PLUGINSPLUGIN-SPARKTASKSIO.KESTRA.PLUGIN.SPARK.PYTHONSUBMIT

PythonSubmit

yaml

type: "io.kestra.plugin.spark.PythonSubmit"

Submit a pyspark job to remote cluster

Examples

yaml

id: "python_submit"
type: "io.kestra.plugin.spark.PythonSubmit"
runner: DOCKER
dockerOptions:
  image: bitnami/spark
  entryPoint: 
   - /bin/sh
   - -c
  user: root
master: spark://localhost:7077
args:
- 10
mainScript: |
  import sys
  from random import random
  from operator import add
  from pyspark.sql import SparkSession


  if __name__ == "__main__":
      spark = SparkSession \
          .builder \
          .appName("PythonPi") \
          .getOrCreate()

      partitions = int(sys.argv[1]) if len(sys.argv) > 1 else 2
      n = 100000 * partitions

      def f(_: int) -> float:
          x = random() * 2 - 1
          y = random() * 2 - 1
          return 1 if x ** 2 + y ** 2 <= 1 else 0

      count = spark.sparkContext.parallelize(range(1, n + 1), partitions).map(f).reduce(add)
      print("Pi is roughly %f" % (4.0 * count / n))

      spark.stop()

Properties

`exitOnFailed`

Type: boolean
Dynamic: ❌
Required: ✔️
Default: true

Exit if any non true return value

This tells bash that it should exit the script if any statement returns a non-true return value. The benefit of using -e is that it prevents errors snowballing into serious issues when they could have been caught earlier.

`interpreter`

Type: string
Dynamic: ❌
Required: ✔️
Default: /bin/sh
Min length: 1

Interpreter to used

`mainScript`

Type: string
Dynamic: ✔️
Required: ✔️

the main python script

`master`

Type: string
Dynamic: ✔️
Required: ✔️

the Spark master hostname for the application.

`runner`

Type: string
Dynamic: ❌
Required: ✔️
Default: PROCESS
Possible Values:
- PROCESS
- DOCKER

Runner to use

`warningOnStdErr`

Type: boolean
Dynamic: ❌
Required: ✔️
Default: true

Use WARNING state if any stdErr is sent

`appFiles`

Type: object
SubType: string
Dynamic: ✔️
Required: ❌

Adds a file to be submitted with the application.

Must be Kestra internal storage url

`args`

Type: array
SubType: string
Dynamic: ✔️
Required: ❌

command line arguments for the application.

`configurations`

Type: object
SubType: string
Dynamic: ✔️
Required: ❌

configuration value for the application.

`deployMode`

Type: string
Dynamic: ✔️
Required: ❌
Possible Values:
- CLIENT
- CLUSTER

command line arguments for the application.

`dockerOptions`

Type: DockerOptions
Dynamic: ❌
Required: ❌

Docker options when using runner DOCKER

`env`

Type: object
SubType: string
Dynamic: ✔️
Required: ❌

Additional environments variable to add for current process.

`files`

🔒 Deprecated

Type: array
SubType: string
Dynamic: ✔️
Required: ❌

The list of files that will be uploaded to internal storage,

use outputFiles property instead

`inputFiles`

Type: object
SubType: string
Dynamic: ✔️
Required: ❌

Input files are extra files that will be available in the script working directory.

You can define the files as map or a JSON string.Each file can be defined inlined or can reference a file from Kestra's internal storage.

`interpreterArgs`

Type: array
SubType: string
Dynamic: ❌
Required: ❌
Default: [-c]

Interpreter args used

`name`

Type: string
Dynamic: ✔️
Required: ❌

the application name.

`outputDirs`

Type: array
SubType: string
Dynamic: ❌
Required: ❌

Output dirs list that will be uploaded to internal storage

List of key that will generate temporary directories. On the command, just can use with special variable named outputDirs.key. If you add a files with ["myDir"], you can use the special vars echo 1 >> {[ outputDirs.myDir }}/file1.txt and echo 2 >> {[ outputDirs.myDir }}/file2.txt and both files will be uploaded to internal storage. Then you can used them on others tasks using null

`outputFiles`

Type: array
SubType: string
Dynamic: ❌
Required: ❌

Output file list that will be uploaded to internal storage

List of key that will generate temporary files. On the command, just can use with special variable named outputFiles.key. If you add a files with ["first"], you can use the special vars echo 1 >> {[ outputFiles.first }} and you used on others tasks using null

`outputsFiles`

🔒 Deprecated

Type: array
SubType: string
Dynamic: ❌
Required: ❌

Deprecated Output file

use outputFiles

`pythonFiles`

Type: object
SubType: string
Dynamic: ✔️
Required: ❌

Adds a python file / zip / egg to be submitted with the application.

Must be Kestra internal storage url

`sparkSubmitPath`

Type: string
Dynamic: ✔️
Required: ❌
Default: spark-submit

the spark-submit binary path.

`verbose`

Type: boolean
Dynamic: ❌
Required: ❌
Default: false

Enables verbose reporting

Outputs

`exitCode`

Type: integer
Default: 0

The exit code of the whole execution

`files`

🔒 Deprecated

Type: object
SubType: string

Deprecated output files

use outputFiles

`outputFiles`

Type: object
SubType: string

The output files uri in Kestra internal storage

`stdErrLineCount`

Type: integer
Default: 0

The standard error line count

`stdOutLineCount`

Type: integer
Default: 0

The standard output line count

`vars`

Type: object

The value extract from output of the commands

Definitions

`DockerOptions-Memory`

`kernelMemory`

Type: string
Dynamic: ✔️
Required: ❌

The maximum amount of kernel memory the container can use.

The minimum allowed value is 4m. Because kernel memory cannot be swapped out, a container which is starved of kernel memory may block host machine resources, which can have side effects on the host machine and on other containers. See --kernel-memory details.

`memory`

Type: string
Dynamic: ✔️
Required: ❌

The maximum amount of memory the container can use.

That is, you must set the value to at least 6 megabytes.

`memoryReservation`

Type: string
Dynamic: ✔️
Required: ❌

Allows you to specify a soft limit smaller than --memory which is activated when Docker detects contention or low memory on the host machine.

If you use memoryReservation, it must be set lower than memory for it to take precedence. Because it is a soft limit, it does not guarantee that the container doesn’t exceed the limit.

`memorySwap`

Type: string
Dynamic: ✔️
Required: ❌

The amount of memory this container is allowed to swap to disk

If memory and memorySwap are set to the same value, this prevents containers from using any swap. This is because memorySwap is the amount of combined memory and swap that can be used, while memory is only the amount of physical memory that can be used.

`memorySwappiness`

Type: string
Dynamic: ✔️
Required: ❌

The amount of memory this container is allowed to swap to disk

By default, the host kernel can swap out a percentage of anonymous pages used by a container. You can set memorySwappiness to a value between 0 and 100, to tune this percentage.

`oomKillDisable`

Type: boolean
Dynamic: ❌
Required: ❌

By default, if an out-of-memory (OOM) error occurs, the kernel kills processes in a container.

To change this behavior, use the oomKillDisable option. Only disable the OOM killer on containers where you have also set the memory option. If the memory flag is not set, the host can run out of memory and the kernel may need to kill the host system’s processes to free memory.

`DockerOptions`

`image`

Type: string
Dynamic: ✔️
Required: ✔️
Min length: 1

Docker image to use

`cpu`

Type: DockerOptions-Cpu
Dynamic: ❌
Required: ❌

Limits cpu usage.

By default, each container’s access to the host machine’s CPU cycles is unlimited. You can set various constraints to limit a given container’s access to the host machine’s CPU cycles.

`deviceRequests`

Type: array
SubType: DockerOptions-DeviceRequest
Dynamic: ❌
Required: ❌

A list of request for devices to be sent to device drivers

`dockerConfig`

Type: string
Dynamic: ✔️
Required: ❌

Docker config file

Full file that can be used to configure private registries, ...

`dockerHost`

Type: string
Dynamic: ✔️
Required: ❌

Docker api uri

`entryPoint`

Type: array
SubType: string
Dynamic: ✔️
Required: ❌

Docker entrypoint to use

`extraHosts`

Type: array
SubType: string
Dynamic: ✔️
Required: ❌

Docker extra host to use

`memory`

Type: DockerOptions-Memory
Dynamic: ❌
Required: ❌

Limits memory usage.

Docker can enforce hard memory limits, which allow the container to use no more than a given amount of user or system memory, or soft limits, which allow the container to use as much memory as it needs unless certain conditions are met, such as when the kernel detects low memory or contention on the host machine. Some of these options have different effects when used alone or when more than one option is set.

`networkMode`

Type: string
Dynamic: ✔️
Required: ❌

Docker network mode to use

`pullImage`

Type: boolean
Dynamic: ❌
Required: ❌
Default: true

Is a pull of image must be done before starting the container

Mostly used for local image with registry

`user`

Type: string
Dynamic: ✔️
Required: ❌

Docker user to use

`volumes`

Type: array
SubType: string
Dynamic: ✔️
Required: ❌

List of volumes to mount

Must be a valid mount expression as string, example : /home/user:/app

Volumes mount are disabled by default for security reasons, you must enabled on server configuration with kestra.tasks.scripts.docker.volume-enabled to true