Book Image

Reproducible Data Science with Pachyderm

By : Svetlana Karslioglu
Book Image

Reproducible Data Science with Pachyderm

By: Svetlana Karslioglu

Overview of this book

Pachyderm is an open source project that enables data scientists to run reproducible data pipelines and scale them to an enterprise level. This book will teach you how to implement Pachyderm to create collaborative data science workflows and reproduce your ML experiments at scale. You’ll begin your journey by exploring the importance of data reproducibility and comparing different data science platforms. Next, you’ll explore how Pachyderm fits into the picture and its significance, followed by learning how to install Pachyderm locally on your computer or a cloud platform of your choice. You’ll then discover the architectural components and Pachyderm's main pipeline principles and concepts. The book demonstrates how to use Pachyderm components to create your first data pipeline and advances to cover common operations involving data, such as uploading data to and from Pachyderm to create more complex pipelines. Based on what you've learned, you'll develop an end-to-end ML workflow, before trying out the hyperparameter tuning technique and the different supported Pachyderm language clients. Finally, you’ll learn how to use a SaaS version of Pachyderm with Pachyderm Notebooks. By the end of this book, you will learn all aspects of running your data pipelines in Pachyderm and manage them on a day-to-day basis.
Table of Contents (16 chapters)
1
Section 1: Introduction to Pachyderm and Reproducible Data Science
5
Section 2:Getting Started with Pachyderm
12
Section 3:Pachyderm Clients and Tools

Deleting an existing Pachyderm deployment

Only perform the steps in this section if you want to delete your cluster. If you want to continue working on the examples in other chapters, then please skip this section.

If you need to delete your deployment and start afresh, you need to wipe out your environment and start over again from the steps provided in the Preparing the Kubernetes environment section. When you delete an existing Pachyderm deployment, all the components, except for the Helm repository and pachctl, are removed from your machine.

Follow these steps to delete your existing Pachyderm deployment:

  1. If you have used a different name for your Helm instance, then execute the following command to find the Pachyderm instance name that you deployed using the Helm chart:
    $ helm ls | grep pachyderm

The output of the preceding command should look as follows:

pachd default 1 2021-11-08 21:33:44 deployed Pachyderm-2.0.1 2.0.1
  1. Execute the following command...