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More efficient bitsliced rolling Bloom filter
This patch changes the implementation from one that stores 16 2-bit integers in one uint32_t's, to one that stores the first bit of 64 2-bit integers in one uint64_t and the second bit in another. This allows for 450x faster refreshing and 2.2x faster average speed.
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@ -234,14 +234,18 @@ CRollingBloomFilter::CRollingBloomFilter(unsigned int nElements, double fpRate)
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*/
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uint32_t nFilterBits = (uint32_t)ceil(-1.0 * nHashFuncs * nMaxElements / log(1.0 - exp(logFpRate / nHashFuncs)));
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data.clear();
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/* We store up to 16 'bits' per data element. */
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data.resize((nFilterBits + 15) / 16);
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/* For each data element we need to store 2 bits. If both bits are 0, the
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* bit is treated as unset. If the bits are (01), (10), or (11), the bit is
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* treated as set in generation 1, 2, or 3 respectively.
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* These bits are stored in separate integers: position P corresponds to bit
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* (P & 63) of the integers data[(P >> 6) * 2] and data[(P >> 6) * 2 + 1]. */
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data.resize(((nFilterBits + 63) / 64) << 1);
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reset();
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}
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/* Similar to CBloomFilter::Hash */
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inline unsigned int CRollingBloomFilter::Hash(unsigned int nHashNum, const std::vector<unsigned char>& vDataToHash) const {
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return MurmurHash3(nHashNum * 0xFBA4C795 + nTweak, vDataToHash) % (data.size() * 16);
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static inline uint32_t RollingBloomHash(unsigned int nHashNum, uint32_t nTweak, const std::vector<unsigned char>& vDataToHash) {
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return MurmurHash3(nHashNum * 0xFBA4C795 + nTweak, vDataToHash);
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}
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void CRollingBloomFilter::insert(const std::vector<unsigned char>& vKey)
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@ -252,18 +256,25 @@ void CRollingBloomFilter::insert(const std::vector<unsigned char>& vKey)
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if (nGeneration == 4) {
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nGeneration = 1;
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}
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uint64_t nGenerationMask1 = -(uint64_t)(nGeneration & 1);
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uint64_t nGenerationMask2 = -(uint64_t)(nGeneration >> 1);
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/* Wipe old entries that used this generation number. */
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for (uint32_t p = 0; p < data.size() * 16; p++) {
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if (get(p) == nGeneration) {
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put(p, 0);
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}
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for (uint32_t p = 0; p < data.size(); p += 2) {
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uint64_t p1 = data[p], p2 = data[p + 1];
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uint64_t mask = (p1 ^ nGenerationMask1) | (p2 ^ nGenerationMask2);
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data[p] = p1 & mask;
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data[p + 1] = p2 & mask;
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}
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}
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nEntriesThisGeneration++;
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for (int n = 0; n < nHashFuncs; n++) {
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uint32_t h = Hash(n, vKey);
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put(h, nGeneration);
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uint32_t h = RollingBloomHash(n, nTweak, vKey);
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int bit = h & 0x3F;
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uint32_t pos = (h >> 6) % data.size();
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/* The lowest bit of pos is ignored, and set to zero for the first bit, and to one for the second. */
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data[pos & ~1] = (data[pos & ~1] & ~(((uint64_t)1) << bit)) | ((uint64_t)(nGeneration & 1)) << bit;
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data[pos | 1] = (data[pos | 1] & ~(((uint64_t)1) << bit)) | ((uint64_t)(nGeneration >> 1)) << bit;
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}
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}
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@ -276,8 +287,11 @@ void CRollingBloomFilter::insert(const uint256& hash)
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bool CRollingBloomFilter::contains(const std::vector<unsigned char>& vKey) const
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{
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for (int n = 0; n < nHashFuncs; n++) {
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uint32_t h = Hash(n, vKey);
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if (get(h) == 0) {
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uint32_t h = RollingBloomHash(n, nTweak, vKey);
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int bit = h & 0x3F;
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uint32_t pos = (h >> 6) % data.size();
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/* If the relevant bit is not set in either data[pos & ~1] or data[pos | 1], the filter does not contain vKey */
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if (!(((data[pos & ~1] | data[pos | 1]) >> bit) & 1)) {
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return false;
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}
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}
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@ -295,7 +309,7 @@ void CRollingBloomFilter::reset()
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nTweak = GetRand(std::numeric_limits<unsigned int>::max());
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nEntriesThisGeneration = 0;
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nGeneration = 1;
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for (std::vector<uint32_t>::iterator it = data.begin(); it != data.end(); it++) {
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for (std::vector<uint64_t>::iterator it = data.begin(); it != data.end(); it++) {
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*it = 0;
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}
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}
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13
src/bloom.h
13
src/bloom.h
@ -135,20 +135,9 @@ private:
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int nEntriesPerGeneration;
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int nEntriesThisGeneration;
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int nGeneration;
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std::vector<uint32_t> data;
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std::vector<uint64_t> data;
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unsigned int nTweak;
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int nHashFuncs;
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unsigned int Hash(unsigned int nHashNum, const std::vector<unsigned char>& vDataToHash) const;
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inline int get(uint32_t position) const {
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return (data[(position >> 4) % data.size()] >> (2 * (position & 0xF))) & 0x3;
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}
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inline void put(uint32_t position, uint32_t val) {
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uint32_t& cell = data[(position >> 4) % data.size()];
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cell = (cell & ~(((uint32_t)3) << (2 * (position & 0xF)))) | (val << (2 * (position & 0xF)));
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}
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};
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#endif // BITCOIN_BLOOM_H
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@ -514,11 +514,14 @@ BOOST_AUTO_TEST_CASE(rolling_bloom)
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if (i >= 100)
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BOOST_CHECK(rb1.contains(data[i-100]));
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rb1.insert(data[i]);
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BOOST_CHECK(rb1.contains(data[i]));
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}
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// Insert 999 more random entries:
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for (int i = 0; i < 999; i++) {
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rb1.insert(RandomData());
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std::vector<unsigned char> d = RandomData();
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rb1.insert(d);
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BOOST_CHECK(rb1.contains(d));
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}
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// Sanity check to make sure the filter isn't just filling up:
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nHits = 0;
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