f1eacfe23349c
--- /dev/null
+++ b/.venv/Lib/site-packages/setuptools/discovery.py
@@ -0,0 +1,614 @@
+"""Automatic discovery of Python modules and packages (for inclusion in the
+distribution) and other config values.
+
+For the purposes of this module, the following nomenclature is used:
+
+- "src-layout": a directory representing a Python project that contains a "src"
+  folder. Everything under the "src" folder is meant to be included in the
+  distribution when packaging the project. Example::
+
+    .
+    ├── tox.ini
+    ├── pyproject.toml
+    └── src/
+        └── mypkg/
+            ├── __init__.py
+            ├── mymodule.py
+            └── my_data_file.txt
+
+- "flat-layout": a Python project that does not use "src-layout" but instead
+  have a directory under the project root for each package::
+
+    .
+    ├── tox.ini
+    ├── pyproject.toml
+    └── mypkg/
+        ├── __init__.py
+        ├── mymodule.py
+        └── my_data_file.txt
+
+- "single-module": a project that contains a single Python script direct under
+  the project root (no directory used)::
+
+    .
+    ├── tox.ini
+    ├── pyproject.toml
+    └── mymodule.py
+
+"""
+
+from __future__ import annotations
+
+import itertools
+import os
+from collections.abc import Iterable, Iterator, Mapping
+from fnmatch import fnmatchcase
+from glob import glob
+from pathlib import Path
+from typing import TYPE_CHECKING, ClassVar
+
+import _distutils_hack.override  # noqa: F401
+
+from ._path import StrPath
+
+from distutils import log
+from distutils.util import convert_path
+
+if TYPE_CHECKING:
+    from setuptools import Distribution
+
+chain_iter = itertools.chain.from_iterable
+
+
+def _valid_name(path: StrPath) -> bool:
+    # Ignore invalid names that cannot be imported directly
+    return os.path.basename(path).isidentifier()
+
+
+class _Filter:
+    """
+    Given a list of patterns, create a callable that will be true only if
+    the input matches at least one of the patterns.
+    """
+
+    def __init__(self, *patterns: str) -> None:
+        self._patterns = dict.fromkeys(patterns)
+
+    def __call__(self, item: str) -> bool:
+        return any(fnmatchcase(item, pat) for pat in self._patterns)
+
+    def __contains__(self, item: str) -> bool:
+        return item in self._patterns
+
+
+class _Finder:
+    """Base class that exposes functionality for module/package finders"""
+
+    ALWAYS_EXCLUDE: ClassVar[tuple[str, ...]] = ()
+    DEFAULT_EXCLUDE: ClassVar[tuple[str, ...]] = ()
+
+    @classmethod
+    def find(
+        cls,
+        where: StrPath = '.',
+        exclude: Iterable[str] = (),
+        include: Iterable[str] = ('*',),
+    ) -> list[str]:
+        """Return a list of all Python items (packages or modules, depending on
+        the finder implementation) found within directory 'where'.
+
+        'where' is the root directory which will be searched.
+        It should be supplied as a "cross-platform" (i.e. URL-style) path;
+        it will be converted to the appropriate local path syntax.
+
+        'exclude' is a sequence of names to exclude; '*' can be used
+        as a wildcard in the names.
+        When finding packages, 'foo.*' will exclude all subpackages of 'foo'
+        (but not 'foo' itself).
+
+        'include' is a sequence of names to include.
+        If it's specified, only the named items will be included.
+        If it's not specified, all found items will be included.
+        'include' can contain shell style wildcard patterns just like
+        'exclude'.
+        """
+
+        exclude = exclude or cls.DEFAULT_EXCLUDE
+        return list(
+            cls._find_iter(
+                convert_path(str(where)),
+                _Filter(*cls.ALWAYS_EXCLUDE, *exclude),
+                _Filter(*include),
+            )
+        )
+
+    @classmethod
+    def _find_iter(
+        cls, where: StrPath, exclude: _Filter, include: _Filter
+    ) -> Iterator[str]:
+        raise NotImplementedError
+
+
+class PackageFinder(_Finder):
+    """
+    Generate a list of all Python packages found within a directory
+    """
+
+    ALWAYS_EXCLUDE = ("ez_setup", "*__pycache__")
+
+    @classmethod
+    def _find_iter(
+        cls, where: StrPath, exclude: _Filter, include: _Filter
+    ) -> Iterator[str]:
+        """
+        All the packages found in 'where' that pass the 'include' filter, but
+        not the 'exclude' filter.
+        """
+        for root, dirs, files in os.walk(str(where), followlinks=True):
+            # Copy dirs to iterate over it, then empty dirs.
+            all_dirs = dirs[:]
+            dirs[:] = []
+
+            for dir in all_dirs:
+                full_path = os.path.join(root, dir)
+                rel_path = os.path.relpath(full_path, where)
+                package = rel_path.replace(os.path.sep, '.')
+
+                # Skip directory trees that are not valid packages
+                if '.' in dir or not cls._looks_like_package(full_path, package):
+                    continue
+
+                # Should this package be included?
+                if include(package) and not exclude(package):
+                    yield package
+
+                # Early pruning if there is nothing else to be scanned
+                if f"{package}*" in exclude or f"{package}.*" in exclude:
+                    continue
+
+                # Keep searching subdirectories, as there may be more packages
+                # down there, even if the parent was excluded.
+                dirs.append(dir)
+
+    @staticmethod
+    def _looks_like_package(path: StrPath, _package_name: str) -> bool:
+        """Does a directory look like a package?"""
+        return os.path.isfile(os.path.join(path, '__init__.py'))
+
+
+class PEP420PackageFinder(PackageFinder):
+    @staticmethod
+    def _looks_like_package(_path: StrPath, _package_name: str) -> bool:
+        return True
+
+
+class ModuleFinder(_Finder):
+    """Find isolated Python modules.
+    This function will **not** recurse subdirectories.
+    """
+
+    @classmethod
+    def _find_iter(
+        cls, where: StrPath, exclude: _Filter, include: _Filter
+    ) -> Iterator[str]:
+        for file in glob(os.path.join(where, "*.py")):
+            module, _ext = os.path.splitext(os.path.basename(file))
+
+            if not cls._looks_like_module(module):
+                continue
+
+            if include(module) and not exclude(module):
+                yield module
+
+    _looks_like_module = staticmethod(_valid_name)
+
+
+# We have to be extra careful in the case of flat layout to not include files
+# and directories not meant for distribution (e.g. tool-related)
+
+
+class FlatLayoutPackageFinder(PEP420PackageFinder):
+    _EXCLUDE = (
+        "ci",
+        "bin",
+        "debian",
+        "doc",
+        "docs",
+        "documentation",
+        "manpages",
+        "news",
+        "newsfragments",
+        "changelog",
+        "test",
+        "tests",
+        "unit_test",
+        "unit_tests",
+        "example",
+        "examples",
+        "scripts",
+        "tools",
+        "util",
+        "utils",
+        "python",
+        "build",
+        "dist",
+        "venv",
+        "env",
+        "requirements",
+        # ---- Task runners / Build tools ----
+        "tasks",  # invoke
+        "fabfile",  # fabric
+        "site_scons",  # SCons
+        # ---- Other tools ----
+        "benchmark",
+        "benchmarks",
+        "exercise",
+        "exercises",
+        "htmlcov",  # Coverage.py
+        # ---- Hidden directories/Private packages ----
+        "[._]*",
+    )
+
+    DEFAULT_EXCLUDE = tuple(chain_iter((p, f"{p}.*") for p in _EXCLUDE))
+    """Reserved package names"""
+
+    @staticmethod
+    def _looks_like_package(_path: StrPath, package_name: str) -> bool:
+        names = package_name.split('.')
+        # Consider PEP 561
+        root_pkg_is_valid = names[0].isidentifier() or names[0].endswith("-stubs")
+        return root_pkg_is_valid and all(name.isidentifier() for name in names[1:])
+
+
+class FlatLayoutModuleFinder(ModuleFinder):
+    DEFAULT_EXCLUDE = (
+        "setup",
+        "conftest",
+        "test",
+        "tests",
+        "example",
+        "examples",
+        "build",
+        # ---- Task runners ----
+        "toxfile",
+        "noxfile",
+        "pavement",
+        "dodo",
+        "tasks",
+        "fabfile",
+        # ---- Other tools ----
+        "[Ss][Cc]onstruct",  # SCons
+        "conanfile",  # Connan: C/C++ build tool
+        "manage",  # Django
+        "benchmark",
+        "benchmarks",
+        "exercise",
+        "exercises",
+        # ---- Hidden files/Private modules ----
+        "[._]*",
+    )
+    """Reserved top-level module names"""
+
+
+def _find_packages_within(root_pkg: str, pkg_dir: StrPath) -> list[str]:
+    nested = PEP420PackageFinder.find(pkg_dir)
+    return [root_pkg] + [".".join((root_pkg, n)) for n in nested]
+
+
+class ConfigDiscovery:
+    """Fill-in metadata and options that can be automatically derived
+    (from other metadata/options, the file system or conventions)
+    """
+
+    def __init__(self, distribution: Distribution) -> None:
+        self.dist = distribution
+        self._called = False
+        self._disabled = False
+        self._skip_ext_modules = False
+
+    def _disable(self):
+        """Internal API to disable automatic discovery"""
+        self._disabled = True
+
+    def _ignore_ext_modules(self):
+        """Internal API to disregard ext_modules.
+
+        Normally auto-discovery would not be triggered if ``ext_modules`` are set
+        (this is done for backward compatibility with existing packages relying on
+        ``setup.py`` or ``setup.cfg``). However, ``setuptools`` can call this function
+        to ignore given ``ext_modules`` and proceed with the auto-discovery if
+        ``packages`` and ``py_modules`` are not given (e.g. when using pyproject.toml
+        metadata).
+        """
+        self._skip_ext_modules = True
+
+    @property
+    def _root_dir(self) -> StrPath:
+        # The best is to wait until `src_root` is set in dist, before using _root_dir.
+        return self.dist.src_root or os.curdir
+
+    @property
+    def _package_dir(self) -> dict[str, str]:
+        if self.dist.package_dir is None:
+            return {}
+        return self.dist.package_dir
+
+    def __call__(
+        self, force: bool = False, name: bool = True, ignore_ext_modules: bool = False
+    ):
+        """Automatically discover missing configuration fields
+        and modifies the given ``distribution`` object in-place.
+
+        Note that by default this will only have an effect the first time the
+        ``ConfigDiscovery`` object is called.
+
+        To repeatedly invoke automatic discovery (e.g. when the project
+        directory changes), please use ``force=True`` (or create a new
+        ``ConfigDiscovery`` instance).
+        """
+        if force is False and (self._called or self._disabled):
+            # Avoid overhead of multiple calls
+            return
+
+        self._analyse_package_layout(ignore_ext_modules)
+        if name:
+            self.analyse_name()  # depends on ``packages`` and ``py_modules``
+
+        self._called = True
+
+    def _explicitly_specified(self, ignore_ext_modules: bool) -> bool:
+        """``True`` if the user has specified some form of package/module listing"""
+        ignore_ext_modules = ignore_ext_modules or self._skip_ext_modules
+        ext_modules = not (self.dist.ext_modules is None or ignore_ext_modules)
+        return (
+            self.dist.packages is not None
+            or self.dist.py_modules is not None
+            or ext_modules
+            or hasattr(self.dist, "configuration")
+            and self.dist.configuration
+            # ^ Some projects use numpy.distutils.misc_util.Configuration
+        )
+
+    def _analyse_package_layout(self, ignore_ext_modules: bool) -> bool:
+        if self._explicitly_specified(ignore_ext_modules):
+            # For backward compatibility, just try to find modules/packages
+            # when nothing is given
+            return True
+
+        log.debug(
+            "No `packages` or `py_modules` configuration, performing "
+            "automatic discovery."
+        )
+
+        return (
+            self._analyse_explicit_layout()
+            or self._analyse_src_layout()
+            # flat-layout is the trickiest for discovery so it should be last
+            or self._analyse_flat_layout()
+        )
+
+    def _analyse_explicit_layout(self) -> bool:
+        """The user can explicitly give a package layout via ``package_dir``"""
+        package_dir = self._package_dir.copy()  # don't modify directly
+        package_dir.pop("", None)  # This falls under the "src-layout" umbrella
+        root_dir = self._root_dir
+
+        if not package_dir:
+            return False
+
+        log.debug(f"`explicit-layout` detected -- analysing {package_dir}")
+        pkgs = chain_iter(
+            _find_packages_within(pkg, os.path.join(root_dir, parent_dir))
+            for pkg, parent_dir in package_dir.items()
+        )
+        self.dist.packages = list(pkgs)
+        log.debug(f"discovered packages -- {self.dist.packages}")
+        return True
+
+    def _analyse_src_layout(self) -> bool:
+        """Try to find all packages or modules under the ``src`` directory
+        (or anything pointed by ``package_dir[""]``).
+
+        The "src-layout" is relatively safe for automatic discovery.
+        We assume that everything within is meant to be included in the
+        distribution.
+
+        If ``package_dir[""]`` is not given, but the ``src`` directory exists,
+        this function will set ``package_dir[""] = "src"``.
+        """
+        package_dir = self._package_dir
+        src_dir = os.path.join(self._root_dir, package_dir.get("", "src"))
+        if not os.path.isdir(src_dir):
+            return False
+
+        log.debug(f"`src-layout` detected -- analysing {src_dir}")
+        package_dir.setdefault("", os.path.basename(src_dir))
+        self.dist.package_dir = package_dir  # persist eventual modifications
+        self.dist.packages = PEP420PackageFinder.find(src_dir)
+        self.dist.py_modules = ModuleFinder.find(src_dir)
+        log.debug(f"discovered packages -- {self.dist.packages}")
+        log.debug(f"discovered py_modules -- {self.dist.py_modules}")
+        return True
+
+    def _analyse_flat_layout(self) -> bool:
+        """Try to find all packages and modules under the project root.
+
+        Since the ``flat-layout`` is more dangerous in terms of accidentally including
+        extra files/directories, this function is more conservative and will raise an
+        error if multiple packages or modules are found.
+
+        This assumes that multi-package dists are uncommon and refuse to support that
+        use case in order to be able to prevent unintended errors.
+        """
+        log.debug(f"`flat-layout` detected -- analysing {self._root_dir}")
+        return self._analyse_flat_packages() or self._analyse_flat_modules()
+
+    def _analyse_flat_packages(self) -> bool:
+        self.dist.packages = FlatLayoutPackageFinder.find(self._root_dir)
+        top_level = remove_nested_packages(remove_stubs(self.dist.packages))
+        log.debug(f"discovered packages -- {self.dist.packages}")
+        self._ensure_no_accidental_inclusion(top_level, "packages")
+        return bool(top_level)
+
+    def _analyse_flat_modules(self) -> bool:
+        self.dist.py_modules = FlatLayoutModuleFinder.find(self._root_dir)
+        log.debug(f"discovered py_modules -- {self.dist.py_modules}")
+        self._ensure_no_accidental_inclusion(self.dist.py_modules, "modules")
+        return bool(self.dist.py_modules)
+
+    def _ensure_no_accidental_inclusion(self, detected: list[str], kind: str):
+        if len(detected) > 1:
+            from inspect import cleandoc
+
+            from setuptools.errors import PackageDiscoveryError
+
+            msg = f"""Multiple top-level {kind} discovered in a flat-layout: {detected}.
+
+            To avoid accidental inclusion of unwanted files or directories,
+            setuptools will not proceed with this build.
+
+            If you are trying to create a single distribution with multiple {kind}
+            on purpose, you should not rely on automatic discovery.
+            Instead, consider the following options:
+
+            1. set up custom discovery (`find` directive with `include` or `exclude`)
+            2. use a `src-layout`
+            3. explicitly set `py_modules` or `packages` with a list of names
+
+            To find more information, look for "package discovery" on setuptools docs.
+            """
+            raise PackageDiscoveryError(cleandoc(msg))
+
+    def analyse_name(self) -> None:
+        """The packages/modules are the essential contribution of the author.
+        Therefore the name of the distribution can be derived from them.
+        """
+        if self.dist.metadata.name or self.dist.name:
+            # get_name() is not reliable (can return "UNKNOWN")
+            return
+
+        log.debug("No `name` configuration, performing automatic discovery")
+
+        name = (
+            self._find_name_single_package_or_module()
+            or self._find_name_from_packages()
+        )
+        if name:
+            self.dist.metadata.name = name
+
+    def _find_name_single_package_or_module(self) -> str | None:
+        """Exactly one module or package"""
+        for field in ('packages', 'py_modules'):
+            items = getattr(self.dist, field, None) or []
+            if items and len(items) == 1:
+                log.debug(f"Single module/package detected, name: {items[0]}")
+                return items[0]
+
+        return None
+
+    def _find_name_from_packages(self) -> str | None:
+        """Try to find the root package that is not a PEP 420 namespace"""
+        if not self.dist.packages:
+            return None
+
+        packages = remove_stubs(sorted(self.dist.packages, key=len))
+        package_dir = self.dist.package_dir or {}
+
+        parent_pkg = find_parent_package(packages, package_dir, self._root_dir)
+        if parent_pkg:
+            log.debug(f"Common parent package detected, name: {parent_pkg}")
+            return parent_pkg
+
+        log.warn("No parent package detected, impossible to derive `name`")
+        return None
+
+
+def remove_nested_packages(packages: list[str]) -> list[str]:
+    """Remove nested packages from a list of packages.
+
+    >>> remove_nested_packages(["a", "a.b1", "a.b2", "a.b1.c1"])
+    ['a']
+    >>> remove_nested_packages(["a", "b", "c.d", "c.d.e.f", "g.h", "a.a1"])
+    ['a', 'b', 'c.d', 'g.h']
+    """
+    pkgs = sorted(packages, key=len)
+    top_level = pkgs[:]
+    size = len(pkgs)
+    for i, name in enumerate(reversed(pkgs)):
+        if any(name.startswith(f"{other}.") for other in top_level):
+            top_level.pop(size - i - 1)
+
+    return top_level
+
+
+def remove_stubs(packages: list[str]) -> list[str]:
+    """Remove type stubs (:pep:`561`) from a list of packages.
+
+    >>> remove_stubs(["a", "a.b", "a-stubs", "a-stubs.b.c", "b", "c-stubs"])
+    ['a', 'a.b', 'b']
+    """
+    return [pkg for pkg in packages if not pkg.split(".")[0].endswith("-stubs")]
+
+
+def find_parent_package(
+    packages: list[str], package_dir: Mapping[str, str], root_dir: StrPath
+) -> str | None:
+    """Find the parent package that is not a namespace."""
+    packages = sorted(packages, key=len)
+    common_ancestors = []
+    for i, name in enumerate(packages):
+        if not all(n.startswith(f"{name}.") for n in packages[i + 1 :]):
+            # Since packages are sorted by length, this condition is able
+            # to find a list of all common ancestors.
+            # When there is divergence (e.g. multiple root packages)
+            # the list will be empty
+            break
+        common_ancestors.append(name)
+
+    for name in common_ancestors:
+        pkg_path = find_package_path(name, package_dir, root_dir)
+        init = os.path.join(pkg_path, "__init__.py")
+        if os.path.isfile(init):
+            return name
+
+    return None
+
+
+def find_package_path(
+    name: str, package_dir: Mapping[str, str], root_dir: StrPath
+) -> str:
+    """Given a package name, return the path where it should be found on
+    disk, considering the ``package_dir`` option.
+
+    >>> path = find_package_path("my.pkg", {"": "root/is/nested"}, ".")
+    >>> path.replace(os.sep, "/")
+    './root/is/nested/my/pkg'
+
+    >>> path = find_package_path("my.pkg", {"my": "root/is/nested"}, ".")
+    >>> path.replace(os.sep, "/")
+    './root/is/nested/pkg'
+
+    >>> path = find_package_path("my.pkg", {"my.pkg": "root/is/nested"}, ".")
+    >>> path.replace(os.sep, "/")
+    './root/is/nested'
+
+    >>> path = find_package_path("other.pkg", {"my.pkg": "root/is/nested"}, ".")
+    >>> path.replace(os.sep, "/")
+    './other/pkg'
+    """
+    parts = name.split(".")
+    for i in range(len(parts), 0, -1):
+        # Look backwards, the most specific package_dir first
+        partial_name = ".".join(parts[:i])
+        if partial_name in package_dir:
+            parent = package_dir[partial_name]
+            return os.path.join(root_dir, parent, *parts[i:])
+
+    parent = package_dir.get("") or ""
+    return os.path.join(root_dir, *parent.split("/"), *parts)
+
+
+def construct_package_dir(packages: list[str], package_path: StrPath) -> dict[str, str]:
+    parent_pkgs = remove_nested_packages(packages)
+    prefix = Path(package_path).parts
+    return {pkg: "/".join([*prefix, *pkg.split(".")]) for pkg in parent_pkgs}
diff --git a/.venv/Lib/site-packages/setuptools/dist.py b/.venv/Lib/site-packages/setuptools/dist.py
new file mode 100644
index 0000000000000000000000000000000000000000..5b3175fb5bd7c815605a5631d09fb68b3ca6dd49
--- /dev/null
+++ b/.venv/Lib/site-packages/setuptools/dist.py
@@ -0,0 +1,1000 @@
+from __future__ import annotations
+
+import io
+import itertools
+import numbers
+import os
+import re
+import sys
+from collections.abc import Iterable, MutableMapping, Sequence
+from glob import iglob
+from pathlib import Path
+from typing import TYPE_CHECKING, Any, Union
+
+from more_itertools import partition, unique_everseen
+from packaging.markers import InvalidMarker, Marker
+from packaging.specifiers import InvalidSpecifier, SpecifierSet
+from packaging.version import Version
+
+from . import (
+    _entry_points,
+    _reqs,
+    command as _,  # noqa: F401 # imported for side-effects
+)
+from ._importlib import metadata
+from ._path import StrPath
+from ._reqs import _StrOrIter
+from .config import pyprojecttoml, setupcfg
+from .discovery import ConfigDiscovery
+from .monkey import get_unpatched
+from .warnings import InformationOnly, SetuptoolsDeprecationWarning
+
+import distutils.cmd
+import distutils.command
+import distutils.core
+import distutils.dist
+import distutils.log
+from distutils.debug import DEBUG
+from distutils.errors import DistutilsOptionError, DistutilsSetupError
+from distutils.fancy_getopt import translate_longopt
+from distutils.util import strtobool
+
+if TYPE_CHECKING:
+    from typing_extensions import TypeAlias
+
+    from pkg_resources import Distribution as _pkg_resources_Distribution
+
+
+__all__ = ['Distribution']
+
+_sequence = tuple, list
+"""
+:meta private:
+
+Supported iterable types that are known to be:
+- ordered (which `set` isn't)
+- not match a str (which `Sequence[str]` does)
+- not imply a nested type (like `dict`)
+for use with `isinstance`.
+"""
+_Sequence: TypeAlias = Union[tuple[str, ...], list[str]]
+# This is how stringifying _Sequence would look in Python 3.10
+_sequence_type_repr = "tuple[str, ...] | list[str]"
+_OrderedStrSequence: TypeAlias = Union[str, dict[str, Any], Sequence[str]]
+"""
+:meta private:
+Avoid single-use iterable. Disallow sets.
+A poor approximation of an OrderedSequence (dict doesn't match a Sequence).
+"""
+
+
+def __getattr__(name: str) -> Any:  # pragma: no cover
+    if name == "sequence":
+        SetuptoolsDeprecationWarning.emit(
+            "`setuptools.dist.sequence` is an internal implementation detail.",
+            "Please define your own `sequence = tuple, list` instead.",
+            due_date=(2025, 8, 28),  # Originally added on 2024-08-27
+        )
+        return _sequence
+    raise AttributeError(f"module {__name__!r} has no attribute {name!r}")
+
+
+def check_importable(dist, attr, value):
+    try:
+        ep = metadata.EntryPoint(value=value, name=None, group=None)
+        assert not ep.extras
+    except (TypeError, ValueError, AttributeError, AssertionError) as e:
+        raise DistutilsSetupError(
+            "%r must be importable 'module:attrs' string (got %r)" % (attr, value)
+        ) from e
+
+
+def assert_string_list(dist, attr: str, value: _Sequence) -> None:
+    """Verify that value is a string list"""
+    try:
+        # verify that value is a list or tuple to exclude unordered
+        # or single-use iterables
+        assert isinstance(value, _sequence)
+        # verify that elements of value are strings
+        assert ''.join(value) != value
+    except (TypeError, ValueError, AttributeError, AssertionError) as e:
+        raise DistutilsSetupError(
+            f"{attr!r} must be of type <{_sequence_type_repr}> (got {value!r})"
+        ) from e
+
+
+def check_nsp(dist, attr, value):
+    """Verify that namespace packages are valid"""
+    ns_packages = value
+    assert_string_list(dist, attr, ns_packages)
+    for nsp in ns_packages:
+        if not dist.has_contents_for(nsp):
+            raise DistutilsSetupError(
+                "Distribution contains no modules or packages for "
+                + "namespace package %r" % nsp
+            )
+        parent, _sep, _child = nsp.rpartition('.')
+        if parent and parent not in ns_packages:
+            distutils.log.warn(
+                "WARNING: %r is declared as a package namespace, but %r"
+                " is not: please correct this in setup.py",
+                nsp,
+                parent,
+            )
+        SetuptoolsDeprecationWarning.emit(
+            "The namespace_packages parameter is deprecated.",
+            "Please replace its usage with implicit namespaces (PEP 420).",
+            see_docs="references/keywords.html#keyword-namespace-packages",
+            # TODO: define due_date, it may break old packages that are no longer
+            # maintained (e.g. sphinxcontrib extensions) when installed from source.
+            # Warning officially introduced in May 2022, however the deprecation
+            # was mentioned much earlier in the docs (May 2020, see #2149).
+        )
+
+
+def check_extras(dist, attr, value):
+    """Verify that extras_require mapping is valid"""
+    try:
+        list(itertools.starmap(_check_extra, value.items()))
+    except (TypeError, ValueError, AttributeError) as e:
+        raise DistutilsSetupError(
+            "'extras_require' must be a dictionary whose values are "
+            "strings or lists of strings containing valid project/version "
+            "requirement specifiers."
+        ) from e
+
+
+def _check_extra(extra, reqs):
+    _name, _sep, marker = extra.partition(':')
+    try:
+        _check_marker(marker)
+    except InvalidMarker:
+        msg = f"Invalid environment marker: {marker} ({extra!r})"
+        raise DistutilsSetupError(msg) from None
+    list(_reqs.parse(reqs))
+
+
+def _check_marker(marker):
+    if not marker:
+        return
+    m = Marker(marker)
+    m.evaluate()
+
+
+def assert_bool(dist, attr, value):
+    """Verify that value is True, False, 0, or 1"""
+    if bool(value) != value:
+        raise DistutilsSetupError(f"{attr!r} must be a boolean value (got {value!r})")
+
+
+def invalid_unless_false(dist, attr, value):
+    if not value:
+        DistDeprecationWarning.emit(f"{attr} is ignored.")
+        # TODO: should there be a `due_date` here?
+        return
+    raise DistutilsSetupError(f"{attr} is invalid.")
+
+
+def check_requirements(dist, attr: str, value: _OrderedStrSequence) -> None:
+    """Verify that install_requires is a valid requirements list"""
+    try:
+        list(_reqs.parse(value))
+        if isinstance(value, set):
+            raise TypeError("Unordered types are not allowed")
+    except (TypeError, ValueError) as error:
+        msg = (
+            f"{attr!r} must be a string or iterable of strings "
+            f"containing valid project/version requirement specifiers; {error}"
+        )
+        raise DistutilsSetupError(msg) from error
+
+
+def check_specifier(dist, attr, value):
+    """Verify that value is a valid version specifier"""
+    try:
+        SpecifierSet(value)
+    except (InvalidSpecifier, AttributeError) as error:
+        msg = f"{attr!r} must be a string containing valid version specifiers; {error}"
+        raise DistutilsSetupError(msg) from error
+
+
+def check_entry_points(dist, attr, value):
+    """Verify that entry_points map is parseable"""
+    try:
+        _entry_points.load(value)
+    except Exception as e:
+        raise DistutilsSetupError(e) from e
+
+
+def check_package_data(dist, attr, value):
+    """Verify that value is a dictionary of package names to glob lists"""
+    if not isinstance(value, dict):
+        raise DistutilsSetupError(
+            "{!r} must be a dictionary mapping package names to lists of "
+            "string wildcard patterns".format(attr)
+        )
+    for k, v in value.items():
+        if not isinstance(k, str):
+            raise DistutilsSetupError(
+                "keys of {!r} dict must be strings (got {!r})".format(attr, k)
+            )
+        assert_string_list(dist, 'values of {!r} dict'.format(attr), v)
+
+
+def check_packages(dist, attr, value):
+    for pkgname in value:
+        if not re.match(r'\w+(\.\w+)*', pkgname):
+            distutils.log.warn(
+                "WARNING: %r not a valid package name; please use only "
+                ".-separated package names in setup.py",
+                pkgname,
+            )
+
+
+if TYPE_CHECKING:
+    # Work around a mypy issue where type[T] can't be used as a base: https://github.com/python/mypy/issues/10962
+    from distutils.core import Distribution as _Distribution
+else:
+    _Distribution = get_unpatched(distutils.core.Distribution)
+
+
+class Distribution(_Distribution):
+    """Distribution with support for tests and package data
+
+    This is an enhanced version of 'distutils.dist.Distribution' that
+    effectively adds the following new optional keyword arguments to 'setup()':
+
+     'install_requires' -- a string or sequence of strings specifying project
+        versions that the distribution requires when installed, in the format
+        used by 'pkg_resources.require()'.  They will be installed
+        automatically when the package is installed.  If you wish to use
+        packages that are not available in PyPI, or want to give your users an
+        alternate download location, you can add a 'find_links' option to the
+        '[easy_install]' section of your project's 'setup.cfg' file, and then
+        setuptools will scan the listed web pages for links that satisfy the
+        requirements.
+
+     'extras_require' -- a dictionary mapping names of optional "extras" to the
+        additional requirement(s) that using those extras incurs. For example,
+        this::
+
+            extras_require = dict(reST = ["docutils>=0.3", "reSTedit"])
+
+        indicates that the distribution can optionally provide an extra
+        capability called "reST", but it can only be used if docutils and
+        reSTedit are installed.  If the user installs your package using
+        EasyInstall and requests one of your extras, the corresponding
+        additional requirements will be installed if needed.
+
+     'package_data' -- a dictionary mapping package names to lists of filenames
+        or globs to use to find data files contained in the named packages.
+        If the dictionary has filenames or globs listed under '""' (the empty
+        string), those names will be searched for in every package, in addition
+        to any names for the specific package.  Data files found using these
+        names/globs will be installed along with the package, in the same
+        location as the package.  Note that globs are allowed to reference
+        the contents of non-package subdirectories, as long as you use '/' as
+        a path separator.  (Globs are automatically converted to
+        platform-specific paths at runtime.)
+
+    In addition to these new keywords, this class also has several new methods
+    for manipulating the distribution's contents.  For example, the 'include()'
+    and 'exclude()' methods can be thought of as in-place add and subtract
+    commands that add or remove packages, modules, extensions, and so on from
+    the distribution.
+    """
+
+    _DISTUTILS_UNSUPPORTED_METADATA = {
+        'long_description_content_type': lambda: None,
+        'project_urls': dict,
+        'provides_extras': dict,  # behaves like an ordered set
+        'license_file': lambda: None,
+        'license_files': lambda: None,
+        'install_requires': list,
+        'extras_require': dict,
+    }
+
+    # Used by build_py, editable_wheel and install_lib commands for legacy namespaces
+    namespace_packages: list[str]  #: :meta private: DEPRECATED
+
+    # Any: Dynamic assignment results in Incompatible types in assignment
+    def __init__(self, attrs: MutableMapping[str, Any] | None = None) -> None:
+        have_package_data = hasattr(self, "package_data")
+        if not have_package_data:
+            self.package_data: dict[str, list[str]] = {}
+        attrs = attrs or {}
+        self.dist_files: list[tuple[str, str, str]] = []
+        self.include_package_data: bool | None = None
+        self.exclude_package_data: dict[str, list[str]] | None = None
+        # Filter-out setuptools' specific options.
+        self.src_root: str | None = attrs.pop("src_root", None)
+        self.dependency_links: list[str] = attrs.pop('dependency_links', [])
+        self.setup_requires: list[str] = attrs.pop('setup_requires', [])
+        for ep in metadata.entry_points(group='distutils.setup_keywords'):
+            vars(self).setdefault(ep.name, None)
+
+        metadata_only = set(self._DISTUTILS_UNSUPPORTED_METADATA)
+        metadata_only -= {"install_requires", "extras_require"}
+        dist_attrs = {k: v for k, v in attrs.items() if k not in metadata_only}
+        _Distribution.__init__(self, dist_attrs)
+
+        # Private API (setuptools-use only, not restricted to Distribution)
+        # Stores files that are referenced by the configuration and need to be in the
+        # sdist (e.g. `version = file: VERSION.txt`)
+        self._referenced_files: set[str] = set()
+
+        self.set_defaults = ConfigDiscovery(self)
+
+        self._set_metadata_defaults(attrs)
+
+        self.metadata.version = self._normalize_version(self.metadata.version)
+        self._finalize_requires()
+
+    def _validate_metadata(self):
+        required = {"name"}
+        provided = {
+            key
+            for key in vars(self.metadata)
+            if getattr(self.metadata, key, None) is not None
+        }
+        missing = required - provided
+
+        if missing:
+            msg = f"Required package metadata is missing: {missing}"
+            raise DistutilsSetupError(msg)
+
+    def _set_metadata_defaults(self, attrs):
+        """
+        Fill-in missing metadata fields not supported by distutils.
+        Some fields may have been set by other tools (e.g. pbr).
+        Those fields (vars(self.metadata)) take precedence to
+        supplied attrs.
+        """
+        for option, default in self._DISTUTILS_UNSUPPORTED_METADATA.items():
+            vars(self.metadata).setdefault(option, attrs.get(option, default()))
+
+    @staticmethod
+    def _normalize_version(version):
+        from . import sic
+
+        if isinstance(version, numbers.Number):
+            # Some people apparently take "version number" too literally :)
+            version = str(version)
+        elif isinstance(version, sic) or version is None:
+            return version
+
+        normalized = str(Version(version))
+        if version != normalized:
+            InformationOnly.emit(f"Normalizing '{version}' to '{normalized}'")
+            return normalized
+        return version
+
+    def _finalize_requires(self):
+        """
+        Set `metadata.python_requires` and fix environment markers
+        in `install_requires` and `extras_require`.
+        """
+        if getattr(self, 'python_requires', None):
+            self.metadata.python_requires = self.python_requires
+
+        self._normalize_requires()
+        self.metadata.install_requires = self.install_requires
+        self.metadata.extras_require = self.extras_require
+
+        if self.extras_require:
+            for extra in self.extras_require.keys():
+                # Setuptools allows a weird "<name>:<env markers> syntax for extras
+                extra = extra.split(':')[0]
+                if extra:
+                    self.metadata.provides_extras.setdefault(extra)
+
+    def _normalize_requires(self):
+        """Make sure requirement-related attributes exist and are normalized"""
+        install_requires = getattr(self, "install_requires", None) or []
+        extras_require = getattr(self, "extras_require", None) or {}
+        self.install_requires = list(map(str, _reqs.parse(install_requires)))
+        self.extras_require = {
+            k: list(map(str, _reqs.parse(v or []))) for k, v in extras_require.items()
+        }
+
+    def _finalize_license_files(self) -> None:
+        """Compute names of all license files which should be included."""
+        license_files: list[str] | None = self.metadata.license_files
+        patterns: list[str] = license_files if license_files else []
+
+        license_file: str | None = self.metadata.license_file
+        if license_file and license_file not in patterns:
+            patterns.append(license_file)
+
+        if license_files is None and license_file is None:
+            # Default patterns match the ones wheel uses
+            # See https://wheel.readthedocs.io/en/stable/user_guide.html
+            # -> 'Including license files in the generated wheel file'
+            patterns = ['LICEN[CS]E*', 'COPYING*', 'NOTICE*', 'AUTHORS*']
+
+        self.metadata.license_files = list(
+            unique_everseen(self._expand_patterns(patterns))
+        )
+
+    @staticmethod
+    def _expand_patterns(patterns):
+        """
+        >>> list(Distribution._expand_patterns(['LICENSE']))
+        ['LICENSE']
+        >>> list(Distribution._expand_patterns(['pyproject.toml', 'LIC*']))
+        ['pyproject.toml', 'LICENSE']
+        """
+        return (
+            path
+            for pattern in patterns
+            for path in sorted(iglob(pattern))
+            if not path.endswith('~') and os.path.isfile(path)
+        )
+
+    # FIXME: 'Distribution._parse_config_files' is too complex (14)
+    def _parse_config_files(self, filenames=None):  # noqa: C901
+        """
+        Adapted from distutils.dist.Distribution.parse_config_files,
+        this method provides the same functionality in subtly-improved
+        ways.
+        """
+        from configparser import ConfigParser
+
+        # Ignore install directory options if we have a venv
+        ignore_options = (
+            []
+            if sys.prefix == sys.base_prefix
+            else [
+                'install-base',
+                'install-platbase',
+                'install-lib',
+                'install-platlib',
+                'install-purelib',
+                'install-headers',
+                'install-scripts',
+                'install-data',
+                'prefix',
+                'exec-prefix',
+                'home',
+                'user',
+                'root',
+            ]
+        )
+
+        ignore_options = frozenset(ignore_options)
+
+        if filenames is None:
+            filenames = self.find_config_files()
+
+        if DEBUG:
+            self.announce("Distribution.parse_config_files():")
+
+        parser = ConfigParser()
+        parser.optionxform = str
+        for filename in filenames:
+            with open(filename, encoding='utf-8') as reader:
+                if DEBUG:
+                    self.announce("  reading {filename}".format(**locals()))
+                parser.read_file(reader)
+            for section in parser.sections():
+                options = parser.options(section)
+                opt_dict = self.get_option_dict(section)
+
+                for opt in options:
+                    if opt == '__name__' or opt in ignore_options:
+                        continue
+
+                    val = parser.get(section, opt)
+                    opt = self.warn_dash_deprecation(opt, section)
+                    opt = self.make_option_lowercase(opt, section)
+                    opt_dict[opt] = (filename, val)
+
+            # Make the ConfigParser forget everything (so we retain
+            # the original filenames that options come from)
+            parser.__init__()
+
+        if 'global' not in self.command_options:
+            return
+
+        # If there was a "global" section in the config file, use it
+        # to set Distribution options.
+
+        for opt, (src, val) in self.command_options['global'].items():
+            alias = self.negative_opt.get(opt)
+            if alias:
+                val = not strtobool(val)
+            elif opt in ('verbose', 'dry_run'):  # ugh!
+                val = strtobool(val)
+
+            try:
+                setattr(self, alias or opt, val)
+            except ValueError as e:
+                raise DistutilsOptionError(e) from e
+
+    def warn_dash_deprecation(self, opt: str, section: str) -> str:
+        if section in (
+            'options.extras_require',
+            'options.data_files',
+        ):
+            return opt
+
+        underscore_opt = opt.replace('-', '_')
+        commands = list(
+            itertools.chain(
+                distutils.command.__all__,
+                self._setuptools_commands(),
+            )
+        )
+        if (
+            not section.startswith('options')
+            and section != 'metadata'
+            and section not in commands
+        ):
+            return underscore_opt
+
+        if '-' in opt:
+            SetuptoolsDeprecationWarning.emit(
+                "Invalid dash-separated options",
+                f"""
+                Usage of dash-separated {opt!r} will not be supported in future
+                versions. Please use the underscore name {underscore_opt!r} instead.
+                """,
+                see_docs="userguide/declarative_config.html",
+                due_date=(2025, 3, 3),
+                # Warning initially introduced in 3 Mar 2021
+            )
+        return underscore_opt
+
+    def _setuptools_commands(self):
+        try:
+            entry_points = metadata.distribution('setuptools').entry_points
+            return {ep.name for ep in entry_points}  # Avoid newer API for compatibility
+        except metadata.PackageNotFoundError:
+            # during bootstrapping, distribution doesn't exist
+            return []
+
+    def make_option_lowercase(self, opt: str, section: str) -> str:
+        if section != 'metadata' or opt.islower():
+            return opt
+
+        lowercase_opt = opt.lower()
+        SetuptoolsDeprecationWarning.emit(
+            "Invalid uppercase configuration",
+            f"""
+            Usage of uppercase key {opt!r} in {section!r} will not be supported in
+            future versions. Please use lowercase {lowercase_opt!r} instead.
+            """,
+            see_docs="userguide/declarative_config.html",
+            due_date=(2025, 3, 3),
+            # Warning initially introduced in 6 Mar 2021
+        )
+        return lowercase_opt
+
+    # FIXME: 'Distribution._set_command_options' is too complex (14)
+    def _set_command_options(self, command_obj, option_dict=None):  # noqa: C901
+        """
+        Set the options for 'command_obj' from 'option_dict'.  Basically
+        this means copying elements of a dictionary ('option_dict') to
+        attributes of an instance ('command').
+
+        'command_obj' must be a Command instance.  If 'option_dict' is not
+        supplied, uses the standard option dictionary for this command
+        (from 'self.command_options').
+
+        (Adopted from distutils.dist.Distribution._set_command_options)
+        """
+        command_name = command_obj.get_command_name()
+        if option_dict is None:
+            option_dict = self.get_option_dict(command_name)
+
+        if DEBUG:
+            self.announce("  setting options for '%s' command:" % command_name)
+        for option, (source, value) in option_dict.items():
+            if DEBUG:
+                self.announce("    %s = %s (from %s)" % (option, value, source))
+            try:
+                bool_opts = [translate_longopt(o) for o in command_obj.boolean_options]
+            except AttributeError:
+                bool_opts = []
+            try:
+                neg_opt = command_obj.negative_opt
+            except AttributeError:
+                neg_opt = {}
+
+            try:
+                is_string = isinstance(value, str)
+                if option in neg_opt and is_string:
+                    setattr(command_obj, neg_opt[option], not strtobool(value))
+                elif option in bool_opts and is_string:
+                    setattr(command_obj, option, strtobool(value))
+                elif hasattr(command_obj, option):
+                    setattr(command_obj, option, value)
+                else:
+                    raise DistutilsOptionError(
+                        "error in %s: command '%s' has no such option '%s'"
+                        % (source, command_name, option)
+                    )
+            except ValueError as e:
+                raise DistutilsOptionError(e) from e
+
+    def _get_project_config_files(self, filenames: Iterable[StrPath] | None):
+        """Add default file and split between INI and TOML"""
+        tomlfiles = []
+        standard_project_metadata = Path(self.src_root or os.curdir, "pyproject.toml")
+        if filenames is not None:
+            parts = partition(lambda f: Path(f).suffix == ".toml", filenames)
+            filenames = list(parts[0])  # 1st element => predicate is False
+            tomlfiles = list(parts[1])  # 2nd element => predicate is True
+        elif standard_project_metadata.exists():
+            tomlfiles = [standard_project_metadata]
+        return filenames, tomlfiles
+
+    def parse_config_files(
+        self,
+        filenames: Iterable[StrPath] | None = None,
+        ignore_option_errors: bool = False,
+    ) -> None:
+        """Parses configuration files from various levels
+        and loads configuration.
+        """
+        inifiles, tomlfiles = self._get_project_config_files(filenames)
+
+        self._parse_config_files(filenames=inifiles)
+
+        setupcfg.parse_configuration(
+            self, self.command_options, ignore_option_errors=ignore_option_errors
+        )
+        for filename in tomlfiles:
+            pyprojecttoml.apply_configuration(self, filename, ignore_option_errors)
+
+        self._finalize_requires()
+        self._finalize_license_files()
+
+    def fetch_build_eggs(
+        self, requires: _StrOrIter
+    ) -> list[_pkg_resources_Distribution]:
+        """Resolve pre-setup requirements"""
+        from .installer import _fetch_build_eggs
+
+        return _fetch_build_eggs(self, requires)
+
+    def finalize_options(self) -> None:
+        """
+        Allow plugins to apply arbitrary operations to the
+        distribution. Each hook may optionally define a 'order'
+        to influence the order of execution. Smaller numbers
+        go first and the default is 0.
+        """
+        group = 'setuptools.finalize_distribution_options'
+
+        def by_order(hook):
+            return getattr(hook, 'order', 0)
+
+        defined = metadata.entry_points(group=group)
+        filtered = itertools.filterfalse(self._removed, defined)
+        loaded = map(lambda e: e.load(), filtered)
+        for ep in sorted(loaded, key=by_order):
+            ep(self)
+
+    @staticmethod
+    def _removed(ep):
+        """
+        When removing an entry point, if metadata is loaded
+        from an older version of Setuptools, that removed
+        entry point will attempt to be loaded and will fail.
+        See #2765 for more details.
+        """
+        removed = {
+            # removed 2021-09-05
+            '2to3_doctests',
+        }
+        return ep.name in removed
+
+    def _finalize_setup_keywords(self):
+        for ep in metadata.entry_points(group='distutils.setup_keywords'):
+            value = getattr(self, ep.name, None)
+            if value is not None:
+                ep.load()(self, ep.name, value)
+
+    def get_egg_cache_dir(self):
+        from . import windows_support
+
+        egg_cache_dir = os.path.join(os.curdir, '.eggs')
+        if not os.path.exists(egg_cache_dir):
+            os.mkdir(egg_cache_dir)
+            windows_support.hide_file(egg_cache_dir)
+            readme_txt_filename = os.path.join(egg_cache_dir, 'README.txt')
+            with open(readme_txt_filename, 'w', encoding="utf-8") as f:
+                f.write(
+                    'This directory contains eggs that were downloaded '
+                    'by setuptools to build, test, and run plug-ins.\n\n'
+                )
+                f.write(
+                    'This directory caches those eggs to prevent '
+                    'repeated downloads.\n\n'
+                )
+                f.write('However, it is safe to delete this directory.\n\n')
+
+        return egg_cache_dir
+
+    def fetch_build_egg(self, req):
+        """Fetch an egg needed for building"""
+        from .installer import fetch_build_egg
+
+        return fetch_build_egg(self, req)
+
+    def get_command_class(self, command: str) -> type[distutils.cmd.Command]:  # type: ignore[override] # Not doing complex overrides yet
+        """Pluggable version of get_command_class()"""
+        if command in self.cmdclass:
+            return self.cmdclass[command]
+
+        # Special case bdist_wheel so it's never loaded from "wheel"
+        if command == 'bdist_wheel':
+            from .command.bdist_wheel import bdist_wheel
+
+            return bdist_wheel
+
+        eps = metadata.entry_points(group='distutils.commands', name=command)
+        for ep in eps:
+            self.cmdclass[command] = cmdclass = ep.load()
+            return cmdclass
+        else:
+            return _Distribution.get_command_class(self, command)
+
+    def print_commands(self):
+        for ep in metadata.entry_points(group='distutils.commands'):
+            if ep.name not in self.cmdclass:
+                cmdclass = ep.load()
+                self.cmdclass[ep.name] = cmdclass
+        return _Distribution.print_commands(self)
+
+    def get_command_list(self):
+        for ep in metadata.entry_points(group='distutils.commands'):
+            if ep.name not in self.cmdclass:
+                cmdclass = ep.load()
+                self.cmdclass[ep.name] = cmdclass
+        return _Distribution.get_command_list(self)
+
+    def include(self, **attrs) -> None:
+        """Add items to distribution that are named in keyword arguments
+
+        For example, 'dist.include(py_modules=["x"])' would add 'x' to
+        the distribution's 'py_modules' attribute, if it was not already
+        there.
+
+        Currently, this method only supports inclusion for attributes that are
+        lists or tuples.  If you need to add support for adding to other
+        attributes in this or a subclass, you can add an '_include_X' method,
+        where 'X' is the name of the attribute.  The method will be called with
+        the value passed to 'include()'.  So, 'dist.include(foo={"bar":"baz"})'
+        will try to call 'dist._include_foo({"bar":"baz"})', which can then
+        handle whatever special inclusion logic is needed.
+        """
+        for k, v in attrs.items():
+            include = getattr(self, '_include_' + k, None)
+            if include:
+                include(v)
+            else:
+                self._include_misc(k, v)
+
+    def exclude_package(self, package: str) -> None:
+        """Remove packages, modules, and extensions in named package"""
+
+        pfx = package + '.'
+        if self.packages:
+            self.packages = [
+                p for p in self.packages if p != package and not p.startswith(pfx)
+            ]
+
+        if self.py_modules:
+            self.py_modules = [
+                p for p in self.py_modules if p != package and not p.startswith(pfx)
+            ]
+
+        if self.ext_modules:
+            self.ext_modules = [
+                p
+                for p in self.ext_modules
+                if p.name != package and not p.name.startswith(pfx)
+            ]
+
+    def has_contents_for(self, package: str) -> bool:
+        """Return true if 'exclude_package(package)' would do something"""
+
+        pfx = package + '.'
+
+        for p in self.iter_distribution_names():
+            if p == package or p.startswith(pfx):
+                return True
+
+        return False
+
+    def _exclude_misc(self, name: str, value: _Sequence) -> None:
+        """Handle 'exclude()' for list/tuple attrs without a special handler"""
+        if not isinstance(value, _sequence):
+            raise DistutilsSetupError(
+                f"{name}: setting must be of type <{_sequence_type_repr}> (got {value!r})"
+            )
+        try:
+            old = getattr(self, name)
+        except AttributeError as e:
+            raise DistutilsSetupError("%s: No such distribution setting" % name) from e
+        if old is not None and not isinstance(old, _sequence):
+            raise DistutilsSetupError(
+                name + ": this setting cannot be changed via include/exclude"
+            )
+        elif old:
+            setattr(self, name, [item for item in old if item not in value])
+
+    def _include_misc(self, name: str, value: _Sequence) -> None:
+        """Handle 'include()' for list/tuple attrs without a special handler"""
+
+        if not isinstance(value, _sequence):
+            raise DistutilsSetupError(
+                f"{name}: setting must be of type <{_sequence_type_repr}> (got {value!r})"
+            )
+        try:
+            old = getattr(self, name)
+        except AttributeError as e:
+            raise DistutilsSetupError("%s: No such distribution setting" % name) from e
+        if old is None:
+            setattr(self, name, value)
+        elif not isinstance(old, _sequence):
+            raise DistutilsSetupError(
+                name + ": this setting cannot be changed via include/exclude"
+            )
+        else:
+            new = [item for item in value if item not in old]
+            setattr(self, name, list(old) + new)
+
+    def exclude(self, **attrs) -> None:
+        """Remove items from distribution that are named in keyword arguments
+
+        For example, 'dist.exclude(py_modules=["x"])' would remove 'x' from
+        the distribution's 'py_modules' attribute.  Excluding packages uses
+        the 'exclude_package()' method, so all of the package's contained
+        packages, modules, and extensions are also excluded.
+
+        Currently, this method only supports exclusion from attributes that are
+        lists or tuples.  If you need to add support for excluding from other
+        attributes in this or a subclass, you can add an '_exclude_X' method,
+        where 'X' is the name of the attribute.  The method will be called with
+        the value passed to 'exclude()'.  So, 'dist.exclude(foo={"bar":"baz"})'
+        will try to call 'dist._exclude_foo({"bar":"baz"})', which can then
+        handle whatever special exclusion logic is needed.
+        """
+        for k, v in attrs.items():
+            exclude = getattr(self, '_exclude_' + k, None)
+            if exclude:
+                exclude(v)
+            else:
+                self._exclude_misc(k, v)
+
+    def _exclude_packages(self, packages: _Sequence) -> None:
+        if not isinstance(packages, _sequence):
+            raise DistutilsSetupError(
+                f"packages: setting must be of type <{_sequence_type_repr}> (got {packages!r})"
+            )
+        list(map(self.exclude_package, packages))
+
+    def _parse_command_opts(self, parser, args):
+        # Remove --with-X/--without-X options when processing command args
+        self.global_options = self.__class__.global_options
+        self.negative_opt = self.__class__.negative_opt
+
+        # First, expand any aliases
+        command = args[0]
+        aliases = self.get_option_dict('aliases')
+        while command in aliases:
+            _src, alias = aliases[command]
+            del aliases[command]  # ensure each alias can expand only once!
+            import shlex
+
+            args[:1] = shlex.split(alias, True)
+            command = args[0]
+
+        nargs = _Distribution._parse_command_opts(self, parser, args)
+
+        # Handle commands that want to consume all remaining arguments
+        cmd_class = self.get_command_class(command)
+        if getattr(cmd_class, 'command_consumes_arguments', None):
+            self.get_option_dict(command)['args'] = ("command line", nargs)
+            if nargs is not None:
+                return []
+
+        return nargs
+
+    def get_cmdline_options(self) -> dict[str, dict[str, str | None]]:
+        """Return a '{cmd: {opt:val}}' map of all command-line options
+
+        Option names are all long, but do not include the leading '--', and
+        contain dashes rather than underscores.  If the option doesn't take
+        an argument (e.g. '--quiet'), the 'val' is 'None'.
+
+        Note that options provided by config files are intentionally excluded.
+        """
+
+        d: dict[str, dict[str, str | None]] = {}
+
+        for cmd, opts in self.command_options.items():
+            val: str | None
+            for opt, (src, val) in opts.items():
+                if src != "command line":
+                    continue
+
+                opt = opt.replace('_', '-')
+
+                if val == 0:
+                    cmdobj = self.get_command_obj(cmd)
+                    neg_opt = self.negative_opt.copy()
+                    neg_opt.update(getattr(cmdobj, 'negative_opt', {}))
+                    for neg, pos in neg_opt.items():
+                        if pos == opt:
+                            opt = neg
+                            val = None
+                            break
+                    else:
+                        raise AssertionError("Shouldn't be able to get here")
+
+                elif val == 1:
+                    val = None
+
+                d.setdefault(cmd, {})[opt] = val
+
+        return d
+
+    def iter_distribution_names(self):
+        """Yield all packages, modules, and extension names in distribution"""
+
+        yield from self.packages or ()
+
+        yield from self.py_modules or ()
+
+        for ext in self.ext_modules or ():
+            if isinstance(ext, tuple):
+                name, _buildinfo = ext
+            else:
+                name = ext.name
+            if name.endswith('module'):
+                name = name[:-6]
+            yield name
+
+    def handle_display_options(self, option_order):
+        """If there were any non-global "display-only" options
+        (--help-commands or the metadata display options) on the command
+        line, display the requested info and return true; else return
+        false.
+        """
+        import sys
+
+        if self.help_commands:
+            return _Distribution.handle_display_options(self, option_order)
+
+        # Stdout may be StringIO (e.g. in tests)
+        if not isinstance(sys.stdout, io.TextIOWrapper):
+            return _Distribution.handle_display_options(self, option_order)
+
+        # Don't wrap stdout if utf-8 is already the encoding. Provides
+        #  workaround for #334.
+        if sys.stdout.encoding.lower() in ('utf-8', 'utf8'):
+            return _Distribution.handle_display_options(self, option_order)
+
+        # Print metadata in UTF-8 no matter the platform
+        encoding = sys.stdout.encoding
+        sys.stdout.reconfigure(encoding='utf-8')
+        try:
+            return _Distribution.handle_display_options(self, option_order)
+        finally:
+            sys.stdout.reconfigure(encoding=encoding)
+
+    def run_command(self, command) -> None:
+        self.set_defaults()
+        # Postpone defaults until all explicit configuration is considered
+        # (setup() args, config files, command line and plugins)
+
+        super().run_command(command)
+
+
+class DistDeprecationWarning(SetuptoolsDeprecationWarning):
+    """Class for warning about deprecations in dist in
+    setuptools. Not ignored by default, unlike DeprecationWarning."""
diff --git a/.venv/Lib/site-packages/setuptools/errors.py b/.venv/Lib/site-packages/setuptools/errors.py
new file mode 100644
index 0000000000000000000000000000000000000000..990ecbf4e2f18eb188addc9e0466152a20193a90
--- /dev/null
+++ b/.venv/Lib/site-packages/setuptools/errors.py
@@ -0,0 +1,67 @@
+"""setuptools.errors
+
+Provides exceptions used by setuptools modules.
+"""
+
+from __future__ import annotations
+
+from distutils import errors as _distutils_errors
+
+# Re-export errors from distutils to facilitate the migration to PEP632
+
+ByteCompileError = _distutils_errors.DistutilsByteCompileError
+CCompilerError = _distutils_errors.CCompilerError
+ClassError = _distutils_errors.DistutilsClassError
+CompileError = _distutils_errors.CompileError
+ExecError = _distutils_errors.DistutilsExecError
+FileError = _distutils_errors.DistutilsFileError
+InternalError = _distutils_errors.DistutilsInternalError
+LibError = _distutils_errors.LibError
+LinkError = _distutils_errors.LinkError
+ModuleError = _distutils_errors.DistutilsModuleError
+OptionError = _distutils_errors.DistutilsOptionError
+PlatformError = _distutils_errors.DistutilsPlatformError
+PreprocessError = _distutils_errors.PreprocessError
+SetupError = _distutils_errors.DistutilsSetupError
+TemplateError = _distutils_errors.DistutilsTemplateError
+UnknownFileError = _distutils_errors.UnknownFileError
+
+# The root error class in the hierarchy
+BaseError = _distutils_errors.DistutilsError
+
+
+class InvalidConfigError(OptionError):  # type: ignore[valid-type, misc] # distutils imports are `Any` on python 3.12+
+    """Error used for invalid configurations."""
+
+
+class RemovedConfigError(OptionError):  # type: ignore[valid-type, misc] # distutils imports are `Any` on python 3.12+
+    """Error used for configurations that were deprecated and removed."""
+
+
+class RemovedCommandError(BaseError, RuntimeError):  # type: ignore[valid-type, misc] # distutils imports are `Any` on python 3.12+
+    """Error used for commands that have been removed in setuptools.
+
+    Since ``setuptools`` is built on ``distutils``, simply removing a command
+    from ``setuptools`` will make the behavior fall back to ``distutils``; this
+    error is raised if a command exists in ``distutils`` but has been actively
+    removed in ``setuptools``.
+    """
+
+
+class PackageDiscoveryError(BaseError, RuntimeError):  # type: ignore[valid-type, misc] # distutils imports are `Any` on python 3.12+
+    """Impossible to perform automatic discovery of packages and/or modules.
+
+    The current project layout or given discovery options can lead to problems when
+    scanning the project directory.
+
+    Setuptools might also refuse to complete auto-discovery if an error prone condition
+    is detected (e.g. when a project is organised as a flat-layout but contains
+    multiple directories that can be taken as top-level packages inside a single
+    distribution [*]_). In these situations the users are encouraged to be explicit
+    about which packages to include or to make the discovery parameters more specific.
+
+    .. [*] Since multi-package distributions are uncommon it is very likely that the
+       developers did not intend for all the directories to be packaged, and are just
+       leaving auxiliary code in the repository top-level, such as maintenance-related
+       scripts.
+    """
diff --git a/.venv/Lib/site-packages/setuptools/extension.py b/.venv/Lib/site-packages/setuptools/extension.py
new file mode 100644
index 0000000000000000000000000000000000000000..76e03d9d6bdcdbd72e443e90c85d34429c22c261
--- /dev/null
+++ b/.venv/Lib/site-packages/setuptools/extension.py
@@ -0,0 +1,177 @@
+from __future__ import annotations
+
+import functools
+import re
+from typing import TYPE_CHECKING
+
+from setuptools._path import StrPath
+
+from .monkey import get_unpatched
+
+import distutils.core
+import distutils.errors
+import distutils.extension
+
+
+def _have_cython():
+    """
+    Return True if Cython can be imported.
+    """
+    cython_impl = 'Cython.Distutils.build_ext'
+    try:
+        # from (cython_impl) import build_ext
+        __import__(cython_impl, fromlist=['build_ext']).build_ext
+    except Exception:
+        return False
+    return True
+
+
+# for compatibility
+have_pyrex = _have_cython
+if TYPE_CHECKING:
+    # Work around a mypy issue where type[T] can't be used as a base: https://github.com/python/mypy/issues/10962
+    from distutils.core import Extension as _Extension
+else:
+    _Extension = get_unpatched(distutils.core.Extension)
+
+
+class Extension(_Extension):
+    """
+    Describes a single extension module.
+
+    This means that all source files will be compiled into a single binary file
+    ``<module path>.<suffix>`` (with ``<module path>`` derived from ``name`` and
+    ``<suffix>`` defined by one of the values in
+    ``importlib.machinery.EXTENSION_SUFFIXES``).
+
+    In the case ``.pyx`` files are passed as ``sources and`` ``Cython`` is **not**
+    installed in the build environment, ``setuptools`` may also try to look for the
+    equivalent ``.cpp`` or ``.c`` files.
+
+    :arg str name:
+      the full name of the extension, including any packages -- ie.
+      *not* a filename or pathname, but Python dotted name
+
+    :arg list[str|os.PathLike[str]] sources:
+      list of source filenames, relative to the distribution root
+      (where the setup script lives), in Unix form (slash-separated)
+      for portability.  Source files may be C, C++, SWIG (.i),
+      platform-specific resource files, or whatever else is recognized
+      by the "build_ext" command as source for a Python extension.
+
+    :keyword list[str] include_dirs:
+      list of directories to search for C/C++ header files (in Unix
+      form for portability)
+
+    :keyword list[tuple[str, str|None]] define_macros:
+      list of macros to define; each macro is defined using a 2-tuple:
+      the first item corresponding to the name of the macro and the second
+      item either a string with its value or None to
+      define it without a particular value (equivalent of "#define
+      FOO" in source or -DFOO on Unix C compiler command line)
+
+    :keyword list[str] undef_macros:
+      list of macros to undefine explicitly
+
+    :keyword list[str] library_dirs:
+      list of directories to search for C/C++ libraries at link time
+
+    :keyword list[str] libraries:
+      list of library names (not filenames or paths) to link against
+
+    :keyword list[str] runtime_library_dirs:
+      list of directories to search for C/C++ libraries at run time
+      (for shared extensions, this is when the extension is loaded).
+      Setting this will cause an exception during build on Windows
+      platforms.
+
+    :keyword list[str] extra_objects:
+      list of extra files to link with (eg. object files not implied
+      by 'sources', static library that must be explicitly specified,
+      binary resource files, etc.)
+
+    :keyword list[str] extra_compile_args:
+      any extra platform- and compiler-specific information to use
+      when compiling the source files in 'sources'.  For platforms and
+      compilers where "command line" makes sense, this is typically a
+      list of command-line arguments, but for other platforms it could
+      be anything.
+
+    :keyword list[str] extra_link_args:
+      any extra platform- and compiler-specific information to use
+      when linking object files together to create the extension (or
+      to create a new static Python interpreter).  Similar
+      interpretation as for 'extra_compile_args'.
+
+    :keyword list[str] export_symbols:
+      list of symbols to be exported from a shared extension.  Not
+      used on all platforms, and not generally necessary for Python
+      extensions, which typically export exactly one symbol: "init" +
+      extension_name.
+
+    :keyword list[str] swig_opts:
+      any extra options to pass to SWIG if a source file has the .i
+      extension.
+
+    :keyword list[str] depends:
+      list of files that the extension depends on
+
+    :keyword str language:
+      extension language (i.e. "c", "c++", "objc"). Will be detected
+      from the source extensions if not provided.
+
+    :keyword bool optional:
+      specifies that a build failure in the extension should not abort the
+      build process, but simply not install the failing extension.
+
+    :keyword bool py_limited_api:
+      opt-in flag for the usage of :doc:`Python's limited API <python:c-api/stable>`.
+
+    :raises setuptools.errors.PlatformError: if ``runtime_library_dirs`` is
+      specified on Windows. (since v63)
+    """
+
+    # These 4 are set and used in setuptools/command/build_ext.py
+    # The lack of a default value and risk of `AttributeError` is purposeful
+    # to avoid people forgetting to call finalize_options if they modify the extension list.
+    # See example/rationale in https://github.com/pypa/setuptools/issues/4529.
+    _full_name: str  #: Private API, internal use only.
+    _links_to_dynamic: bool  #: Private API, internal use only.
+    _needs_stub: bool  #: Private API, internal use only.
+    _file_name: str  #: Private API, internal use only.
+
+    def __init__(
+        self,
+        name: str,
+        sources: list[StrPath],
+        *args,
+        py_limited_api: bool = False,
+        **kw,
+    ) -> None:
+        # The *args is needed for compatibility as calls may use positional
+        # arguments. py_limited_api may be set only via keyword.
+        self.py_limited_api = py_limited_api
+        super().__init__(
+            name,
+            sources,  # type: ignore[arg-type] # Vendored version of setuptools supports PathLike
+            *args,
+            **kw,
+        )
+
+    def _convert_pyx_sources_to_lang(self):
+        """
+        Replace sources with .pyx extensions to sources with the target
+        language extension. This mechanism allows language authors to supply
+        pre-converted sources but to prefer the .pyx sources.
+        """
+        if _have_cython():
+            # the build has Cython, so allow it to compile the .pyx files
+            return
+        lang = self.language or ''
+        target_ext = '.cpp' if lang.lower() == 'c++' else '.c'
+        sub = functools.partial(re.sub, '.pyx$', target_ext)
+        self.sources = list(map(sub, self.sources))
+
+
+class Library(Extension):
+    """Just like a regular Extension, but built as a library instead"""