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Get Intel® oneAPI Data Analytics Library (oneDAL)

  

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  • Documentation & Resources
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Intel® oneDAL addresses all stages of the data analytics pipeline: preprocessing, transformation, analysis, modeling, validation, and decision-making.

For the most current functional and security features, update to the latest version as it becomes available.

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View Installation Instructions

Get Started Guide

Set Up Your Environment

  1. Install Miniforge.
  2. Create and activate a new conda environment, replacing <your-env-name> with your preferred name for the environment:
   conda create -n <your-env-name>
   conda activate <your-env-name>

Install with conda

conda install -c https://software.repos.intel.com/python/conda/ -c conda-forge <package-name>

The following packages are available for installation:

  • For running applications that require oneDAL:
  • dal includes runtime only
  • For developing or compiling applications:
  • dal-devel includes libraries, headers, and tools for dynamic linking
  • if needed, add dal-include if your development workflow manages the libraries separately
  • For static linking:
  • dal-static to statically link oneDAL, creating self-contained binaries

For the next steps, see the Get Started Guide.

Install with NuGet

You can install NuGet packages for oneDAL via Microsoft* Visual Studio or command line interface. For more information, refer to the NuGet documentation.

The following packages are available for installation:

  • Development package contains the development libraries and headers, enabling you to compile and link your applications with the oneDAL libraries: inteldal.devel.win-x64
  • Static package contains the static libraries, allowing you to link oneMKL libraries statically into your application. This means your application will not depend on external dynamic libraries at runtime, simplifying distribution: inteldal.static.win-x64
  • Runtime package contains redistributable libraries that will automatically load optimizations specific to your Intel hardware: inteldal.redist.win-x64

For the next steps, see the Get Started Guide.

Set Up Your Environment

Create and activate a virtual environment, replacing <your-env-name> with your preferred name for the environment:

python3.10 -m venv <your-env-name>
source <your-env-name>/bin/activate

Install with pip

pip install <package-name>

The following packages are available for installation:

  • For running applications that require oneDAL:
    • daal includes runtime only
  • For developing or compiling applications:
    • daal-devel includes libraries, headers, and tools for dynamic linking
    • if needed, add dal-include if your development workflow manages the libraries separately
  • For static linking:
    • daal-static to statically link oneDAL, creating self-contained binaries

For the next steps, see the Get Started Guide.

Install with NuGet

You can install NuGet packages for oneDAL via the command line interface as described in the NuGet documentation.

The following packages are available for installation:

  • Development package contains the development libraries and headers, enabling you to compile and link your applications with the oneDAL libraries: inteldal.devel.linux-x64
  • Static package contains the static libraries, allowing you to link oneMKL libraries statically into your application. This means your application will not depend on external dynamic libraries at runtime, simplifying distribution: inteldal.static.linux-x64
  • Runtime package contains redistributable libraries that will automatically load optimizations specific to your Intel hardware: ``inteldal.redist.linux-x64```

For the next steps, see the Get Started Guide.

Install with APT

sudo apt install intel-oneapi-dal

For the next steps, see the Get Started Guide.
 

  Prerequisites for First-Time Users

  1.  To add APT repository access, install the prerequisites:
    
    sudo apt update
    sudo apt install -y gpg-agent wget

     

  2. Set up the repository. To do this, download the key to the system keyring: 
    
    wget -O- https://apt.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS.PUB | gpg --dearmor | sudo tee /usr/share/keyrings/oneapi-archive-keyring.gpg > /dev/null

     

  3. Add the signed entry to APT sources and configure the APT client to use the Intel repository:
    
    echo "deb [signed-by=/usr/share/keyrings/oneapi-archive-keyring.gpg] https://apt.repos.intel.com/oneapi all main" | sudo tee /etc/apt/sources.list.d/oneAPI.list

     

  4. Update the packages list and repository index.
    
    sudo apt update

Set Up Your Environment

  1. Install Miniforge.
  2. Create and activate a new conda environment, replacing <your-env-name> with your preferred name for the environment:
   conda create -n <your-env-name>
   conda activate <your-env-name>

Install with conda

conda install -c https://software.repos.intel.com/python/conda/ -c conda-forge <package-name>

The following packages are available for installation:

  • For running applications that require oneDAL:
  • dal includes runtime only
  • For developing or compiling applications:
  • dal-devel includes libraries, headers, and tools for dynamic linking
  • if needed, add dal-include if your development workflow manages the libraries separately
  • For static linking:
  • dal-static to statically link oneDAL, creating self-contained binaries

For the next steps, see the Get Started Guide.

Install with DNF

dnf install intel-oneapi-dal-devel

For the next steps, see the Get Started Guide.

Prerequisite for First-Time Users

  1. Create the DNF repository file in the /temp directory as a normal user.
tee > /tmp/oneAPI.repo << EOF
[oneAPI]
name=Intel® oneAPI repository
baseurl=https://yum.repos.intel.com/oneapi
enabled=1
gpgcheck=1
repo_gpgcheck=1
gpgkey=https://yum.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS.PUB
EOF

 

  1. Move the newly created oneAPI.repo file to the YUM configuration directory.

    sudo mv /tmp/oneAPI.repo /etc/yum.repos.d
    

Set Up Your Environment

Create and activate a virtual environment, replacing <your-env-name> with your preferred name for the environment:

python3.10 -m venv <your-env-name>
source <your-env-name>/bin/activate

Install with pip

pip install <package-name>

The following packages are available for installation:

  • For running applications that require oneDAL:
    • daal includes runtime only
  • For developing or compiling applications:
    • daal-devel includes libraries, headers, and tools for dynamic linking
    • if needed, add dal-include if your development workflow manages the libraries separately
  • For static linking:
    • daal-static to statically link oneDAL, creating self-contained binaries

For the next steps, see the Get Started Guide.

Download from Spack

Install with Spack

spack install intel-oneapi-dal

For more information, refer to Spack documentation.

For the next steps, see the Get Started Guide.

Install with YUM

yum install intel-oneapi-dal

For the next steps, see the Get Started Guide.

Prerequisites for First-Time Users

  1. Create the YUM repository file in the /temp directory as a normal user.
tee > /tmp/oneAPI.repo << EOF
[oneAPI]
name=Intel® oneAPI repository
baseurl=https://yum.repos.intel.com/oneapi
enabled=1
gpgcheck=1
repo_gpgcheck=1
gpgkey=https://yum.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS.PUB
EOF

 

  1. Move the newly created oneAPI.repo file to the YUM configuration directory /etc/yum.repos.d:
sudo mv /tmp/oneAPI.repo /etc/yum.repos.d

Install with Zypper

zypper install intel-oneapi-dal

For the next steps, see the Get Started Guide.

Prerequisite for First-Time Users

Add the Intel oneAPI repository public key using the following command:

sudo zypper addrepo https://yum.repos.intel.com/oneapi oneAPI

​

Installation Instructions for Windows*

The initial download includes the installer application files only. The installer will acquire the component during the installation process.

Step 1: Select the .exe file to launch the GUI installer.

Step 2: Follow the instructions in the installer.

Step 3: Explore the Get Started Guide.

Installation Instructions for Windows*

Step 1: Select the .exe file to launch the GUI installer.

Step 2: Follow the instructions in the installer.

Step 3: Explore the Get Started Guide.

Additional Resources

System Requirements
Complete Installation Guide
Release Notes

Python* users may also want to download Intel® Extension for Scikit-learn* and XGBoost optimized for Intel® architecture.

Command Line Download

Command Line Installation Parameters

wget https://registrationcenter-download.intel.com/akdlm/IRC_NAS/4db2aef1-c14b-4821-8722-808f6f161c8a/intel-onedal-2025.8.0.14.sh

sudo sh ./intel-onedal-2025.8.0.14.sh

 

Installation Instructions for Linux*

The initial download includes the installer application files only. The installer will acquire all the tools during the installation process.

Step 1: From the console, locate the downloaded install file.

Step 2: Use $ sudo sh ./<installer>.sh to launch the GUI Installer as the root.

Optionally, use $ sh ./<installer>.sh to launch the GUI Installer as the current user.

Step 3: Follow the instructions in the installer.

Step 4: Explore the Get Started Guide.

​

​

Command Line Download

Command Line Installation Parameters

wget https://registrationcenter-download.intel.com/akdlm/IRC_NAS/4db2aef1-c14b-4821-8722-808f6f161c8a/intel-onedal-2025.8.0.14_offline.sh

sudo sh ./intel-onedal-2025.8.0.14_offline.sh

 

Installation Instructions for Linux*

Step 1: From the console, locate the downloaded install file.

Step 2: Use $ sudo sh ./<installer>.sh to launch the GUI Installer as the root.

Optionally, use $ sh ./<installer>.sh to launch the GUI Installer as the current user.

Step 3: Follow the instructions in the installer.

Step 4: Explore the Get Started Guide.

​

Additional Resources

System Requirements
Complete Installation Guide
Release Notes

Python* users may also want to download Intel® Extension for Scikit-learn* and XGBoost optimized for Intel® architecture.

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