How do I make the Kotlin compiler treat warnings as errors?

Since Kotlin 1.2, the command line argument -Werror is supported. In Gradle, it’s named allWarningsAsErrors:

compileKotlin {
    kotlinOptions.allWarningsAsErrors = true
}