testing-r-packages

Original：🇺🇸 English

Translated

Best practices for writing R package tests using testthat version 3+. Use when writing, organizing, or improving tests for R packages. Covers test structure, expectations, fixtures, snapshots, mocking, and modern testthat 3 patterns including self-sufficient tests, proper cleanup with withr, and snapshot testing.

4installs

Sourceposit-dev/skills

Added on2026-02-10

NPX Install

npx skill4agent add posit-dev/skills testing-r-packages

SKILL.md Content

View Translation Comparison →

Testing R Packages with testthat

Modern best practices for R package testing using testthat 3+.

Initial Setup

Initialize testing with testthat 3rd edition:

usethis::use_testthat(3)

This creates

tests/testthat/

directory, adds testthat to

DESCRIPTION

Suggests with

Config/testthat/edition: 3

, and creates

tests/testthat.R

File Organization

Mirror package structure:

Code in
```
R/foofy.R
```
→ tests in
```
tests/testthat/test-foofy.R
```

Use

usethis::use_r("foofy")

and

usethis::use_test("foofy")

to create paired files

Special files:

```
helper-*.R
```
- Helper functions and custom expectations, sourced before tests
```
setup-*.R
```
- Run during
```
R CMD check
```
only, not during
```
load_all()
```
```
fixtures/
```
- Static test data files accessed via
```
test_path()
```

Test Structure

Tests follow a three-level hierarchy: File → Test → Expectation

Standard Syntax

test_that("descriptive behavior", {
  result <- my_function(input)
  expect_equal(result, expected_value)
})

Test descriptions should read naturally and describe behavior, not implementation.

BDD Syntax (describe/it)

For behavior-driven development, use

describe()

and

it()

describe("matrix()", {
  it("can be multiplied by a scalar", {
    m1 <- matrix(1:4, 2, 2)
    m2 <- m1 * 2
    expect_equal(matrix(1:4 * 2, 2, 2), m2)
  })

  it("can be transposed", {
    m <- matrix(1:4, 2, 2)
    expect_equal(t(m), matrix(c(1, 3, 2, 4), 2, 2))
  })
})

Key features:

```
describe()
```
groups related specifications for a component
```
it()
```
defines individual specifications (like
```
test_that()
```
)
Supports nesting for hierarchical organization
```
it()
```
without code creates pending test placeholders

Use
describe()
to verify you implement the right things, use
test_that()
to ensure you do things right.

See references/bdd.md for comprehensive BDD patterns, nested specifications, and test-first workflows.

Running Tests

Three scales of testing:

Micro (interactive development):

devtools::load_all()
expect_equal(foofy(...), expected)

Mezzo (single file):

testthat::test_file("tests/testthat/test-foofy.R")
# RStudio: Ctrl/Cmd + Shift + T

Macro (full suite):

devtools::test()    # Ctrl/Cmd + Shift + T
devtools::check()   # Ctrl/Cmd + Shift + E

Core Expectations

Equality

expect_equal(10, 10 + 1e-7)      # Allows numeric tolerance
expect_identical(10L, 10L)       # Exact match required
expect_all_equal(x, expected)    # Every element matches (v3.3.0+)

Errors, Warnings, Messages

expect_error(1 / "a")
expect_error(bad_call(), class = "specific_error_class")
expect_no_error(valid_call())

expect_warning(deprecated_func())
expect_no_warning(safe_func())

expect_message(informative_func())
expect_no_message(quiet_func())

Pattern Matching

expect_match("Testing is fun!", "Testing")
expect_match(text, "pattern", ignore.case = TRUE)

Structure and Type

expect_length(vector, 10)
expect_type(obj, "list")
expect_s3_class(model, "lm")
expect_s4_class(obj, "MyS4Class")
expect_r6_class(obj, "MyR6Class")      # v3.3.0+
expect_shape(matrix, c(10, 5))         # v3.3.0+

Sets and Collections

expect_setequal(x, y)           # Same elements, any order
expect_contains(fruits, "apple") # Subset check (v3.2.0+)
expect_in("apple", fruits)       # Element in set (v3.2.0+)
expect_disjoint(set1, set2)      # No overlap (v3.3.0+)

Logical

expect_true(condition)
expect_false(condition)
expect_all_true(vector > 0)      # All elements TRUE (v3.3.0+)
expect_all_false(vector < 0)     # All elements FALSE (v3.3.0+)

Design Principles

1. Self-Sufficient Tests

Each test should contain all setup, execution, and teardown code:

# Good: self-contained
test_that("foofy() works", {
  data <- data.frame(x = 1:3, y = letters[1:3])
  result <- foofy(data)
  expect_equal(result$x, 1:3)
})

# Bad: relies on ambient state
dat <- data.frame(x = 1:3, y = letters[1:3])
test_that("foofy() works", {
  result <- foofy(dat)  # Where did 'dat' come from?
  expect_equal(result$x, 1:3)
})

2. Self-Contained Tests (Cleanup Side Effects)

Use

withr

to manage state changes:

test_that("function respects options", {
  withr::local_options(my_option = "test_value")
  withr::local_envvar(MY_VAR = "test")
  withr::local_package("jsonlite")

  result <- my_function()
  expect_equal(result$setting, "test_value")
  # Automatic cleanup after test
})

Common withr functions:

```
local_options()
```
- Temporarily set options
```
local_envvar()
```
- Temporarily set environment variables
```
local_tempfile()
```
- Create temp file with automatic cleanup
```
local_tempdir()
```
- Create temp directory with automatic cleanup
```
local_package()
```
- Temporarily attach package

3. Plan for Test Failure

Write tests assuming they will fail and need debugging:

Tests should run independently in fresh R sessions
Avoid hidden dependencies on earlier tests
Make test logic explicit and obvious

4. Repetition is Acceptable

Repeat setup code in tests rather than factoring it out. Test clarity is more important than avoiding duplication.

5. Use

devtools::load_all()

Workflow

During development:

Use
```
devtools::load_all()
```
instead of
```
library()
```
Makes all functions available (including unexported)
Automatically attaches testthat
Eliminates need for
```
library()
```
calls in tests

Snapshot Testing

For complex output that's difficult to verify programmatically, use snapshot tests. See references/snapshots.md for complete guide.

Basic pattern:

test_that("error message is helpful", {
  expect_snapshot(
    error = TRUE,
    validate_input(NULL)
  )
})

Snapshots stored in

tests/testthat/_snaps/

Workflow:

devtools::test()                    # Creates new snapshots
testthat::snapshot_review('name')   # Review changes
testthat::snapshot_accept('name')   # Accept changes

Test Fixtures and Data

Three approaches for test data:

1. Constructor functions - Create data on-demand:

new_sample_data <- function(n = 10) {
  data.frame(id = seq_len(n), value = rnorm(n))
}

2. Local functions with cleanup - Handle side effects:

local_temp_csv <- function(data, env = parent.frame()) {
  path <- withr::local_tempfile(fileext = ".csv", .local_envir = env)
  write.csv(data, path, row.names = FALSE)
  path
}

3. Static fixture files - Store in

fixtures/

directory:

data <- readRDS(test_path("fixtures", "sample_data.rds"))

See references/fixtures.md for detailed fixture patterns.

Mocking

Replace external dependencies during testing using

local_mocked_bindings()

. See references/mocking.md for comprehensive mocking strategies.

Basic pattern:

test_that("function works with mocked dependency", {
  local_mocked_bindings(
    external_api = function(...) list(status = "success", data = "mocked")
  )

  result <- my_function_that_calls_api()
  expect_equal(result$status, "success")
})

Common Patterns

Testing Errors with Specific Classes

test_that("validation catches errors", {
  expect_error(
    validate_input("wrong_type"),
    class = "vctrs_error_cast"
  )
})

Testing with Temporary Files

test_that("file processing works", {
  temp_file <- withr::local_tempfile(
    lines = c("line1", "line2", "line3")
  )

  result <- process_file(temp_file)
  expect_equal(length(result), 3)
})

Testing with Modified Options

test_that("output respects width", {
  withr::local_options(width = 40)

  output <- capture_output(print(my_object))
  expect_lte(max(nchar(strsplit(output, "\n")[[1]])), 40)
})

Testing Multiple Related Cases

test_that("str_trunc() handles all directions", {
  trunc <- function(direction) {
    str_trunc("This string is moderately long", direction, width = 20)
  }

  expect_equal(trunc("right"), "This string is mo...")
  expect_equal(trunc("left"), "...erately long")
  expect_equal(trunc("center"), "This stri...ely long")
})

Custom Expectations in Helper Files

# In tests/testthat/helper-expectations.R
expect_valid_user <- function(user) {
  expect_type(user, "list")
  expect_named(user, c("id", "name", "email"))
  expect_type(user$id, "integer")
  expect_match(user$email, "@")
}

# In test file
test_that("user creation works", {
  user <- create_user("test@example.com")
  expect_valid_user(user)
})

File System Discipline

Always write to temp directory:

# Good
output <- withr::local_tempfile(fileext = ".csv")
write.csv(data, output)

# Bad - writes to package directory
write.csv(data, "output.csv")

Access test fixtures with
test_path()
:

# Good - works in all contexts
data <- readRDS(test_path("fixtures", "data.rds"))

# Bad - relative paths break
data <- readRDS("fixtures/data.rds")

Advanced Topics

For advanced testing scenarios, see:

references/bdd.md - BDD-style testing with describe/it, nested specifications, test-first workflows
references/snapshots.md - Snapshot testing, transforms, variants
references/mocking.md - Mocking strategies, webfakes, httptest2
references/fixtures.md - Fixture patterns, database fixtures, helper files
references/advanced.md - Skipping tests, secrets management, CRAN requirements, custom expectations, parallel testing

testthat 3 Modernizations

When working with testthat 3 code, prefer modern patterns:

Deprecated → Modern:

```
context()
```
→ Remove (duplicates filename)

expect_equivalent()

→

expect_equal(ignore_attr = TRUE)

```
with_mock()
```
→
```
local_mocked_bindings()
```

is_null()

is_true()

is_false()

→

expect_null()

expect_true()

expect_false()

New in testthat 3:

Edition system (
```
Config/testthat/edition: 3
```
)
Improved snapshot testing
```
waldo::compare()
```
for better diff output
Unified condition handling
```
local_mocked_bindings()
```
works with byte-compiled code
Parallel test execution support

Quick Reference

Initialize:

usethis::use_testthat(3)

Run tests:

devtools::test()

or Ctrl/Cmd + Shift + T

Create test file:

usethis::use_test("name")

Review snapshots:

testthat::snapshot_review()

Accept snapshots:

testthat::snapshot_accept()

Find slow tests:

devtools::test(reporter = "slow")

Shuffle tests:

devtools::test(shuffle = TRUE)