1 | //===--- Random.h - Utilities for random sampling -------------------------===// |
2 | // |
3 | // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. |
4 | // See https://llvm.org/LICENSE.txt for license information. |
5 | // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception |
6 | // |
7 | //===----------------------------------------------------------------------===// |
8 | // |
9 | // Utilities for random sampling. |
10 | // |
11 | //===----------------------------------------------------------------------===// |
12 | |
13 | #ifndef LLVM_FUZZMUTATE_RANDOM_H |
14 | #define LLVM_FUZZMUTATE_RANDOM_H |
15 | |
16 | #include "llvm/Support/raw_ostream.h" |
17 | #include <random> |
18 | namespace llvm { |
19 | |
20 | /// Return a uniformly distributed random value between \c Min and \c Max |
21 | template <typename T, typename GenT> T uniform(GenT &Gen, T Min, T Max) { |
22 | return std::uniform_int_distribution<T>(Min, Max)(Gen); |
23 | } |
24 | |
25 | /// Return a uniformly distributed random value of type \c T |
26 | template <typename T, typename GenT> T uniform(GenT &Gen) { |
27 | return uniform<T>(Gen, std::numeric_limits<T>::min(), |
28 | std::numeric_limits<T>::max()); |
29 | } |
30 | |
31 | /// Randomly selects an item by sampling into a set with an unknown number of |
32 | /// elements, which may each be weighted to be more likely choices. |
33 | template <typename T, typename GenT> class ReservoirSampler { |
34 | GenT &RandGen; |
35 | std::remove_const_t<T> Selection = {}; |
36 | uint64_t TotalWeight = 0; |
37 | |
38 | public: |
39 | ReservoirSampler(GenT &RandGen) : RandGen(RandGen) {} |
40 | |
41 | uint64_t totalWeight() const { return TotalWeight; } |
42 | bool isEmpty() const { return TotalWeight == 0; } |
43 | |
44 | const T &getSelection() const { |
45 | assert(!isEmpty() && "Nothing selected" ); |
46 | return Selection; |
47 | } |
48 | |
49 | explicit operator bool() const { return !isEmpty(); } |
50 | const T &operator*() const { return getSelection(); } |
51 | |
52 | /// Sample each item in \c Items with unit weight |
53 | template <typename RangeT> ReservoirSampler &sample(RangeT &&Items) { |
54 | for (auto &I : Items) |
55 | sample(I, 1); |
56 | return *this; |
57 | } |
58 | |
59 | /// Sample a single item with the given weight. |
60 | ReservoirSampler &sample(const T &Item, uint64_t Weight) { |
61 | if (!Weight) |
62 | // If the weight is zero, do nothing. |
63 | return *this; |
64 | TotalWeight += Weight; |
65 | // Consider switching from the current element to this one. |
66 | if (uniform<uint64_t>(RandGen, 1, TotalWeight) <= Weight) |
67 | Selection = Item; |
68 | return *this; |
69 | } |
70 | }; |
71 | |
72 | template <typename GenT, typename RangeT, |
73 | typename ElT = std::remove_reference_t< |
74 | decltype(*std::begin(std::declval<RangeT>()))>> |
75 | ReservoirSampler<ElT, GenT> makeSampler(GenT &RandGen, RangeT &&Items) { |
76 | ReservoirSampler<ElT, GenT> RS(RandGen); |
77 | RS.sample(Items); |
78 | return RS; |
79 | } |
80 | |
81 | template <typename GenT, typename T> |
82 | ReservoirSampler<T, GenT> makeSampler(GenT &RandGen, const T &Item, |
83 | uint64_t Weight) { |
84 | ReservoirSampler<T, GenT> RS(RandGen); |
85 | RS.sample(Item, Weight); |
86 | return RS; |
87 | } |
88 | |
89 | template <typename T, typename GenT> |
90 | ReservoirSampler<T, GenT> makeSampler(GenT &RandGen) { |
91 | return ReservoirSampler<T, GenT>(RandGen); |
92 | } |
93 | |
94 | } // namespace llvm |
95 | |
96 | #endif // LLVM_FUZZMUTATE_RANDOM_H |
97 | |