[9b26b7]: / third_party / nucleus / util / samplers.h

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/*
* Copyright 2018 Google LLC.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions
* are met:
*
* 1. Redistributions of source code must retain the above copyright notice,
* this list of conditions and the following disclaimer.
*
* 2. Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in the
* documentation and/or other materials provided with the distribution.
*
* 3. Neither the name of the copyright holder nor the names of its
* contributors may be used to endorse or promote products derived from this
* software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
* ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE
* LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
* CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
* SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
* CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
* ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
* POSSIBILITY OF SUCH DAMAGE.
*
*/
#ifndef THIRD_PARTY_NUCLEUS_UTIL_SAMPLERS_H_
#define THIRD_PARTY_NUCLEUS_UTIL_SAMPLERS_H_
#include <random>
#include "absl/log/check.h"
#include "third_party/nucleus/platform/types.h"
namespace nucleus {
// Helper class for randomly sampling a fraction of values.
//
// API is simple: only a fraction_to_keep calls to Keep() will return true.
//
// So keeping a 10% fraction of the values in a vector<int> x is:
//
// FractionalSampler sampler(0.10, seed_uint);
// for( int v : x ) {
// if (sampler.Keep()) {
// ...
// }
//
class FractionalSampler {
public:
// Creates a new FractionalSampler that keeps fraction_to_keep elements on
// average among N calls to Keep().
explicit FractionalSampler(double fraction_to_keep, uint64 random_seed)
: fraction_to_keep_(fraction_to_keep),
generator_(random_seed),
uniform_(0.0, 1.0) {
CHECK_GE(fraction_to_keep, 0.0) << "Must be between 0.0 and 1.0";
CHECK_LE(fraction_to_keep, 1.0) << "Must be between 0.0 and 1.0";
}
// Randomly return true approximately fraction_to_keep of the time.
bool Keep() const { return uniform_(generator_) <= fraction_to_keep_; }
// Gets the fraction of elements that will be kept.
double FractionKept() const { return fraction_to_keep_; }
private:
const double fraction_to_keep_;
// Raw RNG, of a type compatible with STL distribution functions.
mutable std::mt19937_64 generator_;
// Distribution sampler, to sample uniformly from [0,1).
mutable std::uniform_real_distribution<> uniform_;
};
} // namespace nucleus
#endif // THIRD_PARTY_NUCLEUS_UTIL_SAMPLERS_H_