MutatoR

Overview

MutatoR is an automated mutation testing tool for the R language. It applies mutation testing principles to help developers improve test suite quality by introducing small, systematic changes (mutations) to source code and verifying if tests can detect these changes.

Features

• Comprehensive Mutation Testing: Applies various mutation operators to R source code
• AST-Based Mutation: Uses Abstract Syntax Tree analysis for intelligent code mutations
• Parallel Test Execution: Runs tests in parallel for improved performance
• Equivalent Mutant Detection: Uses AI to identify mutants that are functionally equivalent to the original code
• Detailed Reporting: Provides mutation scores and analysis of test suite effectiveness

Package Structure

MutatoR/
├── R/                      # R source code
│   ├── mutatoRpackage.R    # Core functionality
│   └── sample/             # Sample R code
├── src/                    # C++ source code for mutation operators
├── tests/                  # Package tests
├── mutations/              # Generated mutations (created at runtime)
├── .openai_config.R.template # Template for OpenAI API configuration
└── DESCRIPTION             # Package metadata

Installation

# Install dependencies
install.packages(c("devtools", "testthat", "httr", "jsonlite", "future", "furrr"))

# Install from GitHub (if available)
# devtools::install_github("username/MutatoR")

# Or install from local source
# In R console
setwd("path/to/MutatoR")
devtools::install()

Quick Start Guide

library(MutatoR)

# Mutate a single file
mutants <- mutate_file("path/to/your/file.R")

# Mutate an entire package and run tests
result <- mutate_package("path/to/your/package")

Configuration

Equivalent Mutant Detection

To use the equivalent mutant detection feature with OpenAI:

1. Set up your OpenAI API key in one of these ways:

   • Set the environment variable OPENAI_API_KEY
   • Create a file at ~/.openai_config.R based on the provided template .openai_config.R.template

2. Optionally, specify the model to use:

   • Set the environment variable OPENAI_MODEL (default is "gpt-4")
   • Define it in the config file

Mutation Operators

MutatoR implements a wide range of mutation operators to thoroughly test your code:

Arithmetic and Logical Operator Replacements

Operator	Description	Example
cxx_add_to_sub	Replaces + with -	a + b → a - b
cxx_sub_to_add	Replaces - with +	a - b → a + b
cxx_mul_to_div	Replaces * with /	a * b → a / b
cxx_div_to_mul	Replaces / with *	a / b → a * b
cxx_eq_to_ne	Replaces == with !=	a == b → a != b
cxx_ne_to_eq	Replaces != with ==	a != b → a == b
cxx_gt_to_ge	Replaces > with >=	a > b → a >= b
cxx_gt_to_le	Replaces > with <=	a > b → a <= b
cxx_lt_to_le	Replaces < with <=	a < b → a <= b
cxx_lt_to_ge	Replaces < with >=	a < b → a >= b
cxx_ge_to_gt	Replaces >= with >	a >= b → a > b
cxx_ge_to_lt	Replaces >= with <	a >= b → a < b
cxx_le_to_lt	Replaces <= with <	a <= b → a < b
cxx_le_to_gt	Replaces <= with >	a <= b → a > b
cxx_and_to_or	Replaces & with |	a & b → a | b
cxx_or_to_and	Replaces | with &	a | b → a & b
cxx_logical_and_to_or	Replaces && with ||	a && b → a || b
cxx_logical_or_to_and	Replaces || with &&	a || b → a && b

Unary Operator Mutations

Operator	Description	Example
cxx_minus_to_noop	Removes unary minus	-x → x
cxx_remove_negation	Removes logical negation	!x → x

Assignment and Value Mutations

Operator	Description	Example
cxx_assign_const	Replaces assignment with constant	a = b → a = 42
cxx_replace_scalar_call	Replaces function call with constant	f(x) → 42
scalar_value_mutator	Replaces constants	0 → 42, non-zero → 0
negate_mutator	Negates conditionals	x → !x, !x → x

Dependencies

MutatoR depends on:

• R Packages:

  • devtools: For package development utilities
  • testthat: For test execution
  • future and furrr: For parallel execution
  • httr and jsonlite: For OpenAI API integration

• C++11: For efficient mutation operator implementation

Building from Source

The package includes C++ components that need to be compiled:

# Set compiler flags
export PKG_CPPFLAGS="-std=c++11 -I/path/to/R/include -I/path/to/cpp11/include"

# Compile
R CMD SHLIB mutateR.cpp

# Or use make
make