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Docs improvements #176
Docs improvements #176
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--- | ||
layout: global | ||
title: Running Spark on the cloud with Kubernetes | ||
--- | ||
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For general information about running Spark on Kubernetes, refer to [this section](running-on-kubernetes.md). | ||
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A Kubernetes cluster may be brought up on different cloud providers or on premise. It is commonly provisioned through [Google Container Engine](https://cloud.google.com/container-engine/), or using [kops](https://github.com/kubernetes/kops) on AWS, or on premise using [kubeadm](https://kubernetes.io/docs/getting-started-guides/kubeadm/). | ||
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## Running on Google Container Engine (GKE) | ||
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* Create a GKE [container cluster](https://cloud.google.com/container-engine/docs/clusters/operations). | ||
* Obtain kubectl and [configure](https://cloud.google.com/container-engine/docs/clusters/operations#configuring_kubectl) it appropriately. | ||
* Find the identity of the master associated with this project. | ||
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> kubectl cluster-info | ||
Kubernetes master is running at https://x.y.z.w:443 | ||
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* Run spark-submit with the master option set to `k8s://https://x.y.z.w:443`. The instructions for running spark-submit are provided in the [running on kubernetes](running-on-kubernetes.md) tutorial. | ||
* Check that your driver pod, and subsequently your executor pods are launched using `kubectl get pods`. | ||
* Read the stdout and stderr of the driver pod using `kubectl get logs`. | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. is the There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. It doesn't exist. I made a mistake, it's the same "kubectl logs" as it is elsewhere. Fixed. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. nit: perhaps... |
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Known issues: | ||
* If you face OAuth token expiry errors when you run spark-submit, it is likely because the token needs to be refreshed. The easiest way to fix this is to run any `kubectl` command, say, `kubectl version` and then retry your submission. |
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@@ -12,15 +12,28 @@ currently limited and not well-tested. This should not be used in production env | |
* You must have appropriate permissions to create and list [pods](https://kubernetes.io/docs/user-guide/pods/), [nodes](https://kubernetes.io/docs/admin/node/) and [services](https://kubernetes.io/docs/user-guide/services/) in your cluster. You can verify that you can list these resources by running `kubectl get nodes`, `kubectl get pods` and `kubectl get svc` which should give you a list of nodes, pods and services (if any) respectively. | ||
* You must have an extracted spark distribution with Kubernetes support, or build one from [source](https://github.com/apache-spark-on-k8s/spark). | ||
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## Setting Up Docker Images | ||
## Driver & Executor Images | ||
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Kubernetes requires users to supply images that can be deployed into containers within pods. The images are built to | ||
be run in a container runtime environment that Kubernetes supports. Docker is a container runtime environment that is | ||
frequently used with Kubernetes, so Spark provides some support for working with Docker to get started quickly. | ||
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To use Spark on Kubernetes with Docker, images for the driver and the executors need to built and published to an | ||
accessible Docker registry. Spark distributions include the Docker files for the driver and the executor at | ||
`dockerfiles/driver/Dockerfile` and `docker/executor/Dockerfile`, respectively. Use these Docker files to build the | ||
If you wish to use pre-built docker images, you may use the images published in [kubespark](https://hub.docker.com/u/kubespark/). The images are as follows: | ||
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<table class="table"> | ||
<tr><th>Component</th><th>Image</th></tr> | ||
<tr> | ||
<td>Spark Driver Image</td> | ||
<td><code>kubespark/spark-driver:v2.1.0-k8s-support-0.1.0-alpha.1</code></td> | ||
</tr> | ||
<tr> | ||
<td>Spark Executor Image</td> | ||
<td><code>kubespark/spark-executor:v2.1.0-k8s-support-0.1.0-alpha.1</code></td> | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. these don't match the tags I see at https://hub.docker.com/r/kubespark/spark-executor/tags/ There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I pushed the tag an hour ago and it seems to be in there. Will rebuild and update after the rebase also. |
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</tr> | ||
</table> | ||
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You may also build these docker images from sources, or customize them as required. Spark distributions include the Docker files for the driver and the executor at | ||
`dockerfiles/driver/Dockerfile` and `dockerfiles/executor/Dockerfile`, respectively. Use these Docker files to build the | ||
Docker images, and then tag them with the registry that the images should be sent to. Finally, push the images to the | ||
registry. | ||
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@@ -44,8 +57,8 @@ are set up as described above: | |
--kubernetes-namespace default \ | ||
--conf spark.executor.instances=5 \ | ||
--conf spark.app.name=spark-pi \ | ||
--conf spark.kubernetes.driver.docker.image=registry-host:5000/spark-driver:latest \ | ||
--conf spark.kubernetes.executor.docker.image=registry-host:5000/spark-executor:latest \ | ||
--conf spark.kubernetes.driver.docker.image=kubespark/spark-driver:v2.1.0-k8s-support-0.1.0-alpha.1 \ | ||
--conf spark.kubernetes.executor.docker.image=kubespark/spark-executor:v2.1.0-k8s-support-0.1.0-alpha.1 \ | ||
examples/jars/spark_examples_2.11-2.2.0.jar | ||
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The Spark master, specified either via passing the `--master` command line argument to `spark-submit` or by setting | ||
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setting the master to `k8s://example.com:443` is equivalent to setting it to `k8s://https://example.com:443`, but to | ||
connect without SSL on a different port, the master would be set to `k8s://http://example.com:8443`. | ||
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If you have a Kubernetes cluster setup, one way to discover the apiserver URL is by executing `kubectl cluster-info`. | ||
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> kubectl cluster-info | ||
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Note that applications can currently only be executed in cluster mode, where the driver and its executors are running on | ||
the cluster. | ||
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### Dependency Management and Docker Containers | ||
### Specifying input files | ||
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Spark supports specifying JAR paths that are either on the submitting host's disk, or are located on the disk of the | ||
driver and executors. Refer to the [application submission](submitting-applications.html#advanced-dependency-management) | ||
section for details. Note that files specified with the `local://` scheme should be added to the container image of both | ||
the driver and the executors. Files without a scheme or with the scheme `file://` are treated as being on the disk of | ||
the submitting machine, and are uploaded to the driver running in Kubernetes before launching the application. | ||
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### Setting Up SSL For Submitting the Driver | ||
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When submitting to Kubernetes, a pod is started for the driver, and the pod starts an HTTP server. This HTTP server | ||
receives the driver's configuration, including uploaded driver jars, from the client before starting the application. | ||
Spark supports using SSL to encrypt the traffic in this bootstrapping process. It is recommended to configure this | ||
whenever possible. | ||
### Accessing Kubernetes Clusters | ||
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See the [security page](security.html) and [configuration](configuration.html) sections for more information on | ||
configuring SSL; use the prefix `spark.ssl.kubernetes.submit` in configuring the SSL-related fields in the context | ||
of submitting to Kubernetes. For example, to set the trustStore used when the local machine communicates with the driver | ||
pod in starting the application, set `spark.ssl.kubernetes.submit.trustStore`. | ||
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One note about the keyStore is that it can be specified as either a file on the client machine or a file in the | ||
container image's disk. Thus `spark.ssl.kubernetes.submit.keyStore` can be a URI with a scheme of either `file:` | ||
or `local:`. A scheme of `file:` corresponds to the keyStore being located on the client machine; it is mounted onto | ||
the driver container as a [secret volume](https://kubernetes.io/docs/user-guide/secrets/). When the URI has the scheme | ||
`local:`, the file is assumed to already be on the container's disk at the appropriate path. | ||
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### Kubernetes Clusters and the authenticated proxy endpoint | ||
For details about running on public cloud environments, such as Google Container Engine (GKE), please refer to [our documentation](running-on-kubernetes-cloud.md). | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. make the anchor text for this link something like "running on kubernetes cloud" ("our documentation" is pretty vague) |
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Spark-submit also supports submission through the | ||
[local kubectl proxy](https://kubernetes.io/docs/user-guide/accessing-the-cluster/#using-kubectl-proxy). One can use the | ||
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--kubernetes-namespace default \ | ||
--conf spark.executor.instances=5 \ | ||
--conf spark.app.name=spark-pi \ | ||
--conf spark.kubernetes.driver.docker.image=registry-host:5000/spark-driver:latest \ | ||
--conf spark.kubernetes.executor.docker.image=registry-host:5000/spark-executor:latest \ | ||
--conf spark.kubernetes.driver.docker.image=kubespark/spark-driver:v2.1.0-k8s-support-0.1.0-alpha.1 \ | ||
--conf spark.kubernetes.executor.docker.image=kubespark/spark-executor:v2.1.0-k8s-support-0.1.0-alpha.1 \ | ||
examples/jars/spark_examples_2.11-2.2.0.jar | ||
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Communication between Spark and Kubernetes clusters is performed using the fabric8 kubernetes-client library. | ||
The above mechanism using `kubectl proxy` can be used when we have authentication providers that the fabric8 | ||
kubernetes-client library does not support. Authentication using X509 Client Certs and oauth tokens | ||
kubernetes-client library does not support. Authentication using X509 Client Certs and OAuth tokens | ||
is currently supported. | ||
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### Determining the Driver Base URI | ||
## Advanced | ||
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### Setting Up SSL For Submitting the Driver | ||
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When submitting to Kubernetes, a pod is started for the driver, and the pod starts an HTTP server. This HTTP server | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. nit: There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I think the former is more common. |
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receives the driver's configuration, including uploaded driver jars, from the client before starting the application. | ||
Spark supports using SSL to encrypt the traffic in this bootstrapping process. It is recommended to configure this | ||
whenever possible. | ||
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See the [security page](security.html) and [configuration](configuration.html) sections for more information on | ||
configuring SSL; use the prefix `spark.ssl.kubernetes.submit` in configuring the SSL-related fields in the context | ||
of submitting to Kubernetes. For example, to set the trustStore used when the local machine communicates with the driver | ||
pod in starting the application, set `spark.ssl.kubernetes.submit.trustStore`. | ||
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One note about the keyStore is that it can be specified as either a file on the client machine or a file in the | ||
container image's disk. Thus `spark.ssl.kubernetes.submit.keyStore` can be a URI with a scheme of either `file:` | ||
or `local:`. A scheme of `file:` corresponds to the keyStore being located on the client machine; it is mounted onto | ||
the driver container as a [secret volume](https://kubernetes.io/docs/user-guide/secrets/). When the URI has the scheme | ||
`local:`, the file is assumed to already be on the container's disk at the appropriate path. | ||
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### Submission of Local Files through Ingress/External controller | ||
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Kubernetes pods run with their own IP address space. If Spark is run in cluster mode, the driver pod may not be | ||
accessible to the submitter. However, the submitter needs to send local dependencies from its local disk to the driver | ||
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nit:
https://<master-ip>:443