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How does pyspark work?

PySpark builds upon the Spark Core and adds additional capabilities, specifically Data Frames, a popular paradigm from pandas. In addition, there is support for streaming, making it possible to use sockets or Apache Kafka to feed data into applications. ...

How many executor pods does pyspark spawn?

It will spawn 5 executor instances and execute an example application, pi.py, that is present on the base PySpark installation. Additional configuration options are available to run in a specific namespace, label Pods, etc. The deployment command above will create a PySpark driver Pod which will in turn generate 5 executor Pods. ...

What is kubectl in Kubernetes?

Kubernetes has a cluster manager utility, kubectl that allows an operator to run commands. kubectl uses an expressive API to allow users to execute commands, either using arguments or, more commonly, passing YAML documents. A simple command to get information about the running cluster. This cluster info will be used in a later step. ...

How do I run commands in Kubernetes?

Start the cluster, note the expanded CPU and memory parameters Kubernetes has a cluster manager utility, kubectl that allows an operator to run commands. kubectl uses an expressive API to allow users to execute commands, either using arguments or, more commonly, passing YAML documents. A simple command to get information about the running cluster. ...

How do I build Docker images for pyspark?

Spark comes with a set of tools for building Docker images that will be compatible the cluster. The docker-image-tool is a shell script that packages. By default, the tool packages JVM-based containers. However, there is the option to supply a Dockerfile for PySpark. ...

How do I create a serviceaccount in Kubernetes?

The ServiceAccount is created by kubectl create serviceaccount sa-spark The ServiceAccount lacks scoped permissions, so it needs a ClusterRole and ClusterRoleBinding. These are elements in Kubernetes' role-based access control (RBAC) API and are used to identify the resources and actions that ClusterRole can interact with. ...