reorganize pages add a new ROCM support page

determined-ai · Sep 5, 2024 · 87e3862 · 87e3862
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diff --git a/docs/model-dev-guide/api-guides/apis-howto/_index.rst b/docs/model-dev-guide/api-guides/apis-howto/_index.rst
@@ -56,26 +56,10 @@ Prefer to use an Example Model?
 If you'd like to build off of an existing model that already runs on Determined, visit our
 :ref:`example-solutions` to see if the model you'd like to train is already available.
 
-******************
- AMD ROCm Support
-******************
+ROCm Support
+============
 
-.. _rocm-support:
-
-Determined provides experimental support for AMD ROCm GPUs in Kubernetes deployments. Determined
-provides prebuilt Docker images for ROCm, including the latest ROCm 6.1 version with DeepSpeed
-support for MI300x users:
-
--  `pytorch-infinityhub-dev
-   <https://hub.docker.com/repository/docker/determinedai/pytorch-infinityhub-dev/tags>`__
--  `pytorch-infinityhub-hpc-dev
-   <https://hub.docker.com/repository/docker/determinedai/pytorch-infinityhub-hpc-dev/tags>`__
-
-You can build these images locally based on the Dockerfiles found in the `environments repository
-<https://github.com/determined-ai/environments/blob/main/Dockerfile-infinityhub-pytorch>`__.
-
-For more detailed information about configuration, visit the :ref:`helm-config-reference` or visit
-:ref:`rocm-known-issues` for details on current limitations and troubleshooting.
+For AMD ROCm support, visit :ref:`rocm-support`
 
 .. toctree::
    :caption: Training APIs

diff --git a/docs/model-dev-guide/create-experiment.rst b/docs/model-dev-guide/create-experiment.rst
@@ -25,6 +25,9 @@ Launcher options include:
 
 -  A command with arguments, run in the container
 
+If you're using AMD ROCm GPUs, make sure to specify ``slot_type: rocm`` in your experiment
+configuration. For more information on ROCm support, see :ref:`AMD ROCm Support <rocm-support>`.
+
 For distributed training, separate the launcher that starts distributed workers from your training
 script, which typically runs each worker. The distributed training launcher must:
 

diff --git a/docs/model-dev-guide/prepare-container/set-environment-images.rst b/docs/model-dev-guide/prepare-container/set-environment-images.rst
@@ -28,3 +28,6 @@ preparation needed.
 
 If you need to add additional customization to the training environment, review the
 :ref:`custom-env` page.
+
+For details on using ROCm-enabled images, including our ROCm 6.1 images with DeepSpeed support for
+MI300x users, see our :ref:`AMD ROCm Support documentation <rocm-support>`.
diff --git a/docs/setup-cluster/_index.rst b/docs/setup-cluster/_index.rst
@@ -97,3 +97,4 @@ Enable Determined to submit jobs to a Slurm cluster.
    Deploy on Kubernetes <k8s/_index>
    Deploy on Slurm/PBS <slurm/_index>
    Cluster Configuration <cluster-configuration>
+   ROCm Support <rocm-support>
diff --git a/docs/setup-cluster/k8s/helm-commands.rst b/docs/setup-cluster/k8s/helm-commands.rst
@@ -35,6 +35,14 @@ To list the current installation of Determined on the Kubernetes cluster:
 
 It is recommended to have just one instance of Determined per Kubernetes cluster.
 
+****************************
+ AMD ROCm GPU Configuration
+****************************
+
+For specific configuration details related to AMD ROCm GPUs, including how to set up resource pools
+and configure experiments, see our :ref:`guide on Configuring Kubernetes for ROCm GPUs
+<rocm-config-k8s>`.
+
 **************************************
  Get the Determined Master IP Address
 **************************************

diff --git a/docs/setup-cluster/k8s/k8s-dev-guide.rst b/docs/setup-cluster/k8s/k8s-dev-guide.rst
@@ -13,6 +13,11 @@ Kubernetes version >= 1.19 and <= 1.21. Later versions of Kubernetes may also wo
 Kubernetes manually, or you can use a managed Kubernetes service such as :ref:`GKE
 <setup-gke-cluster>` or :ref:`EKS <setup-eks-cluster>`.
 
+.. note::
+
+   For information on using AMD ROCm GPUs with Determined on Kubernetes, please refer to our
+   :ref:`ROCm Support Guide <rocm-support>`.
+
 **********************************
  Set up a Development Environment
 **********************************

diff --git a/docs/setup-cluster/rocm-support.rst b/docs/setup-cluster/rocm-support.rst
@@ -0,0 +1,90 @@
+.. _rocm-support:
+
+##################
+ AMD ROCm Support
+##################
+
+.. contents:: Table of Contents
+   :local:
+   :depth: 2
+
+**********
+ Overview
+**********
+
+.. note::
+   ROCm support in Determined is experimental. Features and configurations may change in future releases. We recommend testing thoroughly in a non-production environment before deploying to production.
+
+Determined provides experimental support for AMD ROCm GPUs in Kubernetes deployments. Determined
+provides prebuilt Docker images for ROCm, including the latest ROCm 6.1 version with DeepSpeed
+support for MI300x users:
+
+-  `pytorch-infinityhub-dev
+   <https://hub.docker.com/repository/docker/determinedai/pytorch-infinityhub-dev/tags>`__
+-  `pytorch-infinityhub-hpc-dev
+   <https://hub.docker.com/repository/docker/determinedai/pytorch-infinityhub-hpc-dev/tags>`__
+
+You can build these images locally based on the Dockerfiles found in the `environments repository
+<https://github.com/determined-ai/environments/blob/main/Dockerfile-infinityhub-pytorch>`__.
+
+For more detailed information about configuration, visit the :ref:`helm-config-reference` or visit
+:ref:`rocm-known-issues` for details on current limitations and troubleshooting.
+
+.. _rocm-config-k8s:
+
+**************************************
+ Configuring Kubernetes for ROCm GPUs
+**************************************
+
+To use ROCm GPUs in your Kubernetes deployment:
+
+1. Ensure your Kubernetes cluster has nodes with ROCm-capable GPUs and the necessary drivers installed.
+
+2. In your Helm chart values or Determined configuration, set the following:
+
+   .. code-block:: yaml
+
+      resourceManager:
+        defaultComputeResourcePool: rocm-pool
+
+      resourcePools:
+        - pool_name: rocm-pool
+          gpu_type: rocm
+          max_slots: <number_of_rocm_gpus>
+
+3. When submitting experiments or launching tasks, specify ``slot_type: rocm`` in your experiment configuration.
+
+*********************************
+ Using ROCm Images in Experiments
+*********************************
+
+To use ROCm images in your experiments, specify the image in your experiment configuration:
+
+.. code-block:: yaml
+
+   environment:
+     image: determinedai/pytorch-infinityhub-dev:rocm6.1-pytorch2.1-deepspeed0.10.0
+
+Ensure that your experiment configuration also specifies ``slot_type: rocm`` to use ROCm GPUs.
+
+.. _rocm-known-issues:
+
+******************************
+ Known Issues and Limitations
+******************************
+
+-  **Agent Deprecation**: Agent-based deployments are deprecated for ROCm support. Use Kubernetes with ROCm support for your deployments.
+
+-  **HIP GPU Errors**: Launching experiments with ``slot_type: rocm`` may fail with the error
+   ``RuntimeError: No HIP GPUs are available``. Ensure compute nodes have compatible ROCm drivers and
+   libraries installed and available in default locations or added to the ``PATH`` and/or ``LD_LIBRARY_PATH``.
+
+-  **Boost Filesystem Errors**: You may encounter the error ``boost::filesystem::remove: Directory
+   not empty`` during ROCm operations. A workaround is to disable per-container ``/tmp`` using bind mounts 
+   in your experiment configuration or globally using the ``task_container_defaults`` section in your master configuration:
+
+      .. code:: yaml
+
+         bind_mounts:
+            - host_path: /tmp
+              container_path: /tmp
diff --git a/docs/setup-cluster/slurm/slurm-known-issues.rst b/docs/setup-cluster/slurm/slurm-known-issues.rst
@@ -391,37 +391,11 @@ Some constraints are due to differences in behavior between Docker and Singulari
    reported as completed with no error message reported. Refer to :ref:`PBS Requirements
    <pbs-config-requirements>`.
 
-.. _rocm-known-issues:
-
 ***********************
  AMD/ROCm Known Issues
 ***********************
 
-Determined provides experimental support for :ref:`AMD ROCm GPUs <rocm-support>` in Kubernetes
-deployments.
-
-Deprecations and known issues:
-
--  **Agent Deprecation**: Agent-based deployments have been deprecated. Ensure that you are using
-   Kubernetes with ROCm support for your deployments.
-
--  **HIP GPU Errors**: Launching experiments with ``slot_type: rocm`` may fail with the error
-   ``RuntimeError: No HIP GPUs are available``. Ensure that the compute nodes have ROCm drivers and
-   libraries compatible with the environment image in use. These should be available in default
-   locations or added to the ``PATH`` and/or ``LD_LIBRARY_PATH`` variables in the :ref:`slurm
-   configuration <cluster-configuration-slurm>`. Depending on your system setup, you may need to
-   select a different ROCm image. See :ref:`set-environment-images` for the available images.
-
--  **Boost Filesystem Errors**: You may encounter the error ``boost::filesystem::remove: Directory
-   not empty`` during ROCm operations. A potential workaround is to disable the per-container
-   ``/tmp`` by adding a bind mount in your experiment configuration or globally using the
-   ``task_container_defaults`` section in your master configuration:
-
-      .. code:: yaml
-
-         bind_mounts:
-            - host_path: /tmp
-              container_path: /tmp
+For AMD/ROCm support and known issues, visit :ref:`AMD ROCm GPUs <rocm-support>`.
 
 ***************************************
  Determined AI Experiment Requirements