|
|
|
// Copyright 2017 The Abseil Authors.
|
|
|
|
//
|
|
|
|
// Licensed under the Apache License, Version 2.0 (the "License");
|
|
|
|
// you may not use this file except in compliance with the License.
|
|
|
|
// You may obtain a copy of the License at
|
|
|
|
//
|
|
|
|
// https://www.apache.org/licenses/LICENSE-2.0
|
|
|
|
//
|
|
|
|
// Unless required by applicable law or agreed to in writing, software
|
|
|
|
// distributed under the License is distributed on an "AS IS" BASIS,
|
|
|
|
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
|
|
|
// See the License for the specific language governing permissions and
|
|
|
|
// limitations under the License.
|
|
|
|
|
|
|
|
// Generates gaussian_distribution.cc
|
|
|
|
//
|
|
|
|
// $ blaze run :gaussian_distribution_gentables > gaussian_distribution.cc
|
|
|
|
//
|
|
|
|
#include "absl/random/gaussian_distribution.h"
|
|
|
|
|
|
|
|
#include <cmath>
|
|
|
|
#include <cstddef>
|
|
|
|
#include <iostream>
|
|
|
|
#include <limits>
|
|
|
|
#include <string>
|
|
|
|
|
|
|
|
#include "absl/base/macros.h"
|
|
|
|
|
|
|
|
namespace absl {
|
|
|
|
namespace random_internal {
|
|
|
|
namespace {
|
|
|
|
|
|
|
|
template <typename T, size_t N>
|
|
|
|
void FormatArrayContents(std::ostream* os, T (&data)[N]) {
|
|
|
|
if (!std::numeric_limits<T>::is_exact) {
|
|
|
|
// Note: T is either an integer or a float.
|
|
|
|
// float requires higher precision to ensure that values are
|
|
|
|
// reproduced exactly.
|
|
|
|
// Trivia: C99 has hexadecimal floating point literals, but C++11 does not.
|
|
|
|
// Using them would remove all concern of precision loss.
|
|
|
|
os->precision(std::numeric_limits<T>::max_digits10 + 2);
|
|
|
|
}
|
|
|
|
*os << " {";
|
|
|
|
std::string separator = "";
|
|
|
|
for (size_t i = 0; i < N; ++i) {
|
|
|
|
*os << separator << data[i];
|
|
|
|
if ((i + 1) % 3 != 0) {
|
|
|
|
separator = ", ";
|
|
|
|
} else {
|
|
|
|
separator = ",\n ";
|
|
|
|
}
|
|
|
|
}
|
|
|
|
*os << "}";
|
|
|
|
}
|
|
|
|
|
|
|
|
} // namespace
|
|
|
|
|
|
|
|
class TableGenerator : public gaussian_distribution_base {
|
|
|
|
public:
|
|
|
|
TableGenerator();
|
|
|
|
void Print(std::ostream* os);
|
|
|
|
|
|
|
|
using gaussian_distribution_base::kMask;
|
|
|
|
using gaussian_distribution_base::kR;
|
|
|
|
using gaussian_distribution_base::kV;
|
|
|
|
|
|
|
|
private:
|
|
|
|
Tables tables_;
|
|
|
|
};
|
|
|
|
|
|
|
|
// Ziggurat gaussian initialization. For an explanation of the algorithm, see
|
|
|
|
// the Marsaglia paper, "The Ziggurat Method for Generating Random Variables".
|
|
|
|
// http://www.jstatsoft.org/v05/i08/
|
|
|
|
//
|
|
|
|
// Further details are available in the Doornik paper
|
|
|
|
// https://www.doornik.com/research/ziggurat.pdf
|
|
|
|
//
|
|
|
|
TableGenerator::TableGenerator() {
|
|
|
|
// The constants here should match the values in gaussian_distribution.h
|
|
|
|
static constexpr int kC = kMask + 1;
|
|
|
|
|
|
|
|
static_assert((ABSL_ARRAYSIZE(tables_.x) == kC + 1),
|
|
|
|
"xArray must be length kMask + 2");
|
|
|
|
|
|
|
|
static_assert((ABSL_ARRAYSIZE(tables_.x) == ABSL_ARRAYSIZE(tables_.f)),
|
|
|
|
"fx and x arrays must be identical length");
|
|
|
|
|
|
|
|
auto f = [](double x) { return std::exp(-0.5 * x * x); };
|
|
|
|
auto f_inv = [](double x) { return std::sqrt(-2.0 * std::log(x)); };
|
|
|
|
|
|
|
|
tables_.x[0] = kV / f(kR);
|
|
|
|
tables_.f[0] = f(tables_.x[0]);
|
|
|
|
|
|
|
|
tables_.x[1] = kR;
|
|
|
|
tables_.f[1] = f(tables_.x[1]);
|
|
|
|
|
|
|
|
tables_.x[kC] = 0.0;
|
|
|
|
tables_.f[kC] = f(tables_.x[kC]); // 1.0
|
|
|
|
|
|
|
|
for (int i = 2; i < kC; i++) {
|
|
|
|
double v = (kV / tables_.x[i - 1]) + tables_.f[i - 1];
|
|
|
|
tables_.x[i] = f_inv(v);
|
|
|
|
tables_.f[i] = v;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
void TableGenerator::Print(std::ostream* os) {
|
|
|
|
*os << "// BEGIN GENERATED CODE; DO NOT EDIT\n"
|
|
|
|
"// clang-format off\n"
|
|
|
|
"\n"
|
|
|
|
"#include \"absl/random/gaussian_distribution.h\"\n"
|
|
|
|
"\n"
|
|
|
|
// "namespace " and "absl" are broken apart so as not to conflict with
|
|
|
|
// script that adds the LTS inline namespace.
|
|
|
|
"namespace "
|
|
|
|
"absl {\n"
|
|
|
|
"namespace "
|
|
|
|
"random_internal {\n"
|
|
|
|
"\n"
|
|
|
|
"const gaussian_distribution_base::Tables\n"
|
|
|
|
" gaussian_distribution_base::zg_ = {\n";
|
|
|
|
FormatArrayContents(os, tables_.x);
|
|
|
|
*os << ",\n";
|
|
|
|
FormatArrayContents(os, tables_.f);
|
|
|
|
*os << "};\n"
|
|
|
|
"\n"
|
|
|
|
"} // namespace "
|
|
|
|
"random_internal\n"
|
|
|
|
"} // namespace "
|
|
|
|
"absl\n"
|
|
|
|
"\n"
|
|
|
|
"// clang-format on\n"
|
|
|
|
"// END GENERATED CODE";
|
|
|
|
*os << std::endl;
|
|
|
|
}
|
|
|
|
|
|
|
|
} // namespace random_internal
|
|
|
|
} // namespace absl
|
|
|
|
|
|
|
|
int main(int, char**) {
|
|
|
|
std::cerr << "\nCopy the output to gaussian_distribution.cc" << std::endl;
|
|
|
|
absl::random_internal::TableGenerator generator;
|
|
|
|
generator.Print(&std::cout);
|
|
|
|
return 0;
|
|
|
|
}
|