Arbutils/extern/pcg_random.hpp

1556 lines
70 KiB
C++

/*
* PCG Random Number Generation for C++
*
* Copyright 2014-2019 Melissa O'Neill <oneill@pcg-random.org>,
* and the PCG Project contributors.
*
* SPDX-License-Identifier: (Apache-2.0 OR MIT)
*
* Licensed under the Apache License, Version 2.0 (provided in
* LICENSE-APACHE.txt and at http://www.apache.org/licenses/LICENSE-2.0)
* or under the MIT license (provided in LICENSE-MIT.txt and at
* http://opensource.org/licenses/MIT), at your option. This file may not
* be copied, modified, or distributed except according to those terms.
*
* Distributed on an "AS IS" BASIS, WITHOUT WARRANTY OF ANY KIND, either
* express or implied. See your chosen license for details.
*
* For additional information about the PCG random number generation scheme,
* visit http://www.pcg-random.org/.
*/
/*
* This code provides the reference implementation of the PCG family of
* random number generators. The code is complex because it implements
*
* - several members of the PCG family, specifically members corresponding
* to the output functions:
* - XSH RR (good for 64-bit state, 32-bit output)
* - XSH RS (good for 64-bit state, 32-bit output)
* - XSL RR (good for 128-bit state, 64-bit output)
* - RXS M XS (statistically most powerful generator)
* - XSL RR RR (good for 128-bit state, 128-bit output)
* - and RXS, RXS M, XSH, XSL (mostly for testing)
* - at potentially *arbitrary* bit sizes
* - with four different techniques for random streams (MCG, one-stream
* LCG, settable-stream LCG, unique-stream LCG)
* - and the extended generation schemes allowing arbitrary periods
* - with all features of C++11 random number generation (and more),
* some of which are somewhat painful, including
* - initializing with a SeedSequence which writes 32-bit values
* to memory, even though the state of the generator may not
* use 32-bit values (it might use smaller or larger integers)
* - I/O for RNGs and a prescribed format, which needs to handle
* the issue that 8-bit and 128-bit integers don't have working
* I/O routines (e.g., normally 8-bit = char, not integer)
* - equality and inequality for RNGs
* - and a number of convenience typedefs to mask all the complexity
*
* The code employes a fairly heavy level of abstraction, and has to deal
* with various C++ minutia. If you're looking to learn about how the PCG
* scheme works, you're probably best of starting with one of the other
* codebases (see www.pcg-random.org). But if you're curious about the
* constants for the various output functions used in those other, simpler,
* codebases, this code shows how they are calculated.
*
* On the positive side, at least there are convenience typedefs so that you
* can say
*
* pcg32 myRNG;
*
* rather than:
*
* pcg_detail::engine<
* uint32_t, // Output Type
* uint64_t, // State Type
* pcg_detail::xsh_rr_mixin<uint32_t, uint64_t>, true, // Output Func
* pcg_detail::specific_stream<uint64_t>, // Stream Kind
* pcg_detail::default_multiplier<uint64_t> // LCG Mult
* > myRNG;
*
*/
#ifndef PCG_RAND_HPP_INCLUDED
#define PCG_RAND_HPP_INCLUDED 1
#include <algorithm>
#include <cassert>
#include <cinttypes>
#include <cstddef>
#include <cstdlib>
#include <cstring>
#include <iostream>
#include <iterator>
#include <limits>
#include <locale>
#include <new>
#include <stdexcept>
#include <type_traits>
#include <utility>
#ifdef _MSC_VER
#pragma warning(disable : 4146)
#endif
#ifdef _MSC_VER
#define PCG_ALWAYS_INLINE __forceinline
#elif __GNUC__
#define PCG_ALWAYS_INLINE __attribute__((always_inline))
#else
#define PCG_ALWAYS_INLINE inline
#endif
/*
* The pcg_extras namespace contains some support code that is likley to
* be useful for a variety of RNGs, including:
* - 128-bit int support for platforms where it isn't available natively
* - bit twiddling operations
* - I/O of 128-bit and 8-bit integers
* - Handling the evilness of SeedSeq
* - Support for efficiently producing random numbers less than a given
* bound
*/
#include "pcg_extras.hpp"
namespace pcg_detail {
using namespace pcg_extras;
/*
* The LCG generators need some constants to function. This code lets you
* look up the constant by *type*. For example
*
* default_multiplier<uint32_t>::multiplier()
*
* gives you the default multipler for 32-bit integers. We use the name
* of the constant and not a generic word like value to allow these classes
* to be used as mixins.
*/
template <typename T> struct default_multiplier {
// Not defined for an arbitrary type
};
template <typename T> struct default_increment {
// Not defined for an arbitrary type
};
#define PCG_DEFINE_CONSTANT(type, what, kind, constant) \
template <> struct what##_##kind<type> { \
static constexpr type kind() { return constant; } \
};
PCG_DEFINE_CONSTANT(uint8_t, default, multiplier, 141U)
PCG_DEFINE_CONSTANT(uint8_t, default, increment, 77U)
PCG_DEFINE_CONSTANT(uint16_t, default, multiplier, 12829U)
PCG_DEFINE_CONSTANT(uint16_t, default, increment, 47989U)
PCG_DEFINE_CONSTANT(uint32_t, default, multiplier, 747796405U)
PCG_DEFINE_CONSTANT(uint32_t, default, increment, 2891336453U)
PCG_DEFINE_CONSTANT(uint64_t, default, multiplier, 6364136223846793005ULL)
PCG_DEFINE_CONSTANT(uint64_t, default, increment, 1442695040888963407ULL)
PCG_DEFINE_CONSTANT(pcg128_t, default, multiplier,
PCG_128BIT_CONSTANT(2549297995355413924ULL, 4865540595714422341ULL))
PCG_DEFINE_CONSTANT(pcg128_t, default, increment,
PCG_128BIT_CONSTANT(6364136223846793005ULL, 1442695040888963407ULL))
/* Alternative (cheaper) multipliers for 128-bit */
template <typename T> struct cheap_multiplier : public default_multiplier<T> {
// For most types just use the default.
};
template <> struct cheap_multiplier<pcg128_t> {
static constexpr uint64_t multiplier() { return 0xda942042e4dd58b5ULL; }
};
/*
* Each PCG generator is available in four variants, based on how it applies
* the additive constant for its underlying LCG; the variations are:
*
* single stream - all instances use the same fixed constant, thus
* the RNG always somewhere in same sequence
* mcg - adds zero, resulting in a single stream and reduced
* period
* specific stream - the constant can be changed at any time, selecting
* a different random sequence
* unique stream - the constant is based on the memory address of the
* object, thus every RNG has its own unique sequence
*
* This variation is provided though mixin classes which define a function
* value called increment() that returns the nesessary additive constant.
*/
/*
* unique stream
*/
template <typename itype> class unique_stream {
protected:
static constexpr bool is_mcg = false;
// Is never called, but is provided for symmetry with specific_stream
void set_stream(...) { abort(); }
public:
typedef itype state_type;
constexpr itype increment() const { return itype(reinterpret_cast<uintptr_t>(this) | 1); }
constexpr itype stream() const { return increment() >> 1; }
static constexpr bool can_specify_stream = false;
static constexpr size_t streams_pow2() {
return (sizeof(itype) < sizeof(size_t) ? sizeof(itype) : sizeof(size_t)) * 8 - 1u;
}
protected:
constexpr unique_stream() = default;
};
/*
* no stream (mcg)
*/
template <typename itype> class no_stream {
protected:
static constexpr bool is_mcg = true;
// Is never called, but is provided for symmetry with specific_stream
void set_stream(...) { abort(); }
public:
typedef itype state_type;
static constexpr itype increment() { return 0; }
static constexpr bool can_specify_stream = false;
static constexpr size_t streams_pow2() { return 0u; }
protected:
constexpr no_stream() = default;
};
/*
* single stream/sequence (oneseq)
*/
template <typename itype> class oneseq_stream : public default_increment<itype> {
protected:
static constexpr bool is_mcg = false;
// Is never called, but is provided for symmetry with specific_stream
void set_stream(...) { abort(); }
public:
typedef itype state_type;
static constexpr itype stream() { return default_increment<itype>::increment() >> 1; }
static constexpr bool can_specify_stream = false;
static constexpr size_t streams_pow2() { return 0u; }
protected:
constexpr oneseq_stream() = default;
};
/*
* specific stream
*/
template <typename itype> class specific_stream {
protected:
static constexpr bool is_mcg = false;
itype inc_ = default_increment<itype>::increment();
public:
typedef itype state_type;
typedef itype stream_state;
constexpr itype increment() const { return inc_; }
itype stream() { return inc_ >> 1; }
void set_stream(itype specific_seq) { inc_ = (specific_seq << 1) | 1; }
static constexpr bool can_specify_stream = true;
static constexpr size_t streams_pow2() { return (sizeof(itype) * 8) - 1u; }
protected:
specific_stream() = default;
specific_stream(itype specific_seq) : inc_(itype(specific_seq << 1) | itype(1U)) {
// Nothing (else) to do.
}
};
/*
* This is where it all comes together. This function joins together three
* mixin classes which define
* - the LCG additive constant (the stream)
* - the LCG multiplier
* - the output function
* in addition, we specify the type of the LCG state, and the result type,
* and whether to use the pre-advance version of the state for the output
* (increasing instruction-level parallelism) or the post-advance version
* (reducing register pressure).
*
* Given the high level of parameterization, the code has to use some
* template-metaprogramming tricks to handle some of the suble variations
* involved.
*/
template <typename xtype, typename itype, typename output_mixin, bool output_previous = true,
typename stream_mixin = oneseq_stream<itype>, typename multiplier_mixin = default_multiplier<itype>>
class engine : protected output_mixin, public stream_mixin, protected multiplier_mixin {
protected:
itype state_;
struct can_specify_stream_tag {};
struct no_specifiable_stream_tag {};
using multiplier_mixin::multiplier;
using stream_mixin::increment;
public:
typedef xtype result_type;
typedef itype state_type;
static constexpr size_t period_pow2() { return sizeof(state_type) * 8 - 2 * stream_mixin::is_mcg; }
// It would be nice to use std::numeric_limits for these, but
// we can't be sure that it'd be defined for the 128-bit types.
static constexpr result_type min() { return result_type(0UL); }
static constexpr result_type max() { return result_type(~result_type(0UL)); }
protected:
itype bump(itype state) { return state * multiplier() + increment(); }
itype base_generate() { return state_ = bump(state_); }
itype base_generate0() {
itype old_state = state_;
state_ = bump(state_);
return old_state;
}
public:
result_type operator()() {
if (output_previous)
return this->output(base_generate0());
else
return this->output(base_generate());
}
result_type operator()(result_type upper_bound) { return bounded_rand(*this, upper_bound); }
protected:
static itype advance(itype state, itype delta, itype cur_mult, itype cur_plus);
static itype distance(itype cur_state, itype newstate, itype cur_mult, itype cur_plus, itype mask = ~itype(0U));
itype distance(itype newstate, itype mask = itype(~itype(0U))) const {
return distance(state_, newstate, multiplier(), increment(), mask);
}
public:
void advance(itype delta) { state_ = advance(state_, delta, this->multiplier(), this->increment()); }
void backstep(itype delta) { advance(-delta); }
void discard(itype delta) { advance(delta); }
bool wrapped() {
if (stream_mixin::is_mcg) {
// For MCGs, the low order two bits never change. In this
// implementation, we keep them fixed at 3 to make this test
// easier.
return state_ == 3;
} else {
return state_ == 0;
}
}
engine(itype state = itype(0xcafef00dd15ea5e5ULL))
: state_(this->is_mcg ? state | state_type(3U) : bump(state + this->increment())) {
// Nothing else to do.
}
// This function may or may not exist. It thus has to be a template
// to use SFINAE; users don't have to worry about its template-ness.
template <typename sm = stream_mixin>
engine(itype state, typename sm::stream_state stream_seed)
: stream_mixin(stream_seed),
state_(this->is_mcg ? state | state_type(3U) : bump(state + this->increment())) {
// Nothing else to do.
}
template <typename SeedSeq>
engine(
SeedSeq&& seedSeq,
typename std::enable_if<!stream_mixin::can_specify_stream && !std::is_convertible<SeedSeq, itype>::value &&
!std::is_convertible<SeedSeq, engine>::value,
no_specifiable_stream_tag>::type = {})
: engine(generate_one<itype>(std::forward<SeedSeq>(seedSeq))) {
// Nothing else to do.
}
template <typename SeedSeq>
engine(
SeedSeq&& seedSeq,
typename std::enable_if<stream_mixin::can_specify_stream && !std::is_convertible<SeedSeq, itype>::value &&
!std::is_convertible<SeedSeq, engine>::value,
can_specify_stream_tag>::type = {})
: engine(generate_one<itype, 1, 2>(seedSeq), generate_one<itype, 0, 2>(seedSeq)) {
// Nothing else to do.
}
template <typename... Args> void seed(Args&&... args) { new (this) engine(std::forward<Args>(args)...); }
template <typename xtype1, typename itype1, typename output_mixin1, bool output_previous1,
typename stream_mixin_lhs, typename multiplier_mixin_lhs, typename stream_mixin_rhs,
typename multiplier_mixin_rhs>
friend bool operator==(
const engine<xtype1, itype1, output_mixin1, output_previous1, stream_mixin_lhs, multiplier_mixin_lhs>&,
const engine<xtype1, itype1, output_mixin1, output_previous1, stream_mixin_rhs, multiplier_mixin_rhs>&);
template <typename xtype1, typename itype1, typename output_mixin1, bool output_previous1,
typename stream_mixin_lhs, typename multiplier_mixin_lhs, typename stream_mixin_rhs,
typename multiplier_mixin_rhs>
friend itype1 operator-(
const engine<xtype1, itype1, output_mixin1, output_previous1, stream_mixin_lhs, multiplier_mixin_lhs>&,
const engine<xtype1, itype1, output_mixin1, output_previous1, stream_mixin_rhs, multiplier_mixin_rhs>&);
template <typename CharT, typename Traits, typename xtype1, typename itype1, typename output_mixin1,
bool output_previous1, typename stream_mixin1, typename multiplier_mixin1>
friend std::basic_ostream<CharT, Traits>&
operator<<(std::basic_ostream<CharT, Traits>& out,
const engine<xtype1, itype1, output_mixin1, output_previous1, stream_mixin1, multiplier_mixin1>&);
template <typename CharT, typename Traits, typename xtype1, typename itype1, typename output_mixin1,
bool output_previous1, typename stream_mixin1, typename multiplier_mixin1>
friend std::basic_istream<CharT, Traits>&
operator>>(std::basic_istream<CharT, Traits>& in,
engine<xtype1, itype1, output_mixin1, output_previous1, stream_mixin1, multiplier_mixin1>& rng);
};
template <typename CharT, typename Traits, typename xtype, typename itype, typename output_mixin,
bool output_previous, typename stream_mixin, typename multiplier_mixin>
std::basic_ostream<CharT, Traits>&
operator<<(std::basic_ostream<CharT, Traits>& out,
const engine<xtype, itype, output_mixin, output_previous, stream_mixin, multiplier_mixin>& rng) {
using pcg_extras::operator<<;
auto orig_flags = out.flags(std::ios_base::dec | std::ios_base::left);
auto space = out.widen(' ');
auto orig_fill = out.fill();
out << rng.multiplier() << space << rng.increment() << space << rng.state_;
out.flags(orig_flags);
out.fill(orig_fill);
return out;
}
template <typename CharT, typename Traits, typename xtype, typename itype, typename output_mixin,
bool output_previous, typename stream_mixin, typename multiplier_mixin>
std::basic_istream<CharT, Traits>&
operator>>(std::basic_istream<CharT, Traits>& in,
engine<xtype, itype, output_mixin, output_previous, stream_mixin, multiplier_mixin>& rng) {
using pcg_extras::operator>>;
auto orig_flags = in.flags(std::ios_base::dec | std::ios_base::skipws);
itype multiplier, increment, state;
in >> multiplier >> increment >> state;
if (!in.fail()) {
bool good = true;
if (multiplier != rng.multiplier()) {
good = false;
} else if (rng.can_specify_stream) {
rng.set_stream(increment >> 1);
} else if (increment != rng.increment()) {
good = false;
}
if (good) {
rng.state_ = state;
} else {
in.clear(std::ios::failbit);
}
}
in.flags(orig_flags);
return in;
}
template <typename xtype, typename itype, typename output_mixin, bool output_previous, typename stream_mixin,
typename multiplier_mixin>
itype engine<xtype, itype, output_mixin, output_previous, stream_mixin, multiplier_mixin>::advance(itype state,
itype delta,
itype cur_mult,
itype cur_plus) {
// The method used here is based on Brown, "Random Number Generation
// with Arbitrary Stride,", Transactions of the American Nuclear
// Society (Nov. 1994). The algorithm is very similar to fast
// exponentiation.
//
// Even though delta is an unsigned integer, we can pass a
// signed integer to go backwards, it just goes "the long way round".
constexpr itype ZERO = 0u; // itype may be a non-trivial types, so
constexpr itype ONE = 1u; // we define some ugly constants.
itype acc_mult = 1;
itype acc_plus = 0;
while (delta > ZERO) {
if (delta & ONE) {
acc_mult *= cur_mult;
acc_plus = acc_plus * cur_mult + cur_plus;
}
cur_plus = (cur_mult + ONE) * cur_plus;
cur_mult *= cur_mult;
delta >>= 1;
}
return acc_mult * state + acc_plus;
}
template <typename xtype, typename itype, typename output_mixin, bool output_previous, typename stream_mixin,
typename multiplier_mixin>
itype engine<xtype, itype, output_mixin, output_previous, stream_mixin, multiplier_mixin>::distance(
itype cur_state, itype newstate, itype cur_mult, itype cur_plus, itype mask) {
constexpr itype ONE = 1u; // itype could be weird, so use constant
bool is_mcg = cur_plus == itype(0);
itype the_bit = is_mcg ? itype(4u) : itype(1u);
itype distance = 0u;
while ((cur_state & mask) != (newstate & mask)) {
if ((cur_state & the_bit) != (newstate & the_bit)) {
cur_state = cur_state * cur_mult + cur_plus;
distance |= the_bit;
}
assert((cur_state & the_bit) == (newstate & the_bit));
the_bit <<= 1;
cur_plus = (cur_mult + ONE) * cur_plus;
cur_mult *= cur_mult;
}
return is_mcg ? distance >> 2 : distance;
}
template <typename xtype, typename itype, typename output_mixin, bool output_previous, typename stream_mixin_lhs,
typename multiplier_mixin_lhs, typename stream_mixin_rhs, typename multiplier_mixin_rhs>
itype
operator-(const engine<xtype, itype, output_mixin, output_previous, stream_mixin_lhs, multiplier_mixin_lhs>& lhs,
const engine<xtype, itype, output_mixin, output_previous, stream_mixin_rhs, multiplier_mixin_rhs>& rhs) {
static_assert(std::is_same<stream_mixin_lhs, stream_mixin_rhs>::value &&
std::is_same<multiplier_mixin_lhs, multiplier_mixin_rhs>::value,
"Incomparable generators");
if (lhs.increment() == rhs.increment()) {
return rhs.distance(lhs.state_);
} else {
constexpr itype ONE = 1u;
itype lhs_diff = lhs.increment() + (lhs.multiplier() - ONE) * lhs.state_;
itype rhs_diff = rhs.increment() + (rhs.multiplier() - ONE) * rhs.state_;
if ((lhs_diff & itype(3u)) != (rhs_diff & itype(3u))) {
rhs_diff = -rhs_diff;
}
return rhs.distance(rhs_diff, lhs_diff, rhs.multiplier(), itype(0u));
}
}
template <typename xtype, typename itype, typename output_mixin, bool output_previous, typename stream_mixin_lhs,
typename multiplier_mixin_lhs, typename stream_mixin_rhs, typename multiplier_mixin_rhs>
bool
operator==(const engine<xtype, itype, output_mixin, output_previous, stream_mixin_lhs, multiplier_mixin_lhs>& lhs,
const engine<xtype, itype, output_mixin, output_previous, stream_mixin_rhs, multiplier_mixin_rhs>& rhs) {
return (lhs.multiplier() == rhs.multiplier()) && (lhs.increment() == rhs.increment()) &&
(lhs.state_ == rhs.state_);
}
template <typename xtype, typename itype, typename output_mixin, bool output_previous, typename stream_mixin_lhs,
typename multiplier_mixin_lhs, typename stream_mixin_rhs, typename multiplier_mixin_rhs>
inline bool
operator!=(const engine<xtype, itype, output_mixin, output_previous, stream_mixin_lhs, multiplier_mixin_lhs>& lhs,
const engine<xtype, itype, output_mixin, output_previous, stream_mixin_rhs, multiplier_mixin_rhs>& rhs) {
return !operator==(lhs, rhs);
}
template <typename xtype, typename itype, template <typename XT, typename IT> class output_mixin,
bool output_previous = (sizeof(itype) <= 8),
template <typename IT> class multiplier_mixin = default_multiplier>
using oneseq_base = engine<xtype, itype, output_mixin<xtype, itype>, output_previous, oneseq_stream<itype>,
multiplier_mixin<itype>>;
template <typename xtype, typename itype, template <typename XT, typename IT> class output_mixin,
bool output_previous = (sizeof(itype) <= 8),
template <typename IT> class multiplier_mixin = default_multiplier>
using unique_base = engine<xtype, itype, output_mixin<xtype, itype>, output_previous, unique_stream<itype>,
multiplier_mixin<itype>>;
template <typename xtype, typename itype, template <typename XT, typename IT> class output_mixin,
bool output_previous = (sizeof(itype) <= 8),
template <typename IT> class multiplier_mixin = default_multiplier>
using setseq_base = engine<xtype, itype, output_mixin<xtype, itype>, output_previous, specific_stream<itype>,
multiplier_mixin<itype>>;
template <typename xtype, typename itype, template <typename XT, typename IT> class output_mixin,
bool output_previous = (sizeof(itype) <= 8),
template <typename IT> class multiplier_mixin = default_multiplier>
using mcg_base =
engine<xtype, itype, output_mixin<xtype, itype>, output_previous, no_stream<itype>, multiplier_mixin<itype>>;
/*
* OUTPUT FUNCTIONS.
*
* These are the core of the PCG generation scheme. They specify how to
* turn the base LCG's internal state into the output value of the final
* generator.
*
* They're implemented as mixin classes.
*
* All of the classes have code that is written to allow it to be applied
* at *arbitrary* bit sizes, although in practice they'll only be used at
* standard sizes supported by C++.
*/
/*
* XSH RS -- high xorshift, followed by a random shift
*
* Fast. A good performer.
*/
template <typename xtype, typename itype> struct xsh_rs_mixin {
static xtype output(itype internal) {
constexpr bitcount_t bits = bitcount_t(sizeof(itype) * 8);
constexpr bitcount_t xtypebits = bitcount_t(sizeof(xtype) * 8);
constexpr bitcount_t sparebits = bits - xtypebits;
constexpr bitcount_t opbits =
sparebits - 5 >= 64
? 5
: sparebits - 4 >= 32
? 4
: sparebits - 3 >= 16 ? 3 : sparebits - 2 >= 4 ? 2 : sparebits - 1 >= 1 ? 1 : 0;
constexpr bitcount_t mask = (1 << opbits) - 1;
constexpr bitcount_t maxrandshift = mask;
constexpr bitcount_t topspare = opbits;
constexpr bitcount_t bottomspare = sparebits - topspare;
constexpr bitcount_t xshift = topspare + (xtypebits + maxrandshift) / 2;
bitcount_t rshift = opbits ? bitcount_t(internal >> (bits - opbits)) & mask : 0;
internal ^= internal >> xshift;
xtype result = xtype(internal >> (bottomspare - maxrandshift + rshift));
return result;
}
};
/*
* XSH RR -- high xorshift, followed by a random rotate
*
* Fast. A good performer. Slightly better statistically than XSH RS.
*/
template <typename xtype, typename itype> struct xsh_rr_mixin {
static xtype output(itype internal) {
constexpr bitcount_t bits = bitcount_t(sizeof(itype) * 8);
constexpr bitcount_t xtypebits = bitcount_t(sizeof(xtype) * 8);
constexpr bitcount_t sparebits = bits - xtypebits;
constexpr bitcount_t wantedopbits =
xtypebits >= 128 ? 7 : xtypebits >= 64 ? 6 : xtypebits >= 32 ? 5 : xtypebits >= 16 ? 4 : 3;
constexpr bitcount_t opbits = sparebits >= wantedopbits ? wantedopbits : sparebits;
constexpr bitcount_t amplifier = wantedopbits - opbits;
constexpr bitcount_t mask = (1 << opbits) - 1;
constexpr bitcount_t topspare = opbits;
constexpr bitcount_t bottomspare = sparebits - topspare;
constexpr bitcount_t xshift = (topspare + xtypebits) / 2;
bitcount_t rot = opbits ? bitcount_t(internal >> (bits - opbits)) & mask : 0;
bitcount_t amprot = (rot << amplifier) & mask;
internal ^= internal >> xshift;
xtype result = xtype(internal >> bottomspare);
result = rotr(result, amprot);
return result;
}
};
/*
* RXS -- random xorshift
*/
template <typename xtype, typename itype> struct rxs_mixin {
static xtype output_rxs(itype internal) {
constexpr bitcount_t bits = bitcount_t(sizeof(itype) * 8);
constexpr bitcount_t xtypebits = bitcount_t(sizeof(xtype) * 8);
constexpr bitcount_t shift = bits - xtypebits;
constexpr bitcount_t extrashift = (xtypebits - shift) / 2;
bitcount_t rshift =
shift > 64 + 8
? (internal >> (bits - 6)) & 63
: shift > 32 + 4
? (internal >> (bits - 5)) & 31
: shift > 16 + 2
? (internal >> (bits - 4)) & 15
: shift > 8 + 1 ? (internal >> (bits - 3)) & 7
: shift > 4 + 1 ? (internal >> (bits - 2)) & 3
: shift > 2 + 1 ? (internal >> (bits - 1)) & 1 : 0;
internal ^= internal >> (shift + extrashift - rshift);
xtype result = internal >> rshift;
return result;
}
};
/*
* RXS M XS -- random xorshift, mcg multiply, fixed xorshift
*
* The most statistically powerful generator, but all those steps
* make it slower than some of the others. We give it the rottenest jobs.
*
* Because it's usually used in contexts where the state type and the
* result type are the same, it is a permutation and is thus invertable.
* We thus provide a function to invert it. This function is used to
* for the "inside out" generator used by the extended generator.
*/
/* Defined type-based concepts for the multiplication step. They're actually
* all derived by truncating the 128-bit, which was computed to be a good
* "universal" constant.
*/
template <typename T> struct mcg_multiplier {
// Not defined for an arbitrary type
};
template <typename T> struct mcg_unmultiplier {
// Not defined for an arbitrary type
};
PCG_DEFINE_CONSTANT(uint8_t, mcg, multiplier, 217U)
PCG_DEFINE_CONSTANT(uint8_t, mcg, unmultiplier, 105U)
PCG_DEFINE_CONSTANT(uint16_t, mcg, multiplier, 62169U)
PCG_DEFINE_CONSTANT(uint16_t, mcg, unmultiplier, 28009U)
PCG_DEFINE_CONSTANT(uint32_t, mcg, multiplier, 277803737U)
PCG_DEFINE_CONSTANT(uint32_t, mcg, unmultiplier, 2897767785U)
PCG_DEFINE_CONSTANT(uint64_t, mcg, multiplier, 12605985483714917081ULL)
PCG_DEFINE_CONSTANT(uint64_t, mcg, unmultiplier, 15009553638781119849ULL)
PCG_DEFINE_CONSTANT(pcg128_t, mcg, multiplier,
PCG_128BIT_CONSTANT(17766728186571221404ULL, 12605985483714917081ULL))
PCG_DEFINE_CONSTANT(pcg128_t, mcg, unmultiplier,
PCG_128BIT_CONSTANT(14422606686972528997ULL, 15009553638781119849ULL))
template <typename xtype, typename itype> struct rxs_m_xs_mixin {
static xtype output(itype internal) {
constexpr bitcount_t xtypebits = bitcount_t(sizeof(xtype) * 8);
constexpr bitcount_t bits = bitcount_t(sizeof(itype) * 8);
constexpr bitcount_t opbits =
xtypebits >= 128 ? 6 : xtypebits >= 64 ? 5 : xtypebits >= 32 ? 4 : xtypebits >= 16 ? 3 : 2;
constexpr bitcount_t shift = bits - xtypebits;
constexpr bitcount_t mask = (1 << opbits) - 1;
bitcount_t rshift = opbits ? bitcount_t(internal >> (bits - opbits)) & mask : 0;
internal ^= internal >> (opbits + rshift);
internal *= mcg_multiplier<itype>::multiplier();
xtype result = internal >> shift;
result ^= result >> ((2U * xtypebits + 2U) / 3U);
return result;
}
static itype unoutput(itype internal) {
constexpr bitcount_t bits = bitcount_t(sizeof(itype) * 8);
constexpr bitcount_t opbits = bits >= 128 ? 6 : bits >= 64 ? 5 : bits >= 32 ? 4 : bits >= 16 ? 3 : 2;
constexpr bitcount_t mask = (1 << opbits) - 1;
internal = unxorshift(internal, bits, (2U * bits + 2U) / 3U);
internal *= mcg_unmultiplier<itype>::unmultiplier();
bitcount_t rshift = opbits ? (internal >> (bits - opbits)) & mask : 0;
internal = unxorshift(internal, bits, opbits + rshift);
return internal;
}
};
/*
* RXS M -- random xorshift, mcg multiply
*/
template <typename xtype, typename itype> struct rxs_m_mixin {
static xtype output(itype internal) {
constexpr bitcount_t xtypebits = bitcount_t(sizeof(xtype) * 8);
constexpr bitcount_t bits = bitcount_t(sizeof(itype) * 8);
constexpr bitcount_t opbits =
xtypebits >= 128 ? 6 : xtypebits >= 64 ? 5 : xtypebits >= 32 ? 4 : xtypebits >= 16 ? 3 : 2;
constexpr bitcount_t shift = bits - xtypebits;
constexpr bitcount_t mask = (1 << opbits) - 1;
bitcount_t rshift = opbits ? (internal >> (bits - opbits)) & mask : 0;
internal ^= internal >> (opbits + rshift);
internal *= mcg_multiplier<itype>::multiplier();
xtype result = internal >> shift;
return result;
}
};
/*
* DXSM -- double xorshift multiply
*
* This is a new, more powerful output permutation (added in 2019). It's
* a more comprehensive scrambling than RXS M, but runs faster on 128-bit
* types. Although primarily intended for use at large sizes, also works
* at smaller sizes as well.
*
* This permutation is similar to xorshift multiply hash functions, except
* that one of the multipliers is the LCG multiplier (to avoid needing to
* have a second constant) and the other is based on the low-order bits.
* This latter aspect means that the scrambling applied to the high bits
* depends on the low bits, and makes it (to my eye) impractical to back
* out the permutation without having the low-order bits.
*/
template <typename xtype, typename itype> struct dxsm_mixin {
inline xtype output(itype internal) {
constexpr bitcount_t xtypebits = bitcount_t(sizeof(xtype) * 8);
constexpr bitcount_t itypebits = bitcount_t(sizeof(itype) * 8);
static_assert(xtypebits <= itypebits / 2, "Output type must be half the size of the state type.");
xtype hi = xtype(internal >> (itypebits - xtypebits));
xtype lo = xtype(internal);
lo |= 1;
hi ^= hi >> (xtypebits / 2);
hi *= xtype(cheap_multiplier<itype>::multiplier());
hi ^= hi >> (3 * (xtypebits / 4));
hi *= lo;
return hi;
}
};
/*
* XSL RR -- fixed xorshift (to low bits), random rotate
*
* Useful for 128-bit types that are split across two CPU registers.
*/
template <typename xtype, typename itype> struct xsl_rr_mixin {
static xtype output(itype internal) {
constexpr bitcount_t xtypebits = bitcount_t(sizeof(xtype) * 8);
constexpr bitcount_t bits = bitcount_t(sizeof(itype) * 8);
constexpr bitcount_t sparebits = bits - xtypebits;
constexpr bitcount_t wantedopbits =
xtypebits >= 128 ? 7 : xtypebits >= 64 ? 6 : xtypebits >= 32 ? 5 : xtypebits >= 16 ? 4 : 3;
constexpr bitcount_t opbits = sparebits >= wantedopbits ? wantedopbits : sparebits;
constexpr bitcount_t amplifier = wantedopbits - opbits;
constexpr bitcount_t mask = (1 << opbits) - 1;
constexpr bitcount_t topspare = sparebits;
constexpr bitcount_t bottomspare = sparebits - topspare;
constexpr bitcount_t xshift = (topspare + xtypebits) / 2;
bitcount_t rot = opbits ? bitcount_t(internal >> (bits - opbits)) & mask : 0;
bitcount_t amprot = (rot << amplifier) & mask;
internal ^= internal >> xshift;
xtype result = xtype(internal >> bottomspare);
result = rotr(result, amprot);
return result;
}
};
/*
* XSL RR RR -- fixed xorshift (to low bits), random rotate (both parts)
*
* Useful for 128-bit types that are split across two CPU registers.
* If you really want an invertable 128-bit RNG, I guess this is the one.
*/
template <typename T> struct halfsize_trait {};
template <> struct halfsize_trait<pcg128_t> { typedef uint64_t type; };
template <> struct halfsize_trait<uint64_t> { typedef uint32_t type; };
template <> struct halfsize_trait<uint32_t> { typedef uint16_t type; };
template <> struct halfsize_trait<uint16_t> { typedef uint8_t type; };
template <typename xtype, typename itype> struct xsl_rr_rr_mixin {
typedef typename halfsize_trait<itype>::type htype;
static itype output(itype internal) {
constexpr bitcount_t htypebits = bitcount_t(sizeof(htype) * 8);
constexpr bitcount_t bits = bitcount_t(sizeof(itype) * 8);
constexpr bitcount_t sparebits = bits - htypebits;
constexpr bitcount_t wantedopbits =
htypebits >= 128 ? 7 : htypebits >= 64 ? 6 : htypebits >= 32 ? 5 : htypebits >= 16 ? 4 : 3;
constexpr bitcount_t opbits = sparebits >= wantedopbits ? wantedopbits : sparebits;
constexpr bitcount_t amplifier = wantedopbits - opbits;
constexpr bitcount_t mask = (1 << opbits) - 1;
constexpr bitcount_t topspare = sparebits;
constexpr bitcount_t xshift = (topspare + htypebits) / 2;
bitcount_t rot = opbits ? bitcount_t(internal >> (bits - opbits)) & mask : 0;
bitcount_t amprot = (rot << amplifier) & mask;
internal ^= internal >> xshift;
htype lowbits = htype(internal);
lowbits = rotr(lowbits, amprot);
htype highbits = htype(internal >> topspare);
bitcount_t rot2 = lowbits & mask;
bitcount_t amprot2 = (rot2 << amplifier) & mask;
highbits = rotr(highbits, amprot2);
return (itype(highbits) << topspare) ^ itype(lowbits);
}
};
/*
* XSH -- fixed xorshift (to high bits)
*
* You shouldn't use this at 64-bits or less.
*/
template <typename xtype, typename itype> struct xsh_mixin {
static xtype output(itype internal) {
constexpr bitcount_t xtypebits = bitcount_t(sizeof(xtype) * 8);
constexpr bitcount_t bits = bitcount_t(sizeof(itype) * 8);
constexpr bitcount_t sparebits = bits - xtypebits;
constexpr bitcount_t topspare = 0;
constexpr bitcount_t bottomspare = sparebits - topspare;
constexpr bitcount_t xshift = (topspare + xtypebits) / 2;
internal ^= internal >> xshift;
xtype result = internal >> bottomspare;
return result;
}
};
/*
* XSL -- fixed xorshift (to low bits)
*
* You shouldn't use this at 64-bits or less.
*/
template <typename xtype, typename itype> struct xsl_mixin {
inline xtype output(itype internal) {
constexpr bitcount_t xtypebits = bitcount_t(sizeof(xtype) * 8);
constexpr bitcount_t bits = bitcount_t(sizeof(itype) * 8);
constexpr bitcount_t sparebits = bits - xtypebits;
constexpr bitcount_t topspare = sparebits;
constexpr bitcount_t bottomspare = sparebits - topspare;
constexpr bitcount_t xshift = (topspare + xtypebits) / 2;
internal ^= internal >> xshift;
xtype result = internal >> bottomspare;
return result;
}
};
/* ---- End of Output Functions ---- */
template <typename baseclass> struct inside_out : private baseclass {
inside_out() = delete;
typedef typename baseclass::result_type result_type;
typedef typename baseclass::state_type state_type;
static_assert(sizeof(result_type) == sizeof(state_type),
"Require a RNG whose output function is a permutation");
static bool external_step(result_type& randval, size_t i) {
state_type state = baseclass::unoutput(randval);
state = state * baseclass::multiplier() + baseclass::increment() + state_type(i * 2);
result_type result = baseclass::output(state);
randval = result;
state_type zero = baseclass::is_mcg ? state & state_type(3U) : state_type(0U);
return result == zero;
}
static bool external_advance(result_type& randval, size_t i, result_type delta, bool forwards = true) {
state_type state = baseclass::unoutput(randval);
state_type mult = baseclass::multiplier();
state_type inc = baseclass::increment() + state_type(i * 2);
state_type zero = baseclass::is_mcg ? state & state_type(3U) : state_type(0U);
state_type dist_to_zero = baseclass::distance(state, zero, mult, inc);
bool crosses_zero = forwards ? dist_to_zero <= delta : (-dist_to_zero) <= delta;
if (!forwards)
delta = -delta;
state = baseclass::advance(state, delta, mult, inc);
randval = baseclass::output(state);
return crosses_zero;
}
};
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename baseclass, typename extvalclass, bool kdd = true>
class extended : public baseclass {
public:
typedef typename baseclass::state_type state_type;
typedef typename baseclass::result_type result_type;
typedef inside_out<extvalclass> insideout;
private:
static constexpr bitcount_t rtypebits = sizeof(result_type) * 8;
static constexpr bitcount_t stypebits = sizeof(state_type) * 8;
static constexpr bitcount_t tick_limit_pow2 = 64U;
static constexpr size_t table_size = 1UL << table_pow2;
static constexpr size_t table_shift = stypebits - table_pow2;
static constexpr state_type table_mask = (state_type(1U) << table_pow2) - state_type(1U);
static constexpr bool may_tick = (advance_pow2 < stypebits) && (advance_pow2 < tick_limit_pow2);
static constexpr size_t tick_shift = stypebits - advance_pow2;
static constexpr state_type tick_mask = may_tick ? state_type((uint64_t(1) << (advance_pow2 * may_tick)) - 1)
// ^-- stupidity to appease GCC warnings
: ~state_type(0U);
static constexpr bool may_tock = stypebits < tick_limit_pow2;
result_type data_[table_size];
PCG_NOINLINE void advance_table();
PCG_NOINLINE void advance_table(state_type delta, bool isForwards = true);
result_type& get_extended_value() {
state_type state = this->state_;
if (kdd && baseclass::is_mcg) {
// The low order bits of an MCG are constant, so drop them.
state >>= 2;
}
size_t index = kdd ? state & table_mask : state >> table_shift;
if (may_tick) {
bool tick = kdd ? (state & tick_mask) == state_type(0u) : (state >> tick_shift) == state_type(0u);
if (tick)
advance_table();
}
if (may_tock) {
bool tock = state == state_type(0u);
if (tock)
advance_table();
}
return data_[index];
}
public:
static constexpr size_t period_pow2() {
return baseclass::period_pow2() + table_size * extvalclass::period_pow2();
}
PCG_ALWAYS_INLINE result_type operator()() {
result_type rhs = get_extended_value();
result_type lhs = this->baseclass::operator()();
return lhs ^ rhs;
}
result_type operator()(result_type upper_bound) { return bounded_rand(*this, upper_bound); }
void set(result_type wanted) {
result_type& rhs = get_extended_value();
result_type lhs = this->baseclass::operator()();
rhs = lhs ^ wanted;
}
void advance(state_type distance, bool forwards = true);
void backstep(state_type distance) { advance(distance, false); }
extended(const result_type* data) : baseclass() { datainit(data); }
extended(const result_type* data, state_type seed) : baseclass(seed) { datainit(data); }
// This function may or may not exist. It thus has to be a template
// to use SFINAE; users don't have to worry about its template-ness.
template <typename bc = baseclass>
extended(const result_type* data, state_type seed, typename bc::stream_state stream_seed)
: baseclass(seed, stream_seed) {
datainit(data);
}
extended() : baseclass() { selfinit(); }
extended(state_type seed) : baseclass(seed) { selfinit(); }
// This function may or may not exist. It thus has to be a template
// to use SFINAE; users don't have to worry about its template-ness.
template <typename bc = baseclass>
extended(state_type seed, typename bc::stream_state stream_seed) : baseclass(seed, stream_seed) {
selfinit();
}
private:
void selfinit();
void datainit(const result_type* data);
public:
template <typename SeedSeq,
typename = typename std::enable_if<!std::is_convertible<SeedSeq, result_type>::value &&
!std::is_convertible<SeedSeq, extended>::value>::type>
extended(SeedSeq&& seedSeq) : baseclass(seedSeq) {
generate_to<table_size>(seedSeq, data_);
}
template <typename... Args> void seed(Args&&... args) { new (this) extended(std::forward<Args>(args)...); }
template <bitcount_t table_pow2_, bitcount_t advance_pow2_, typename baseclass_, typename extvalclass_,
bool kdd_>
friend bool operator==(const extended<table_pow2_, advance_pow2_, baseclass_, extvalclass_, kdd_>&,
const extended<table_pow2_, advance_pow2_, baseclass_, extvalclass_, kdd_>&);
template <typename CharT, typename Traits, bitcount_t table_pow2_, bitcount_t advance_pow2_,
typename baseclass_, typename extvalclass_, bool kdd_>
friend std::basic_ostream<CharT, Traits>&
operator<<(std::basic_ostream<CharT, Traits>& out,
const extended<table_pow2_, advance_pow2_, baseclass_, extvalclass_, kdd_>&);
template <typename CharT, typename Traits, bitcount_t table_pow2_, bitcount_t advance_pow2_,
typename baseclass_, typename extvalclass_, bool kdd_>
friend std::basic_istream<CharT, Traits>&
operator>>(std::basic_istream<CharT, Traits>& in,
extended<table_pow2_, advance_pow2_, baseclass_, extvalclass_, kdd_>&);
};
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename baseclass, typename extvalclass, bool kdd>
void extended<table_pow2, advance_pow2, baseclass, extvalclass, kdd>::datainit(const result_type* data) {
for (size_t i = 0; i < table_size; ++i)
data_[i] = data[i];
}
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename baseclass, typename extvalclass, bool kdd>
void extended<table_pow2, advance_pow2, baseclass, extvalclass, kdd>::selfinit() {
// We need to fill the extended table with something, and we have
// very little provided data, so we use the base generator to
// produce values. Although not ideal (use a seed sequence, folks!),
// unexpected correlations are mitigated by
// - using XOR differences rather than the number directly
// - the way the table is accessed, its values *won't* be accessed
// in the same order the were written.
// - any strange correlations would only be apparent if we
// were to backstep the generator so that the base generator
// was generating the same values again
result_type lhs = baseclass::operator()();
result_type rhs = baseclass::operator()();
result_type xdiff = lhs - rhs;
for (size_t i = 0; i < table_size; ++i) {
data_[i] = baseclass::operator()() ^ xdiff;
}
}
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename baseclass, typename extvalclass, bool kdd>
bool operator==(const extended<table_pow2, advance_pow2, baseclass, extvalclass, kdd>& lhs,
const extended<table_pow2, advance_pow2, baseclass, extvalclass, kdd>& rhs) {
auto& base_lhs = static_cast<const baseclass&>(lhs);
auto& base_rhs = static_cast<const baseclass&>(rhs);
return base_lhs == base_rhs && std::equal(std::begin(lhs.data_), std::end(lhs.data_), std::begin(rhs.data_));
}
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename baseclass, typename extvalclass, bool kdd>
inline bool operator!=(const extended<table_pow2, advance_pow2, baseclass, extvalclass, kdd>& lhs,
const extended<table_pow2, advance_pow2, baseclass, extvalclass, kdd>& rhs) {
return !operator==(lhs, rhs);
}
template <typename CharT, typename Traits, bitcount_t table_pow2, bitcount_t advance_pow2, typename baseclass,
typename extvalclass, bool kdd>
std::basic_ostream<CharT, Traits>&
operator<<(std::basic_ostream<CharT, Traits>& out,
const extended<table_pow2, advance_pow2, baseclass, extvalclass, kdd>& rng) {
auto orig_flags = out.flags(std::ios_base::dec | std::ios_base::left);
auto space = out.widen(' ');
auto orig_fill = out.fill();
out << rng.multiplier() << space << rng.increment() << space << rng.state_;
for (const auto& datum : rng.data_)
out << space << datum;
out.flags(orig_flags);
out.fill(orig_fill);
return out;
}
template <typename CharT, typename Traits, bitcount_t table_pow2, bitcount_t advance_pow2, typename baseclass,
typename extvalclass, bool kdd>
std::basic_istream<CharT, Traits>&
operator>>(std::basic_istream<CharT, Traits>& in,
extended<table_pow2, advance_pow2, baseclass, extvalclass, kdd>& rng) {
extended<table_pow2, advance_pow2, baseclass, extvalclass> new_rng;
auto& base_rng = static_cast<baseclass&>(new_rng);
in >> base_rng;
if (in.fail())
return in;
auto orig_flags = in.flags(std::ios_base::dec | std::ios_base::skipws);
for (auto& datum : new_rng.data_) {
in >> datum;
if (in.fail())
goto bail;
}
rng = new_rng;
bail:
in.flags(orig_flags);
return in;
}
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename baseclass, typename extvalclass, bool kdd>
void extended<table_pow2, advance_pow2, baseclass, extvalclass, kdd>::advance_table() {
bool carry = false;
for (size_t i = 0; i < table_size; ++i) {
if (carry) {
carry = insideout::external_step(data_[i], i + 1);
}
bool carry2 = insideout::external_step(data_[i], i + 1);
carry = carry || carry2;
}
}
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename baseclass, typename extvalclass, bool kdd>
void extended<table_pow2, advance_pow2, baseclass, extvalclass, kdd>::advance_table(state_type delta,
bool isForwards) {
typedef typename baseclass::state_type base_state_t;
typedef typename extvalclass::state_type ext_state_t;
constexpr bitcount_t basebits = sizeof(base_state_t) * 8;
constexpr bitcount_t extbits = sizeof(ext_state_t) * 8;
static_assert(basebits <= extbits || advance_pow2 > 0, "Current implementation might overflow its carry");
base_state_t carry = 0;
for (size_t i = 0; i < table_size; ++i) {
base_state_t total_delta = carry + delta;
ext_state_t trunc_delta = ext_state_t(total_delta);
if (basebits > extbits) {
carry = total_delta >> extbits;
} else {
carry = 0;
}
carry += insideout::external_advance(data_[i], i + 1, trunc_delta, isForwards);
}
}
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename baseclass, typename extvalclass, bool kdd>
void extended<table_pow2, advance_pow2, baseclass, extvalclass, kdd>::advance(state_type distance, bool forwards) {
static_assert(kdd, "Efficient advance is too hard for non-kdd extension. "
"For a weak advance, cast to base class");
state_type zero = baseclass::is_mcg ? this->state_ & state_type(3U) : state_type(0U);
if (may_tick) {
state_type ticks = distance >> (advance_pow2 * may_tick);
// ^-- stupidity to appease GCC
// warnings
state_type adv_mask = baseclass::is_mcg ? tick_mask << 2 : tick_mask;
state_type next_advance_distance = this->distance(zero, adv_mask);
if (!forwards)
next_advance_distance = (-next_advance_distance) & tick_mask;
if (next_advance_distance < (distance & tick_mask)) {
++ticks;
}
if (ticks)
advance_table(ticks, forwards);
}
if (forwards) {
if (may_tock && this->distance(zero) <= distance)
advance_table();
baseclass::advance(distance);
} else {
if (may_tock && -(this->distance(zero)) <= distance)
advance_table(state_type(1U), false);
baseclass::advance(-distance);
}
}
} // namespace pcg_detail
namespace pcg_engines {
using namespace pcg_detail;
/* Predefined types for XSH RS */
typedef oneseq_base<uint8_t, uint16_t, xsh_rs_mixin> oneseq_xsh_rs_16_8;
typedef oneseq_base<uint16_t, uint32_t, xsh_rs_mixin> oneseq_xsh_rs_32_16;
typedef oneseq_base<uint32_t, uint64_t, xsh_rs_mixin> oneseq_xsh_rs_64_32;
typedef oneseq_base<uint64_t, pcg128_t, xsh_rs_mixin> oneseq_xsh_rs_128_64;
typedef oneseq_base<uint64_t, pcg128_t, xsh_rs_mixin, true, cheap_multiplier> cm_oneseq_xsh_rs_128_64;
typedef unique_base<uint8_t, uint16_t, xsh_rs_mixin> unique_xsh_rs_16_8;
typedef unique_base<uint16_t, uint32_t, xsh_rs_mixin> unique_xsh_rs_32_16;
typedef unique_base<uint32_t, uint64_t, xsh_rs_mixin> unique_xsh_rs_64_32;
typedef unique_base<uint64_t, pcg128_t, xsh_rs_mixin> unique_xsh_rs_128_64;
typedef unique_base<uint64_t, pcg128_t, xsh_rs_mixin, true, cheap_multiplier> cm_unique_xsh_rs_128_64;
typedef setseq_base<uint8_t, uint16_t, xsh_rs_mixin> setseq_xsh_rs_16_8;
typedef setseq_base<uint16_t, uint32_t, xsh_rs_mixin> setseq_xsh_rs_32_16;
typedef setseq_base<uint32_t, uint64_t, xsh_rs_mixin> setseq_xsh_rs_64_32;
typedef setseq_base<uint64_t, pcg128_t, xsh_rs_mixin> setseq_xsh_rs_128_64;
typedef setseq_base<uint64_t, pcg128_t, xsh_rs_mixin, true, cheap_multiplier> cm_setseq_xsh_rs_128_64;
typedef mcg_base<uint8_t, uint16_t, xsh_rs_mixin> mcg_xsh_rs_16_8;
typedef mcg_base<uint16_t, uint32_t, xsh_rs_mixin> mcg_xsh_rs_32_16;
typedef mcg_base<uint32_t, uint64_t, xsh_rs_mixin> mcg_xsh_rs_64_32;
typedef mcg_base<uint64_t, pcg128_t, xsh_rs_mixin> mcg_xsh_rs_128_64;
typedef mcg_base<uint64_t, pcg128_t, xsh_rs_mixin, true, cheap_multiplier> cm_mcg_xsh_rs_128_64;
/* Predefined types for XSH RR */
typedef oneseq_base<uint8_t, uint16_t, xsh_rr_mixin> oneseq_xsh_rr_16_8;
typedef oneseq_base<uint16_t, uint32_t, xsh_rr_mixin> oneseq_xsh_rr_32_16;
typedef oneseq_base<uint32_t, uint64_t, xsh_rr_mixin> oneseq_xsh_rr_64_32;
typedef oneseq_base<uint64_t, pcg128_t, xsh_rr_mixin> oneseq_xsh_rr_128_64;
typedef oneseq_base<uint64_t, pcg128_t, xsh_rr_mixin, true, cheap_multiplier> cm_oneseq_xsh_rr_128_64;
typedef unique_base<uint8_t, uint16_t, xsh_rr_mixin> unique_xsh_rr_16_8;
typedef unique_base<uint16_t, uint32_t, xsh_rr_mixin> unique_xsh_rr_32_16;
typedef unique_base<uint32_t, uint64_t, xsh_rr_mixin> unique_xsh_rr_64_32;
typedef unique_base<uint64_t, pcg128_t, xsh_rr_mixin> unique_xsh_rr_128_64;
typedef unique_base<uint64_t, pcg128_t, xsh_rr_mixin, true, cheap_multiplier> cm_unique_xsh_rr_128_64;
typedef setseq_base<uint8_t, uint16_t, xsh_rr_mixin> setseq_xsh_rr_16_8;
typedef setseq_base<uint16_t, uint32_t, xsh_rr_mixin> setseq_xsh_rr_32_16;
typedef setseq_base<uint32_t, uint64_t, xsh_rr_mixin> setseq_xsh_rr_64_32;
typedef setseq_base<uint64_t, pcg128_t, xsh_rr_mixin> setseq_xsh_rr_128_64;
typedef setseq_base<uint64_t, pcg128_t, xsh_rr_mixin, true, cheap_multiplier> cm_setseq_xsh_rr_128_64;
typedef mcg_base<uint8_t, uint16_t, xsh_rr_mixin> mcg_xsh_rr_16_8;
typedef mcg_base<uint16_t, uint32_t, xsh_rr_mixin> mcg_xsh_rr_32_16;
typedef mcg_base<uint32_t, uint64_t, xsh_rr_mixin> mcg_xsh_rr_64_32;
typedef mcg_base<uint64_t, pcg128_t, xsh_rr_mixin> mcg_xsh_rr_128_64;
typedef mcg_base<uint64_t, pcg128_t, xsh_rr_mixin, true, cheap_multiplier> cm_mcg_xsh_rr_128_64;
/* Predefined types for RXS M XS */
typedef oneseq_base<uint8_t, uint8_t, rxs_m_xs_mixin> oneseq_rxs_m_xs_8_8;
typedef oneseq_base<uint16_t, uint16_t, rxs_m_xs_mixin> oneseq_rxs_m_xs_16_16;
typedef oneseq_base<uint32_t, uint32_t, rxs_m_xs_mixin> oneseq_rxs_m_xs_32_32;
typedef oneseq_base<uint64_t, uint64_t, rxs_m_xs_mixin> oneseq_rxs_m_xs_64_64;
typedef oneseq_base<pcg128_t, pcg128_t, rxs_m_xs_mixin> oneseq_rxs_m_xs_128_128;
typedef oneseq_base<pcg128_t, pcg128_t, rxs_m_xs_mixin, true, cheap_multiplier> cm_oneseq_rxs_m_xs_128_128;
typedef unique_base<uint8_t, uint8_t, rxs_m_xs_mixin> unique_rxs_m_xs_8_8;
typedef unique_base<uint16_t, uint16_t, rxs_m_xs_mixin> unique_rxs_m_xs_16_16;
typedef unique_base<uint32_t, uint32_t, rxs_m_xs_mixin> unique_rxs_m_xs_32_32;
typedef unique_base<uint64_t, uint64_t, rxs_m_xs_mixin> unique_rxs_m_xs_64_64;
typedef unique_base<pcg128_t, pcg128_t, rxs_m_xs_mixin> unique_rxs_m_xs_128_128;
typedef unique_base<pcg128_t, pcg128_t, rxs_m_xs_mixin, true, cheap_multiplier> cm_unique_rxs_m_xs_128_128;
typedef setseq_base<uint8_t, uint8_t, rxs_m_xs_mixin> setseq_rxs_m_xs_8_8;
typedef setseq_base<uint16_t, uint16_t, rxs_m_xs_mixin> setseq_rxs_m_xs_16_16;
typedef setseq_base<uint32_t, uint32_t, rxs_m_xs_mixin> setseq_rxs_m_xs_32_32;
typedef setseq_base<uint64_t, uint64_t, rxs_m_xs_mixin> setseq_rxs_m_xs_64_64;
typedef setseq_base<pcg128_t, pcg128_t, rxs_m_xs_mixin> setseq_rxs_m_xs_128_128;
typedef setseq_base<pcg128_t, pcg128_t, rxs_m_xs_mixin, true, cheap_multiplier> cm_setseq_rxs_m_xs_128_128;
// MCG versions don't make sense here, so aren't defined.
/* Predefined types for RXS M */
typedef oneseq_base<uint8_t, uint16_t, rxs_m_mixin> oneseq_rxs_m_16_8;
typedef oneseq_base<uint16_t, uint32_t, rxs_m_mixin> oneseq_rxs_m_32_16;
typedef oneseq_base<uint32_t, uint64_t, rxs_m_mixin> oneseq_rxs_m_64_32;
typedef oneseq_base<uint64_t, pcg128_t, rxs_m_mixin> oneseq_rxs_m_128_64;
typedef oneseq_base<uint64_t, pcg128_t, rxs_m_mixin, true, cheap_multiplier> cm_oneseq_rxs_m_128_64;
typedef unique_base<uint8_t, uint16_t, rxs_m_mixin> unique_rxs_m_16_8;
typedef unique_base<uint16_t, uint32_t, rxs_m_mixin> unique_rxs_m_32_16;
typedef unique_base<uint32_t, uint64_t, rxs_m_mixin> unique_rxs_m_64_32;
typedef unique_base<uint64_t, pcg128_t, rxs_m_mixin> unique_rxs_m_128_64;
typedef unique_base<uint64_t, pcg128_t, rxs_m_mixin, true, cheap_multiplier> cm_unique_rxs_m_128_64;
typedef setseq_base<uint8_t, uint16_t, rxs_m_mixin> setseq_rxs_m_16_8;
typedef setseq_base<uint16_t, uint32_t, rxs_m_mixin> setseq_rxs_m_32_16;
typedef setseq_base<uint32_t, uint64_t, rxs_m_mixin> setseq_rxs_m_64_32;
typedef setseq_base<uint64_t, pcg128_t, rxs_m_mixin> setseq_rxs_m_128_64;
typedef setseq_base<uint64_t, pcg128_t, rxs_m_mixin, true, cheap_multiplier> cm_setseq_rxs_m_128_64;
typedef mcg_base<uint8_t, uint16_t, rxs_m_mixin> mcg_rxs_m_16_8;
typedef mcg_base<uint16_t, uint32_t, rxs_m_mixin> mcg_rxs_m_32_16;
typedef mcg_base<uint32_t, uint64_t, rxs_m_mixin> mcg_rxs_m_64_32;
typedef mcg_base<uint64_t, pcg128_t, rxs_m_mixin> mcg_rxs_m_128_64;
typedef mcg_base<uint64_t, pcg128_t, rxs_m_mixin, true, cheap_multiplier> cm_mcg_rxs_m_128_64;
/* Predefined types for DXSM */
typedef oneseq_base<uint8_t, uint16_t, dxsm_mixin> oneseq_dxsm_16_8;
typedef oneseq_base<uint16_t, uint32_t, dxsm_mixin> oneseq_dxsm_32_16;
typedef oneseq_base<uint32_t, uint64_t, dxsm_mixin> oneseq_dxsm_64_32;
typedef oneseq_base<uint64_t, pcg128_t, dxsm_mixin> oneseq_dxsm_128_64;
typedef oneseq_base<uint64_t, pcg128_t, dxsm_mixin, true, cheap_multiplier> cm_oneseq_dxsm_128_64;
typedef unique_base<uint8_t, uint16_t, dxsm_mixin> unique_dxsm_16_8;
typedef unique_base<uint16_t, uint32_t, dxsm_mixin> unique_dxsm_32_16;
typedef unique_base<uint32_t, uint64_t, dxsm_mixin> unique_dxsm_64_32;
typedef unique_base<uint64_t, pcg128_t, dxsm_mixin> unique_dxsm_128_64;
typedef unique_base<uint64_t, pcg128_t, dxsm_mixin, true, cheap_multiplier> cm_unique_dxsm_128_64;
typedef setseq_base<uint8_t, uint16_t, dxsm_mixin> setseq_dxsm_16_8;
typedef setseq_base<uint16_t, uint32_t, dxsm_mixin> setseq_dxsm_32_16;
typedef setseq_base<uint32_t, uint64_t, dxsm_mixin> setseq_dxsm_64_32;
typedef setseq_base<uint64_t, pcg128_t, dxsm_mixin> setseq_dxsm_128_64;
typedef setseq_base<uint64_t, pcg128_t, dxsm_mixin, true, cheap_multiplier> cm_setseq_dxsm_128_64;
typedef mcg_base<uint8_t, uint16_t, dxsm_mixin> mcg_dxsm_16_8;
typedef mcg_base<uint16_t, uint32_t, dxsm_mixin> mcg_dxsm_32_16;
typedef mcg_base<uint32_t, uint64_t, dxsm_mixin> mcg_dxsm_64_32;
typedef mcg_base<uint64_t, pcg128_t, dxsm_mixin> mcg_dxsm_128_64;
typedef mcg_base<uint64_t, pcg128_t, dxsm_mixin, true, cheap_multiplier> cm_mcg_dxsm_128_64;
/* Predefined types for XSL RR (only defined for "large" types) */
typedef oneseq_base<uint32_t, uint64_t, xsl_rr_mixin> oneseq_xsl_rr_64_32;
typedef oneseq_base<uint64_t, pcg128_t, xsl_rr_mixin> oneseq_xsl_rr_128_64;
typedef oneseq_base<uint64_t, pcg128_t, xsl_rr_mixin, true, cheap_multiplier> cm_oneseq_xsl_rr_128_64;
typedef unique_base<uint32_t, uint64_t, xsl_rr_mixin> unique_xsl_rr_64_32;
typedef unique_base<uint64_t, pcg128_t, xsl_rr_mixin> unique_xsl_rr_128_64;
typedef unique_base<uint64_t, pcg128_t, xsl_rr_mixin, true, cheap_multiplier> cm_unique_xsl_rr_128_64;
typedef setseq_base<uint32_t, uint64_t, xsl_rr_mixin> setseq_xsl_rr_64_32;
typedef setseq_base<uint64_t, pcg128_t, xsl_rr_mixin> setseq_xsl_rr_128_64;
typedef setseq_base<uint64_t, pcg128_t, xsl_rr_mixin, true, cheap_multiplier> cm_setseq_xsl_rr_128_64;
typedef mcg_base<uint32_t, uint64_t, xsl_rr_mixin> mcg_xsl_rr_64_32;
typedef mcg_base<uint64_t, pcg128_t, xsl_rr_mixin> mcg_xsl_rr_128_64;
typedef mcg_base<uint64_t, pcg128_t, xsl_rr_mixin, true, cheap_multiplier> cm_mcg_xsl_rr_128_64;
/* Predefined types for XSL RR RR (only defined for "large" types) */
typedef oneseq_base<uint64_t, uint64_t, xsl_rr_rr_mixin> oneseq_xsl_rr_rr_64_64;
typedef oneseq_base<pcg128_t, pcg128_t, xsl_rr_rr_mixin> oneseq_xsl_rr_rr_128_128;
typedef oneseq_base<pcg128_t, pcg128_t, xsl_rr_rr_mixin, true, cheap_multiplier> cm_oneseq_xsl_rr_rr_128_128;
typedef unique_base<uint64_t, uint64_t, xsl_rr_rr_mixin> unique_xsl_rr_rr_64_64;
typedef unique_base<pcg128_t, pcg128_t, xsl_rr_rr_mixin> unique_xsl_rr_rr_128_128;
typedef unique_base<pcg128_t, pcg128_t, xsl_rr_rr_mixin, true, cheap_multiplier> cm_unique_xsl_rr_rr_128_128;
typedef setseq_base<uint64_t, uint64_t, xsl_rr_rr_mixin> setseq_xsl_rr_rr_64_64;
typedef setseq_base<pcg128_t, pcg128_t, xsl_rr_rr_mixin> setseq_xsl_rr_rr_128_128;
typedef setseq_base<pcg128_t, pcg128_t, xsl_rr_rr_mixin, true, cheap_multiplier> cm_setseq_xsl_rr_rr_128_128;
// MCG versions don't make sense here, so aren't defined.
/* Extended generators */
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename BaseRNG, bool kdd = true>
using ext_std8 = extended<table_pow2, advance_pow2, BaseRNG, oneseq_rxs_m_xs_8_8, kdd>;
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename BaseRNG, bool kdd = true>
using ext_std16 = extended<table_pow2, advance_pow2, BaseRNG, oneseq_rxs_m_xs_16_16, kdd>;
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename BaseRNG, bool kdd = true>
using ext_std32 = extended<table_pow2, advance_pow2, BaseRNG, oneseq_rxs_m_xs_32_32, kdd>;
template <bitcount_t table_pow2, bitcount_t advance_pow2, typename BaseRNG, bool kdd = true>
using ext_std64 = extended<table_pow2, advance_pow2, BaseRNG, oneseq_rxs_m_xs_64_64, kdd>;
template <bitcount_t table_pow2, bitcount_t advance_pow2, bool kdd = true>
using ext_oneseq_rxs_m_xs_32_32 = ext_std32<table_pow2, advance_pow2, oneseq_rxs_m_xs_32_32, kdd>;
template <bitcount_t table_pow2, bitcount_t advance_pow2, bool kdd = true>
using ext_mcg_xsh_rs_64_32 = ext_std32<table_pow2, advance_pow2, mcg_xsh_rs_64_32, kdd>;
template <bitcount_t table_pow2, bitcount_t advance_pow2, bool kdd = true>
using ext_oneseq_xsh_rs_64_32 = ext_std32<table_pow2, advance_pow2, oneseq_xsh_rs_64_32, kdd>;
template <bitcount_t table_pow2, bitcount_t advance_pow2, bool kdd = true>
using ext_setseq_xsh_rr_64_32 = ext_std32<table_pow2, advance_pow2, setseq_xsh_rr_64_32, kdd>;
template <bitcount_t table_pow2, bitcount_t advance_pow2, bool kdd = true>
using ext_mcg_xsl_rr_128_64 = ext_std64<table_pow2, advance_pow2, mcg_xsl_rr_128_64, kdd>;
template <bitcount_t table_pow2, bitcount_t advance_pow2, bool kdd = true>
using ext_oneseq_xsl_rr_128_64 = ext_std64<table_pow2, advance_pow2, oneseq_xsl_rr_128_64, kdd>;
template <bitcount_t table_pow2, bitcount_t advance_pow2, bool kdd = true>
using ext_setseq_xsl_rr_128_64 = ext_std64<table_pow2, advance_pow2, setseq_xsl_rr_128_64, kdd>;
} // namespace pcg_engines
typedef pcg_engines::setseq_xsh_rr_64_32 pcg32;
typedef pcg_engines::oneseq_xsh_rr_64_32 pcg32_oneseq;
typedef pcg_engines::unique_xsh_rr_64_32 pcg32_unique;
typedef pcg_engines::mcg_xsh_rs_64_32 pcg32_fast;
typedef pcg_engines::setseq_xsl_rr_128_64 pcg64;
typedef pcg_engines::oneseq_xsl_rr_128_64 pcg64_oneseq;
typedef pcg_engines::unique_xsl_rr_128_64 pcg64_unique;
typedef pcg_engines::mcg_xsl_rr_128_64 pcg64_fast;
typedef pcg_engines::setseq_rxs_m_xs_8_8 pcg8_once_insecure;
typedef pcg_engines::setseq_rxs_m_xs_16_16 pcg16_once_insecure;
typedef pcg_engines::setseq_rxs_m_xs_32_32 pcg32_once_insecure;
typedef pcg_engines::setseq_rxs_m_xs_64_64 pcg64_once_insecure;
typedef pcg_engines::setseq_xsl_rr_rr_128_128 pcg128_once_insecure;
typedef pcg_engines::oneseq_rxs_m_xs_8_8 pcg8_oneseq_once_insecure;
typedef pcg_engines::oneseq_rxs_m_xs_16_16 pcg16_oneseq_once_insecure;
typedef pcg_engines::oneseq_rxs_m_xs_32_32 pcg32_oneseq_once_insecure;
typedef pcg_engines::oneseq_rxs_m_xs_64_64 pcg64_oneseq_once_insecure;
typedef pcg_engines::oneseq_xsl_rr_rr_128_128 pcg128_oneseq_once_insecure;
// These two extended RNGs provide two-dimensionally equidistributed
// 32-bit generators. pcg32_k2_fast occupies the same space as pcg64,
// and can be called twice to generate 64 bits, but does not required
// 128-bit math; on 32-bit systems, it's faster than pcg64 as well.
typedef pcg_engines::ext_setseq_xsh_rr_64_32<1, 16, true> pcg32_k2;
typedef pcg_engines::ext_oneseq_xsh_rs_64_32<1, 32, true> pcg32_k2_fast;
// These eight extended RNGs have about as much state as arc4random
//
// - the k variants are k-dimensionally equidistributed
// - the c variants offer better crypographic security
//
// (just how good the cryptographic security is is an open question)
typedef pcg_engines::ext_setseq_xsh_rr_64_32<6, 16, true> pcg32_k64;
typedef pcg_engines::ext_mcg_xsh_rs_64_32<6, 32, true> pcg32_k64_oneseq;
typedef pcg_engines::ext_oneseq_xsh_rs_64_32<6, 32, true> pcg32_k64_fast;
typedef pcg_engines::ext_setseq_xsh_rr_64_32<6, 16, false> pcg32_c64;
typedef pcg_engines::ext_oneseq_xsh_rs_64_32<6, 32, false> pcg32_c64_oneseq;
typedef pcg_engines::ext_mcg_xsh_rs_64_32<6, 32, false> pcg32_c64_fast;
typedef pcg_engines::ext_setseq_xsl_rr_128_64<5, 16, true> pcg64_k32;
typedef pcg_engines::ext_oneseq_xsl_rr_128_64<5, 128, true> pcg64_k32_oneseq;
typedef pcg_engines::ext_mcg_xsl_rr_128_64<5, 128, true> pcg64_k32_fast;
typedef pcg_engines::ext_setseq_xsl_rr_128_64<5, 16, false> pcg64_c32;
typedef pcg_engines::ext_oneseq_xsl_rr_128_64<5, 128, false> pcg64_c32_oneseq;
typedef pcg_engines::ext_mcg_xsl_rr_128_64<5, 128, false> pcg64_c32_fast;
// These eight extended RNGs have more state than the Mersenne twister
//
// - the k variants are k-dimensionally equidistributed
// - the c variants offer better crypographic security
//
// (just how good the cryptographic security is is an open question)
typedef pcg_engines::ext_setseq_xsh_rr_64_32<10, 16, true> pcg32_k1024;
typedef pcg_engines::ext_oneseq_xsh_rs_64_32<10, 32, true> pcg32_k1024_fast;
typedef pcg_engines::ext_setseq_xsh_rr_64_32<10, 16, false> pcg32_c1024;
typedef pcg_engines::ext_oneseq_xsh_rs_64_32<10, 32, false> pcg32_c1024_fast;
typedef pcg_engines::ext_setseq_xsl_rr_128_64<10, 16, true> pcg64_k1024;
typedef pcg_engines::ext_oneseq_xsl_rr_128_64<10, 128, true> pcg64_k1024_fast;
typedef pcg_engines::ext_setseq_xsl_rr_128_64<10, 16, false> pcg64_c1024;
typedef pcg_engines::ext_oneseq_xsl_rr_128_64<10, 128, false> pcg64_c1024_fast;
// These generators have an insanely huge period (2^524352), and is suitable
// for silly party tricks, such as dumping out 64 KB ZIP files at an arbitrary
// point in the future. [Actually, over the full period of the generator, it
// will produce every 64 KB ZIP file 2^64 times!]
typedef pcg_engines::ext_setseq_xsh_rr_64_32<14, 16, true> pcg32_k16384;
typedef pcg_engines::ext_oneseq_xsh_rs_64_32<14, 32, true> pcg32_k16384_fast;
#ifdef _MSC_VER
#pragma warning(default : 4146)
#endif
#endif // PCG_RAND_HPP_INCLUDED