/* * Copyright (C) 2012 The Android Open Source Project * * 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 * * 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. */ #ifndef LATINIME_BLOOM_FILTER_H #define LATINIME_BLOOM_FILTER_H #include #include "defines.h" namespace latinime { // This bloom filter is used for optimizing bigram retrieval. // Execution times with previous word "this" are as follows: // without bloom filter (use only hash_map): // Total 147792.34 (sum of others 147771.57) // with bloom filter: // Total 145900.64 (sum of others 145874.30) // always read binary dictionary: // Total 148603.14 (sum of others 148579.90) class BloomFilter { public: BloomFilter() : mFilter() {} AK_FORCE_INLINE void setInFilter(const int position) { mFilter.set(getIndex(position)); } AK_FORCE_INLINE bool isInFilter(const int position) const { return mFilter.test(getIndex(position)); } private: DISALLOW_ASSIGNMENT_OPERATOR(BloomFilter); AK_FORCE_INLINE size_t getIndex(const int position) const { return static_cast(position) % BIGRAM_FILTER_MODULO; } // Size, in bits, of the bloom filter index for bigrams // The probability of false positive is (1 - e ** (-kn/m))**k, // where k is the number of hash functions, n the number of bigrams, and m the number of // bits we can test. // At the moment 100 is the maximum number of bigrams for a word with the current main // dictionaries, so n = 100. 1024 buckets give us m = 1024. // With 1 hash function, our false positive rate is about 9.3%, which should be enough for // our uses since we are only using this to increase average performance. For the record, // k = 2 gives 3.1% and k = 3 gives 1.6%. With k = 1, making m = 2048 gives 4.8%, // and m = 4096 gives 2.4%. // This is assigned here because it is used for bitset size. // 1021 is the largest prime under 1024. static const size_t BIGRAM_FILTER_MODULO = 1021; std::bitset mFilter; }; } // namespace latinime #endif // LATINIME_BLOOM_FILTER_H