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Diffstat (limited to 'include/frozen/bits/pmh.h')
-rw-r--r-- | include/frozen/bits/pmh.h | 245 |
1 files changed, 245 insertions, 0 deletions
diff --git a/include/frozen/bits/pmh.h b/include/frozen/bits/pmh.h new file mode 100644 index 0000000..f7261f8 --- /dev/null +++ b/include/frozen/bits/pmh.h @@ -0,0 +1,245 @@ +/* + * Frozen + * Copyright 2016 QuarksLab + * + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor license agreements. See the NOTICE file + * distributed with this work for additional information + * regarding copyright ownership. The ASF licenses this file + * to you 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 + * + * http://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. + */ + +// inspired from http://stevehanov.ca/blog/index.php?id=119 +#ifndef FROZEN_LETITGO_PMH_H +#define FROZEN_LETITGO_PMH_H + +#include "frozen/bits/algorithms.h" +#include "frozen/bits/basic_types.h" + +#include <array> +#include <limits> + +namespace frozen { + +namespace bits { + +// Function object for sorting buckets in decreasing order of size +struct bucket_size_compare { + template <typename B> + bool constexpr operator()(B const &b0, + B const &b1) const { + return b0.size() > b1.size(); + } +}; + +// Step One in pmh routine is to take all items and hash them into buckets, +// with some collisions. Then process those buckets further to build a perfect +// hash function. +// pmh_buckets represents the initial placement into buckets. + +template <size_t M> +struct pmh_buckets { + // Step 0: Bucket max is 2 * sqrt M + // TODO: Come up with justification for this, should it not be O(log M)? + static constexpr auto bucket_max = 2 * (1u << (log(M) / 2)); + + using bucket_t = cvector<std::size_t, bucket_max>; + carray<bucket_t, M> buckets; + uint64_t seed; + + // Represents a reference to a bucket. This is used because the buckets + // have to be sorted, but buckets are big, making it slower than sorting refs + struct bucket_ref { + unsigned hash; + const bucket_t * ptr; + + // Forward some interface of bucket + using value_type = typename bucket_t::value_type; + using const_iterator = typename bucket_t::const_iterator; + + constexpr auto size() const { return ptr->size(); } + constexpr const auto & operator[](std::size_t idx) const { return (*ptr)[idx]; } + constexpr auto begin() const { return ptr->begin(); } + constexpr auto end() const { return ptr->end(); } + }; + + // Make a bucket_ref for each bucket + template <std::size_t... Is> + carray<bucket_ref, M> constexpr make_bucket_refs(std::index_sequence<Is...>) const { + return {{ bucket_ref{Is, &buckets[Is]}... }}; + } + + // Makes a bucket_ref for each bucket and sorts them by size + carray<bucket_ref, M> constexpr get_sorted_buckets() const { + carray<bucket_ref, M> result{this->make_bucket_refs(std::make_index_sequence<M>())}; + bits::quicksort(result.begin(), result.end() - 1, bucket_size_compare{}); + return result; + } +}; + +template <size_t M, class Item, size_t N, class Hash, class Key, class PRG> +pmh_buckets<M> constexpr make_pmh_buckets(const carray<Item, N> & items, + Hash const & hash, + Key const & key, + PRG & prg) { + using result_t = pmh_buckets<M>; + result_t result{}; + bool rejected = false; + // Continue until all items are placed without exceeding bucket_max + while (1) { + for (auto & b : result.buckets) { + b.clear(); + } + result.seed = prg(); + rejected = false; + for (std::size_t i = 0; i < N; ++i) { + auto & bucket = result.buckets[hash(key(items[i]), static_cast<size_t>(result.seed)) % M]; + if (bucket.size() >= result_t::bucket_max) { + rejected = true; + break; + } + bucket.push_back(i); + } + if (!rejected) { return result; } + } +} + +// Check if an item appears in a cvector +template<class T, size_t N> +constexpr bool all_different_from(cvector<T, N> & data, T & a) { + for (std::size_t i = 0; i < data.size(); ++i) + if (data[i] == a) + return false; + + return true; +} + +// Represents either an index to a data item array, or a seed to be used with +// a hasher. Seed must have high bit of 1, value has high bit of zero. +struct seed_or_index { + using value_type = uint64_t; + +private: + static constexpr value_type MINUS_ONE = std::numeric_limits<value_type>::max(); + static constexpr value_type HIGH_BIT = ~(MINUS_ONE >> 1); + + value_type value_ = 0; + +public: + constexpr value_type value() const { return value_; } + constexpr bool is_seed() const { return value_ & HIGH_BIT; } + + constexpr seed_or_index(bool is_seed, value_type value) + : value_(is_seed ? (value | HIGH_BIT) : (value & ~HIGH_BIT)) {} + + constexpr seed_or_index() = default; + constexpr seed_or_index(const seed_or_index &) = default; + constexpr seed_or_index & operator =(const seed_or_index &) = default; +}; + +// Represents the perfect hash function created by pmh algorithm +template <std::size_t M, class Hasher> +struct pmh_tables { + uint64_t first_seed_; + carray<seed_or_index, M> first_table_; + carray<std::size_t, M> second_table_; + Hasher hash_; + + template <typename KeyType> + constexpr std::size_t lookup(const KeyType & key) const { + return lookup(key, hash_); + } + + // Looks up a given key, to find its expected index in carray<Item, N> + // Always returns a valid index, must use KeyEqual test after to confirm. + template <typename KeyType, typename HasherType> + constexpr std::size_t lookup(const KeyType & key, const HasherType& hasher) const { + auto const d = first_table_[hasher(key, static_cast<size_t>(first_seed_)) % M]; + if (!d.is_seed()) { return static_cast<std::size_t>(d.value()); } // this is narrowing uint64 -> size_t but should be fine + else { return second_table_[hasher(key, static_cast<std::size_t>(d.value())) % M]; } + } +}; + +// Make pmh tables for given items, hash function, prg, etc. +template <std::size_t M, class Item, std::size_t N, class Hash, class Key, class PRG> +pmh_tables<M, Hash> constexpr make_pmh_tables(const carray<Item, N> & + items, + Hash const &hash, + Key const &key, + PRG prg) { + // Step 1: Place all of the keys into buckets + auto step_one = make_pmh_buckets<M>(items, hash, key, prg); + + // Step 2: Sort the buckets to process the ones with the most items first. + auto buckets = step_one.get_sorted_buckets(); + + // G becomes the first hash table in the resulting pmh function + carray<seed_or_index, M> G; // Default constructed to "index 0" + + // H becomes the second hash table in the resulting pmh function + constexpr std::size_t UNUSED = std::numeric_limits<std::size_t>::max(); + carray<std::size_t, M> H; + H.fill(UNUSED); + + // Step 3: Map the items in buckets into hash tables. + for (const auto & bucket : buckets) { + auto const bsize = bucket.size(); + + if (bsize == 1) { + // Store index to the (single) item in G + // assert(bucket.hash == hash(key(items[bucket[0]]), step_one.seed) % M); + G[bucket.hash] = {false, static_cast<uint64_t>(bucket[0])}; + } else if (bsize > 1) { + + // Repeatedly try different H of d until we find a hash function + // that places all items in the bucket into free slots + seed_or_index d{true, prg()}; + cvector<std::size_t, decltype(step_one)::bucket_max> bucket_slots; + + while (bucket_slots.size() < bsize) { + auto slot = hash(key(items[bucket[bucket_slots.size()]]), static_cast<size_t>(d.value())) % M; + + if (H[slot] != UNUSED || !all_different_from(bucket_slots, slot)) { + bucket_slots.clear(); + d = {true, prg()}; + continue; + } + + bucket_slots.push_back(slot); + } + + // Put successful seed in G, and put indices to items in their slots + // assert(bucket.hash == hash(key(items[bucket[0]]), step_one.seed) % M); + G[bucket.hash] = d; + for (std::size_t i = 0; i < bsize; ++i) + H[bucket_slots[i]] = bucket[i]; + } + } + + // Any unused entries in the H table have to get changed to zero. + // This is because hashing should not fail or return an out-of-bounds entry. + // A lookup fails after we apply user-supplied KeyEqual to the query and the + // key found by hashing. Sending such queries to zero cannot hurt. + for (std::size_t i = 0; i < M; ++i) + if (H[i] == UNUSED) + H[i] = 0; + + return {step_one.seed, G, H, hash}; +} + +} // namespace bits + +} // namespace frozen + +#endif |