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

Product type Paperback

Published in Oct 2021

Publisher Packt

ISBN-13 9781800567030

Length 762 pages

Edition 1st Edition

Languages

Python

Tools

AWS

Concepts

Machine Learning

Author (1):

Joshua Arvin Lat

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Table of Contents (11) Chapters

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 container execution issues when using local mode

If you have encountered an issue similar to what is shown in Figure 3.68 when calling the fit() function with SageMaker local mode, this is the recipe for you!

Figure 3.68 – Error running the fit() function

In Figure 3.68, we can see that we encountered issues when we executed the fit() function. Sometimes, the error message includes the following log message towards the end of the debug information:

RuntimeError: Failed to run: ['docker-compose', '-f', '/tmp/abcdefghij12345/docker-compose.yaml', 'up', '--build', '--abort-on-container-exit'], Process exited with code: 1

In some cases, the root cause of the errors is not really displayed back to the user, which makes this issue hard to debug for some machine learning practitioners. Do not worry as this recipe will prove useful in debugging these types of issues!

Tip

If everything...

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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

Table of Contents (11) Chapters

Debugging container execution issues when using local mode

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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

Table of Contents (11) Chapters

Debugging container execution issues when using local mode

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