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New release 11.0.1 with new welcome page
* Changes on remote-files setup Update mkdocs.yml * New Welcome Page New Welcome Page Update home page content update copyright New design from RT updates adding versionning to css avoiding caching issues new punchline Update home-refonte.css small design fixes updates new title feedbacks updates Change button for Download the nocode app Update home.html * Update environment.env Updating versions for new release * New Welcome Page New Welcome Page Update home page content update copyright New design from RT updates adding versionning to css avoiding caching issues new punchline Update home-refonte.css small design fixes updates new title feedbacks updates Change button for Download the nocode app Update home.html * Update environment.env Updating versions for new release * Changes on remote-files setup Update mkdocs.yml * removing obsolete conda warning * typo about visualization tool
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‎.gitignore‎

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docs/advanced/Notebooks/logs.log
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docs/tutorials/Notebooks/st_results
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docs/tutorials/Notebooks/mt_results
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site/*
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.cache
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# Python
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__pycache__

‎docs/setup/conda.md‎

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conda install -c conda-forge khiops={{ CONDA_KHIOPS_PYTHON_VERSION }}
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```
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If you intend to use remote resources while working with the Khiops Library you will have to install additional dependencies ([**vendors SDK and Khiops drivers**](../drivers-and-vendors-python-sdk)).
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If you intend to use remote resources while working with the Khiops Library you will have to install additional dependencies ([**vendors-specific SDK and Khiops drivers**](drivers-and-sdk-for-library.md)).
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<br>
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sudo $FW --block $(which MODL)
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```
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!!! warning
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The installation of Khiops will utilize MPICH version 3.4.3 due to compatibility issues.
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This is why you need to use a dedicated command:
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``` sh
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conda install -c conda-forge -c khiops khiops
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```
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Be aware that this may result in **slower execution times** compared to other platforms. This limitation is expected to be addressed in a future MPICH release.
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=== "Users on :material-microsoft-windows: Windows"
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??? tip "Important Note for users upgrading from the previous pyKhiops package (up to 10.1)"

‎docs/setup/drivers-and-sdk-for-application.md‎

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# Khiops application
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# Cloud Storage Drivers for the Khiops Application
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If you intend to use remote resources with the Khiops desktop application, you will have to install additionally the Khiops drivers.
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To use remote resources with the Khiops desktop application, install the additional Khiops cloud storage drivers.
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They can be installed on the supported Linux distributions only
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These drivers are available only for the supported Linux distributions listed below.
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!!! info "Supported Linux distributions"
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- Rocky Linux 9 and 10
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- Debian 11, 12 and 13
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- Ubuntu 20.04, 22.04 and 24.04 (LTS) on x86-64 architectures
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- Ubuntu 22.04 and 24.04 (LTS) on ARM architectures.
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*Ubuntu / Debian*
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```commandline
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if [ -f /etc/os-release ]; then . /etc/os-release; fi && \
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wget -O khiops-gcs.deb https://github.com/KhiopsML/khiopsdriver-gcs/releases/download/{{ KHIOPS_GCS_DRIVER_VERSION }}/khiops-driver-gcs_{{ KHIOPS_GCS_DRIVER_VERSION }}-1-${VERSION_CODENAME}.amd64.deb && \
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wget -O khiops-s3.deb https://github.com/KhiopsML/khiopsdriver-s3/releases/download/{{ KHIOPS_S3_DRIVER_VERSION }}/khiops-driver-s3_{{ KHIOPS_S3_DRIVER_VERSION }}-1-${VERSION_CODENAME}.amd64.deb && \
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wget -O khiops-azure.deb https://github.com/KhiopsML/khiopsdriver-azure/releases/download/{{ KHIOPS_AZURE_DRIVER_VERSION }}/khiops-driver-azure_{{ KHIOPS_AZURE_DRIVER_VERSION }}-1-${VERSION_CODENAME}.amd64.deb && \
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(sudo dpkg -i --force-all khiops-gcs.deb khiops-s3.deb khiops-azure.deb || true) && \
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sudo apt-get -f -y install && \
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rm -f khiops-gcs.deb khiops-s3.deb khiops-azure.deb
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```
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*Rocky Linux*
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```commandline
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ROCKY_VERSION=$(rpm -E %{rhel}) && \
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wget -O khiops-gcs.rpm "https://github.com/KhiopsML/khiopsdriver-gcs/releases/download/{{ KHIOPS_GCS_DRIVER_VERSION }}/khiops-driver-gcs_{{ KHIOPS_GCS_DRIVER_VERSION }}-1.el${ROCKY_VERSION}.x86_64.rpm" && \
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wget -O khiops-s3.rpm "https://github.com/KhiopsML/khiopsdriver-s3/releases/download/{{ KHIOPS_S3_DRIVER_VERSION }}/khiops-driver-s3_{{ KHIOPS_S3_DRIVER_VERSION }}-1.el${ROCKY_VERSION}.x86_64.rpm" && \
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wget -O khiops-azure.rpm "https://github.com/KhiopsML/khiopsdriver-azure/releases/download/{{ KHIOPS_AZURE_DRIVER_VERSION }}/khiops-driver-azure_{{ KHIOPS_AZURE_DRIVER_VERSION }}-1.el${ROCKY_VERSION}.x86_64.rpm" && \
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sudo yum install -y && \
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rm -f khiops-gcs.rpm khiops-s3.rpm khiops-azure.rpm
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```
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=== "Ubuntu / Debian"
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```commandline
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if [ -f /etc/os-release ]; then . /etc/os-release; fi && \
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wget -O khiops-gcs.deb https://github.com/KhiopsML/khiopsdriver-gcs/releases/download/{{ KHIOPS_GCS_DRIVER_VERSION }}/khiops-driver-gcs_{{ KHIOPS_GCS_DRIVER_VERSION }}-1-${VERSION_CODENAME}.amd64.deb && \
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wget -O khiops-s3.deb https://github.com/KhiopsML/khiopsdriver-s3/releases/download/{{ KHIOPS_S3_DRIVER_VERSION }}/khiops-driver-s3_{{ KHIOPS_S3_DRIVER_VERSION }}-1-${VERSION_CODENAME}.amd64.deb && \
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wget -O khiops-azure.deb https://github.com/KhiopsML/khiopsdriver-azure/releases/download/{{ KHIOPS_AZURE_DRIVER_VERSION }}/khiops-driver-azure_{{ KHIOPS_AZURE_DRIVER_VERSION }}-1-${VERSION_CODENAME}.amd64.deb && \
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(sudo dpkg -i --force-all khiops-gcs.deb khiops-s3.deb khiops-azure.deb || true) && \
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sudo apt-get -f -y install && \
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rm -f khiops-gcs.deb khiops-s3.deb khiops-azure.deb
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```
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=== "Rocky Linux"
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```commandline
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ROCKY_VERSION=$(rpm -E %{rhel}) && \
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wget -O khiops-gcs.rpm "https://github.com/KhiopsML/khiopsdriver-gcs/releases/download/{{ KHIOPS_GCS_DRIVER_VERSION }}/khiops-driver-gcs_{{ KHIOPS_GCS_DRIVER_VERSION }}-1.el${ROCKY_VERSION}.x86_64.rpm" && \
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wget -O khiops-s3.rpm "https://github.com/KhiopsML/khiopsdriver-s3/releases/download/{{ KHIOPS_S3_DRIVER_VERSION }}/khiops-driver-s3_{{ KHIOPS_S3_DRIVER_VERSION }}-1.el${ROCKY_VERSION}.x86_64.rpm" && \
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wget -O khiops-azure.rpm "https://github.com/KhiopsML/khiopsdriver-azure/releases/download/{{ KHIOPS_AZURE_DRIVER_VERSION }}/khiops-driver-azure_{{ KHIOPS_AZURE_DRIVER_VERSION }}-1.el${ROCKY_VERSION}.x86_64.rpm" && \
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sudo yum install -y khiops-gcs.rpm khiops-s3.rpm khiops-azure.rpm && \
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rm -f khiops-gcs.rpm khiops-s3.rpm khiops-azure.rpm
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```

‎docs/setup/drivers-and-sdk-for-library.md‎

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# Cloud-ready Khiops Python library
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# Cloud Storage Drivers for Khiops Python
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The Khiops library can read and write remote files for the following storage types : **AWS S3, Google Cloud Storage (GCS) and Microsoft Azure**, after the installation of a few prerequisites.
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The Khiops Python library can read and write remote files from the following storage services after a few prerequisites are installed: **AWS S3, Google Cloud Storage (GCS), and Microsoft Azure**.
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=== "Pip packages"
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The installation of all the prerequisites can be done in one step during the [**Pip installation**](../pip) of the Khiops Python library.
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All prerequisites can be installed in one step during the [**Pip installation**](pip.md) of the Khiops Python library.
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```commandline
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# In a dedicated virtual environment (recommended)
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pip install khiops[s3] # for a specific storage type only
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pip install khiops[s3,gcs,azure] # for all the supported storage types
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# In a dedicated virtual environment (recommended)
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pip install khiops[s3] # for a specific storage service only
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pip install khiops[s3,gcs,azure] # for all supported storage services
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```
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=== "Conda packages"
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If you intend to use remote resources while working with the Khiops Library under Conda, you will have to install the vendor-specific Python SDK(s) and the Khiops driver(s).
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To use remote resources with the Khiops Python library under Conda, install the vendor-specific Python SDKs and the corresponding Khiops drivers.
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For AWS S3
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```commandline

‎docs/setup/index.md‎

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- [**Khiops Visualization**][vis]: for intuitive visualization of all analysis results (**interactive demo available [here][demo-vis]**)
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- [**Khiops Native Interface (KNI)**][kni]: to deploy Khiops models with a lightweight shared library.
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- **Cloud storage drivers**
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- [**Cloud-ready Khiops Python library**](drivers-and-sdk-for-library)
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- [**Khiops application**](drivers-and-sdk-for-application)
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- [**Cloud-ready Khiops Python library**](drivers-and-sdk-for-library.md)
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- [**Khiops application**](drivers-and-sdk-for-application.md)
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!!! warning "Supported Platforms"
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We support :simple-python: **Python from 3.10 to 3.14** on the following operating systems:

‎docs/setup/nocode.md‎

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=== "Windows"
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The :material-microsoft-windows: Khiops installer automatically installs the Khiops application, all its dependencies, plus some data samples formatted as expected by Khiops, and the Khiops Visualization application.
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<a href="https://github.com/KhiopsML/khiops/releases/download/{{ KHIOPS_VERSION }}/khiops-{{ KHIOPS_VERSION }}-setup.exe">
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<button class="btn btn-light btn-sm">
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Download for Windows
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</button>
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</a>
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This new application replaces both the previous Khiops Visualization and Covisualization applications. **We recommend uninstalling them before proceeding with the installation.**
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[:material-download: Download for Windows]("https://github.com/KhiopsML/khiops/releases/download/{{ KHIOPS_VERSION }}/khiops-{{ KHIOPS_VERSION }}-setup.exe"){ .md-button .md-button--primary }
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=== "Ubuntu / Debian (ARM and x86)"
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Installing the Khiops desktop application involves two packages:

‎docs/setup/pip.md‎

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pip install khiops=={{ PIP_KHIOPS_PYTHON_VERSION }}
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```
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If you intend to use remote resources while working with the Khiops Library you will have to install additional dependencies ([**vendors SDK and Khiops drivers**](../drivers-and-vendors-python-sdk)).
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If you intend to use remote resources while working with the Khiops Library you will have to install additional dependencies ([**vendors-specific SDK and Khiops drivers**](drivers-and-sdk-for-library.md)).
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This can be performed, still in a dedicated virtual environment as recommended, by specifying the type of remote storage (`s3`, `gcs` or `azure`) in square brackets.
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‎docs/tutorials/storage.md‎

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With these drivers, Khiops treats cloud storage **just like a local filesystem**, meaning that all Khiops commands and workflows remain unchanged—only the dataset paths need to be adjusted.
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Refer to the [Cloud-ready Khiops Python library installation section](../../setup/drivers-and-sdk-for-library) or [Cloud-ready Khiops application section](../../setup/drivers-and-sdk-for-application) if needed. The current section documents the usage of the remote file storage facilities.
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Refer to the [Cloud-ready Khiops Python library installation section](../setup/drivers-and-sdk-for-library.md) or [Cloud-ready Khiops application section](../setup/drivers-and-sdk-for-application.md) if needed. The current section documents the usage of the remote file storage facilities.
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## Using Khiops with Google Cloud Storage (GCS)
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‎environment.env‎

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# Notes:
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# - KHIOPS_DOC current reference is the commit the workflow is launched from
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# - if KHIOPS_VIZ_VERSION is empty, the version ot the latest release is used
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KHIOPS_VERSION=11.0.0
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KHIOPS_PYTHON_VERSION=11.0.0.3
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KHIOPS_VERSION=11.0.1
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KHIOPS_PYTHON_VERSION=11.0.1.0
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# KHIOPS_VIZ_VERSION=11.7.0 # Uncomment and update in case of documented regression in the latest release
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KHIOPS_SAMPLES_VERSION=11.0.0
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KHIOPS_SAMPLES_OTHER_VERSION=10.2.4
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KHIOPS_VIZ_OTHER_VERSION=11.3.1
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KHIOPS_COVIZ_OTHER_VERSION=11.5.2
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KHIOPS_GCS_DRIVER_OTHER_VERSION=0.0.15
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KHIOPS_S3_DRIVER_OTHER_VERSION=0.0.15
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KHIOPS_GCS_DRIVER_OTHER_VERSION=0.0.23
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KHIOPS_S3_DRIVER_OTHER_VERSION=0.0.25

‎mkdocs.yml‎

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repo_url: https://github.com/KhiopsML/khiops
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# Copyright
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copyright: Copyright &copy; 2023-2025 Orange S.A.
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copyright: Copyright &copy; 2023-2026 Orange S.A.
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theme:
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name: material
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logo: assets/images/Small_Logo_RGB.png
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logo: assets/images/khiops-logo.png
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icon:
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repo: fontawesome/brands/github
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palette:
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primary: black
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favicon: assets/images/Small_Logo_RGB.png
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favicon: assets/images/khiops-logo.png
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custom_dir: overrides
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font: false
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font:
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text: Inter
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code: Roboto Mono
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features:
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- navigation.tabs
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- navigation.path
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- footnotes
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extra:
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KHIOPS_VERSION: !ENV [KHIOPS_VERSION, 11.0.0]
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KHIOPS_VERSION: !ENV [KHIOPS_VERSION, 11.0.1]
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KHIOPS_OTHER_VERSION: !ENV KHIOPS_OTHER_VERSION
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KHIOPS_PYTHON_VERSION: !ENV [KHIOPS_PYTHON_VERSION, 11.0.0.3]
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KHIOPS_PYTHON_VERSION: !ENV [KHIOPS_PYTHON_VERSION, 11.0.1.0]
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KHIOPS_SAMPLES_VERSION: !ENV [KHIOPS_SAMPLES_VERSION, 11.0.0]
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KHIOPS_VIZ_VERSION: !ENV [KHIOPS_VIZ_VERSION, 11.3.1]
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KHIOPS_GCS_DRIVER_VERSION: !ENV [KHIOPS_GCS_DRIVER_VERSION, 0.0.23]
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Thanks for your feedback! Help us improve this page by
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using our <a href="https://msurvey.orange.com/khiopsdoc" target="_blank" rel="noopener">feedback form</a>.
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# Add extra Orange css
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extra_css:
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- assets/stylesheets/orange-helvetica.min.css
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- assets/stylesheets/boosted.min.css
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- assets/stylesheets/orange.css
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- Khiops Native Interface (KNI): setup/kni.md
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# anchors to sections are currently unusable in strict mode because of https://github.com/mkdocs/mkdocs/issues/4026
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# and linking to the same page breaks the TOC
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- Cloud storage drivers:
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- Cloud-ready Khiops Python library: setup/drivers-and-sdk-for-library.md
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- Khiops application: setup/drivers-and-sdk-for-application.md
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- Cloud Storage Drivers:
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- For the Python Library: setup/drivers-and-sdk-for-library.md
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- For the Khiops Application: setup/drivers-and-sdk-for-application.md
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- How to:
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- tutorials/introduction.md
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- Scikit-learn API:

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