Files
swift-mirror/test/AutoDiff/validation-test/custom_derivatives.swift
Robert Widmann cddf73ecdb [Gardening] Clean Up OS-Test Patterns Across The Codebase
Clean up a few general patterns that are now obviated by canImport

This aligns more generally with the cleanup that the Swift Package
Manager has already done in their automated XCTest-plumbing tool in
apple/swift-package-manager#1826.
2020-06-30 22:55:58 -07:00

79 lines
2.3 KiB
Swift

// RUN: %target-run-simple-swift
// REQUIRES: executable_test
import StdlibUnittest
#if canImport(Darwin)
import Darwin.C
#elseif canImport(Glibc)
import Glibc
#elseif os(Windows)
import ucrt
#else
#error("Unsupported platform")
#endif
import DifferentiationUnittest
var CustomDerivativesTests = TestSuite("CustomDerivatives")
// Specify non-differentiable functions.
// These will be wrapped in `differentiableFunction` and tested.
func unary(_ x: Tracked<Float>) -> Tracked<Float> {
var x = x
x *= 2
return x
}
func binary(_ x: Tracked<Float>, _ y: Tracked<Float>) -> Tracked<Float> {
var x = x
x *= y
return x
}
CustomDerivativesTests.testWithLeakChecking("differentiableFunction-unary") {
let diffableUnary = differentiableFunction { x in
(value: unary(x), pullback: { v in v * x * 2 })
}
expectEqual(20, gradient(at: 10, in: diffableUnary))
// Test differentiation of @differentiable function.
expectEqual(20, gradient(at: 10, in: { diffableUnary($0) }))
expectEqual(40, gradient(at: 10, in: { diffableUnary($0) * 2 }))
}
CustomDerivativesTests.testWithLeakChecking("differentiableFunction-binary") {
let diffableBinary = differentiableFunction { (x, y) in
(value: binary(x, y), pullback: { v in (v * y, v * x) })
}
expectEqual((10, 5), gradient(at: 5, 10, in: diffableBinary))
// Test differentiation of @differentiable function.
expectEqual((10, 5), gradient(at: 5, 10, in: { diffableBinary($0, $1) }))
expectEqual((20, 10), gradient(at: 5, 10, in: { diffableBinary($0, $1) * 2 }))
}
CustomDerivativesTests.testWithLeakChecking("SumOfGradPieces") {
var grad: Tracked<Float> = 0
func addToGrad(_ x: inout Tracked<Float>) { grad += x }
_ = gradient(at: 4) { (x: Tracked<Float>) in
x.withDerivative(addToGrad)
* x.withDerivative(addToGrad)
* x.withDerivative(addToGrad)
}
expectEqual(48, grad)
}
CustomDerivativesTests.testWithLeakChecking("ModifyGradientOfSum") {
expectEqual(30, gradient(at: 4) { (x: Tracked<Float>) in
x.withDerivative { $0 *= 10 } + x.withDerivative { $0 *= 20 }
})
}
CustomDerivativesTests.testWithLeakChecking("WithoutDerivative") {
expectEqual(0, gradient(at: Tracked<Float>(4)) { x in
withoutDerivative(at: x) { x in
Tracked<Float>(sinf(x.value) + cosf(x.value))
}
})
}
runAllTests()