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Machine Learning with Amazon SageMaker Cookbook

You're reading from   Machine Learning with Amazon SageMaker Cookbook 80 proven recipes for data scientists and developers to perform machine learning experiments and deployments

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Product type Paperback
Published in Oct 2021
Publisher Packt
ISBN-13 9781800567030
Length 762 pages
Edition 1st Edition
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Author (1):
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Joshua Arvin Lat Joshua Arvin Lat
Author Profile Icon Joshua Arvin Lat
Joshua Arvin Lat
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Table of Contents (11) Chapters Close

Preface 1. Chapter 1: Getting Started with Machine Learning Using Amazon SageMaker 2. Chapter 2: Building and Using Your Own Algorithm Container Image FREE CHAPTER 3. Chapter 3: Using Machine Learning and Deep Learning Frameworks with Amazon SageMaker 4. Chapter 4: Preparing, Processing, and Analyzing the Data 5. Chapter 5: Effectively Managing Machine Learning Experiments 6. Chapter 6: Automated Machine Learning in Amazon SageMaker 7. Chapter 7: Working with SageMaker Feature Store, SageMaker Clarify, and SageMaker Model Monitor 8. Chapter 8: Solving NLP, Image Classification, and Time-Series Forecasting Problems with Built-in Algorithms 9. Chapter 9: Managing Machine Learning Workflows and Deployments 10. Other Books You May Enjoy

Debugging disk space issues when using local mode

Sometimes, when running the estimator.fit() function in an experiment using local mode, we may encounter issues similar to what is shown in Figure 3.62.

Figure 3.62 – CalledProcessError potentially due to a disk space issue

Note that this may or may not be caused by disk space issues but there is a big chance that the root cause is that there is no space left. The error message may include the following error message:

CalledProcessError: Command '['docker', 'pull', '763104351884.dkr.ecr.us-east-1.amazon.com/<image-uri>:<tag>'] ' returned non-zero exit status 1.

In this recipe, we will take a look at how to debug this issue.

Tip

If everything went smoothly when running the recipes in this chapter, feel free to check the There's more... section for instructions on how to replicate this issue. Once this issue has been replicated, you may...

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