#include #include #include #include #include #include #include #include #include #include #include #include #include #include #ifdef __SSE4_2__ # include #endif namespace DB { /** Distance function implementation. * We calculate all the n-grams from left string and count by the index of * 16 bits hash of them in the map. * Then calculate all the n-grams from the right string and calculate * the n-gram distance on the flight by adding and subtracting from the hashmap. * Then return the map into the condition of which it was after the left string * calculation. If the right string size is big (more than 2**15 bytes), * the strings are not similar at all and we return 1. */ template struct NgramDistanceImpl { using ResultType = Float32; /// map_size for ngram difference. static constexpr size_t map_size = 1u << 16; /// If the haystack size is bigger than this, behaviour is unspecified for this function. static constexpr size_t max_string_size = 1u << 15; /// Default padding to read safely. static constexpr size_t default_padding = 16; /// Max codepoints to store at once. 16 is for batching usage and PODArray has this padding. static constexpr size_t simultaneously_codepoints_num = default_padding + N - 1; /** This fits mostly in L2 cache all the time. * Actually use UInt16 as addings and subtractions do not UB overflow. But think of it as a signed * integer array. */ using NgramStats = UInt16[map_size]; static ALWAYS_INLINE UInt16 ASCIIHash(const CodePoint * code_points) { return intHashCRC32(unalignedLoad(code_points)) & 0xFFFFu; } static ALWAYS_INLINE UInt16 UTF8Hash(const CodePoint * code_points) { UInt64 combined = (static_cast(code_points[0]) << 32) | code_points[1]; #ifdef __SSE4_2__ return _mm_crc32_u64(code_points[2], combined) & 0xFFFFu; #else return (intHashCRC32(combined) ^ intHashCRC32(code_points[2])) & 0xFFFFu; #endif } template static ALWAYS_INLINE inline void unrollLowering(Container & cont, const std::index_sequence &) { ((cont[Offset + I] = std::tolower(cont[Offset + I])), ...); } static ALWAYS_INLINE size_t readASCIICodePoints(CodePoint * code_points, const char *& pos, const char * end) { /// Offset before which we copy some data. constexpr size_t padding_offset = default_padding - N + 1; /// We have an array like this for ASCII (N == 4, other cases are similar) /// |a0|a1|a2|a3|a4|a5|a6|a7|a8|a9|a10|a11|a12|a13|a14|a15|a16|a17|a18| /// And we copy ^^^^^^^^^^^^^^^ these bytes to the start /// Actually it is enough to copy 3 bytes, but memcpy for 4 bytes translates into 1 instruction memcpy(code_points, code_points + padding_offset, roundUpToPowerOfTwoOrZero(N - 1) * sizeof(CodePoint)); /// Now we have an array /// |a13|a14|a15|a16|a4|a5|a6|a7|a8|a9|a10|a11|a12|a13|a14|a15|a16|a17|a18| /// ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ /// Doing unaligned read of 16 bytes and copy them like above /// 16 is also chosen to do two `movups`. /// Such copying allow us to have 3 codepoints from the previous read to produce the 4-grams with them. memcpy(code_points + (N - 1), pos, default_padding * sizeof(CodePoint)); if constexpr (CaseInsensitive) { /// We really need template lambdas with C++20 to do it inline unrollLowering(code_points, std::make_index_sequence()); } pos += padding_offset; if (pos > end) return default_padding - (pos - end); return default_padding; } static ALWAYS_INLINE size_t readUTF8CodePoints(CodePoint * code_points, const char *& pos, const char * end) { /// The same copying as described in the function above. memcpy(code_points, code_points + default_padding - N + 1, roundUpToPowerOfTwoOrZero(N - 1) * sizeof(CodePoint)); size_t num = N - 1; while (num < default_padding && pos < end) { size_t length = UTF8::seqLength(*pos); if (pos + length > end) length = end - pos; CodePoint res; /// This is faster than just memcpy because of compiler optimizations with moving bytes. switch (length) { case 1: res = 0; memcpy(&res, pos, 1); break; case 2: res = 0; memcpy(&res, pos, 2); break; case 3: res = 0; memcpy(&res, pos, 3); break; default: memcpy(&res, pos, 4); } /// This is not a really true case insensitive utf8. We zero the 5-th bit of every byte. /// For ASCII it works https://catonmat.net/ascii-case-conversion-trick. For most cyrrilic letters also does. /// For others, we don't care now. Lowering UTF is not a cheap operation. if constexpr (CaseInsensitive) { switch (length) { case 4: res &= ~(1u << (5 + 3 * CHAR_BIT)); [[fallthrough]]; case 3: res &= ~(1u << (5 + 2 * CHAR_BIT)); [[fallthrough]]; case 2: res &= ~(1u << (5 + CHAR_BIT)); [[fallthrough]]; default: res &= ~(1u << 5); } } pos += length; code_points[num++] = res; } return num; } template static ALWAYS_INLINE inline size_t calculateNeedleStats( const char * data, const size_t size, NgramStats & ngram_stats, [[maybe_unused]] UInt16 * ngram_storage, size_t (*read_code_points)(CodePoint *, const char *&, const char *), UInt16 (*hash_functor)(const CodePoint *)) { const char * start = data; const char * end = data + size; CodePoint cp[simultaneously_codepoints_num] = {}; /// read_code_points returns the position of cp where it stopped reading codepoints. size_t found = read_code_points(cp, start, end); /// We need to start for the first time here, because first N - 1 codepoints mean nothing. size_t i = N - 1; size_t len = 0; do { for (; i + N <= found; ++i) { ++len; UInt16 hash = hash_functor(cp + i); if constexpr (SaveNgrams) *ngram_storage++ = hash; ++ngram_stats[hash]; } i = 0; } while (start < end && (found = read_code_points(cp, start, end))); return len; } template static ALWAYS_INLINE inline UInt64 calculateHaystackStatsAndMetric( const char * data, const size_t size, NgramStats & ngram_stats, size_t & distance, [[maybe_unused]] UInt16 * ngram_storage, size_t (*read_code_points)(CodePoint *, const char *&, const char *), UInt16 (*hash_functor)(const CodePoint *)) { size_t ngram_cnt = 0; const char * start = data; const char * end = data + size; CodePoint cp[simultaneously_codepoints_num] = {}; /// read_code_points returns the position of cp where it stopped reading codepoints. size_t found = read_code_points(cp, start, end); /// We need to start for the first time here, because first N - 1 codepoints mean nothing. size_t iter = N - 1; do { for (; iter + N <= found; ++iter) { UInt16 hash = hash_functor(cp + iter); if (static_cast(ngram_stats[hash]) > 0) --distance; else ++distance; if constexpr (ReuseStats) ngram_storage[ngram_cnt] = hash; ++ngram_cnt; --ngram_stats[hash]; } iter = 0; } while (start < end && (found = read_code_points(cp, start, end))); /// Return the state of hash map to its initial. if constexpr (ReuseStats) { for (size_t i = 0; i < ngram_cnt; ++i) ++ngram_stats[ngram_storage[i]]; } return ngram_cnt; } template static inline auto dispatchSearcher(Callback callback, Args &&... args) { if constexpr (!UTF8) return callback(std::forward(args)..., readASCIICodePoints, ASCIIHash); else return callback(std::forward(args)..., readUTF8CodePoints, UTF8Hash); } static void constant_constant(std::string data, std::string needle, Float32 & res) { NgramStats common_stats; memset(common_stats, 0, sizeof(common_stats)); /// We use unsafe versions of getting ngrams, so I decided to use padded strings. const size_t needle_size = needle.size(); const size_t data_size = data.size(); needle.resize(needle_size + default_padding); data.resize(data_size + default_padding); size_t second_size = dispatchSearcher(calculateNeedleStats, needle.data(), needle_size, common_stats, nullptr); size_t distance = second_size; if (data_size <= max_string_size) { size_t first_size = dispatchSearcher(calculateHaystackStatsAndMetric, data.data(), data_size, common_stats, distance, nullptr); res = distance * 1.f / std::max(first_size + second_size, size_t(1)); } else { res = 1.f; } } static void vector_vector( const ColumnString::Chars & haystack_data, const ColumnString::Offsets & haystack_offsets, const ColumnString::Chars & needle_data, const ColumnString::Offsets & needle_offsets, PaddedPODArray & res) { const size_t haystack_offsets_size = haystack_offsets.size(); size_t prev_haystack_offset = 0; size_t prev_needle_offset = 0; NgramStats common_stats; memset(common_stats, 0, sizeof(common_stats)); /// The main motivation is to not allocate more on stack because we have already allocated a lot (128Kb). /// And we can reuse these storages in one thread because we care only about what was written to first places. std::unique_ptr needle_ngram_storage(new UInt16[max_string_size]); std::unique_ptr haystack_ngram_storage(new UInt16[max_string_size]); for (size_t i = 0; i < haystack_offsets_size; ++i) { const char * haystack = reinterpret_cast(&haystack_data[prev_haystack_offset]); const size_t haystack_size = haystack_offsets[i] - prev_haystack_offset - 1; const char * needle = reinterpret_cast(&needle_data[prev_needle_offset]); const size_t needle_size = needle_offsets[i] - prev_needle_offset - 1; if (needle_size <= max_string_size && haystack_size <= max_string_size) { /// Get needle stats. const size_t needle_stats_size = dispatchSearcher( calculateNeedleStats, needle, needle_size, common_stats, needle_ngram_storage.get()); size_t distance = needle_stats_size; /// Combine with haystack stats, return to initial needle stats. const size_t haystack_stats_size = dispatchSearcher( calculateHaystackStatsAndMetric, haystack, haystack_size, common_stats, distance, haystack_ngram_storage.get()); /// Return to zero array stats. for (size_t j = 0; j < needle_stats_size; ++j) --common_stats[needle_ngram_storage[j]]; /// For now, common stats is a zero array. res[i] = distance * 1.f / std::max(haystack_stats_size + needle_stats_size, size_t(1)); } else { /// Strings are too big, we are assuming they are not the same. This is done because of limiting number /// of bigrams added and not allocating too much memory. res[i] = 1.f; } prev_needle_offset = needle_offsets[i]; prev_haystack_offset = haystack_offsets[i]; } } static void vector_constant( const ColumnString::Chars & data, const ColumnString::Offsets & offsets, std::string needle, PaddedPODArray & res) { /// zeroing our map NgramStats common_stats; memset(common_stats, 0, sizeof(common_stats)); /// The main motivation is to not allocate more on stack because we have already allocated a lot (128Kb). /// And we can reuse these storages in one thread because we care only about what was written to first places. std::unique_ptr ngram_storage(new UInt16[max_string_size]); /// We use unsafe versions of getting ngrams, so I decided to use padded_data even in needle case. const size_t needle_size = needle.size(); needle.resize(needle_size + default_padding); const size_t needle_stats_size = dispatchSearcher(calculateNeedleStats, needle.data(), needle_size, common_stats, nullptr); size_t distance = needle_stats_size; size_t prev_offset = 0; for (size_t i = 0; i < offsets.size(); ++i) { const UInt8 * haystack = &data[prev_offset]; const size_t haystack_size = offsets[i] - prev_offset - 1; if (haystack_size <= max_string_size) { size_t haystack_stats_size = dispatchSearcher( calculateHaystackStatsAndMetric, reinterpret_cast(haystack), haystack_size, common_stats, distance, ngram_storage.get()); res[i] = distance * 1.f / std::max(haystack_stats_size + needle_stats_size, size_t(1)); } else { /// if the strings are too big, we say they are completely not the same res[i] = 1.f; } distance = needle_stats_size; prev_offset = offsets[i]; } } }; struct NameNgramDistance { static constexpr auto name = "ngramDistance"; }; struct NameNgramDistanceCaseInsensitive { static constexpr auto name = "ngramDistanceCaseInsensitive"; }; struct NameNgramDistanceUTF8 { static constexpr auto name = "ngramDistanceUTF8"; }; struct NameNgramDistanceUTF8CaseInsensitive { static constexpr auto name = "ngramDistanceCaseInsensitiveUTF8"; }; using FunctionNgramDistance = FunctionsStringSimilarity, NameNgramDistance>; using FunctionNgramDistanceCaseInsensitive = FunctionsStringSimilarity, NameNgramDistanceCaseInsensitive>; using FunctionNgramDistanceUTF8 = FunctionsStringSimilarity, NameNgramDistanceUTF8>; using FunctionNgramDistanceCaseInsensitiveUTF8 = FunctionsStringSimilarity, NameNgramDistanceUTF8CaseInsensitive>; void registerFunctionsStringSimilarity(FunctionFactory & factory) { factory.registerFunction(); factory.registerFunction(); factory.registerFunction(); factory.registerFunction(); } }