From 035335303e4eff4b2ba834229234a64c9a018d62 Mon Sep 17 00:00:00 2001
From: Felipe Olmos <92923444+folmos-at-orange@users.noreply.github.com>
Date: Mon, 22 Dec 2025 13:27:12 +0100
Subject: [PATCH 1/7] Update to khiops 11

---
 .github/workflows/docs.yaml  |  2 +-
 .github/workflows/tests.yaml |  2 +-
 README.md                    |  6 ++----
 docs/index.md                |  2 +-
 docs/quickstart.ipynb        | 16 ++++++++++++++++
 docs/quickstart.py           |  4 ++++
 pyproject.toml               |  6 ++----
 uv.lock                      | 28 +++++++++++++---------------
 8 files changed, 40 insertions(+), 26 deletions(-)

diff --git a/.github/workflows/docs.yaml b/.github/workflows/docs.yaml
index 1988923..c940807 100644
--- a/.github/workflows/docs.yaml
+++ b/.github/workflows/docs.yaml
@@ -29,7 +29,7 @@ jobs:
           sudo apt-get update -y && sudo apt-get install wget lsb-release -y
           CODENAME=$(lsb_release -cs)
           TEMP_DEB="$(mktemp)"
-          wget -O "$TEMP_DEB" "https://github.com/KhiopsML/khiops/releases/download/11.0.0-b.0/khiops-core-openmpi_11.0.0-b.0-1-${CODENAME}.amd64.deb"
+          wget -O "$TEMP_DEB" "https://github.com/KhiopsML/khiops/releases/download/11.0.0/khiops-core-openmpi_11.0.0-1-${CODENAME}.amd64.deb"
           sudo dpkg -i "$TEMP_DEB" || sudo apt-get -f -y install
       - name: Build docs
         run: |
diff --git a/.github/workflows/tests.yaml b/.github/workflows/tests.yaml
index 8b0767d..bfea13f 100644
--- a/.github/workflows/tests.yaml
+++ b/.github/workflows/tests.yaml
@@ -33,6 +33,6 @@ jobs:
           miniforge-version: latest
           conda-remove-defaults: true
       - name: Install khiops
-        run: conda install --quiet --yes --name test khiops-core=11.0.0b.0
+        run: conda install --quiet --yes --name test khiops-core=11.0.0
       - name: Run tests
         run: conda run --name test uv run pytest src/tests
diff --git a/README.md b/README.md
index c059400..1663b0f 100644
--- a/README.md
+++ b/README.md
@@ -20,10 +20,8 @@ See the [documentation][khalib-docs] for more information.
 <!-- start-install -->
 ## Installation
 
-*Note: We'll improve this installation procedure soon!*
-
-- Make sure you have installed [Khiops 11 Beta][khiops11-setup]
-- Execute
+- [Install Khiops][khiops-setup]
+- Install the `khalib` python library:
 
 ```bash
 pip install https://github.com/KhiopsLab/khalib/archive/refs/tags/0.1.zip
diff --git a/docs/index.md b/docs/index.md
index 4e6cd9c..0bb608f 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -19,7 +19,7 @@ estimated. These histograms have the following properties:
 
 
 [khiops-org]: https://khiops.org
-[khiops11-setup]: https://khiops.org/11.0.0-b.0/setup/
+[khiops-setup]: https://khiops.org/setup/
 [sk-calclf]: https://scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html
 [khalib-docs]: https://khiopsml.github.io/khalib
 
diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb
index 8316f2d..9742b72 100644
--- a/docs/quickstart.ipynb
+++ b/docs/quickstart.ipynb
@@ -178,6 +178,22 @@
     "print(\"Reduction     :\", (ece_test - calib_ece_test) / ece_test)\n",
     "_ = khalib.build_reliability_diagram(calib_hist_y_test_scores, y_test)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0370a02f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "edf18fbe",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/docs/quickstart.py b/docs/quickstart.py
index f5e6c23..06c3fc7 100644
--- a/docs/quickstart.py
+++ b/docs/quickstart.py
@@ -112,3 +112,7 @@
 print("CALIB HIST ECE:", calib_hist_ece_test)
 print("Reduction     :", (ece_test - calib_ece_test) / ece_test)
 _ = khalib.build_reliability_diagram(calib_hist_y_test_scores, y_test)
+
+# %%
+
+# %%
diff --git a/pyproject.toml b/pyproject.toml
index d516eae..a0c2110 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,7 +9,7 @@ description = "Classifier Calibration with Khiops"
 authors = [{ name = "Felipe Olmos", email = "luisfelipe.olmosmarchant@orange.com" }]
 requires-python = ">=3.11"
 dependencies = [
-    "khiops>=11.0.0.0b0",
+    "khiops>=11.0.0.0",
     "numpy>=2.0.0",
     "scikit-learn>=1.5.0",
     "matplotlib>=3.9.0",
@@ -56,13 +56,11 @@ ignore = [
   "PLW0120", # useless-else-on-loop
   "PLW0406", # import-self
   "PLW0603", # global-statement
+  "PD901",   # Avoid 'df' name for dataframes
 ]
 # To fix by default isort fixes
 extend-safe-fixes = ["I"]
 
-[tool.uv.sources]
-khiops = { url = "https://github.com/KhiopsML/khiops-python/releases/download/11.0.0.0-b.0/khiops-11.0.0.0b0.tar.gz" }
-
 [dependency-groups]
 dev = [
     "furo>=2025.7.19",
diff --git a/uv.lock b/uv.lock
index 10028df..7fe981a 100644
--- a/uv.lock
+++ b/uv.lock
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 ]
 
@@ -1108,7 +1116,7 @@ wheels = [
 
 [[package]]
 name = "khalib"
-version = "0.1b0"
+version = "0.1"
 source = { editable = "." }
 dependencies = [
     { name = "khiops" },
@@ -1137,7 +1145,7 @@ dev = [
 
 [package.metadata]
 requires-dist = [
-    { name = "khiops", url = "https://github.com/KhiopsML/khiops-python/releases/download/11.0.0.0-b.0/khiops-11.0.0.0b0.tar.gz" },
+    { name = "khiops", specifier = ">=11.0.0.0" },
     { name = "matplotlib", specifier = ">=3.9.0" },
     { name = "numpy", specifier = ">=2.0.0" },
     { name = "scikit-learn", specifier = ">=1.5.0" },
@@ -1163,23 +1171,13 @@ dev = [
 
 [[package]]
 name = "khiops"
-version = "11.0.0.0b0"
-source = { url = "https://github.com/KhiopsML/khiops-python/releases/download/11.0.0.0-b.0/khiops-11.0.0.0b0.tar.gz" }
+version = "11.0.0.0"
+source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "pandas" },
     { name = "scikit-learn" },
 ]
-sdist = { hash = "sha256:db8380d4eeec4341f52459d4d2533b48c95e79e6faea020a19fcbdc8ff33fe92" }
-
-[package.metadata]
-requires-dist = [
-    { name = "boto3", marker = "extra == 's3'", specifier = ">=1.17.39,<=1.35.69" },
-    { name = "google-cloud-storage", marker = "extra == 'gcs'", specifier = ">=1.37.0" },
-    { name = "pandas", specifier = ">=0.25.3" },
-    { name = "pyopenssl", marker = "extra == 's3'", specifier = ">=24.0.0,<25.0.0" },
-    { name = "scikit-learn", specifier = ">=0.22.2" },
-]
-provides-extras = ["s3", "gcs"]
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 [[package]]
 name = "kiwisolver"

From f7f11d56d9fcd4563ee7ab25335084580dc96500 Mon Sep 17 00:00:00 2001
From: Felipe Olmos <92923444+folmos-at-orange@users.noreply.github.com>
Date: Wed, 24 Dec 2025 12:03:51 +0100
Subject: [PATCH 2/7] Update CI

---
 .github/workflows/checks.yaml |  6 +++---
 .github/workflows/docs.yaml   | 11 +++++------
 .github/workflows/tests.yaml  | 13 ++++++++-----
 3 files changed, 16 insertions(+), 14 deletions(-)

diff --git a/.github/workflows/checks.yaml b/.github/workflows/checks.yaml
index 6d4971e..a1d2302 100644
--- a/.github/workflows/checks.yaml
+++ b/.github/workflows/checks.yaml
@@ -15,7 +15,7 @@ jobs:
       - uses: actions/checkout@v4
       - name: Install uv
         uses: astral-sh/setup-uv@v6
-      - name: Setup Just
-        uses: extractions/setup-just@v3
+        with:
+          enable-cache: true
       - name: Run pre-commit
-        run: just pre-commit
+        run: uvx pre-commit run --all-files --verbose
diff --git a/.github/workflows/docs.yaml b/.github/workflows/docs.yaml
index c940807..53a4da8 100644
--- a/.github/workflows/docs.yaml
+++ b/.github/workflows/docs.yaml
@@ -20,17 +20,16 @@ jobs:
       - uses: actions/checkout@v4
       - name: Setup uv
         uses: astral-sh/setup-uv@v6
-      - name: Setup Python
-        run: uv python install
+        with:
+          python-version: '3.14'
+          enable-cache: true
       - name: Setup just
         uses: extractions/setup-just@v3
       - name: Setup Khiops
         run: |
           sudo apt-get update -y && sudo apt-get install wget lsb-release -y
-          CODENAME=$(lsb_release -cs)
-          TEMP_DEB="$(mktemp)"
-          wget -O "$TEMP_DEB" "https://github.com/KhiopsML/khiops/releases/download/11.0.0/khiops-core-openmpi_11.0.0-1-${CODENAME}.amd64.deb"
-          sudo dpkg -i "$TEMP_DEB" || sudo apt-get -f -y install
+          wget -O "./khiops.deb" "https://github.com/KhiopsML/khiops/releases/download/11.0.0/khiops-core-openmpi_11.0.0-1-$(lsb_release -cs).amd64.deb"
+          sudo dpkg -i "./khiops.deb" || sudo apt-get -f -y install
       - name: Build docs
         run: |
           mkdir docs/_static
diff --git a/.github/workflows/tests.yaml b/.github/workflows/tests.yaml
index bfea13f..eae7f76 100644
--- a/.github/workflows/tests.yaml
+++ b/.github/workflows/tests.yaml
@@ -4,6 +4,7 @@ on:
   pull_request:
     paths:
     - 'src/**'
+    - .github/workflows/tests.yaml
 
 # Cancel any ongoing run of this workflow on the same PR or ref
 concurrency:
@@ -24,15 +25,17 @@ jobs:
         uses: astral-sh/setup-uv@v6
         with:
           python-version: ${{ matrix.python-version }}
-      - name: Set up Python
-        run: uv python install
+          enable-cache: true
+      - name: Setup just
+        uses: extractions/setup-just@v3
       - name: Install Miniforge
         uses: conda-incubator/setup-miniconda@v3
         with:
           auto-update-conda: true
           miniforge-version: latest
           conda-remove-defaults: true
-      - name: Install khiops
-        run: conda install --quiet --yes --name test khiops-core=11.0.0
+      - name: Install Khiops
+        run: conda install --quiet --yes --name test khiops-core>=11.0.0
       - name: Run tests
-        run: conda run --name test uv run pytest src/tests
+        # We run with `conda` so we find the khiops executables installed in the conda env
+        run: conda run --name test just test

From ff86841be4db7edd592a0b41c048c77b797d2038 Mon Sep 17 00:00:00 2001
From: Felipe Olmos <92923444+folmos-at-orange@users.noreply.github.com>
Date: Fri, 26 Dec 2025 10:23:26 +0100
Subject: [PATCH 3/7] Fix setuptools package find settings

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index a0c2110..ebbd141 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,8 +18,8 @@ license = "BSD-3-Clause"
 license-files = ["LICENSE.md"]
 
 
-[tools.setuptools]
-packages = ["khcalib"]
+[tool.setuptools.packages.find]
+where = ["src"]
 
 [tool.pytest.ini_options]
 markers = [

From c6e7c5e082cac78e342b021cde6eaf50d3733c4e Mon Sep 17 00:00:00 2001
From: Felipe Olmos <92923444+folmos-at-orange@users.noreply.github.com>
Date: Fri, 26 Dec 2025 11:27:38 +0100
Subject: [PATCH 4/7] Add package and release workflow

---
 .github/workflows/package.yaml | 71 ++++++++++++++++++++++++++++++++++
 pyproject.toml                 | 25 +++++++++++-
 uv.lock                        |  2 +-
 3 files changed, 96 insertions(+), 2 deletions(-)
 create mode 100644 .github/workflows/package.yaml

diff --git a/.github/workflows/package.yaml b/.github/workflows/package.yaml
new file mode 100644
index 0000000..f1ceb1d
--- /dev/null
+++ b/.github/workflows/package.yaml
@@ -0,0 +1,71 @@
+name: Package
+on:
+  workflow_dispatch:
+    inputs:
+      pypi-target:
+          type: choice
+          default: no-op
+          options: [no-op, testpypi, pypi]
+          description: PyPI Target
+  pull_request:
+
+# Cancel any ongoing run of this workflow on the same PR or ref
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout sources
+        uses: actions/checkout@v4
+      - name: Setup uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          python-version: '3.14'
+          enable-cache: true
+      - name: Build Package
+        run: |
+          uv build --sdist
+      - name: Upload package artifact
+        uses: actions/upload-artifact@v6
+        with:
+          name: pip-package
+          path: dist/
+  publish-pypi:
+    if: inputs.pypi-target == 'pypi' && github.ref_type == 'tag' && github.repository_owner == 'KhiopsLab'
+    needs: [build]
+    runs-on: ubuntu-latest
+    environment:
+      name: pypi
+      url: https://pypi.org/p/khalib
+    permissions:
+      id-token: write
+    steps:
+      - name: Download package artifact
+        uses: actions/download-artifact@v6
+        with:
+          name: pip-package
+          path: dist/
+      - name: Publish to PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
+  publish-testpypi:
+    if: inputs.pypi-target == 'testpypi' && github.ref_type == 'tag' && github.repository_owner == 'KhiopsLab'
+    needs: [build]
+    runs-on: ubuntu-latest
+    environment:
+      name: testpypi
+      url: https://test.pypi.org/p/khalib
+    permissions:
+      id-token: write
+    steps:
+      - name: Download package artifact
+        uses: actions/download-artifact@v6
+        with:
+          name: pip-package
+          path: dist/
+      - name: Publish to TestPyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          repository-url: https://test.pypi.org/legacy/
diff --git a/pyproject.toml b/pyproject.toml
index ebbd141..5938a9c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "khalib"
-version = "0.1"
+version = "0.2rc2"
 description = "Classifier Calibration with Khiops"
 authors = [{ name = "Felipe Olmos", email = "luisfelipe.olmosmarchant@orange.com" }]
 requires-python = ">=3.11"
@@ -14,8 +14,31 @@ dependencies = [
     "scikit-learn>=1.5.0",
     "matplotlib>=3.9.0",
 ]
+readme = "README.md"
 license = "BSD-3-Clause"
 license-files = ["LICENSE.md"]
+classifiers=[
+  "Intended Audience :: Science/Research",
+  "Intended Audience :: Developers",
+  "Programming Language :: Python",
+  "Topic :: Software Development",
+  "Topic :: Scientific/Engineering",
+  "Development Status :: 5 - Production/Stable",
+  "Operating System :: Microsoft :: Windows",
+  "Operating System :: POSIX",
+  "Operating System :: Unix",
+  "Operating System :: MacOS",
+  "Programming Language :: Python :: 3",
+  "Programming Language :: Python :: 3.11",
+  "Programming Language :: Python :: 3.12",
+  "Programming Language :: Python :: 3.13",
+  "Programming Language :: Python :: 3.14",
+]
+[project.urls]
+homepage = "https://khiopslab.github.io/khalib"
+source = "https://github.com/KhiopsLab/khalib"
+tracker = "https://github.com/KhiopsLab/khalib/issues"
+changelog = "https://github.com/KhiopsLab/khalib/blob/main/CHANGELOG.md"
 
 
 [tool.setuptools.packages.find]
diff --git a/uv.lock b/uv.lock
index 7fe981a..a525c34 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1116,7 +1116,7 @@ wheels = [
 
 [[package]]
 name = "khalib"
-version = "0.1"
+version = "0.2rc1"
 source = { editable = "." }
 dependencies = [
     { name = "khiops" },

From cbcc0ebaa6799cb92e581796d87f65c96765929e Mon Sep 17 00:00:00 2001
From: Felipe Olmos <92923444+folmos-at-orange@users.noreply.github.com>
Date: Fri, 26 Dec 2025 15:45:14 +0100
Subject: [PATCH 5/7] Get the version show in docs from pyproject.toml

---
 docs/conf.py | 16 +++++++++++++---
 1 file changed, 13 insertions(+), 3 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index f44651a..7c3760c 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -1,7 +1,17 @@
+# This script must be executed in its directory
+import importlib
+import sys
+
+# Obtain the project's version
+sys.path.append("../")
+khalib_version = importlib.metadata.version("khalib")
+
+# Basic Information
 project = "khalib"
 author = "Felipe Olmos"
-release = "0.1"
+release = khalib_version
 
+# Sphinx extensions
 extensions = [
     "myst_nb",  # activates myst_parser as well
     "numpydoc",
@@ -11,13 +21,13 @@
     "sphinx.ext.intersphinx",
 ]
 
+# Basic Sphinx config
+default_role = "obj"
 templates_path = ["_templates"]
 exclude_patterns = []
-
 html_theme = "furo"
 html_static_path = ["_static"]
 html_title = f"<h6><center>{project} {release}</center></h6>"
-default_role = "obj"
 
 # Extensions configs
 

From d6ba6a84dcedebed91950642bf8959fb308ab0e2 Mon Sep 17 00:00:00 2001
From: Felipe Olmos <92923444+folmos-at-orange@users.noreply.github.com>
Date: Fri, 26 Dec 2025 16:56:59 +0100
Subject: [PATCH 6/7] Update pre-commit

---
 .pre-commit-config.yaml |  6 ++--
 justfile                |  2 +-
 pyproject.toml          |  1 -
 uv.lock                 | 77 -----------------------------------------
 4 files changed, 4 insertions(+), 82 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 199c922..cca4b26 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,18 +1,18 @@
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.12.4
+    rev: v0.14.10
     hooks:
       - id: ruff-check
         args: [ --fix ]
       - id: ruff-format
   - repo: https://github.com/mwouts/jupytext
-    rev: v1.17.3
+    rev: v1.19.0.dev0
     hooks:
     - id: jupytext
       args: [--update, --from,  py:percent, --to, notebook]
       files: docs/quickstart.py
   - repo: https://github.com/rhysd/actionlint
-    rev: v1.7.8
+    rev: v1.7.9
     hooks:
       - id: actionlint
         name: actionlint
diff --git a/justfile b/justfile
index f26187f..ebc0f91 100644
--- a/justfile
+++ b/justfile
@@ -1,6 +1,6 @@
 alias pc := pre-commit
 pre-commit:
-  uv run pre-commit run --all-files
+  uvx pre-commit run --all-files
 
 alias d := docs
 docs:
diff --git a/pyproject.toml b/pyproject.toml
index 5938a9c..b4e8291 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -95,7 +95,6 @@ dev = [
     "myst-nb>=1.3.0",
     "myst-parser>=4.0.1",
     "numpydoc>=1.9.0",
-    "pre-commit>=4.3.0",
     "pytest>=8.4.1",
     "sphinx>=8.2.3",
     "sphinx-copybutton>=0.5.2",
diff --git a/uv.lock b/uv.lock
index a525c34..cb1a9ac 100644
--- a/uv.lock
+++ b/uv.lock
@@ -252,15 +252,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ae/3a/dbeec9d1ee0844c679f6bb5d6ad4e9f198b1224f4e7a32825f47f6192b0c/cffi-2.0.0-cp314-cp314t-win_arm64.whl", hash = "sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9", size = 184195, upload-time = "2025-09-08T23:23:43.004Z" },
 ]
 
-[[package]]
-name = "cfgv"
-version = "3.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/11/74/539e56497d9bd1d484fd863dd69cbbfa653cd2aa27abfe35653494d85e94/cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560", size = 7114, upload-time = "2023-08-12T20:38:17.776Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9", size = 7249, upload-time = "2023-08-12T20:38:16.269Z" },
-]
-
 [[package]]
 name = "charset-normalizer"
 version = "3.4.4"
@@ -498,15 +489,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61", size = 25604, upload-time = "2021-03-08T10:59:24.45Z" },
 ]
 
-[[package]]
-name = "distlib"
-version = "0.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/96/8e/709914eb2b5749865801041647dc7f4e6d00b549cfe88b65ca192995f07c/distlib-0.4.0.tar.gz", hash = "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d", size = 614605, upload-time = "2025-07-17T16:52:00.465Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16", size = 469047, upload-time = "2025-07-17T16:51:58.613Z" },
-]
-
 [[package]]
 name = "docutils"
 version = "0.21.2"
@@ -534,15 +516,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl", hash = "sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463", size = 24024, upload-time = "2025-08-14T18:49:34.776Z" },
 ]
 
-[[package]]
-name = "filelock"
-version = "3.20.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/58/46/0028a82567109b5ef6e4d2a1f04a583fb513e6cf9527fcdd09afd817deeb/filelock-3.20.0.tar.gz", hash = "sha256:711e943b4ec6be42e1d4e6690b48dc175c822967466bb31c0c293f34334c13f4", size = 18922, upload-time = "2025-10-08T18:03:50.056Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl", hash = "sha256:339b4732ffda5cd79b13f4e2711a31b0365ce445d95d243bb996273d072546a2", size = 16054, upload-time = "2025-10-08T18:03:48.35Z" },
-]
-
 [[package]]
 name = "fonttools"
 version = "4.60.1"
@@ -704,15 +677,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" },
 ]
 
-[[package]]
-name = "identify"
-version = "2.6.15"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ff/e7/685de97986c916a6d93b3876139e00eef26ad5bbbd61925d670ae8013449/identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf", size = 99311, upload-time = "2025-10-02T17:43:40.631Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757", size = 99183, upload-time = "2025-10-02T17:43:39.137Z" },
-]
-
 [[package]]
 name = "idna"
 version = "3.11"
@@ -1136,7 +1100,6 @@ dev = [
     { name = "myst-nb" },
     { name = "myst-parser" },
     { name = "numpydoc" },
-    { name = "pre-commit" },
     { name = "pytest" },
     { name = "sphinx" },
     { name = "sphinx-copybutton" },
@@ -1162,7 +1125,6 @@ dev = [
     { name = "myst-nb", specifier = ">=1.3.0" },
     { name = "myst-parser", specifier = ">=4.0.1" },
     { name = "numpydoc", specifier = ">=1.9.0" },
-    { name = "pre-commit", specifier = ">=4.3.0" },
     { name = "pytest", specifier = ">=8.4.1" },
     { name = "sphinx", specifier = ">=8.2.3" },
     { name = "sphinx-copybutton", specifier = ">=0.5.2" },
@@ -1572,15 +1534,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c", size = 5195, upload-time = "2024-01-21T14:25:17.223Z" },
 ]
 
-[[package]]
-name = "nodeenv"
-version = "1.9.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/43/16/fc88b08840de0e0a72a2f9d8c6bae36be573e475a6326ae854bcc549fc45/nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f", size = 47437, upload-time = "2024-06-04T18:44:11.171Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9", size = 22314, upload-time = "2024-06-04T18:44:08.352Z" },
-]
-
 [[package]]
 name = "notebook-shim"
 version = "0.2.4"
@@ -1893,22 +1846,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" },
 ]
 
-[[package]]
-name = "pre-commit"
-version = "4.3.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "cfgv" },
-    { name = "identify" },
-    { name = "nodeenv" },
-    { name = "pyyaml" },
-    { name = "virtualenv" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/ff/29/7cf5bbc236333876e4b41f56e06857a87937ce4bf91e117a6991a2dbb02a/pre_commit-4.3.0.tar.gz", hash = "sha256:499fe450cc9d42e9d58e606262795ecb64dd05438943c62b66f6a8673da30b16", size = 193792, upload-time = "2025-08-09T18:56:14.651Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl", hash = "sha256:2b0747ad7e6e967169136edffee14c16e148a778a54e4f967921aa1ebf2308d8", size = 220965, upload-time = "2025-08-09T18:56:13.192Z" },
-]
-
 [[package]]
 name = "prometheus-client"
 version = "0.23.1"
@@ -2791,20 +2728,6 @@ wheels = [
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 ]
 
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-name = "virtualenv"
-version = "20.35.3"
-source = { registry = "https://pypi.org/simple" }
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-    { name = "filelock" },
-    { name = "platformdirs" },
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 name = "wcwidth"
 version = "0.2.14"

From 67746d0bcaeeb30a888a1f9deab922d4dc6e3ab8 Mon Sep 17 00:00:00 2001
From: Felipe Olmos <92923444+folmos-at-orange@users.noreply.github.com>
Date: Mon, 22 Dec 2025 15:15:26 +0100
Subject: [PATCH 7/7] Update to 0.2

---
 CHANGELOG.md   | 11 +++++++++--
 README.md      | 16 ++++++++--------
 docs/index.md  | 10 ++++------
 pyproject.toml |  2 +-
 uv.lock        |  2 +-
 5 files changed, 23 insertions(+), 18 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 467c46c..c178923 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,10 +1,17 @@
 # Changelog
 
+## [0.2] - 2025-12-26
+
+### Changed
+- Update Khiops dependency to version 11.
+
 ## [0.1] - 2025-10-17
+
 ### Added
 - `KhalibClassifier` class
 - `calibration_error` function
 - `build_reliability_diagram` function
 
-[Unreleased]: https://github.com/yourusername/yourproject/compare/0.1...HEAD
-[1.0.0]: https://github.com/yourusername/yourproject/releases/tag/0.1
+[Unreleased]: https://github.com/yourusername/yourproject/compare/0.2...HEAD
+[0.2]: https://github.com/yourusername/yourproject/compare/0.1...0.2
+[0.1]: https://github.com/yourusername/yourproject/releases/tag/0.1
diff --git a/README.md b/README.md
index 1663b0f..bfc7f2f 100644
--- a/README.md
+++ b/README.md
@@ -6,13 +6,16 @@ suite.
 
 ## Features
 - `KhalibClassifier`: A scikit-learn estimator to calibrate classifiers with a similar interface
-  fashion as [CalibratedClassifierCV][sk-calclf].
+  as [CalibratedClassifierCV][sk-calclf].
 - `calibration_error` : A function to estimate the Estimated Calibration Error (ECE).
-- `build_reliability_diagram` : A function that builds a reliability diagram.
+- `build_reliability_diagram` : A function to build a reliability diagram.
 
 These features are based on Khiops's non-parametric supervised histograms, so there is no need to
 specify the number and width of the bins, as they are automatically estimated from data.
 
+[khiops-org]: https://khiops.org
+[sk-calclf]: https://scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html
+
 <!-- end-summary -->
 
 See the [documentation][khalib-docs] for more information.
@@ -23,9 +26,10 @@ See the [documentation][khalib-docs] for more information.
 - [Install Khiops][khiops-setup]
 - Install the `khalib` python library:
 
-```bash
-pip install https://github.com/KhiopsLab/khalib/archive/refs/tags/0.1.zip
+```sh
+pip install khalib
 ```
+[khiops-setup]: https://khiops.org/setup/
 
 <!-- end-install -->
 
@@ -35,8 +39,4 @@ pip install https://github.com/KhiopsLab/khalib/archive/refs/tags/0.1.zip
 See https://khiopslab.github.io/khalib/
 
 
-[khiops-org]: https://khiops.org
-[khiops11-setup]: https://khiops.org/11.0.0-b.0/setup/
-[sk-calclf]: https://scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html
 [khalib-docs]: https://khiopslab.github.io/khalib
-
diff --git a/docs/index.md b/docs/index.md
index 0bb608f..7d9bb43 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -11,17 +11,14 @@
 ## How does it work
 
 `khalib` proposes histogram-based calibration and its error estimation. Its differentiating factor
-is that uses [Khiops][khiops-org] to construct the histogram in which {math}`P(Y = 1 | S)` is
-estimated. These histograms have the following properties:
+is that uses Khiops to construct the histogram in which {math}`P(Y = 1 | S)` is estimated. These
+histograms have the following properties:
 - They balance class purity, model complexity and data fitness.
 - They are non-parametric: The optimal histogram is searched without constraint in number of bins or
   bin width. This implies that the user doesn't need to set a number of bins nor their widths.
 
 
-[khiops-org]: https://khiops.org
-[khiops-setup]: https://khiops.org/setup/
-[sk-calclf]: https://scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html
-[khalib-docs]: https://khiopsml.github.io/khalib
+<!--[khiops-org]: https://khiops.org-->
 
 
 See the [Quickstart](quickstart) and [API reference](api) to learn how to use the library.
@@ -40,5 +37,6 @@ API Reference <api>
 :hidden:
 
 Khiops <https://www.khiops.org>
+Github <https://github.com/KhiopsLab/khalib>
 ```
 
diff --git a/pyproject.toml b/pyproject.toml
index b4e8291..5144e57 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "khalib"
-version = "0.2rc2"
+version = "0.2"
 description = "Classifier Calibration with Khiops"
 authors = [{ name = "Felipe Olmos", email = "luisfelipe.olmosmarchant@orange.com" }]
 requires-python = ">=3.11"
diff --git a/uv.lock b/uv.lock
index cb1a9ac..f2d3110 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1080,7 +1080,7 @@ wheels = [
 
 [[package]]
 name = "khalib"
-version = "0.2rc1"
+version = "0.2"
 source = { editable = "." }
 dependencies = [
     { name = "khiops" },