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Exploring GitHub Actions through
EGAD: An Experience Report
Pablo Valenzuela, Alexandre Bergel, Timo Kehrer, Oscar Nierstrasz
IWST 2023 - International Workshop on Smalltalk Technologies, August 29-31, 2023, Lyon, France
SEG @ University of Bern
GitHub Actions
2
• Support the automation of Software Engineering tasks
• Increasingly adopted in software repositories
• For example: Notifications, Pull request/Issue messages, Continuous Integration
• The most widely used tool for Continuous Integration
How GitHub Actions automate
software engineering tasks?
3
Workflow YAML file:
• Components
• Execution
• Specification process
Workflow
The workflow YAML file
The workflow YAML file
Execution trigger
All the jobs in the workflow
Steps
The workflow YAML file
Workflow Name
Execution trigger
All the jobs in the workflow
Job (Name: print-message)
Job’s machine configuration
Steps
Third-party action
The workflow execution
Push
Steps
Jobs
Execution
triggers Workflow
Pull request
Execution flow
Sequential
The workflow execution
Push
Steps
Jobs
Execution
triggers Workflow
Pull request
Execution flow
Sequential Parallel
…
commit 1
Incorrect workflow
specification
GitHub
repository
Machine
configuration
execution
Workflow specification process
Execution
result
Feedback loop
1st iteration
Incorrect workflow
specification
GitHub
repository
Machine
configuration
execution
Workflow specification process
Execution
result
Feedback loop
commit 2
2nd iteration
Correct workflow
specification
GitHub
repository
Machine
configuration
execution
Workflow specification process
Execution
result
Feedback loop
commit 3
3rd iteration
commit 1
commit 2
commit n
Correct workflow
specification
Consequences:
1. Pushing multiple commits contaminate the repository's history
2. Slow feedback loop
...
Workflow specification process
Exploring GitHub Actions
through EGAD
13
• EGAD: A Moldable tool for GitHub Action Analysis
• Learned lessons:
1. Compose a story,
2. Navigating custom views,
3. Supporting the onboarding of researchers on Glamorous Toolkit.
The need for a GitHub Action
domain model
14
• Workflows files à Valuable Information
• Batch tools for GA research
1. Ignore the context
2. No domain model
https://github.com/gammapy/gammapy/blob/main/.github/workflows/greetings.yml
15
Problem of this approach
1. No context
2. No domain model
We cannot fully explore the Domain!
EGAD: Explorable GitHub Action Domain Model
2
Narratives GA Domain Model Custom Views
16
17
Lesson 1:
Compose a story:
• Documenting our tasks and progress, and
• Linking documentation and source code
18
Inspect the “rich” repository
19
Inspect the “rich” repository
Identify all the YAML files
20
Inspect the “rich” repository
Identify all the YAML files
Wrap the YML file using the domain model (pythonpackage.yml)
21
Inspect the “rich” repository
Identify all the YAML files
Wrap the YML file using the domain model (pythonpackage.yml)
Turn the domain model into an inspectable Example
22
Inspect the “rich” repository
Identify all the YAML files
Wrap the YML file using the domain model (pythonpackage.yml)
Turn the domain model into an inspectable Example
Include the result of the example inspection
Navigating custom views
23
Lesson 2:
• Conduct research by navigating custom views
Navigating custom views
24
Navigating custom views
25
26
Navigating custom views
27
Navigating custom views
28
Onboarding of researchers on GT
Lesson 3:
• Support the onboarding!!
29
Onboarding of researchers on GT
• Assign an onboarding technical mentor
• Schedule regular 1:1 meetings
• Encourage using GT key resources like Lepiter notebooks, and
the explorable design
Summary
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