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/* Comparison table for several configurations of boost::bloom::filter.
*
* Copyright 2025 Joaquin M Lopez Munoz.
* Distributed under the Boost Software License, Version 1.0.
* (See accompanying file LICENSE_1_0.txt or copy at
* http://www.boost.org/LICENSE_1_0.txt)
*
* See https://www.boost.org/libs/bloom for library home page.
*/
#include <algorithm>
#include <array>
#include <chrono>
#include <numeric>
std::chrono::high_resolution_clock::time_point measure_start,measure_pause;
template<typename F>
double measure(F f)
{
using namespace std::chrono;
static const int num_trials=10;
static const milliseconds min_time_per_trial(10);
std::array<double,num_trials> trials;
for(int i=0;i<num_trials;++i){
int runs=0;
high_resolution_clock::time_point t2;
volatile decltype(f()) res; /* to avoid optimizing f() away */
measure_start=high_resolution_clock::now();
do{
res=f();
++runs;
t2=high_resolution_clock::now();
}while(t2-measure_start<min_time_per_trial);
trials[i]=duration_cast<duration<double>>(t2-measure_start).count()/runs;
}
std::sort(trials.begin(),trials.end());
return std::accumulate(
trials.begin()+2,trials.end()-2,0.0)/(trials.size()-4);
}
void pause_timing()
{
measure_pause=std::chrono::high_resolution_clock::now();
}
void resume_timing()
{
measure_start+=std::chrono::high_resolution_clock::now()-measure_pause;
}
#include <boost/bloom.hpp>
#include <boost/core/detail/splitmix64.hpp>
#include <boost/mp11/algorithm.hpp>
#include <boost/mp11/list.hpp>
#include <boost/mp11/utility.hpp>
#include <boost/unordered/unordered_flat_set.hpp>
#include <cstdlib>
#include <iomanip>
#include <iostream>
#include <limits>
#include <string>
#include <vector>
template<typename T>
struct unordered_flat_set_filter
{
using value_type=T;
unordered_flat_set_filter(std::size_t){}
void insert(const T& x){s.insert(x);}
bool may_contain(const T& x){return s.contains(x);}
boost::unordered_flat_set<T> s;
};
static std::size_t num_elements;
struct test_results
{
double fpr; /* % */
double insertion_time; /* ns per element */
double successful_lookup_time; /* ns per element */
double unsuccessful_lookup_time; /* ns per element */
double mixed_lookup_time; /* ns per element */
};
template<typename Filter>
test_results test(std::size_t c)
{
using value_type=typename Filter::value_type;
static constexpr double lookup_mix=0.1; /* successful pr. */
static constexpr std::uint64_t mixed_lookup_cut=
(std::uint64_t)(
lookup_mix*(double)(std::numeric_limits<std::uint64_t>::max)());
std::vector<value_type> data_in,data_out,data_mixed;
{
boost::detail::splitmix64 rng;
boost::unordered_flat_set<value_type> unique;
for(std::size_t i=0;i<num_elements;++i){
for(;;){
auto x=value_type(rng());
if(unique.insert(x).second){
data_in.push_back(x);
break;
}
}
}
for(std::size_t i=0;i<num_elements;++i){
for(;;){
auto x=value_type(rng());
if(!unique.contains(x)){
data_out.push_back(x);
break;
}
}
}
for(std::size_t i=0;i<num_elements;++i){
data_mixed.push_back(rng()<mixed_lookup_cut?data_in[i]:data_out[i]);
}
}
double fpr=0.0;
{
std::size_t res=0;
Filter f(c*num_elements);
for(const auto& x:data_in)f.insert(x);
for(const auto& x:data_out)res+=f.may_contain(x);
fpr=(double)res*100/num_elements;
}
double insertion_time=0.0;
{
double t=measure([&]{
pause_timing();
{
Filter f(c*num_elements);
resume_timing();
for(const auto& x:data_in)f.insert(x);
pause_timing();
}
resume_timing();
return 0;
});
insertion_time=t/num_elements*1E9;
}
double successful_lookup_time=0.0;
double unsuccessful_lookup_time=0.0;
double mixed_lookup_time=0.0;
{
Filter f(c*num_elements);
for(const auto& x:data_in)f.insert(x);
double t=measure([&]{
std::size_t res=0;
for(const auto& x:data_in)res+=f.may_contain(x);
return res;
});
successful_lookup_time=t/num_elements*1E9;
t=measure([&]{
std::size_t res=0;
for(const auto& x:data_out)res+=f.may_contain(x);
return res;
});
unsuccessful_lookup_time=t/num_elements*1E9;
t=measure([&]{
std::size_t res=0;
for(const auto& x:data_mixed)res+=f.may_contain(x);
return res;
});
mixed_lookup_time=t/num_elements*1E9;
}
return {
fpr,insertion_time,
successful_lookup_time,unsuccessful_lookup_time,mixed_lookup_time};
}
struct print_double
{
print_double(double x_,int precision_=2):x{x_},precision{precision_}{}
friend std::ostream& operator<<(std::ostream& os,const print_double& pd)
{
const auto default_precision{std::cout.precision()};
os<<std::fixed<<std::setprecision(pd.precision)<<pd.x;
std::cout.unsetf(std::ios::fixed);
os<<std::setprecision(default_precision);
return os;
}
double x;
int precision;
};
template<typename Filters> void row(std::size_t c)
{
std::cout<<
" <tr>\n"
" <td align=\"center\">"<<c<<"</td>\n";
boost::mp11::mp_for_each<
boost::mp11::mp_transform<boost::mp11::mp_identity,Filters>
>([&](auto i){
using filter=typename decltype(i)::type;
auto res=test<filter>(c);
std::cout<<
" <td align=\"center\">"<<filter::k*filter::subfilter::k<<"</td>\n"
" <td align=\"right\">"<<print_double(res.fpr,4)<<"</td>\n"
" <td align=\"right\">"<<print_double(res.insertion_time)<<"</td>\n"
" <td align=\"right\">"<<print_double(res.successful_lookup_time)<<"</td>\n"
" <td align=\"right\">"<<print_double(res.unsuccessful_lookup_time)<<"</td>\n"
" <td align=\"right\">"<<print_double(res.mixed_lookup_time)<<"</td>\n";
});
std::cout<<
" </tr>\n";
}
using namespace boost::bloom;
template<std::size_t K1,std::size_t K2,std::size_t K3>
using filters1=boost::mp11::mp_list<
filter<int,K1>,
filter<int,1,block<std::uint64_t,K2>>,
filter<int,1,block<std::uint64_t,K3>,1>
>;
template<std::size_t K1,std::size_t K2,std::size_t K3>
using filters2=boost::mp11::mp_list<
filter<int,1,multiblock<std::uint64_t,K1>>,
filter<int,1,multiblock<std::uint64_t,K2>,1>,
filter<int,1,fast_multiblock32<K3>>
>;
template<std::size_t K1,std::size_t K2,std::size_t K3>
using filters3=boost::mp11::mp_list<
filter<int,1,fast_multiblock32<K1>,1>,
filter<int,1,fast_multiblock64<K2>>,
filter<int,1,fast_multiblock64<K3>,1>
>;
template<std::size_t K1,std::size_t K2,std::size_t K3>
using filters4=boost::mp11::mp_list<
filter<int,1,block<std::uint64_t[8],K1>>,
filter<int,1,block<std::uint64_t[8],K2>,1>,
filter<int,1,multiblock<std::uint64_t[8],K3>>
>;
int main(int argc,char* argv[])
{
if(argc<2){
std::cerr<<"provide the number of elements\n";
return EXIT_FAILURE;
}
try{
num_elements=std::stoul(argv[1]);
}
catch(...){
std::cerr<<"wrong arg\n";
return EXIT_FAILURE;
}
/* reference table: boost::unordered_flat_set */
auto res=test<unordered_flat_set_filter<int>>(0);
std::cout<<
"<table class=\"bordered_table\" style=\"font-size: 85%;\">\n"
" <tr><th colspan=\"4\"><code>boost::unordered_flat_set</code></tr>\n"
" <tr>\n"
" <th>insertion</th>\n"
" <th>successful<br/>lookup</th>\n"
" <th>unsuccessful<br/>lookup</th>\n"
" <th>mixed<br/>lookup</th>\n"
" </tr>\n"
" <tr>\n"
" <td align=\"right\">"<<print_double(res.insertion_time)<<"</td>\n"
" <td align=\"right\">"<<print_double(res.successful_lookup_time)<<"</td>\n"
" <td align=\"right\">"<<print_double(res.unsuccessful_lookup_time)<<"</td>\n"
" <td align=\"right\">"<<print_double(res.mixed_lookup_time)<<"</td>\n"
" </tr>\n"
"</table>\n";
/* filter table */
auto subheader=
" <th>K</th>\n"
" <th>FPR<br/>[%]</th>\n"
" <th>ins.</th>\n"
" <th>succ.<br/>lkp.</th>\n"
" <th>uns.<br/>lkp.</th>\n"
" <th>mixed<br/>lkp.</th>\n";
std::cout<<
"<table class=\"bordered_table\" style=\"font-size: 85%;\">\n"
" <tr>\n"
" <th></th>\n"
" <th colspan=\"6\"><code>filter<int,K></code></th>\n"
" <th colspan=\"6\"><code>filter<int,1,block<uint64_t,K>></code></th>\n"
" <th colspan=\"6\"><code>filter<int,1,block<uint64_t,K>,1></code></th>\n"
" </tr>\n"
" <tr>\n"
" <th>c</th>\n"<<
subheader<<
subheader<<
subheader<<
" </tr>\n";
row<filters1< 6, 4, 5>>( 8);
row<filters1< 9, 5, 6>>(12);
row<filters1<11, 6, 7>>(16);
row<filters1<14, 7, 8>>(20);
std::cout<<
" <tr>\n"
" <th></th>\n"
" <th colspan=\"6\"><code>filter<int,1,multiblock<uint64_t,K>></code></th>\n"
" <th colspan=\"6\"><code>filter<int,1,multiblock<uint64_t,K>,1></code></th>\n"
" <th colspan=\"6\"><code>filter<int,1,fast_multiblock32<K>></code></th>\n"
" </tr>\n"
" <tr>\n"
" <th>c</th>\n"<<
subheader<<
subheader<<
subheader<<
" </tr>\n";
row<filters2< 5, 5, 5>>( 8);
row<filters2< 8, 8, 8>>(12);
row<filters2<11, 11, 11>>(16);
row<filters2<13, 14, 13>>(20);
std::cout<<
" <tr>\n"
" <th></th>\n"
" <th colspan=\"6\"><code>filter<int,1,fast_multiblock32<K>,1></code></th>\n"
" <th colspan=\"6\"><code>filter<int,1,fast_multiblock64<K>></code></th>\n"
" <th colspan=\"6\"><code>filter<int,1,fast_multiblock64<K>,1></code></th>\n"
" </tr>\n"
" <tr>\n"
" <th>c</th>\n"<<
subheader<<
subheader<<
subheader<<
" </tr>\n";
row<filters3< 5, 5, 5>>( 8);
row<filters3< 8, 8, 8>>(12);
row<filters3<11, 11, 11>>(16);
row<filters3<13, 13, 14>>(20);
std::cout<<
" <tr>\n"
" <th></th>\n"
" <th colspan=\"6\"><code>filter<int,1,block<uint64_t[8],K>></code></th>\n"
" <th colspan=\"6\"><code>filter<int,1,block<uint64_t[8],K>,1></code></th>\n"
" <th colspan=\"6\"><code>filter<int,1,multiblock<uint64_t[8],K>></code></th>\n"
" </tr>\n"
" <tr>\n"
" <th>c</th>\n"<<
subheader<<
subheader<<
subheader<<
" </tr>\n";
row<filters4< 5, 6, 7>>( 8);
row<filters4< 7, 7, 10>>(12);
row<filters4< 9, 10, 11>>(16);
row<filters4<12, 12, 15>>(20);
std::cout<<"</table>\n";
}
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