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---
name: kotlin-testing
description: 使用Kotest、MockK、协程测试、基于属性的测试和Kover覆盖率的Kotlin测试模式。遵循TDD方法论和地道的Kotlin实践。
origin: ECC
---
# Kotlin 测试模式
遵循 TDD 方法论,使用 Kotest 和 MockK 编写可靠、可维护测试的全面 Kotlin 测试模式。
## 何时使用
* 编写新的 Kotlin 函数或类
* 为现有 Kotlin 代码添加测试覆盖率
* 实现基于属性的测试
* 在 Kotlin 项目中遵循 TDD 工作流
* 为代码覆盖率配置 Kover
## 工作原理
1. **确定目标代码** — 找到要测试的函数、类或模块
2. **编写 Kotest 规范** — 选择与测试范围匹配的规范样式StringSpec、FunSpec、BehaviorSpec
3. **模拟依赖项** — 使用 MockK 来隔离被测单元
4. **运行测试(红色阶段)** — 验证测试是否按预期失败
5. **实现代码(绿色阶段)** — 编写最少的代码以使测试通过
6. **重构** — 改进实现,同时保持测试通过
7. **检查覆盖率** — 运行 `./gradlew koverHtmlReport` 并验证 80%+ 的覆盖率
## 示例
以下部分包含每个测试模式的详细、可运行示例:
### 快速参考
* **Kotest 规范** — [Kotest 规范样式](#kotest-规范样式) 中的 StringSpec、FunSpec、BehaviorSpec、DescribeSpec 示例
* **模拟** — [MockK](#mockk) 中的 MockK 设置、协程模拟、参数捕获
* **TDD 演练** — [Kotlin 的 TDD 工作流](#kotlin-的-tdd-工作流) 中 EmailValidator 的完整 RED/GREEN/REFACTOR 周期
* **覆盖率** — [Kover 覆盖率](#kover-覆盖率) 中的 Kover 配置和命令
* **Ktor 测试** — [Ktor testApplication 测试](#ktor-testapplication-测试) 中的 testApplication 设置
### Kotlin 的 TDD 工作流
#### RED-GREEN-REFACTOR 周期
```
RED -> Write a failing test first
GREEN -> Write minimal code to pass the test
REFACTOR -> Improve code while keeping tests green
REPEAT -> Continue with next requirement
```
#### Kotlin 中逐步进行 TDD
```kotlin
// Step 1: Define the interface/signature
// EmailValidator.kt
package com.example.validator
fun validateEmail(email: String): Result<String> {
TODO("not implemented")
}
// Step 2: Write failing test (RED)
// EmailValidatorTest.kt
package com.example.validator
import io.kotest.core.spec.style.StringSpec
import io.kotest.matchers.result.shouldBeFailure
import io.kotest.matchers.result.shouldBeSuccess
class EmailValidatorTest : StringSpec({
"valid email returns success" {
validateEmail("user@example.com").shouldBeSuccess("user@example.com")
}
"empty email returns failure" {
validateEmail("").shouldBeFailure()
}
"email without @ returns failure" {
validateEmail("userexample.com").shouldBeFailure()
}
})
// Step 3: Run tests - verify FAIL
// $ ./gradlew test
// EmailValidatorTest > valid email returns success FAILED
// kotlin.NotImplementedError: An operation is not implemented
// Step 4: Implement minimal code (GREEN)
fun validateEmail(email: String): Result<String> {
if (email.isBlank()) return Result.failure(IllegalArgumentException("Email cannot be blank"))
if ('@' !in email) return Result.failure(IllegalArgumentException("Email must contain @"))
val regex = Regex("^[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\\.[A-Za-z]{2,}$")
if (!regex.matches(email)) return Result.failure(IllegalArgumentException("Invalid email format"))
return Result.success(email)
}
// Step 5: Run tests - verify PASS
// $ ./gradlew test
// EmailValidatorTest > valid email returns success PASSED
// EmailValidatorTest > empty email returns failure PASSED
// EmailValidatorTest > email without @ returns failure PASSED
// Step 6: Refactor if needed, verify tests still pass
```
### Kotest 规范样式
#### StringSpec最简单
```kotlin
class CalculatorTest : StringSpec({
"add two positive numbers" {
Calculator.add(2, 3) shouldBe 5
}
"add negative numbers" {
Calculator.add(-1, -2) shouldBe -3
}
"add zero" {
Calculator.add(0, 5) shouldBe 5
}
})
```
#### FunSpec类似 JUnit
```kotlin
class UserServiceTest : FunSpec({
val repository = mockk<UserRepository>()
val service = UserService(repository)
test("getUser returns user when found") {
val expected = User(id = "1", name = "Alice")
coEvery { repository.findById("1") } returns expected
val result = service.getUser("1")
result shouldBe expected
}
test("getUser throws when not found") {
coEvery { repository.findById("999") } returns null
shouldThrow<UserNotFoundException> {
service.getUser("999")
}
}
})
```
#### BehaviorSpecBDD 风格)
```kotlin
class OrderServiceTest : BehaviorSpec({
val repository = mockk<OrderRepository>()
val paymentService = mockk<PaymentService>()
val service = OrderService(repository, paymentService)
Given("a valid order request") {
val request = CreateOrderRequest(
userId = "user-1",
items = listOf(OrderItem("product-1", quantity = 2)),
)
When("the order is placed") {
coEvery { paymentService.charge(any()) } returns PaymentResult.Success
coEvery { repository.save(any()) } answers { firstArg() }
val result = service.placeOrder(request)
Then("it should return a confirmed order") {
result.status shouldBe OrderStatus.CONFIRMED
}
Then("it should charge payment") {
coVerify(exactly = 1) { paymentService.charge(any()) }
}
}
When("payment fails") {
coEvery { paymentService.charge(any()) } returns PaymentResult.Declined
Then("it should throw PaymentException") {
shouldThrow<PaymentException> {
service.placeOrder(request)
}
}
}
}
})
```
#### DescribeSpecRSpec 风格)
```kotlin
class UserValidatorTest : DescribeSpec({
describe("validateUser") {
val validator = UserValidator()
context("with valid input") {
it("accepts a normal user") {
val user = CreateUserRequest("Alice", "alice@example.com")
validator.validate(user).shouldBeValid()
}
}
context("with invalid name") {
it("rejects blank name") {
val user = CreateUserRequest("", "alice@example.com")
validator.validate(user).shouldBeInvalid()
}
it("rejects name exceeding max length") {
val user = CreateUserRequest("A".repeat(256), "alice@example.com")
validator.validate(user).shouldBeInvalid()
}
}
}
})
```
### Kotest 匹配器
#### 核心匹配器
```kotlin
import io.kotest.matchers.shouldBe
import io.kotest.matchers.shouldNotBe
import io.kotest.matchers.string.*
import io.kotest.matchers.collections.*
import io.kotest.matchers.nulls.*
// Equality
result shouldBe expected
result shouldNotBe unexpected
// Strings
name shouldStartWith "Al"
name shouldEndWith "ice"
name shouldContain "lic"
name shouldMatch Regex("[A-Z][a-z]+")
name.shouldBeBlank()
// Collections
list shouldContain "item"
list shouldHaveSize 3
list.shouldBeSorted()
list.shouldContainAll("a", "b", "c")
list.shouldBeEmpty()
// Nulls
result.shouldNotBeNull()
result.shouldBeNull()
// Types
result.shouldBeInstanceOf<User>()
// Numbers
count shouldBeGreaterThan 0
price shouldBeInRange 1.0..100.0
// Exceptions
shouldThrow<IllegalArgumentException> {
validateAge(-1)
}.message shouldBe "Age must be positive"
shouldNotThrow<Exception> {
validateAge(25)
}
```
#### 自定义匹配器
```kotlin
fun beActiveUser() = object : Matcher<User> {
override fun test(value: User) = MatcherResult(
value.isActive && value.lastLogin != null,
{ "User ${value.id} should be active with a last login" },
{ "User ${value.id} should not be active" },
)
}
// Usage
user should beActiveUser()
```
### MockK
#### 基本模拟
```kotlin
class UserServiceTest : FunSpec({
val repository = mockk<UserRepository>()
val logger = mockk<Logger>(relaxed = true) // Relaxed: returns defaults
val service = UserService(repository, logger)
beforeTest {
clearMocks(repository, logger)
}
test("findUser delegates to repository") {
val expected = User(id = "1", name = "Alice")
every { repository.findById("1") } returns expected
val result = service.findUser("1")
result shouldBe expected
verify(exactly = 1) { repository.findById("1") }
}
test("findUser returns null for unknown id") {
every { repository.findById(any()) } returns null
val result = service.findUser("unknown")
result.shouldBeNull()
}
})
```
#### 协程模拟
```kotlin
class AsyncUserServiceTest : FunSpec({
val repository = mockk<UserRepository>()
val service = UserService(repository)
test("getUser suspending function") {
coEvery { repository.findById("1") } returns User(id = "1", name = "Alice")
val result = service.getUser("1")
result.name shouldBe "Alice"
coVerify { repository.findById("1") }
}
test("getUser with delay") {
coEvery { repository.findById("1") } coAnswers {
delay(100) // Simulate async work
User(id = "1", name = "Alice")
}
val result = service.getUser("1")
result.name shouldBe "Alice"
}
})
```
#### 参数捕获
```kotlin
test("save captures the user argument") {
val slot = slot<User>()
coEvery { repository.save(capture(slot)) } returns Unit
service.createUser(CreateUserRequest("Alice", "alice@example.com"))
slot.captured.name shouldBe "Alice"
slot.captured.email shouldBe "alice@example.com"
slot.captured.id.shouldNotBeNull()
}
```
#### 间谍和部分模拟
```kotlin
test("spy on real object") {
val realService = UserService(repository)
val spy = spyk(realService)
every { spy.generateId() } returns "fixed-id"
spy.createUser(request)
verify { spy.generateId() } // Overridden
// Other methods use real implementation
}
```
### 协程测试
#### 用于挂起函数的 runTest
```kotlin
import kotlinx.coroutines.test.runTest
class CoroutineServiceTest : FunSpec({
test("concurrent fetches complete together") {
runTest {
val service = DataService(testScope = this)
val result = service.fetchAllData()
result.users.shouldNotBeEmpty()
result.products.shouldNotBeEmpty()
}
}
test("timeout after delay") {
runTest {
val service = SlowService()
shouldThrow<TimeoutCancellationException> {
withTimeout(100) {
service.slowOperation() // Takes > 100ms
}
}
}
}
})
```
#### 测试 Flow
```kotlin
import io.kotest.matchers.collections.shouldContainInOrder
import kotlinx.coroutines.flow.MutableSharedFlow
import kotlinx.coroutines.flow.toList
import kotlinx.coroutines.launch
import kotlinx.coroutines.test.advanceTimeBy
import kotlinx.coroutines.test.runTest
class FlowServiceTest : FunSpec({
test("observeUsers emits updates") {
runTest {
val service = UserFlowService()
val emissions = service.observeUsers()
.take(3)
.toList()
emissions shouldHaveSize 3
emissions.last().shouldNotBeEmpty()
}
}
test("searchUsers debounces input") {
runTest {
val service = SearchService()
val queries = MutableSharedFlow<String>()
val results = mutableListOf<List<User>>()
val job = launch {
service.searchUsers(queries).collect { results.add(it) }
}
queries.emit("a")
queries.emit("ab")
queries.emit("abc") // Only this should trigger search
advanceTimeBy(500)
results shouldHaveSize 1
job.cancel()
}
}
})
```
#### TestDispatcher
```kotlin
import kotlinx.coroutines.test.StandardTestDispatcher
import kotlinx.coroutines.test.advanceUntilIdle
class DispatcherTest : FunSpec({
test("uses test dispatcher for controlled execution") {
val dispatcher = StandardTestDispatcher()
runTest(dispatcher) {
var completed = false
launch {
delay(1000)
completed = true
}
completed shouldBe false
advanceTimeBy(1000)
completed shouldBe true
}
}
})
```
### 基于属性的测试
#### Kotest 属性测试
```kotlin
import io.kotest.core.spec.style.FunSpec
import io.kotest.property.Arb
import io.kotest.property.arbitrary.*
import io.kotest.property.forAll
import io.kotest.property.checkAll
import kotlinx.serialization.json.Json
import kotlinx.serialization.encodeToString
import kotlinx.serialization.decodeFromString
// Note: The serialization roundtrip test below requires the User data class
// to be annotated with @Serializable (from kotlinx.serialization).
class PropertyTest : FunSpec({
test("string reverse is involutory") {
forAll<String> { s ->
s.reversed().reversed() == s
}
}
test("list sort is idempotent") {
forAll(Arb.list(Arb.int())) { list ->
list.sorted() == list.sorted().sorted()
}
}
test("serialization roundtrip preserves data") {
checkAll(Arb.bind(Arb.string(1..50), Arb.string(5..100)) { name, email ->
User(name = name, email = "$email@test.com")
}) { user ->
val json = Json.encodeToString(user)
val decoded = Json.decodeFromString<User>(json)
decoded shouldBe user
}
}
})
```
#### 自定义生成器
```kotlin
val userArb: Arb<User> = Arb.bind(
Arb.string(minSize = 1, maxSize = 50),
Arb.email(),
Arb.enum<Role>(),
) { name, email, role ->
User(
id = UserId(UUID.randomUUID().toString()),
name = name,
email = Email(email),
role = role,
)
}
val moneyArb: Arb<Money> = Arb.bind(
Arb.long(1L..1_000_000L),
Arb.enum<Currency>(),
) { amount, currency ->
Money(amount, currency)
}
```
### 数据驱动测试
#### Kotest 中的 withData
```kotlin
class ParserTest : FunSpec({
context("parsing valid dates") {
withData(
"2026-01-15" to LocalDate(2026, 1, 15),
"2026-12-31" to LocalDate(2026, 12, 31),
"2000-01-01" to LocalDate(2000, 1, 1),
) { (input, expected) ->
parseDate(input) shouldBe expected
}
}
context("rejecting invalid dates") {
withData(
nameFn = { "rejects '$it'" },
"not-a-date",
"2026-13-01",
"2026-00-15",
"",
) { input ->
shouldThrow<DateParseException> {
parseDate(input)
}
}
}
})
```
### 测试生命周期和固件
#### BeforeTest / AfterTest
```kotlin
class DatabaseTest : FunSpec({
lateinit var db: Database
beforeSpec {
db = Database.connect("jdbc:h2:mem:test;DB_CLOSE_DELAY=-1")
transaction(db) {
SchemaUtils.create(UsersTable)
}
}
afterSpec {
transaction(db) {
SchemaUtils.drop(UsersTable)
}
}
beforeTest {
transaction(db) {
UsersTable.deleteAll()
}
}
test("insert and retrieve user") {
transaction(db) {
UsersTable.insert {
it[name] = "Alice"
it[email] = "alice@example.com"
}
}
val users = transaction(db) {
UsersTable.selectAll().map { it[UsersTable.name] }
}
users shouldContain "Alice"
}
})
```
#### Kotest 扩展
```kotlin
// Reusable test extension
class DatabaseExtension : BeforeSpecListener, AfterSpecListener {
lateinit var db: Database
override suspend fun beforeSpec(spec: Spec) {
db = Database.connect("jdbc:h2:mem:test;DB_CLOSE_DELAY=-1")
}
override suspend fun afterSpec(spec: Spec) {
// cleanup
}
}
class UserRepositoryTest : FunSpec({
val dbExt = DatabaseExtension()
register(dbExt)
test("save and find user") {
val repo = UserRepository(dbExt.db)
// ...
}
})
```
### Kover 覆盖率
#### Gradle 配置
```kotlin
// build.gradle.kts
plugins {
id("org.jetbrains.kotlinx.kover") version "0.9.7"
}
kover {
reports {
total {
html { onCheck = true }
xml { onCheck = true }
}
filters {
excludes {
classes("*.generated.*", "*.config.*")
}
}
verify {
rule {
minBound(80) // Fail build below 80% coverage
}
}
}
}
```
#### 覆盖率命令
```bash
# Run tests with coverage
./gradlew koverHtmlReport
# Verify coverage thresholds
./gradlew koverVerify
# XML report for CI
./gradlew koverXmlReport
# View HTML report (use the command for your OS)
# macOS: open build/reports/kover/html/index.html
# Linux: xdg-open build/reports/kover/html/index.html
# Windows: start build/reports/kover/html/index.html
```
#### 覆盖率目标
| 代码类型 | 目标 |
|-----------|--------|
| 关键业务逻辑 | 100% |
| 公共 API | 90%+ |
| 通用代码 | 80%+ |
| 生成的 / 配置代码 | 排除 |
### Ktor testApplication 测试
```kotlin
class ApiRoutesTest : FunSpec({
test("GET /users returns list") {
testApplication {
application {
configureRouting()
configureSerialization()
}
val response = client.get("/users")
response.status shouldBe HttpStatusCode.OK
val users = response.body<List<UserResponse>>()
users.shouldNotBeEmpty()
}
}
test("POST /users creates user") {
testApplication {
application {
configureRouting()
configureSerialization()
}
val response = client.post("/users") {
contentType(ContentType.Application.Json)
setBody(CreateUserRequest("Alice", "alice@example.com"))
}
response.status shouldBe HttpStatusCode.Created
}
}
})
```
### 测试命令
```bash
# Run all tests
./gradlew test
# Run specific test class
./gradlew test --tests "com.example.UserServiceTest"
# Run specific test
./gradlew test --tests "com.example.UserServiceTest.getUser returns user when found"
# Run with verbose output
./gradlew test --info
# Run with coverage
./gradlew koverHtmlReport
# Run detekt (static analysis)
./gradlew detekt
# Run ktlint (formatting check)
./gradlew ktlintCheck
# Continuous testing
./gradlew test --continuous
```
### 最佳实践
**应做:**
* 先写测试TDD
* 在整个项目中一致地使用 Kotest 的规范样式
* 对挂起函数使用 MockK 的 `coEvery`/`coVerify`
* 对协程测试使用 `runTest`
* 测试行为,而非实现
* 对纯函数使用基于属性的测试
* 为清晰起见使用 `data class` 测试固件
**不应做:**
* 混合使用测试框架(选择 Kotest 并坚持使用)
* 模拟数据类(使用真实实例)
* 在协程测试中使用 `Thread.sleep()`(改用 `advanceTimeBy`
* 跳过 TDD 中的红色阶段
* 直接测试私有函数
* 忽略不稳定的测试
### 与 CI/CD 集成
```yaml
# GitHub Actions example
test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-java@v4
with:
distribution: 'temurin'
java-version: '21'
- name: Run tests with coverage
run: ./gradlew test koverXmlReport
- name: Verify coverage
run: ./gradlew koverVerify
- name: Upload coverage
uses: codecov/codecov-action@v5
with:
files: build/reports/kover/report.xml
token: ${{ secrets.CODECOV_TOKEN }}
```
**记住**:测试就是文档。它们展示了你的 Kotlin 代码应如何使用。使用 Kotest 富有表现力的匹配器使测试可读,并使用 MockK 来清晰地模拟依赖项。