Tutorials and Examples

This section provides tutorials and examples to help you get started with ezbatch. Each tutorial walks through a specific use case and provides step-by-step instructions.

• Running a Simple Job
  • Prerequisites
  • Step 1: Create a Simple Job
  • Step 2: Submit the Workflow
  • Step 3: Monitor the Job
  • Complete Example
  • Explanation
  • Next Steps
• Data Processing with ezbatch
  • Prerequisites
  • Step 1: Prepare Your Data
  • Step 2: Create a Docker Image
  • Step 3: Create a Job to Process the Data
  • Step 4: Submit the Workflow
  • Step 5: Monitor the Job
  • Complete Example
  • Explanation
  • Next Steps
• Machine Learning Training with ezbatch
  • Prerequisites
  • Step 1: Prepare Your Training Data
  • Step 2: Create a Docker Image
  • Step 3: Create a Job to Train the Model
  • Step 4: Submit the Workflow
  • Step 5: Monitor the Job
  • Complete Example
  • Explanation
  • Using GPU Instances
  • Next Steps
• Parameter Sweep with ezbatch
  • Prerequisites
  • Step 1: Prepare Your Data
  • Step 2: Create a Docker Image
  • Step 3: Create Jobs for the Parameter Sweep
  • Step 4: Submit the Workflow
  • Step 5: Monitor the Jobs
  • Step 6: Analyze the Results
  • Complete Example
  • Explanation
  • Next Steps
• Multi-Stage Pipeline with ezbatch
  • Prerequisites
  • Pipeline Overview
  • Step 1: Prepare Your Data
  • Step 2: Create Docker Images for Each Stage
  • Step 3: Create the Pipeline
  • Step 4: Submit the Workflow
  • Step 5: Monitor the Pipeline
  • Complete Example
  • Explanation
  • Benefits of Using ezbatch for Pipelines
  • Next Steps

Overview

The tutorials in this section are designed to help you understand how to use ezbatch for various tasks. They range from simple examples to more complex workflows.

• Simple Job: Run a simple job on AWS Batch

• Data Processing: Process data using AWS Batch

• Machine Learning Training: Train a machine learning model on AWS Batch

• Parameter Sweep: Run a parameter sweep using AWS Batch

• Multi-Stage Pipeline: Create a multi-stage pipeline using AWS Batch

Prerequisites

Before you begin, make sure you have:

1. Installed ezbatch (pip install ezbatch)

2. Set up your AWS credentials

3. Created a compute environment and job queue (see the Getting Started guide)