File: Differentiation.swift

package info (click to toggle)
swiftlang 6.0.3-2
  • links: PTS, VCS
  • area: main
  • in suites: forky, sid, trixie
  • size: 2,519,992 kB
  • sloc: cpp: 9,107,863; ansic: 2,040,022; asm: 1,135,751; python: 296,500; objc: 82,456; f90: 60,502; lisp: 34,951; pascal: 19,946; sh: 18,133; perl: 7,482; ml: 4,937; javascript: 4,117; makefile: 3,840; awk: 3,535; xml: 914; fortran: 619; cs: 573; ruby: 573
file content (73 lines) | stat: -rw-r--r-- 1,863 bytes parent folder | download
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
//===--- Differentiation.swift -------------------------------------------===//
//
// This source file is part of the Swift.org open source project
//
// Copyright (c) 2014 - 2020 Apple Inc. and the Swift project authors
// Licensed under Apache License v2.0 with Runtime Library Exception
//
// See https://swift.org/LICENSE.txt for license information
// See https://swift.org/CONTRIBUTORS.txt for the list of Swift project authors
//
//===----------------------------------------------------------------------===//

#if canImport(_Differentiation)

import TestsUtils
import _Differentiation

public let benchmarks = [
  BenchmarkInfo(
    name: "DifferentiationIdentity",
    runFunction: run_DifferentiationIdentity,
    tags: [.regression, .differentiation]
  ),
  BenchmarkInfo(
    name: "DifferentiationSquare",
    runFunction: run_DifferentiationSquare,
    tags: [.regression, .differentiation]
  ),
  BenchmarkInfo(
    name: "DifferentiationArraySum",
    runFunction: run_DifferentiationArraySum,
    tags: [.regression, .differentiation],
    setUpFunction: { blackHole(onesArray) }
  ),
]

@inline(never)
public func run_DifferentiationIdentity(n: Int) {
  func f(_ x: Float) -> Float {
    x
  }
  for _ in 0..<1000*n {
    blackHole(valueWithGradient(at: 1, of: f))
  }
}

@inline(never)
public func run_DifferentiationSquare(n: Int) {
  func f(_ x: Float) -> Float {
    x * x
  }
  for _ in 0..<1000*n {
    blackHole(valueWithGradient(at: 1, of: f))
  }
}

let onesArray: [Float] = Array(repeating: 1, count: 50)

@inline(never)
public func run_DifferentiationArraySum(n: Int) {
  func sum(_ array: [Float]) -> Float {
    var result: Float = 0
    for i in withoutDerivative(at: 0..<array.count) {
      result += array[i]
    }
    return result
  }
  for _ in 0..<n {
    blackHole(valueWithGradient(at: onesArray, of: sum))
  }
}

#endif