/* * 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() { ASSERT(BIGRAM_FILTER_BYTE_SIZE * 8 >= BIGRAM_FILTER_MODULO); } // TODO: uint32_t position AK_FORCE_INLINE void setInFilter(const int32_t position) { const uint32_t bucket = static_cast(position % BIGRAM_FILTER_MODULO); mFilter[bucket >> 3] |= static_cast(1 << (bucket & 0x7)); } // TODO: uint32_t position AK_FORCE_INLINE bool isInFilter(const int32_t position) const { const uint32_t bucket = static_cast(position % BIGRAM_FILTER_MODULO); return (mFilter[bucket >> 3] & static_cast(1 << (bucket & 0x7))) != 0; } private: // Size, in bytes, of the bloom filter index for bigrams // 128 gives us 1024 buckets. 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 // 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 array size. static const int BIGRAM_FILTER_BYTE_SIZE = 128; static const int BIGRAM_FILTER_MODULO; uint8_t mFilter[BIGRAM_FILTER_BYTE_SIZE]; }; } // namespace latinime #endif // LATINIME_BLOOM_FILTER_H