From 796e4978f4b6d246e745893206ef2bcb8f033f2d Mon Sep 17 00:00:00 2001
From: Jakub Balinski <31112335+balins@users.noreply.github.com>
Date: Wed, 28 Aug 2024 12:47:29 +0200
Subject: [PATCH] init repository from sklearn contrib template

---
 .coveragerc                                   |    4 +-
 .github/workflows/python-app.yml              |    2 +-
 .gitignore                                    |    2 +-
 LICENSE                                       |    2 +-
 README.md                                     |    6 +-
 doc/Makefile                                  |    8 +-
 doc/api.rst                                   |    2 +-
 doc/conf.py                                   |   14 +-
 doc/make.bat                                  |    4 +-
 examples/plot_classifier.py                   |    4 +-
 examples/plot_template.py                     |    5 +-
 examples/plot_transformer.py                  |    5 +-
 {skltemplate => fsvm}/__init__.py             |    0
 {skltemplate => fsvm}/_template.py            |    4 +-
 {skltemplate => fsvm}/tests/__init__.py       |    0
 {skltemplate => fsvm}/tests/test_common.py    |    2 +-
 {skltemplate => fsvm}/tests/test_template.py  |    3 +-
 {skltemplate => fsvm}/utils/__init__.py       |    0
 {skltemplate => fsvm}/utils/discovery.py      |   36 +-
 {skltemplate => fsvm}/utils/tests/__init__.py |    0
 .../utils/tests/test_discovery.py             |    2 +-
 pixi.lock                                     | 9482 ++++++++---------
 pyproject.toml                                |   28 +-
 23 files changed, 4510 insertions(+), 5105 deletions(-)
 rename {skltemplate => fsvm}/__init__.py (100%)
 rename {skltemplate => fsvm}/_template.py (99%)
 rename {skltemplate => fsvm}/tests/__init__.py (100%)
 rename {skltemplate => fsvm}/tests/test_common.py (90%)
 rename {skltemplate => fsvm}/tests/test_template.py (94%)
 rename {skltemplate => fsvm}/utils/__init__.py (100%)
 rename {skltemplate => fsvm}/utils/discovery.py (84%)
 rename {skltemplate => fsvm}/utils/tests/__init__.py (100%)
 rename {skltemplate => fsvm}/utils/tests/test_discovery.py (89%)

diff --git a/.coveragerc b/.coveragerc
index 4eeaed1..deb922a 100644
--- a/.coveragerc
+++ b/.coveragerc
@@ -2,5 +2,5 @@
 
 [run]
 branch = True
-source = skltemplate
-include = */skltemplate/*
+source = fsvm
+include = */fsvm/*
diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml
index 8279527..c63c696 100644
--- a/.github/workflows/python-app.yml
+++ b/.github/workflows/python-app.yml
@@ -30,4 +30,4 @@ jobs:
         uses: codecov/codecov-action@v4.5.0
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
-          slug: scikit-learn-contrib/project-template
+          slug: balins/fsvm
diff --git a/.gitignore b/.gitignore
index 69e8d8a..872ec44 100644
--- a/.gitignore
+++ b/.gitignore
@@ -75,4 +75,4 @@ target/
 .LSOverride
 
 # auto-generated files
-skltemplate/_version.py
\ No newline at end of file
+fsvm/_version.py
diff --git a/LICENSE b/LICENSE
index 3f63ced..8d1dca1 100644
--- a/LICENSE
+++ b/LICENSE
@@ -11,7 +11,7 @@ modification, are permitted provided that the following conditions are met:
   this list of conditions and the following disclaimer in the documentation
   and/or other materials provided with the distribution.
 
-* Neither the name of project-template nor the names of its
+* Neither the name of fsvm nor the names of its
   contributors may be used to endorse or promote products derived from
   this software without specific prior written permission.
 
diff --git a/README.md b/README.md
index 31f5c2c..8100b50 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,9 @@
 project-template - A template for scikit-learn contributions
 ============================================================
 
-![tests](https://github.com/scikit-learn-contrib/project-template/actions/workflows/python-app.yml/badge.svg)
-[![codecov](https://codecov.io/gh/scikit-learn-contrib/project-template/graph/badge.svg?token=L0XPWwoPLw)](https://codecov.io/gh/scikit-learn-contrib/project-template)
-![doc](https://github.com/scikit-learn-contrib/project-template/actions/workflows/deploy-gh-pages.yml/badge.svg)
+![tests](https://github.com/balins/fsvm/actions/workflows/python-app.yml/badge.svg)
+[![codecov](https://codecov.io/gh/balins/fsvm/graph/badge.svg?token=L0XPWwoPLw)](https://codecov.io/gh/balins/fsvm)
+![doc](https://github.com/balins/fsvm/actions/workflows/deploy-gh-pages.yml/badge.svg)
 
 **project-template** is a template project for [scikit-learn](https://scikit-learn.org)
 compatible extensions.
diff --git a/doc/Makefile b/doc/Makefile
index 508376e..21f9f5c 100644
--- a/doc/Makefile
+++ b/doc/Makefile
@@ -92,17 +92,17 @@ qthelp:
 	@echo
 	@echo "Build finished; now you can run "qcollectiongenerator" with the" \
 	      ".qhcp project file in $(BUILDDIR)/qthelp, like this:"
-	@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/project-template.qhcp"
+	@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/fsvm.qhcp"
 	@echo "To view the help file:"
-	@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/project-template.qhc"
+	@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/fsvm.qhc"
 
 devhelp:
 	$(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp
 	@echo
 	@echo "Build finished."
 	@echo "To view the help file:"
-	@echo "# mkdir -p $$HOME/.local/share/devhelp/project-template"
-	@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/project-template"
+	@echo "# mkdir -p $$HOME/.local/share/devhelp/fsvm"
+	@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/fsvm"
 	@echo "# devhelp"
 
 epub:
diff --git a/doc/api.rst b/doc/api.rst
index 108342c..768ab5c 100644
--- a/doc/api.rst
+++ b/doc/api.rst
@@ -6,7 +6,7 @@ API Reference
 
 This is an example on how to document the API of your own project.
 
-.. currentmodule:: skltemplate
+.. currentmodule:: fsvm
 
 Estimator
 =========
diff --git a/doc/conf.py b/doc/conf.py
index eff1283..a536cae 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -13,7 +13,7 @@
 project = "Scikit-learn Project Template"
 copyright = "2016, V. Birodkar"
 author = "V. Birodkar"
-release = get_version('skltemplate')
+release = get_version('fsvm')
 version = ".".join(release.split(".")[:3])
 
 # -- General configuration ---------------------------------------------------
@@ -44,11 +44,11 @@
 
 html_theme = "pydata_sphinx_theme"
 html_static_path = ["_static"]
-html_style = "css/project-template.css"
+html_style = "css/fsvm.css"
 html_logo = "_static/img/logo.png"
 # html_favicon = "_static/img/favicon.ico"
 html_css_files = [
-    "css/project-template.css",
+    "css/fsvm.css",
 ]
 html_sidebars = {
     "quick_start": [],
@@ -58,7 +58,7 @@
 
 html_theme_options = {
     "external_links": [],
-    "github_url": "https://github.com/scikit-learn-contrib/project-template",
+    "github_url": "https://github.com/balins/fsvm",
     # "twitter_url": "https://twitter.com/pandas_dev",
     "use_edit_page_button": True,
     "show_toc_level": 1,
@@ -67,7 +67,7 @@
 
 html_context = {
     "github_user": "scikit-learn-contrib",
-    "github_repo": "project-template",
+    "github_repo": "fsvm",
     "github_version": "master",
     "doc_path": "doc",
 }
@@ -106,9 +106,9 @@
 plot_gallery = True
 
 sphinx_gallery_conf = {
-    "doc_module": "skltemplate",
+    "doc_module": "fsvm",
     "backreferences_dir": os.path.join("generated"),
     "examples_dirs": "../examples",
     "gallery_dirs": "auto_examples",
-    "reference_url": {"skltemplate": None},
+    "reference_url": {"fsvm": None},
 }
diff --git a/doc/make.bat b/doc/make.bat
index 79c1e19..273dc9c 100644
--- a/doc/make.bat
+++ b/doc/make.bat
@@ -115,9 +115,9 @@ if "%1" == "qthelp" (
 	echo.
 	echo.Build finished; now you can run "qcollectiongenerator" with the ^
 .qhcp project file in %BUILDDIR%/qthelp, like this:
-	echo.^> qcollectiongenerator %BUILDDIR%\qthelp\project-template.qhcp
+	echo.^> qcollectiongenerator %BUILDDIR%\qthelp\fsvm.qhcp
 	echo.To view the help file:
-	echo.^> assistant -collectionFile %BUILDDIR%\qthelp\project-template.ghc
+	echo.^> assistant -collectionFile %BUILDDIR%\qthelp\fsvm.ghc
 	goto end
 )
 
diff --git a/examples/plot_classifier.py b/examples/plot_classifier.py
index c09fd11..2baacde 100644
--- a/examples/plot_classifier.py
+++ b/examples/plot_classifier.py
@@ -3,12 +3,12 @@
 Plotting Template Classifier
 ============================
 
-An example plot of :class:`skltemplate.template.TemplateClassifier`
+An example plot of :class:`fsvm.template.TemplateClassifier`
 """
 
 # %%
 # Train our classifier on very simple dataset
-from skltemplate import TemplateClassifier
+from fsvm import TemplateClassifier
 
 X = [[0, 0], [1, 1]]
 y = [0, 1]
diff --git a/examples/plot_template.py b/examples/plot_template.py
index ab473da..5b40416 100644
--- a/examples/plot_template.py
+++ b/examples/plot_template.py
@@ -3,12 +3,13 @@
 Plotting Template Estimator
 ===========================
 
-An example plot of :class:`skltemplate.template.TemplateEstimator`
+An example plot of :class:`fsvm.template.TemplateEstimator`
 """
+
 import numpy as np
 from matplotlib import pyplot as plt
 
-from skltemplate import TemplateEstimator
+from fsvm import TemplateEstimator
 
 X = np.arange(100).reshape(100, 1)
 y = np.zeros((100,))
diff --git a/examples/plot_transformer.py b/examples/plot_transformer.py
index 4263906..40c03c7 100644
--- a/examples/plot_transformer.py
+++ b/examples/plot_transformer.py
@@ -3,12 +3,13 @@
 Plotting Template Transformer
 =============================
 
-An example plot of :class:`skltemplate.template.TemplateTransformer`
+An example plot of :class:`fsvm.template.TemplateTransformer`
 """
+
 import numpy as np
 from matplotlib import pyplot as plt
 
-from skltemplate import TemplateTransformer
+from fsvm import TemplateTransformer
 
 X = np.arange(50, dtype=np.float64).reshape(-1, 1)
 X /= 50
diff --git a/skltemplate/__init__.py b/fsvm/__init__.py
similarity index 100%
rename from skltemplate/__init__.py
rename to fsvm/__init__.py
diff --git a/skltemplate/_template.py b/fsvm/_template.py
similarity index 99%
rename from skltemplate/_template.py
rename to fsvm/_template.py
index 62a25f2..4e2aeb3 100644
--- a/skltemplate/_template.py
+++ b/fsvm/_template.py
@@ -37,7 +37,7 @@ class TemplateEstimator(BaseEstimator):
 
     Examples
     --------
-    >>> from skltemplate import TemplateEstimator
+    >>> from fsvm import TemplateEstimator
     >>> import numpy as np
     >>> X = np.arange(100).reshape(100, 1)
     >>> y = np.zeros((100, ))
@@ -138,7 +138,7 @@ class TemplateClassifier(ClassifierMixin, BaseEstimator):
     Examples
     --------
     >>> from sklearn.datasets import load_iris
-    >>> from skltemplate import TemplateClassifier
+    >>> from fsvm import TemplateClassifier
     >>> X, y = load_iris(return_X_y=True)
     >>> clf = TemplateClassifier().fit(X, y)
     >>> clf.predict(X)
diff --git a/skltemplate/tests/__init__.py b/fsvm/tests/__init__.py
similarity index 100%
rename from skltemplate/tests/__init__.py
rename to fsvm/tests/__init__.py
diff --git a/skltemplate/tests/test_common.py b/fsvm/tests/test_common.py
similarity index 90%
rename from skltemplate/tests/test_common.py
rename to fsvm/tests/test_common.py
index 4249e7f..a41df65 100644
--- a/skltemplate/tests/test_common.py
+++ b/fsvm/tests/test_common.py
@@ -5,7 +5,7 @@
 
 from sklearn.utils.estimator_checks import parametrize_with_checks
 
-from skltemplate.utils.discovery import all_estimators
+from fsvm.utils.discovery import all_estimators
 
 
 # parametrize_with_checks allows to get a generator of check that is more fine-grained
diff --git a/skltemplate/tests/test_template.py b/fsvm/tests/test_template.py
similarity index 94%
rename from skltemplate/tests/test_template.py
rename to fsvm/tests/test_template.py
index 1194fb7..68846ee 100644
--- a/skltemplate/tests/test_template.py
+++ b/fsvm/tests/test_template.py
@@ -1,10 +1,11 @@
 """This file will just show how to write tests for the template classes."""
+
 import numpy as np
 import pytest
 from sklearn.datasets import load_iris
 from sklearn.utils._testing import assert_allclose, assert_array_equal
 
-from skltemplate import TemplateClassifier, TemplateEstimator, TemplateTransformer
+from fsvm import TemplateClassifier, TemplateEstimator, TemplateTransformer
 
 # Authors: scikit-learn-contrib developers
 # License: BSD 3 clause
diff --git a/skltemplate/utils/__init__.py b/fsvm/utils/__init__.py
similarity index 100%
rename from skltemplate/utils/__init__.py
rename to fsvm/utils/__init__.py
diff --git a/skltemplate/utils/discovery.py b/fsvm/utils/discovery.py
similarity index 84%
rename from skltemplate/utils/discovery.py
rename to fsvm/utils/discovery.py
index af3d586..d722a2c 100644
--- a/skltemplate/utils/discovery.py
+++ b/fsvm/utils/discovery.py
@@ -1,6 +1,6 @@
 """
-The :mod:`skltemplate.utils.discovery` module includes utilities to discover
-objects (i.e. estimators, displays, functions) from the `skltemplate` package.
+The :mod:`fsvm.utils.discovery` module includes utilities to discover
+objects (i.e. estimators, displays, functions) from the `fsvm` package.
 """
 
 # Adapted from scikit-learn
@@ -26,7 +26,7 @@
 
 
 def all_estimators(type_filter=None):
-    """Get a list of all estimators from `skltemplate`.
+    """Get a list of all estimators from `fsvm`.
 
     This function crawls the module and gets all classes that inherit
     from `BaseEstimator`. Classes that are defined in test-modules are not
@@ -50,7 +50,7 @@ def all_estimators(type_filter=None):
 
     Examples
     --------
-    >>> from skltemplate.utils.discovery import all_estimators
+    >>> from fsvm.utils.discovery import all_estimators
     >>> estimators = all_estimators()
     >>> type(estimators)
     <class 'list'>
@@ -64,13 +64,11 @@ def is_abstract(c):
         return True
 
     all_classes = []
-    root = str(Path(__file__).parent.parent)  # skltemplate package
+    root = str(Path(__file__).parent.parent)  # fsvm package
     # Ignore deprecation warnings triggered at import time and from walking
     # packages
     with ignore_warnings(category=FutureWarning):
-        for _, module_name, _ in pkgutil.walk_packages(
-            path=[root], prefix="skltemplate."
-        ):
+        for _, module_name, _ in pkgutil.walk_packages(path=[root], prefix="fsvm."):
             module_parts = module_name.split(".")
             if any(part in _MODULE_TO_IGNORE for part in module_parts):
                 continue
@@ -126,7 +124,7 @@ def is_abstract(c):
 
 
 def all_displays():
-    """Get a list of all displays from `skltemplate`.
+    """Get a list of all displays from `fsvm`.
 
     Returns
     -------
@@ -136,17 +134,15 @@ def all_displays():
 
     Examples
     --------
-    >>> from skltemplate.utils.discovery import all_displays
+    >>> from fsvm.utils.discovery import all_displays
     >>> displays = all_displays()
     """
     all_classes = []
-    root = str(Path(__file__).parent.parent)  # skltemplate package
+    root = str(Path(__file__).parent.parent)  # fsvm package
     # Ignore deprecation warnings triggered at import time and from walking
     # packages
     with ignore_warnings(category=FutureWarning):
-        for _, module_name, _ in pkgutil.walk_packages(
-            path=[root], prefix="skltemplate."
-        ):
+        for _, module_name, _ in pkgutil.walk_packages(path=[root], prefix="fsvm."):
             module_parts = module_name.split(".")
             if any(part in _MODULE_TO_IGNORE for part in module_parts):
                 continue
@@ -170,14 +166,14 @@ def _is_checked_function(item):
         return False
 
     mod = item.__module__
-    if not mod.startswith("skltemplate.") or mod.endswith("estimator_checks"):
+    if not mod.startswith("fsvm.") or mod.endswith("estimator_checks"):
         return False
 
     return True
 
 
 def all_functions():
-    """Get a list of all functions from `skltemplate`.
+    """Get a list of all functions from `fsvm`.
 
     Returns
     -------
@@ -187,17 +183,15 @@ def all_functions():
 
     Examples
     --------
-    >>> from skltemplate.utils.discovery import all_functions
+    >>> from fsvm.utils.discovery import all_functions
     >>> functions = all_functions()
     """
     all_functions = []
-    root = str(Path(__file__).parent.parent)  # skltemplate package
+    root = str(Path(__file__).parent.parent)  # fsvm package
     # Ignore deprecation warnings triggered at import time and from walking
     # packages
     with ignore_warnings(category=FutureWarning):
-        for _, module_name, _ in pkgutil.walk_packages(
-            path=[root], prefix="skltemplate."
-        ):
+        for _, module_name, _ in pkgutil.walk_packages(path=[root], prefix="fsvm."):
             module_parts = module_name.split(".")
             if any(part in _MODULE_TO_IGNORE for part in module_parts):
                 continue
diff --git a/skltemplate/utils/tests/__init__.py b/fsvm/utils/tests/__init__.py
similarity index 100%
rename from skltemplate/utils/tests/__init__.py
rename to fsvm/utils/tests/__init__.py
diff --git a/skltemplate/utils/tests/test_discovery.py b/fsvm/utils/tests/test_discovery.py
similarity index 89%
rename from skltemplate/utils/tests/test_discovery.py
rename to fsvm/utils/tests/test_discovery.py
index a78c029..91aae51 100644
--- a/skltemplate/utils/tests/test_discovery.py
+++ b/fsvm/utils/tests/test_discovery.py
@@ -3,7 +3,7 @@
 
 import pytest
 
-from skltemplate.utils.discovery import all_displays, all_estimators, all_functions
+from fsvm.utils.discovery import all_displays, all_estimators, all_functions
 
 
 def test_all_estimators():
diff --git a/pixi.lock b/pixi.lock
index 4cd9068..328e96e 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -9,132 +9,135 @@ environments:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hd590300_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.2.2-hbcca054_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/joblib-1.4.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.40-h55db66e_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-22_linux64_openblas.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-22_linux64_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.7.4-hbcca054_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/joblib-1.4.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.40-hf3520f5_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-23_linux64_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-23_linux64_openblas.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.6.2-h59595ed_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.2-h7f98852_5.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-13.2.0-hc881cc4_6.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-13.2.0-h69a702a_6.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-13.2.0-h43f5ff8_6.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-13.2.0-hc881cc4_6.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-22_linux64_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-14.1.0-h77fa898_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-14.1.0-h69a702a_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-14.1.0-h69a702a_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-14.1.0-h69a702a_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-14.1.0-hc5f4f2c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-14.1.0-h77fa898_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-23_linux64_openblas.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libnsl-2.0.1-hd590300_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.27-pthreads_h413a1c8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.45.3-h2797004_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-13.2.0-h95c4c6d_6.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.27-pthreads_hac2b453_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.46.0-hde9e2c9_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-14.1.0-hc0a3c3a_1.conda
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   license: MIT
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   license: Apache-2.0
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   license: BSD-3-Clause
   license_family: BSD
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   subdir: osx-arm64
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+  - pluggy <2,>=1.5
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+  - xorg-libxext >=1.3.4,<2.0a0
+  - xorg-xextproto >=7.3.0,<8.0a0
+  license: MIT
+  license_family: MIT
+  purls: []
+  size: 18443
+  timestamp: 1722110433983
+- kind: conda
+  name: xorg-recordproto
+  version: 1.14.2
+  build: h7f98852_1002
+  build_number: 1002
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-recordproto-1.14.2-h7f98852_1002.tar.bz2
+  sha256: 4b91d48fed368c83eafd03891ebfd5bae0a03adc087ebea8a680ae22da99a85f
+  md5: 2f835e6c386e73c6faaddfe9eda67e98
+  depends:
+  - libgcc-ng >=9.3.0
+  license: MIT
+  license_family: MIT
+  purls: []
+  size: 8014
+  timestamp: 1621340029114
 - kind: conda
   name: xorg-renderproto
   version: 0.11.1
@@ -11293,6 +10583,7 @@ packages:
   - libgcc-ng >=9.3.0
   license: MIT
   license_family: MIT
+  purls: []
   size: 9621
   timestamp: 1614866326326
 - kind: conda
@@ -11308,23 +10599,9 @@ packages:
   - libgcc-ng >=12
   license: MIT
   license_family: MIT
+  purls: []
   size: 30270
   timestamp: 1677036833037
-- kind: conda
-  name: xorg-xf86vidmodeproto
-  version: 2.3.1
-  build: h7f98852_1002
-  build_number: 1002
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-xf86vidmodeproto-2.3.1-h7f98852_1002.tar.bz2
-  sha256: 43398aeacad5b8753b7a1c12cb6bca36124e0c842330372635879c350c430791
-  md5: 3ceea9668625c18f19530de98b15d5b0
-  depends:
-  - libgcc-ng >=9.3.0
-  license: MIT
-  license_family: MIT
-  size: 23875
-  timestamp: 1620067286978
 - kind: conda
   name: xorg-xproto
   version: 7.0.31
@@ -11338,6 +10615,7 @@ packages:
   - libgcc-ng >=9.3.0
   license: MIT
   license_family: MIT
+  purls: []
   size: 74922
   timestamp: 1607291557628
 - kind: conda
@@ -11351,6 +10629,7 @@ packages:
   depends:
   - libgcc-ng >=12
   license: LGPL-2.1 and GPL-2.0
+  purls: []
   size: 418368
   timestamp: 1660346797927
 - kind: conda
@@ -11362,6 +10641,7 @@ packages:
   sha256: 59d78af0c3e071021cfe82dc40134c19dab8cdf804324b62940f5c8cd71803ec
   md5: 39c6b54e94014701dd157f4f576ed211
   license: LGPL-2.1 and GPL-2.0
+  purls: []
   size: 235693
   timestamp: 1660346961024
 - kind: conda
@@ -11373,6 +10653,7 @@ packages:
   sha256: eb09823f34cc2dd663c0ec4ab13f246f45dcd52e5b8c47b9864361de5204a1c8
   md5: a72f9d4ea13d55d745ff1ed594747f10
   license: LGPL-2.1 and GPL-2.0
+  purls: []
   size: 238119
   timestamp: 1660346964847
 - kind: conda
@@ -11387,6 +10668,7 @@ packages:
   - vc >=14.1,<15
   - vs2015_runtime >=14.16.27033
   license: LGPL-2.1 and GPL-2.0
+  purls: []
   size: 217804
   timestamp: 1660346976440
 - kind: conda
@@ -11400,6 +10682,7 @@ packages:
   md5: d7e08fcf8259d742156188e8762b4d20
   license: MIT
   license_family: MIT
+  purls: []
   size: 84237
   timestamp: 1641347062780
 - kind: conda
@@ -11413,6 +10696,7 @@ packages:
   md5: 4bb3f014845110883a3c5ee811fd84b4
   license: MIT
   license_family: MIT
+  purls: []
   size: 88016
   timestamp: 1641347076660
 - kind: conda
@@ -11428,6 +10712,7 @@ packages:
   - libgcc-ng >=9.4.0
   license: MIT
   license_family: MIT
+  purls: []
   size: 89141
   timestamp: 1641346969816
 - kind: conda
@@ -11444,102 +10729,221 @@ packages:
   - vs2015_runtime >=14.16.27012
   license: MIT
   license_family: MIT
+  purls: []
   size: 63274
   timestamp: 1641347623319
 - kind: conda
-  name: zipp
-  version: 3.17.0
-  build: pyhd8ed1ab_0
-  subdir: noarch
-  noarch: python
-  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.17.0-pyhd8ed1ab_0.conda
-  sha256: bced1423fdbf77bca0a735187d05d9b9812d2163f60ab426fc10f11f92ecbe26
-  md5: 2e4d6bc0b14e10f895fc6791a7d9b26a
+  name: zlib
+  version: 1.3.1
+  build: h2466b09_1
+  build_number: 1
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/zlib-1.3.1-h2466b09_1.conda
+  sha256: 76409556e6c7cb91991cd94d7fc853c9272c2872bd7e3573ff35eb33d6fca5be
+  md5: f8e0a35bf6df768ad87ed7bbbc36ab04
   depends:
-  - python >=3.8
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/zipp
-  size: 18954
-  timestamp: 1695255262261
+  - libzlib 1.3.1 h2466b09_1
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: Zlib
+  license_family: Other
+  purls: []
+  size: 108081
+  timestamp: 1716874767420
 - kind: conda
   name: zlib
-  version: 1.2.13
-  build: hd590300_5
-  build_number: 5
+  version: 1.3.1
+  build: h4ab18f5_1
+  build_number: 1
   subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.2.13-hd590300_5.conda
-  sha256: 9887a04d7e7cb14bd2b52fa01858f05a6d7f002c890f618d9fcd864adbfecb1b
-  md5: 68c34ec6149623be41a1933ab996a209
+  url: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.3.1-h4ab18f5_1.conda
+  sha256: cee16ab07a11303de721915f0a269e8c7a54a5c834aa52f74b1cc3a59000ade8
+  md5: 9653f1bf3766164d0e65fa723cabbc54
   depends:
   - libgcc-ng >=12
-  - libzlib 1.2.13 hd590300_5
+  - libzlib 1.3.1 h4ab18f5_1
   license: Zlib
   license_family: Other
-  size: 92825
-  timestamp: 1686575231103
+  purls: []
+  size: 93004
+  timestamp: 1716874213487
 - kind: conda
-  name: zstd
-  version: 1.5.5
-  build: h12be248_0
+  name: zstandard
+  version: 0.23.0
+  build: py311h4a6b76e_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.23.0-py311h4a6b76e_0.conda
+  sha256: c372898778c58816cf8ad0031504ffb9a451d92c8547e2e524e6e61c1df5d9a3
+  md5: 0571c2ddfd8f08fbf08f3333ac826b2d
+  depends:
+  - __osx >=11.0
+  - cffi >=1.11
+  - python >=3.11,<3.12.0a0
+  - python >=3.11,<3.12.0a0 *_cpython
+  - python_abi 3.11.* *_cp311
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 332378
+  timestamp: 1721044254516
+- kind: conda
+  name: zstandard
+  version: 0.23.0
+  build: py311h51fa951_0
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.23.0-py311h51fa951_0.conda
+  sha256: 5cbac17776b5c8bd27f08f6db4b05a7dc886966370626132654e1418a828931f
+  md5: 9e5d830263cca953b20bb760ca4b6a0d
+  depends:
+  - __osx >=10.13
+  - cffi >=1.11
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 412173
+  timestamp: 1721044344005
+- kind: conda
+  name: zstandard
+  version: 0.23.0
+  build: py311h53056dc_0
   subdir: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.5-h12be248_0.conda
-  sha256: d540dd56c5ec772b60e4ce7d45f67f01c6614942225885911964ea1e70bb99e3
-  md5: 792bb5da68bf0a6cac6a6072ecb8dbeb
+  url: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py311h53056dc_0.conda
+  sha256: 3bd0e287215152d6e3a17090c015368b7632f907cecfb363e7a3391f8ee04f8e
+  md5: a2663051856bfd6ac673a93a0baa7aba
   depends:
-  - libzlib >=1.2.13,<1.3.0a0
+  - cffi >=1.11
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
   license: BSD-3-Clause
   license_family: BSD
-  size: 343428
-  timestamp: 1693151615801
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 322403
+  timestamp: 1721044645946
 - kind: conda
-  name: zstd
-  version: 1.5.5
-  build: h4f39d0f_0
-  subdir: osx-arm64
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.5-h4f39d0f_0.conda
-  sha256: 7e1fe6057628bbb56849a6741455bbb88705bae6d6646257e57904ac5ee5a481
-  md5: 5b212cfb7f9d71d603ad891879dc7933
+  name: zstandard
+  version: 0.23.0
+  build: py311h5cd10c7_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py311h5cd10c7_0.conda
+  sha256: ee4e7202ed6d6027eabb9669252b4dfd8144d4fde644435ebe39ab608086e7af
+  md5: 8efe4fe2396281627b3450af8357b190
   depends:
-  - libzlib >=1.2.13,<1.3.0a0
+  - __glibc >=2.17,<3.0.a0
+  - cffi >=1.11
+  - libgcc-ng >=12
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
   license: BSD-3-Clause
   license_family: BSD
-  size: 400508
-  timestamp: 1693151393180
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 416323
+  timestamp: 1721044178290
 - kind: conda
-  name: zstd
-  version: 1.5.5
-  build: h829000d_0
+  name: zstandard
+  version: 0.23.0
+  build: py312h331e495_0
   subdir: osx-64
-  url: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.5-h829000d_0.conda
-  sha256: d54e31d3d8de5e254c0804abd984807b8ae5cd3708d758a8bf1adff1f5df166c
-  md5: 80abc41d0c48b82fe0f04e7f42f5cb7e
+  url: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.23.0-py312h331e495_0.conda
+  sha256: c1d379d1062f23e3fbd3dd8548fc6cf61b23d6f96b11e78c4e01f4761580cb02
+  md5: fb62d40e45f51f7d6a7df47c9a12caf4
   depends:
-  - libzlib >=1.2.13,<1.3.0a0
+  - __osx >=10.13
+  - cffi >=1.11
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
   license: BSD-3-Clause
   license_family: BSD
-  size: 499383
-  timestamp: 1693151312586
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 411066
+  timestamp: 1721044218542
 - kind: conda
-  name: zstd
-  version: 1.5.5
-  build: hfc55251_0
+  name: zstandard
+  version: 0.23.0
+  build: py312h3483029_0
   subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.5-hfc55251_0.conda
-  sha256: 607cbeb1a533be98ba96cf5cdf0ddbb101c78019f1fda063261871dad6248609
-  md5: 04b88013080254850d6c01ed54810589
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py312h3483029_0.conda
+  sha256: 7e1e105ea7eab2af591faebf743ff2493f53c313079e316419577925e4492b03
+  md5: eab52e88c858d87cf5a069f79d10bb50
   depends:
+  - __glibc >=2.17,<3.0.a0
+  - cffi >=1.11
   - libgcc-ng >=12
-  - libstdcxx-ng >=12
-  - libzlib >=1.2.13,<1.3.0a0
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 416708
+  timestamp: 1721044154409
+- kind: conda
+  name: zstandard
+  version: 0.23.0
+  build: py312h721a963_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.23.0-py312h721a963_0.conda
+  sha256: 6fc0d2f7a0a49a7c1453bb9eacd5456214b6cf000760067d72f0cce464975fa1
+  md5: caf7f5b85615a132c0fa586b82bd59e6
+  depends:
+  - __osx >=11.0
+  - cffi >=1.11
+  - python >=3.12,<3.13.0a0
+  - python >=3.12,<3.13.0a0 *_cpython
+  - python_abi 3.12.* *_cp312
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 332489
+  timestamp: 1721044244889
+- kind: conda
+  name: zstandard
+  version: 0.23.0
+  build: py312h7606c53_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py312h7606c53_0.conda
+  sha256: 907edf473419a5aff6151900d09bb3f2b2c2ede8964f20ae87cb6fae04d0cbb7
+  md5: c405924e081cb476495ffe72c88e92c2
+  depends:
+  - cffi >=1.11
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
   license: BSD-3-Clause
   license_family: BSD
-  size: 545199
-  timestamp: 1693151163452
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 320649
+  timestamp: 1721044547910
 - kind: conda
   name: zstd
   version: 1.5.6
@@ -11549,12 +10953,13 @@ packages:
   sha256: 768e30dc513568491818fb068ee867c57c514b553915536da09e5d10b4ebf3c3
   md5: 9a17230f95733c04dc40a2b1e5491d74
   depends:
-  - libzlib >=1.2.13,<1.3.0a0
+  - libzlib >=1.2.13,<2.0.0a0
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
   license: BSD-3-Clause
   license_family: BSD
+  purls: []
   size: 349143
   timestamp: 1714723445995
 - kind: conda
@@ -11567,9 +10972,10 @@ packages:
   md5: 4cb2cd56f039b129bb0e491c1164167e
   depends:
   - __osx >=10.9
-  - libzlib >=1.2.13,<1.3.0a0
+  - libzlib >=1.2.13,<2.0.0a0
   license: BSD-3-Clause
   license_family: BSD
+  purls: []
   size: 498900
   timestamp: 1714723303098
 - kind: conda
@@ -11583,9 +10989,10 @@ packages:
   depends:
   - libgcc-ng >=12
   - libstdcxx-ng >=12
-  - libzlib >=1.2.13,<1.3.0a0
+  - libzlib >=1.2.13,<2.0.0a0
   license: BSD-3-Clause
   license_family: BSD
+  purls: []
   size: 554846
   timestamp: 1714722996770
 - kind: conda
@@ -11598,8 +11005,9 @@ packages:
   md5: d96942c06c3e84bfcc5efb038724a7fd
   depends:
   - __osx >=11.0
-  - libzlib >=1.2.13,<1.3.0a0
+  - libzlib >=1.2.13,<2.0.0a0
   license: BSD-3-Clause
   license_family: BSD
+  purls: []
   size: 405089
   timestamp: 1714723101397
diff --git a/pyproject.toml b/pyproject.toml
index 353eb50..fb3ddab 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,13 +3,12 @@ requires = ["setuptools>=64", "setuptools_scm[toml]>=8"]
 build-backend = "setuptools.build_meta"
 
 [project]
-name = "skltemplate"
+name = "fsvm"
 dynamic = ["version"]
 authors = [
-  { name="Vighnesh Birodkar", email="vighneshbirodkar@nyu.edu" },
-  { name="Guillaume Lemaitre", email="g.lemaitre58@gmail.com" },
+  { name="Jakub Balinski", email="j.balinski@student.uj.edu.pl" },
 ]
-description = "A template for scikit-learn compatible packages."
+description = "A Fuzzy Support Vector Machine implementation."
 readme = "README.md"
 requires-python = ">=3.9"
 dependencies = [
@@ -29,11 +28,11 @@ classifiers = [
 ]
 
 [project.urls]
-Homepage = "https://github.com/scikit-learn-contrib/project-template"
-Issues = "https://github.com/scikit-learn-contrib/project-template/issues"
+Homepage = "https://github.com/balins/fsvm"
+Issues = "https://github.com/balins/fsvm/issues"
 
 [tool.setuptools_scm]
-version_file = "skltemplate/_version.py"
+version_file = "fsvm/_version.py"
 
 [tool.pixi.project]
 channels = ["conda-forge"]
@@ -44,7 +43,7 @@ python = ">=3.9"
 scikit-learn = ">=1.4.2"
 
 [tool.pixi.pypi-dependencies]
-skltemplate = { path=".", editable=true }
+fsvm = { path=".", editable=true }
 
 [tool.pixi.feature.lint.dependencies]
 # The version below should be aligned with the one of `.pre-commit-config.yaml`
@@ -53,16 +52,17 @@ pre-commit = "3.7.1"
 ruff = "0.4.2"
 
 [tool.pixi.feature.lint.tasks]
-black = { cmd = "black --check --diff skltemplate && black --check --diff examples" }
-ruff = { cmd = "ruff check --output-format=full skltemplate && ruff check --output-format=full examples" }
-lint = { depends_on = ["black", "ruff"]}
+black = { cmd = "black --check --diff fsvm && black --check --diff examples" }
+ruff = { cmd = "ruff check --output-format=full fsvm && ruff check --output-format=full examples" }
+lint = { depends_on = ["black", "ruff"] }
+format = { cmd = "ruff format fsvm && ruff format examples" }
 
 [tool.pixi.feature.test.dependencies]
 pytest = "*"
 pytest-cov = "*"
 
 [tool.pixi.feature.test.tasks]
-test = { cmd = "pytest -vsl --cov=skltemplate --cov-report=xml skltemplate" }
+test = { cmd = "pytest -vsl --cov=fsvm --cov-report=xml fsvm" }
 
 [tool.pixi.feature.doc.dependencies]
 matplotlib = "*"
@@ -95,7 +95,7 @@ exclude = '''
   | \.vscode
 )/
 '''
-force-exclude = "skltemplate/_version.py"
+force-exclude = "fsvm/_version.py"
 
 [tool.ruff]
 # max line length for black
@@ -108,7 +108,7 @@ exclude=[
     "doc/_build",
     "doc/auto_examples",
     "build",
-    "skltemplate/_version.py",
+    "fsvm/_version.py",
 ]
 
 [tool.ruff.lint]