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| 1 | | // SPDX-License-Identifier: MIT |
| 2 | | // Copyright (c) 2015-2020 Zig Contributors |
| 3 | | // This file is part of [zig](https://ziglang.org/), which is MIT licensed. |
| 4 | | // The MIT license requires this copyright notice to be included in all copies |
| 5 | | // and substantial portions of the software. |
| 6 | | const builtin = @import("builtin"); |
| 7 | | const std = @import("std.zig"); |
| 8 | | const math = std.math; |
| 9 | | const debug = std.debug; |
| 10 | | const assert = std.debug.assert; |
| 11 | | const testing = std.testing; |
| 12 | | |
| 13 | | /// There is a trade off of how quickly to fill a bloom filter; |
| 14 | | /// the number of items is: |
| 15 | | /// n_items / K * ln(2) |
| 16 | | /// the rate of false positives is: |
| 17 | | /// (1-e^(-K*N/n_items))^K |
| 18 | | /// where N is the number of items |
| 19 | | pub fn BloomFilter( |
| 20 | | /// Size of bloom filter in cells, must be a power of two. |
| 21 | | comptime n_items: usize, |
| 22 | | /// Number of cells to set per item |
| 23 | | comptime K: usize, |
| 24 | | /// Cell type, should be: |
| 25 | | /// - `bool` for a standard bloom filter |
| 26 | | /// - an unsigned integer type for a counting bloom filter |
| 27 | | comptime Cell: type, |
| 28 | | /// endianess of the Cell |
| 29 | | comptime endian: builtin.Endian, |
| 30 | | /// Hash function to use |
| 31 | | comptime hash: fn (out: []u8, Ki: usize, in: []const u8) void, |
| 32 | | ) type { |
| 33 | | assert(n_items > 0); |
| 34 | | assert(math.isPowerOfTwo(n_items)); |
| 35 | | assert(K > 0); |
| 36 | | const cellEmpty = if (Cell == bool) false else @as(Cell, 0); |
| 37 | | const cellMax = if (Cell == bool) true else math.maxInt(Cell); |
| 38 | | const n_bytes = (n_items * comptime std.meta.bitCount(Cell)) / 8; |
| 39 | | assert(n_bytes > 0); |
| 40 | | const Io = std.packed_int_array.PackedIntIo(Cell, endian); |
| 41 | | |
| 42 | | return struct { |
| 43 | | const Self = @This(); |
| 44 | | pub const items = n_items; |
| 45 | | pub const Index = math.IntFittingRange(0, n_items - 1); |
| 46 | | |
| 47 | | data: [n_bytes]u8 = [_]u8{0} ** n_bytes, |
| 48 | | |
| 49 | | pub fn reset(self: *Self) void { |
| 50 | | std.mem.set(u8, self.data[0..], 0); |
| 51 | | } |
| 52 | | |
| 53 | | pub fn @"union"(x: Self, y: Self) Self { |
| 54 | | var r = Self{ .data = undefined }; |
| 55 | | inline for (x.data) |v, i| { |
| 56 | | r.data[i] = v | y.data[i]; |
| 57 | | } |
| 58 | | return r; |
| 59 | | } |
| 60 | | |
| 61 | | pub fn intersection(x: Self, y: Self) Self { |
| 62 | | var r = Self{ .data = undefined }; |
| 63 | | inline for (x.data) |v, i| { |
| 64 | | r.data[i] = v & y.data[i]; |
| 65 | | } |
| 66 | | return r; |
| 67 | | } |
| 68 | | |
| 69 | | pub fn getCell(self: Self, cell: Index) Cell { |
| 70 | | return Io.get(&self.data, cell, 0); |
| 71 | | } |
| 72 | | |
| 73 | | pub fn incrementCell(self: *Self, cell: Index) void { |
| 74 | | if (Cell == bool or Cell == u1) { |
| 75 | | // skip the 'get' operation |
| 76 | | Io.set(&self.data, cell, 0, cellMax); |
| 77 | | } else { |
| 78 | | const old = Io.get(&self.data, cell, 0); |
| 79 | | if (old != cellMax) { |
| 80 | | Io.set(&self.data, cell, 0, old + 1); |
| 81 | | } |
| 82 | | } |
| 83 | | } |
| 84 | | |
| 85 | | pub fn clearCell(self: *Self, cell: Index) void { |
| 86 | | Io.set(&self.data, cell, 0, cellEmpty); |
| 87 | | } |
| 88 | | |
| 89 | | pub fn add(self: *Self, item: []const u8) void { |
| 90 | | comptime var i = 0; |
| 91 | | inline while (i < K) : (i += 1) { |
| 92 | | var K_th_bit: packed struct { |
| 93 | | x: Index, |
| 94 | | } = undefined; |
| 95 | | hash(std.mem.asBytes(&K_th_bit), i, item); |
| 96 | | incrementCell(self, K_th_bit.x); |
| 97 | | } |
| 98 | | } |
| 99 | | |
| 100 | | pub fn contains(self: Self, item: []const u8) bool { |
| 101 | | comptime var i = 0; |
| 102 | | inline while (i < K) : (i += 1) { |
| 103 | | var K_th_bit: packed struct { |
| 104 | | x: Index, |
| 105 | | } = undefined; |
| 106 | | hash(std.mem.asBytes(&K_th_bit), i, item); |
| 107 | | if (getCell(self, K_th_bit.x) == cellEmpty) |
| 108 | | return false; |
| 109 | | } |
| 110 | | return true; |
| 111 | | } |
| 112 | | |
| 113 | | pub fn resize(self: Self, comptime newsize: usize) BloomFilter(newsize, K, Cell, endian, hash) { |
| 114 | | var r: BloomFilter(newsize, K, Cell, endian, hash) = undefined; |
| 115 | | if (newsize < n_items) { |
| 116 | | std.mem.copy(u8, r.data[0..], self.data[0..r.data.len]); |
| 117 | | var copied: usize = r.data.len; |
| 118 | | while (copied < self.data.len) : (copied += r.data.len) { |
| 119 | | for (self.data[copied .. copied + r.data.len]) |s, i| { |
| 120 | | r.data[i] |= s; |
| 121 | | } |
| 122 | | } |
| 123 | | } else if (newsize == n_items) { |
| 124 | | r = self; |
| 125 | | } else if (newsize > n_items) { |
| 126 | | var copied: usize = 0; |
| 127 | | while (copied < r.data.len) : (copied += self.data.len) { |
| 128 | | std.mem.copy(u8, r.data[copied .. copied + self.data.len], &self.data); |
| 129 | | } |
| 130 | | } |
| 131 | | return r; |
| 132 | | } |
| 133 | | |
| 134 | | /// Returns number of non-zero cells |
| 135 | | pub fn popCount(self: Self) Index { |
| 136 | | var n: Index = 0; |
| 137 | | if (Cell == bool or Cell == u1) { |
| 138 | | for (self.data) |b, i| { |
| 139 | | n += @popCount(u8, b); |
| 140 | | } |
| 141 | | } else { |
| 142 | | var i: usize = 0; |
| 143 | | while (i < n_items) : (i += 1) { |
| 144 | | const cell = self.getCell(@intCast(Index, i)); |
| 145 | | n += if (if (Cell == bool) cell else cell > 0) @as(Index, 1) else @as(Index, 0); |
| 146 | | } |
| 147 | | } |
| 148 | | return n; |
| 149 | | } |
| 150 | | |
| 151 | | pub fn estimateItems(self: Self) f64 { |
| 152 | | const m = comptime @intToFloat(f64, n_items); |
| 153 | | const k = comptime @intToFloat(f64, K); |
| 154 | | const X = @intToFloat(f64, self.popCount()); |
| 155 | | return (comptime (-m / k)) * math.log1p(X * comptime (-1 / m)); |
| 156 | | } |
| 157 | | }; |
| 158 | | } |
| 159 | | |
| 160 | | fn hashFunc(out: []u8, Ki: usize, in: []const u8) void { |
| 161 | | var st = std.crypto.hash.Gimli.init(.{}); |
| 162 | | st.update(std.mem.asBytes(&Ki)); |
| 163 | | st.update(in); |
| 164 | | st.final(out); |
| 165 | | } |
| 166 | | |
| 167 | | test "std.BloomFilter" { |
| 168 | | // https://github.com/ziglang/zig/issues/5127 |
| 169 | | if (std.Target.current.cpu.arch == .mips) return error.SkipZigTest; |
| 170 | | |
| 171 | | inline for ([_]type{ bool, u1, u2, u3, u4 }) |Cell| { |
| 172 | | const emptyCell = if (Cell == bool) false else @as(Cell, 0); |
| 173 | | const BF = BloomFilter(128 * 8, 8, Cell, builtin.endian, hashFunc); |
| 174 | | var bf = BF{}; |
| 175 | | var i: usize = undefined; |
| 176 | | // confirm that it is initialised to the empty filter |
| 177 | | i = 0; |
| 178 | | while (i < BF.items) : (i += 1) { |
| 179 | | testing.expectEqual(emptyCell, bf.getCell(@intCast(BF.Index, i))); |
| 180 | | } |
| 181 | | testing.expectEqual(@as(BF.Index, 0), bf.popCount()); |
| 182 | | testing.expectEqual(@as(f64, 0), bf.estimateItems()); |
| 183 | | // fill in a few items |
| 184 | | bf.incrementCell(42); |
| 185 | | bf.incrementCell(255); |
| 186 | | bf.incrementCell(256); |
| 187 | | bf.incrementCell(257); |
| 188 | | // check that they were set |
| 189 | | testing.expectEqual(true, bf.getCell(42) != emptyCell); |
| 190 | | testing.expectEqual(true, bf.getCell(255) != emptyCell); |
| 191 | | testing.expectEqual(true, bf.getCell(256) != emptyCell); |
| 192 | | testing.expectEqual(true, bf.getCell(257) != emptyCell); |
| 193 | | // clear just one of them; make sure the rest are still set |
| 194 | | bf.clearCell(256); |
| 195 | | testing.expectEqual(true, bf.getCell(42) != emptyCell); |
| 196 | | testing.expectEqual(true, bf.getCell(255) != emptyCell); |
| 197 | | testing.expectEqual(false, bf.getCell(256) != emptyCell); |
| 198 | | testing.expectEqual(true, bf.getCell(257) != emptyCell); |
| 199 | | // reset any of the ones we've set and confirm we're back to the empty filter |
| 200 | | bf.clearCell(42); |
| 201 | | bf.clearCell(255); |
| 202 | | bf.clearCell(257); |
| 203 | | i = 0; |
| 204 | | while (i < BF.items) : (i += 1) { |
| 205 | | testing.expectEqual(emptyCell, bf.getCell(@intCast(BF.Index, i))); |
| 206 | | } |
| 207 | | testing.expectEqual(@as(BF.Index, 0), bf.popCount()); |
| 208 | | testing.expectEqual(@as(f64, 0), bf.estimateItems()); |
| 209 | | |
| 210 | | // Lets add a string |
| 211 | | bf.add("foo"); |
| 212 | | testing.expectEqual(true, bf.contains("foo")); |
| 213 | | { |
| 214 | | // try adding same string again. make sure popcount is the same |
| 215 | | const old_popcount = bf.popCount(); |
| 216 | | testing.expect(old_popcount > 0); |
| 217 | | bf.add("foo"); |
| 218 | | testing.expectEqual(true, bf.contains("foo")); |
| 219 | | testing.expectEqual(old_popcount, bf.popCount()); |
| 220 | | } |
| 221 | | |
| 222 | | // Get back to empty filter via .reset |
| 223 | | bf.reset(); |
| 224 | | // Double check that .reset worked |
| 225 | | i = 0; |
| 226 | | while (i < BF.items) : (i += 1) { |
| 227 | | testing.expectEqual(emptyCell, bf.getCell(@intCast(BF.Index, i))); |
| 228 | | } |
| 229 | | testing.expectEqual(@as(BF.Index, 0), bf.popCount()); |
| 230 | | testing.expectEqual(@as(f64, 0), bf.estimateItems()); |
| 231 | | |
| 232 | | comptime var teststrings = [_][]const u8{ |
| 233 | | "foo", |
| 234 | | "bar", |
| 235 | | "a longer string", |
| 236 | | "some more", |
| 237 | | "the quick brown fox", |
| 238 | | "unique string", |
| 239 | | }; |
| 240 | | inline for (teststrings) |str| { |
| 241 | | bf.add(str); |
| 242 | | } |
| 243 | | inline for (teststrings) |str| { |
| 244 | | testing.expectEqual(true, bf.contains(str)); |
| 245 | | } |
| 246 | | |
| 247 | | { // estimate should be close for low packing |
| 248 | | const est = bf.estimateItems(); |
| 249 | | testing.expect(est > @intToFloat(f64, teststrings.len) - 1); |
| 250 | | testing.expect(est < @intToFloat(f64, teststrings.len) + 1); |
| 251 | | } |
| 252 | | |
| 253 | | const larger_bf = bf.resize(4096); |
| 254 | | inline for (teststrings) |str| { |
| 255 | | testing.expectEqual(true, larger_bf.contains(str)); |
| 256 | | } |
| 257 | | testing.expectEqual(@as(u12, bf.popCount()) * (4096 / 1024), larger_bf.popCount()); |
| 258 | | |
| 259 | | const smaller_bf = bf.resize(64); |
| 260 | | inline for (teststrings) |str| { |
| 261 | | testing.expectEqual(true, smaller_bf.contains(str)); |
| 262 | | } |
| 263 | | testing.expect(bf.popCount() <= @as(u10, smaller_bf.popCount()) * (1024 / 64)); |
| 264 | | } |
| 265 | | } |