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Improved the trie data structure to be more (memory) efficient

This commit is contained in:
Joshua Moerman 2017-07-28 14:48:14 +01:00
parent 4a5af92354
commit 44f4cb3b76

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@ -1,81 +1,106 @@
#pragma once
#include <boost/optional.hpp>
#include <stack>
#include <stdexcept>
#include <algorithm>
#include <memory>
#include <utility>
#include <vector>
///
/// \brief A Trie datastructure used to remove prefixes in a set of words
///
/// The datastructure only works for words over integral unsigned types. 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).
/// \brief A Trie datastructure used to remove prefixes in a set of words.
/// Insert-only. Iteration over the structure only uses longest matches.
///
/// Tests : 1M words, avg words length 4 (geometric dist.), alphabet 50 symbols
/// trie reduction 58% in 1.15s
/// set reduction 49% in 0.92s
/// trie reduction 58% in 0.4s
/// set reduction 49% in 1.1s
///
/// 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...)
///
/// TODO: implement `bool member(...)`
///
template <typename T> struct trie {
static_assert(std::is_integral<T>::value && std::is_unsigned<T>::value, "");
/// \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;
if (!node) {
node.reset(new trie_node());
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);
if (begin == end) {
return true;
}
}
return node->insert(begin, end);
}
/// \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)); }
/// \brief Applies \p function to all word (not to the prefixes)
template <typename Fun> void for_each(Fun && function) const {
if (node) {
node->for_each(std::forward<Fun>(function));
} else {
// empty set, so we don't call the function
}
}
/// \brief Empties the complete set
void clear() { node.reset(nullptr); }
private:
struct trie_node;
std::unique_ptr<trie_node> node = nullptr;
// A node always contains the empty word
struct trie_node {
template <typename Iterator> bool insert(Iterator && begin, Iterator && end) {
if (begin == end) return false;
T i = *begin++;
auto it = find(i);
if (it != data.end() && it->first == i) {
return it->second.insert(begin, end);
}
// else, does not yet exist
it = data.emplace(it, i, trie_node());
it->second.insert(begin, end);
return true;
}
template <typename Fun> void for_each(Fun && function) const {
std::vector<T> word;
return for_each_impl(std::forward<Fun>(function), word);
}
/// \brief Empties the complete set
void clear() { branches.clear(); }
private:
template <typename Fun> void for_each_impl(Fun && function, std::vector<T> & word) const {
size_t count = 0;
for (T i = 0; i < branches.size(); ++i) {
auto const & b = branches[i];
if (b) {
++count;
word.push_back(i);
b->for_each_impl(function, word);
if (data.empty()) {
// we don't want function to modify word
const auto & cword = word;
function(cword);
}
for (auto const & kv : data) {
// for each letter, we extend the word, recurse and remove extension.
word.push_back(kv.first);
kv.second.for_each_impl(function, word);
word.resize(word.size() - 1);
}
}
if (count == 0) {
const auto & cword = word;
function(cword); // we don't want function to modify word
return;
}
typename std::vector<std::pair<T, trie_node>>::iterator find(T const & key) {
return std::lower_bound(
data.begin(), data.end(), key,
[](std::pair<T, trie_node> const & kv, T const & k) { return kv.first < k; });
}
std::vector<boost::optional<trie>> branches;
std::vector<std::pair<T, trie_node>> data;
};
};
/// \brief Flattens a trie \p t