derek.holloway
7502bf64a4
CodeQL / Analyze (actions) (push) Canceled after 0s
CodeQL / Analyze (python) (push) Canceled after 0s
pre-commit / pre-commit (push) Canceled after 0s
Multi-Arch CI / setup (push) Canceled after 0s
Publish build_manylinux_x86_64 images / publish_build_manylinux_x86_64 (push) Canceled after 0s
Setup (Multi-Arch) / setup (push) Canceled after 0s
Multi-Arch CI / Linux::${{ fromJSON(needs.setup.outputs.linux_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubi10 image / publish_no_rocm_image_ubi10 (push) Canceled after 0s
Multi-Arch CI / Windows::${{ fromJSON(needs.setup.outputs.windows_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Multi-Arch CI / Manifest Diff (push) Canceled after 0s
TheRock Manifest Diff Report / Generate Manifest Diff Report (push) Canceled after 0s
Multi-Arch CI / CI Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_ocl_rt images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_rocgdb images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Unit Tests / Unit Tests :: ubuntu-24.04 (push) Canceled after 0s
Unit Tests / Unit Tests :: windows-2022 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_media (push) Canceled after 0s
Unit Tests / Unit Tests Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_openmpi (push) Canceled after 0s
57 lines
2.2 KiB
ReStructuredText
57 lines
2.2 KiB
ReStructuredText
.. meta::
|
|
:description: hipDNN (Deep Neural Network) is a graph-based library providing improved performance for deep learning workloads with AMD GPUs.
|
|
:keywords: hipDNN, ROCm, documentation
|
|
|
|
********************
|
|
hipDNN documentation
|
|
********************
|
|
|
|
hipDNN (Deep Neural Network) is a graph-based library that improves performance for deep learning workloads on AMD GPUs.
|
|
|
|
hipDNN uses operation graphs as an intermediate representation for describing computations, allowing different backend engines to optimize and execute them efficiently.
|
|
|
|
hipDNN provides an interface that follows established deep learning conventions and a plugin-based architecture, which allows advanced users to extend hipDNN without modifying the core library.
|
|
|
|
.. tip::
|
|
|
|
hipDNN provides instructions to :ref:`migrate-cudnn`.
|
|
|
|
The public repository for hipDNN is located at `https://github.com/ROCm/rocm-libraries/tree/develop/projects/hipdnn <https://github.com/ROCm/rocm-libraries/tree/develop/projects/hipdnn>`_.
|
|
|
|
.. note::
|
|
|
|
hipDNN is in beta. Running production workloads is not recommended.
|
|
|
|
hipDNN is only supported on ROCm 7.12 or later.
|
|
|
|
.. grid:: 2
|
|
:gutter: 3
|
|
|
|
.. grid-item-card:: Install
|
|
|
|
* :doc:`hipDNN installation <./install/installation>`
|
|
* :doc:`Add hipDNN to your project <./install/add-project>`
|
|
|
|
.. grid-item-card:: Conceptual
|
|
|
|
* :doc:`High-level architecture <conceptual/architecture>`
|
|
* :doc:`Engine configuration knobs <conceptual/knobs>`
|
|
* :doc:`Backend architecture <conceptual/backend-architecture>`
|
|
|
|
.. grid-item-card:: How to
|
|
|
|
* :doc:`Build and execute operation graphs <how-to/build-execute-hipdnn>`
|
|
* :doc:`Get and set engine knob configurations <how-to/get-set-engine-knob>`
|
|
* :doc:`Migrate a cuDNN project to hipDNN <how-to/migrate-cudnn>`
|
|
* :doc:`Develop plugins <how-to/develop-plugins>`
|
|
|
|
.. grid-item-card:: Reference
|
|
|
|
* :doc:`Operation support <reference/plugins>`
|
|
* :doc:`Environment variables <reference/environment-variables>`
|
|
* :doc:`Glossary <reference/glossary>`
|
|
* :doc:`API reference <reference/api-reference>`
|
|
|
|
You can find licensing information on the
|
|
`Licensing <https://rocm.docs.amd.com/en/latest/about/license.html>`_ page.
|