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Adds a Trie datastrucutre (to be used)

This commit is contained in:
Joshua Moerman 2015-04-14 11:55:20 +02:00
parent 2b600cca08
commit 5f827b2c1c
3 changed files with 195 additions and 0 deletions

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lib/trie.cpp Normal file
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#include "trie.hpp"
std::vector<std::vector<size_t>> flatten(const trie& t) {
std::vector<std::vector<size_t>> ret;
t.for_each([&ret](auto&& w) { ret.push_back(w); });
return ret;
}

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lib/trie.hpp Normal file
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#pragma once
#include <boost/optional.hpp>
#include <stack>
#include <stdexcept>
#include <utility>
#include <vector>
///
/// \brief A Trie datastructure used to remove prefixes in a set of words
///
/// The datastructure only works for words over size_t. In principle the symbols
/// can be unbounded, however having very large symbols degrades the performance
/// a lot. Some random testing shows that for symbols <= 50 the performance is
/// similar to std::set (which is solving a different problem).
///
/// Tests : 1M words, avg words length 4 (geometric dist.), alphabet 50 symbols
/// trie reduction 58% in 1.15s
/// set reduction 49% in 0.92s
///
/// I did not implement any iterators, as those are quite hard to get right.
/// There are, however, "internal iterators" exposed as a for_each() member
/// function (if only we had coroutines already...)
///
struct trie {
/// \brief Inserts a word (given by iterators \p begin and \p end)
/// \returns true if the element was inserted, false if already there
template <typename Iterator> bool insert(Iterator&& begin, Iterator&& end) {
if (begin == end) return false;
size_t i = *begin++;
if (i >= branches.size()) branches.resize(i + 1);
auto& b = branches[i];
if (b) return b->insert(begin, end);
b = trie();
b->insert(begin, end);
count++;
return true;
}
/// \brief Inserts a word given as range \p r
/// \returns true if the element was inserted, false if already there
template <typename Range> bool insert(Range const& r) {
return insert(begin(r), end(r));
}
/// \p function is applied to all word (not to the prefixes)
template <typename Fun> void for_each(Fun&& function) const {
std::vector<size_t> word;
return for_each_impl(std::forward<Fun>(function), word);
}
private:
template <typename Fun>
void for_each_impl(Fun&& function, std::vector<size_t>& word) const {
if (count == 0) {
const auto& cword = word;
function(cword); // we don't want function to modify word
return;
}
for (size_t i = 0; i < branches.size(); ++i) {
auto const& b = branches[i];
if (b) {
word.push_back(i);
b->for_each_impl(function, word);
word.resize(word.size() - 1);
}
}
}
size_t count = 0;
std::vector<boost::optional<trie>> branches;
};
/// \brief Flattens a trie \p t
/// \returns an array of words (without the prefixes)
std::vector<std::vector<size_t>> flatten(trie const& t);

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src/trie_test.cpp Normal file
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#include <trie.hpp>
#include <algorithm>
#include <chrono>
#include <iostream>
#include <random>
#include <set>
#include <stdexcept>
#include <vector>
using namespace std;
using word = vector<size_t>;
static void check(bool r) {
if (!r) throw runtime_error("error in trie");
}
static void test() {
word w1 = {1, 2, 3};
word w2 = {2, 3};
word w3 = {1, 2};
word w4 = {5, 5, 5};
word w5 = {5, 5, 3};
word w6 = {5, 5, 3, 1};
trie t;
check(t.insert(w1));
check(!t.insert(w1));
check(t.insert(w2));
check(!t.insert(w3));
check(t.insert(w4));
check(t.insert(w5));
check(t.insert(w6));
check(flatten(t).size() == 4);
t.for_each([](auto&& w) {
for (auto&& i : w) cout << i << ' ';
cout << '\n';
});
cout << endl;
}
static void performance() {
vector<word> corpus(1000000);
std::random_device rd;
std::mt19937 generator(rd());
uniform_int_distribution<int> unfair_coin(0, 3);
uniform_int_distribution<size_t> symbol(0, 50 - 1);
generate(begin(corpus),
end(corpus),
[&] {
word w;
while (unfair_coin(generator) || w.empty()) {
w.push_back(symbol(generator));
}
return w;
});
size_t size = corpus.size();
size_t total_size
= accumulate(begin(corpus),
end(corpus),
0ul,
[](auto l, auto&& r) { return l + r.size(); });
cout << size << " words\n";
cout << total_size << " symbols\n";
cout << total_size / double(size) << " average word length\n";
cout << endl;
using clock = std::chrono::high_resolution_clock;
using time = std::chrono::time_point<clock>;
using seconds = std::chrono::duration<double>;
auto t_start = clock::now();
trie t;
for (auto&& w : corpus) t.insert(w);
auto t_end = clock::now();
auto s_start = clock::now();
set<word> s;
for (auto&& w : corpus) s.insert(w);
auto s_end = clock::now();
size_t trie_size = flatten(t).size();
size_t set_size = s.size();
cout << trie_size << " words in the trie\n";
cout << trie_size / double(size) << " ratio\n";
cout << seconds(t_end - t_start).count() << " seconds\n";
cout << endl;
cout << set_size << " words in the set\n";
cout << set_size / double(size) << " ratio\n";
cout << seconds(s_end - s_start).count() << " seconds\n";
cout << endl;
}
int main() {
test();
performance();
}