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asaiacai authored May 27, 2024
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2 changes: 2 additions & 0 deletions docs/source/_gallery_original/index.rst
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.. _ai-gallery:

AI Gallery
====================

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9 changes: 5 additions & 4 deletions docs/source/getting-started/installation.rst
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Expand Up @@ -312,9 +312,10 @@ Cudo Compute
~~~~~~~~~~~~~~~~~~

`Cudo Compute <https://www.cudocompute.com/>`__ GPU cloud provides low cost GPUs powered with green energy.

1. Create an API Key by following `this guide <https://www.cudocompute.com/docs/guide/api-keys/>`__.
2. Download and install the `cudoctl <https://www.cudocompute.com/docs/cli-tool/>`__ command line tool
1. Create a billing account by following `this guide <https://www.cudocompute.com/docs/guide/billing/>`__.
2. Create a project `<https://www.cudocompute.com/docs/guide/projects/>`__.
3. Create an API Key by following `this guide <https://www.cudocompute.com/docs/guide/api-keys/>`__.
3. Download and install the `cudoctl <https://www.cudocompute.com/docs/cli-tool/>`__ command line tool
3. Run :code:`cudoctl init`:

.. code-block:: shell
Expand All @@ -326,7 +327,7 @@ Cudo Compute
✔ context: default
config file saved ~/.config/cudo/cudo.yml
pip install "cudocompute>=0.1.8"
pip install "cudo-compute>=0.1.10"
If you want to want to use skypilot with a different Cudo Compute account or project, just run :code:`cudoctl init`: again.

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269 changes: 61 additions & 208 deletions docs/source/reference/kubernetes/index.rst
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Running on Kubernetes
=============================

.. note::
Kubernetes support is under active development. `Please share your feedback <https://forms.gle/KmAtyNhEysiw2ZCR7>`_
or `directly reach out to the development team <http://slack.skypilot.co>`_
for feature requests and more.

SkyPilot tasks can be run on your private on-prem or cloud Kubernetes clusters.
The Kubernetes cluster gets added to the list of "clouds" in SkyPilot and SkyPilot
tasks can be submitted to your Kubernetes cluster just like any other cloud provider.

**Benefits of using SkyPilot to run jobs on your Kubernetes cluster:**

* Get SkyPilot features (setup management, job execution, queuing, logging, SSH access) on your Kubernetes resources
* Replace complex Kubernetes manifests with simple SkyPilot tasks
* Seamlessly "burst" jobs to the cloud if your Kubernetes cluster is congested
* Retain observability and control over your cluster with your existing Kubernetes tools

**Supported Kubernetes deployments:**

* Hosted Kubernetes services (EKS, GKE)
* On-prem clusters (Kubeadm, Rancher)
* Local development clusters (KinD, minikube)


Kubernetes Cluster Requirements
Why use SkyPilot on Kubernetes?
-------------------------------

To connect and use a Kubernetes cluster, SkyPilot needs:

* An existing Kubernetes cluster running Kubernetes v1.20 or later.
* A `Kubeconfig <https://kubernetes.io/docs/concepts/configuration/organize-cluster-access-kubeconfig/>`_ file containing access credentials and namespace to be used.

In a typical workflow:

1. A cluster administrator sets up a Kubernetes cluster. Detailed admin guides for
different deployment environments (Amazon EKS, Google GKE, On-Prem and local debugging) are included in the :ref:`Kubernetes cluster setup guide <kubernetes-setup>`.

2. Users who want to run SkyPilot tasks on this cluster are issued Kubeconfig
files containing their credentials (`kube-context <https://kubernetes.io/docs/tasks/access-application-cluster/configure-access-multiple-clusters/#define-clusters-users-and-contexts>`_).
SkyPilot reads this Kubeconfig file to communicate with the cluster.

Submitting SkyPilot tasks to Kubernetes Clusters
------------------------------------------------
.. _kubernetes-instructions:

Once your cluster administrator has :ref:`setup a Kubernetes cluster <kubernetes-setup>` and provided you with a kubeconfig file:

0. Make sure `kubectl <https://kubernetes.io/docs/tasks/tools/>`_, ``socat`` and ``nc`` (netcat) are installed on your local machine.

.. code-block:: console
$ # MacOS
$ brew install kubectl socat netcat
$ # Linux (may have socat already installed)
$ sudo apt-get install kubectl socat netcat
1. Place your kubeconfig file at ``~/.kube/config``.

.. code-block:: console
$ mkdir -p ~/.kube
$ cp /path/to/kubeconfig ~/.kube/config
You can verify your credentials are setup correctly by running :code:`kubectl get pods`.

2. Run :code:`sky check` and verify that Kubernetes is enabled in SkyPilot.

.. code-block:: console
$ sky check
Checking credentials to enable clouds for SkyPilot.
...
Kubernetes: enabled
...
.. note::
:code:`sky check` will also check if GPU support is available on your cluster. If GPU support is not available, it
will show the reason.
To setup GPU support on the cluster, refer to the :ref:`Kubernetes cluster setup guide <kubernetes-setup>`.

4. You can now run any SkyPilot task on your Kubernetes cluster.

.. code-block:: console
.. tab-set::

$ sky launch --cpus 2+ task.yaml
== Optimizer ==
Target: minimizing cost
Estimated cost: $0.0 / hour
.. tab-item:: For AI Developers
:sync: why-ai-devs-tab

Considered resources (1 node):
---------------------------------------------------------------------------------------------------
CLOUD INSTANCE vCPUs Mem(GB) ACCELERATORS REGION/ZONE COST ($) CHOSEN
---------------------------------------------------------------------------------------------------
Kubernetes 2CPU--2GB 2 2 - kubernetes 0.00 ✔
AWS m6i.large 2 8 - us-east-1 0.10
Azure Standard_D2s_v5 2 8 - eastus 0.10
GCP n2-standard-2 2 8 - us-central1 0.10
IBM bx2-8x32 8 32 - us-east 0.38
Lambda gpu_1x_a10 30 200 A10:1 us-east-1 0.60
---------------------------------------------------------------------------------------------------.
.. grid:: 2
:gutter: 3

.. grid-item-card:: ✅ Ease of use
:text-align: center

.. note::
SkyPilot will use the cluster and namespace set in the ``current-context`` in the
kubeconfig file. To manage your ``current-context``:
..
TODO(romilb): We should have a comparison of a popular Kubernetes manifest vs a SkyPilot YAML in terms of LoC in a mini blog and link it here.
.. code-block:: console
No complex kubernetes manifests - write a simple SkyPilot YAML and run with one command ``sky launch``.

$ # See current context
$ kubectl config current-context
.. grid-item-card:: 📋 Interactive development on Kubernetes
:text-align: center

$ # Switch current-context
$ kubectl config use-context mycontext
:ref:`SSH access to pods <dev-ssh>`, :ref:`VSCode integration <dev-vscode>`, :ref:`job management <managed-jobs>`, :ref:`autodown idle pods <auto-stop>` and more.

$ # Set a specific namespace to be used in the current-context
$ kubectl config set-context --current --namespace=mynamespace
.. grid-item-card:: ☁️ Burst to the cloud
:text-align: center

Kubernetes cluster is full? SkyPilot :ref:`seamlessly gets resources on the cloud <kubernetes-optimizer-table>` to get your job running sooner.

Using Custom Images
-------------------
By default, we use and maintain a SkyPilot container image that has conda and a few other basic tools installed.
.. grid-item-card:: 🖼 Run popular models on Kubernetes
:text-align: center

To use your own image, add :code:`image_id: docker:<your image tag>` to the :code:`resources` section of your task YAML.
Train and serve `Llama-3 <https://skypilot.readthedocs.io/en/latest/gallery/llms/llama-3.html>`_, `Mixtral <https://skypilot.readthedocs.io/en/latest/gallery/llms/mixtral.html>`_, and more on your Kubernetes with ready-to-use recipes from the :ref:`AI gallery <ai-gallery>`.

.. code-block:: yaml

resources:
image_id: docker:myrepo/myimage:latest
...
.. tab-item:: For Infrastructure Admins
:sync: why-admins-tab

Your image must satisfy the following requirements:
.. grid:: 2
:gutter: 3

* Image must be **debian-based** and must have the apt package manager installed.
* The default user in the image must have root privileges or passwordless sudo access.
.. grid-item-card:: ☁️ Unified platform for all Infrastructure
:text-align: center

.. note::
Scale beyond your Kubernetes cluster to capacity on :ref:`across clouds and regions <auto-failover>` without manual intervention.

If your cluster runs on non-x86_64 architecture (e.g., Apple Silicon), your image must be built natively for that architecture. Otherwise, your job may get stuck at :code:`Start streaming logs ...`. See `GitHub issue <https://github.com/skypilot-org/skypilot/issues/3035>`_ for more.
.. grid-item-card:: 🚯️ Minimize resource wastage
:text-align: center

Using Images from Private Repositories
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
To use images from private repositories (e.g., Private DockerHub, Amazon ECR, Google Container Registry), create a `secret <https://kubernetes.io/docs/tasks/configure-pod-container/pull-image-private-registry/#create-a-secret-by-providing-credentials-on-the-command-line>`_ in your Kubernetes cluster and edit your :code:`~/.sky/config.yaml` to specify the secret like so:
SkyPilot can run with your custom pod scheduler and automatically terminate idle pods to free up resources for other users.

.. code-block:: yaml
.. grid-item-card:: 👀 Observability
:text-align: center

kubernetes:
pod_config:
spec:
imagePullSecrets:
- name: your-secret-here
Works with your existing observability and monitoring tools, such as the :ref:`Kubernetes Dashboard <kubernetes-observability>`.

.. tip::
.. grid-item-card:: 🍽️ Self-serve infra for your teams
:text-align: center

If you use Amazon ECR, your secret credentials may expire every 12 hours. Consider using `k8s-ecr-login-renew <https://github.com/nabsul/k8s-ecr-login-renew>`_ to automatically refresh your secrets.
Reduce operational overhead by letting your teams provision their own resources, while you retain control over the Kubernetes cluster.


Opening Ports
-------------
Table of Contents
-----------------

Opening ports on SkyPilot clusters running on Kubernetes is supported through two modes:
.. grid:: 3
:gutter: 3

1. `LoadBalancer services <https://kubernetes.io/docs/concepts/services-networking/service/#loadbalancer>`_ (default)
2. `Nginx IngressController <https://kubernetes.github.io/ingress-nginx/>`_
.. grid-item-card:: 👋 Get Started
:link: kubernetes-getting-started
:link-type: ref
:text-align: center

One of these modes must be supported and configured on your cluster. Refer to the :ref:`setting up ports on Kubernetes guide <kubernetes-ports>` on how to do this.
Already have a kubeconfig? Launch your first SkyPilot task on Kubernetes - it's as simple as ``sky launch``.

.. tip::
.. grid-item-card:: ⚙️ Cluster Configuration
:link: kubernetes-setup
:link-type: ref
:text-align: center

On Google GKE, Amazon EKS or other cloud-hosted Kubernetes services, the default LoadBalancer services mode is supported out of the box and no additional configuration is needed.
Are you a cluster admin? Find cluster deployment guides and setup instructions here.

Once your cluster is configured, launch a task which exposes services on a port by adding :code:`ports` to the :code:`resources` section of your task YAML.
.. grid-item-card:: 🔍️ Troubleshooting
:link: kubernetes-troubleshooting
:link-type: ref
:text-align: center

.. code-block:: yaml
Running into problems with SkyPilot on your Kubernetes cluster? Find common issues and solutions here.

# task.yaml
resources:
ports: 8888

run: |
python -m http.server 8888
After launching the cluster with :code:`sky launch -c myclus task.yaml`, you can get the URL to access the port using :code:`sky status --endpoints myclus`.

.. code-block:: bash
# List all ports exposed by the cluster
$ sky status --endpoints myclus
8888: 34.173.13.241:8888
# curl a specific port's endpoint
$ curl $(sky status --endpoint 8888 myclus)
...
.. tip::

To learn more about opening ports in SkyPilot tasks, see :ref:`Opening Ports <ports>`.

FAQs
----

* **Are autoscaling Kubernetes clusters supported?**

To run on an autoscaling cluster, you may need to adjust the resource provisioning timeout (:code:`Kubernetes.TIMEOUT` in `clouds/kubernetes.py`) to a large value to give enough time for the cluster to autoscale. We are working on a better interface to adjust this timeout - stay tuned!

* **Can SkyPilot provision a Kubernetes cluster for me? Will SkyPilot add more nodes to my Kubernetes clusters?**

The goal of Kubernetes support is to run SkyPilot tasks on an existing Kubernetes cluster. It does not provision any new Kubernetes clusters or add new nodes to an existing Kubernetes cluster.

* **I have multiple users in my organization who share the same Kubernetes cluster. How do I provide isolation for their SkyPilot workloads?**

For isolation, you can create separate Kubernetes namespaces and set them in the kubeconfig distributed to users. SkyPilot will use the namespace set in the kubeconfig for running all tasks.

* **How can I specify custom configuration for the pods created by SkyPilot?**

You can override the pod configuration used by SkyPilot by setting the :code:`pod_config` key in :code:`~/.sky/config.yaml`.
The value of :code:`pod_config` should be a dictionary that follows the `Kubernetes Pod API <https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.22/#pod-v1-core>`_.

For example, to set custom environment variables and attach a volume on your pods, you can add the following to your :code:`~/.sky/config.yaml` file:

.. code-block:: yaml
.. toctree::
:hidden:

kubernetes:
pod_config:
spec:
containers:
- env:
- name: MY_ENV_VAR
value: MY_ENV_VALUE
volumeMounts: # Custom volume mounts for the pod
- mountPath: /foo
name: example-volume
volumes:
- name: example-volume
hostPath:
path: /tmp
type: Directory
kubernetes-getting-started
kubernetes-setup
kubernetes-troubleshooting

For more details refer to :ref:`config-yaml`.

Features and Roadmap
--------------------
Expand All @@ -256,11 +116,4 @@ Kubernetes support is under active development. Some features are in progress an
* Multi-node tasks - ✅ Available
* Custom images - ✅ Available
* Opening ports and exposing services - ✅ Available
* Multiple Kubernetes Clusters - 🚧 In progress


.. toctree::
:hidden:

kubernetes-setup
kubernetes-troubleshooting
* Multiple Kubernetes Clusters - 🚧 In progress
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