Contributing

This page details the guidelines that should be followed when contributing to CensoredDistributions.jl.

Getting started

Before contributing, please: 2. Read the Getting Started with Julia guide if you're new to Julia development

3. Install Task for streamlined development workflows:

• macOS: brew install go-task/tap/go-task

• Linux: Download from releases or use package manager

• Windows: winget install Task.Task or download from releases

4. Check out the developer documentation for advanced workflows

5. Review the project structure and development commands below

Project structure

CensoredDistributions.jl uses multiple environments for different purposes:

CensoredDistributions.jl/
├── Project.toml           # Main package environment
├── test/
│   ├── Project.toml       # Test environment with test dependencies
│   ├── runtests.jl        # Main test entry point
│   ├── censoring/         # Feature-specific tests
│   └── package/           # Quality tests (Aqua, DocTest, etc.)
├── docs/
│   ├── Project.toml       # Documentation environment
│   ├── make.jl           # Documentation build script
│   ├── pages.jl          # Documentation structure
│   └── src/              # Documentation source files
└── benchmark/
    ├── Project.toml       # Benchmark environment
    └── runbenchmarks.jl   # Benchmark suite

Development commands

This project includes a Taskfile for streamlined development workflows.

Quick start with tasks

# Discover all available tasks
task --list

# Common development workflow
task setup     # One-time environment setup
task dev       # Fast tests + documentation
task precommit # Pre-commit validation

# Individual workflows
task test-fast    # Quick testing
task docs         # Full docs including Literate tutorials
task benchmark    # Run benchmarks

Detailed commands

For advanced usage or when tasks don't cover specific needs, use the underlying Julia commands:

# Full test suite (recommended for CI and final checks)
julia --project=. -e 'using Pkg; Pkg.test()'

# Run tests directly (faster during development)
julia --project=test test/runtests.jl

# Skip quality tests for faster development iteration
julia --project=test test/runtests.jl skip_quality

# Build complete documentation (includes Literate tutorial processing)
julia --project=docs docs/make.jl

# Execute benchmark suite
julia --project=benchmark benchmark/runbenchmarks.jl

Testing strategy

Test organisation

• Unit tests: Located in test/censoring/ for each distribution type

• Integration tests: Test interactions between components

• Quality tests: Located in test/package/ including:

  • Aqua.jl for code quality

  • DocTest.jl for documentation examples

  • Code formatting and linting checks

Test environment

The test environment (test/Project.toml) includes:

• Test-specific dependencies (TestItemRunner.jl, Test.jl)

• The main package in development mode

• Quality assurance tools

Use skip_quality argument during development to bypass slow quality checks:

julia --project=test test/runtests.jl skip_quality

Documentation

Literate.jl tutorials

The tutorials use Literate.jl scripts located in docs/src/getting-started/tutorials/. These are converted to markdown during the documentation build.

Working with tutorials

Tutorials are plain Julia .jl files using md"""...""" blocks for markdown. You can run them directly in the REPL or as scripts. 2. Adding new tutorials:

• Create a .jl file in docs/src/getting-started/tutorials/

• Add a Literate.markdown() call in docs/make.jl

• Add the generated .md file to docs/pages.jl

3. Tutorial format:

md"""
# Tutorial title

Introduction text.
"""

using SomePackage

md"""
## Section
"""

code_here()

Documentation structure

• docs/src/getting-started/: User-facing documentation

• docs/src/lib/: API documentation (auto-generated)

• docs/src/developer/: Developer and contributor documentation

Branches and workflow

• Feature branches: Create feature branches for new development

• Main branch: Features are merged into main when ready

• Releases: Automatic releases are created when versions are tagged

Style guide

This project follows the SciML style guide.

Key points:

• Use descriptive variable names

• Follow Julia naming conventions (snake_case for variables, CamelCase for types)

• Write docstrings for exported functions

• Keep lines under 80 characters where possible

• Use consistent indentation (4 spaces)

Documentation standards

All docstrings use the DocStringExtensions.jl template system defined in src/docstrings.jl:

Functions: Use $(TYPEDSIGNATURES) for automatic signature generation:

@doc "
$(TYPEDSIGNATURES)

Brief description of the function.

# Arguments
- `param1`: Description (no type annotations needed)
- `param2`: Description

# Keyword Arguments
- `kwarg1`: Description
"
function my_function(param1, param2; kwarg1=default)
    # implementation
end

Structs: Use $(TYPEDEF) and $(TYPEDFIELDS) with inline field documentation:

@doc "
$(TYPEDEF)

Description of the struct.

$(TYPEDFIELDS)
"
struct MyStruct
    "Description of field1"
    field1::Type1
    "Description of field2"
    field2::Type2
end

Key rules:

• Never use @doc raw" - it bypasses the template system

• Don't repeat type information in argument descriptions since $(TYPEDSIGNATURES) shows them

• Use @doc " (not @doc """) to allow macro expansion

• Document argument purpose, not types

Code quality

Pre-commit checklist

Before submitting a pull request: 2. Run pre-commit checks (recommended):

task precommit

3. Or run individual checks:

task test       # Full test suite
task docs-fast  # Build documentation

Quality tools

The project includes several quality assurance tools:

• Aqua.jl: Checks for common package issues

• JET.jl: Static analysis for type stability (available in developer environment)

• DocTest.jl: Ensures documentation examples work

Adding new features

2. Write tests first: Add tests in appropriate test/ subdirectory

3. Implement feature: Add implementation in src/

4. Document feature: Add docstrings and update documentation if needed

5. Test thoroughly: Run full test suite

6. Update changelog: Add entry describing the change

Advanced development resources

For advanced Julia development techniques beyond this project:

• Julia Performance Tips: Official performance optimization guide

• JET.jl: Static analysis for type stability and optimization

• ProfileView.jl: Visual profiling for performance analysis

• PkgTemplates.jl: Best practices for Julia package structure

Getting help

• Questions: Open a GitHub discussion

• Bugs: File a GitHub issue with minimal reproducible example

• Feature requests: Open a GitHub issue with rationale and use case

• General Julia help: See Julia Discourse or Julia Slack

Thank you for contributing to CensoredDistributions.jl!