| //===--- Random.h - Utilities for random sampling -------------------------===// |
| // |
| // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. |
| // See https://llvm.org/LICENSE.txt for license information. |
| // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception |
| // |
| //===----------------------------------------------------------------------===// |
| // |
| // Utilities for random sampling. |
| // |
| //===----------------------------------------------------------------------===// |
| |
| #ifndef LLVM_FUZZMUTATE_RANDOM_H |
| #define LLVM_FUZZMUTATE_RANDOM_H |
| |
| #include <random> |
| #include "llvm/Support/raw_ostream.h" |
| namespace llvm { |
| |
| /// Return a uniformly distributed random value between \c Min and \c Max |
| template <typename T, typename GenT> T uniform(GenT &Gen, T Min, T Max) { |
| return std::uniform_int_distribution<T>(Min, Max)(Gen); |
| } |
| |
| /// Return a uniformly distributed random value of type \c T |
| template <typename T, typename GenT> T uniform(GenT &Gen) { |
| return uniform<T>(Gen, std::numeric_limits<T>::min(), |
| std::numeric_limits<T>::max()); |
| } |
| |
| /// Randomly selects an item by sampling into a set with an unknown number of |
| /// elements, which may each be weighted to be more likely choices. |
| template <typename T, typename GenT> class ReservoirSampler { |
| GenT &RandGen; |
| typename std::remove_const<T>::type Selection = {}; |
| uint64_t TotalWeight = 0; |
| |
| public: |
| ReservoirSampler(GenT &RandGen) : RandGen(RandGen) {} |
| |
| uint64_t totalWeight() const { return TotalWeight; } |
| bool isEmpty() const { return TotalWeight == 0; } |
| |
| const T &getSelection() const { |
| assert(!isEmpty() && "Nothing selected"); |
| return Selection; |
| } |
| |
| explicit operator bool() const { return !isEmpty();} |
| const T &operator*() const { return getSelection(); } |
| |
| /// Sample each item in \c Items with unit weight |
| template <typename RangeT> ReservoirSampler &sample(RangeT &&Items) { |
| for (auto &I : Items) |
| sample(I, 1); |
| return *this; |
| } |
| |
| /// Sample a single item with the given weight. |
| ReservoirSampler &sample(const T &Item, uint64_t Weight) { |
| if (!Weight) |
| // If the weight is zero, do nothing. |
| return *this; |
| TotalWeight += Weight; |
| // Consider switching from the current element to this one. |
| if (uniform<uint64_t>(RandGen, 1, TotalWeight) <= Weight) |
| Selection = Item; |
| return *this; |
| } |
| }; |
| |
| template <typename GenT, typename RangeT, |
| typename ElT = typename std::remove_reference< |
| decltype(*std::begin(std::declval<RangeT>()))>::type> |
| ReservoirSampler<ElT, GenT> makeSampler(GenT &RandGen, RangeT &&Items) { |
| ReservoirSampler<ElT, GenT> RS(RandGen); |
| RS.sample(Items); |
| return RS; |
| } |
| |
| template <typename GenT, typename T> |
| ReservoirSampler<T, GenT> makeSampler(GenT &RandGen, const T &Item, |
| uint64_t Weight) { |
| ReservoirSampler<T, GenT> RS(RandGen); |
| RS.sample(Item, Weight); |
| return RS; |
| } |
| |
| template <typename T, typename GenT> |
| ReservoirSampler<T, GenT> makeSampler(GenT &RandGen) { |
| return ReservoirSampler<T, GenT>(RandGen); |
| } |
| |
| } // End llvm namespace |
| |
| #endif // LLVM_FUZZMUTATE_RANDOM_H |