Andrew Scull | 5e1ddfa | 2018-08-14 10:06:54 +0100 | [diff] [blame] | 1 | //===--- Random.h - Utilities for random sampling -------------------------===// |
| 2 | // |
| 3 | // The LLVM Compiler Infrastructure |
| 4 | // |
| 5 | // This file is distributed under the University of Illinois Open Source |
| 6 | // License. See LICENSE.TXT for details. |
| 7 | // |
| 8 | //===----------------------------------------------------------------------===// |
| 9 | // |
| 10 | // Utilities for random sampling. |
| 11 | // |
| 12 | //===----------------------------------------------------------------------===// |
| 13 | |
| 14 | #ifndef LLVM_FUZZMUTATE_RANDOM_H |
| 15 | #define LLVM_FUZZMUTATE_RANDOM_H |
| 16 | |
| 17 | #include <random> |
| 18 | #include "llvm/Support/raw_ostream.h" |
| 19 | namespace llvm { |
| 20 | |
| 21 | /// Return a uniformly distributed random value between \c Min and \c Max |
| 22 | template <typename T, typename GenT> T uniform(GenT &Gen, T Min, T Max) { |
| 23 | return std::uniform_int_distribution<T>(Min, Max)(Gen); |
| 24 | } |
| 25 | |
| 26 | /// Return a uniformly distributed random value of type \c T |
| 27 | template <typename T, typename GenT> T uniform(GenT &Gen) { |
| 28 | return uniform<T>(Gen, std::numeric_limits<T>::min(), |
| 29 | std::numeric_limits<T>::max()); |
| 30 | } |
| 31 | |
| 32 | /// Randomly selects an item by sampling into a set with an unknown number of |
| 33 | /// elements, which may each be weighted to be more likely choices. |
| 34 | template <typename T, typename GenT> class ReservoirSampler { |
| 35 | GenT &RandGen; |
| 36 | typename std::remove_const<T>::type Selection = {}; |
| 37 | uint64_t TotalWeight = 0; |
| 38 | |
| 39 | public: |
| 40 | ReservoirSampler(GenT &RandGen) : RandGen(RandGen) {} |
| 41 | |
| 42 | uint64_t totalWeight() const { return TotalWeight; } |
| 43 | bool isEmpty() const { return TotalWeight == 0; } |
| 44 | |
| 45 | const T &getSelection() const { |
| 46 | assert(!isEmpty() && "Nothing selected"); |
| 47 | return Selection; |
| 48 | } |
| 49 | |
| 50 | explicit operator bool() const { return !isEmpty();} |
| 51 | const T &operator*() const { return getSelection(); } |
| 52 | |
| 53 | /// Sample each item in \c Items with unit weight |
| 54 | template <typename RangeT> ReservoirSampler &sample(RangeT &&Items) { |
| 55 | for (auto &I : Items) |
| 56 | sample(I, 1); |
| 57 | return *this; |
| 58 | } |
| 59 | |
| 60 | /// Sample a single item with the given weight. |
| 61 | ReservoirSampler &sample(const T &Item, uint64_t Weight) { |
| 62 | if (!Weight) |
| 63 | // If the weight is zero, do nothing. |
| 64 | return *this; |
| 65 | TotalWeight += Weight; |
| 66 | // Consider switching from the current element to this one. |
| 67 | if (uniform<uint64_t>(RandGen, 1, TotalWeight) <= Weight) |
| 68 | Selection = Item; |
| 69 | return *this; |
| 70 | } |
| 71 | }; |
| 72 | |
| 73 | template <typename GenT, typename RangeT, |
| 74 | typename ElT = typename std::remove_reference< |
| 75 | decltype(*std::begin(std::declval<RangeT>()))>::type> |
| 76 | ReservoirSampler<ElT, GenT> makeSampler(GenT &RandGen, RangeT &&Items) { |
| 77 | ReservoirSampler<ElT, GenT> RS(RandGen); |
| 78 | RS.sample(Items); |
| 79 | return RS; |
| 80 | } |
| 81 | |
| 82 | template <typename GenT, typename T> |
| 83 | ReservoirSampler<T, GenT> makeSampler(GenT &RandGen, const T &Item, |
| 84 | uint64_t Weight) { |
| 85 | ReservoirSampler<T, GenT> RS(RandGen); |
| 86 | RS.sample(Item, Weight); |
| 87 | return RS; |
| 88 | } |
| 89 | |
| 90 | template <typename T, typename GenT> |
| 91 | ReservoirSampler<T, GenT> makeSampler(GenT &RandGen) { |
| 92 | return ReservoirSampler<T, GenT>(RandGen); |
| 93 | } |
| 94 | |
| 95 | } // End llvm namespace |
| 96 | |
| 97 | #endif // LLVM_FUZZMUTATE_RANDOM_H |