1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
use std::collections::HashSet;
use thiserror::Error;
use hmac::{Hmac, Mac};
use sha2::Sha256;
#[derive(Error, Debug, PartialEq, Eq)]
pub enum CreateBloomFilterError {
#[error("InvalidFilterSize: {0}")]
InvalidFilterSize(String),
#[error("InvalidFilterTermBits: {0}")]
InvalidFilterTermBits(String),
}
type FilterKey = [u8; 32];
#[derive(Debug)]
pub struct BloomFilter {
key: FilterKey,
bits: HashSet<u16>,
k: usize,
m: u32,
}
#[derive(Default)]
pub struct BloomFilterOps {
pub(crate) filter_size: Option<u32>,
pub(crate) filter_term_bits: Option<usize>,
}
impl BloomFilterOps {
pub fn with_filter_size(mut self, size: u32) -> Self {
self.filter_size = Some(size);
self
}
pub fn with_filter_term_bits(mut self, bits: usize) -> Self {
self.filter_term_bits = Some(bits);
self
}
}
impl BloomFilter {
pub const K_MIN: usize = 3;
pub const K_MAX: usize = 16;
pub const K_DEFAULT: usize = 3;
pub const M_MIN: u32 = 32;
pub const M_MAX: u32 = 65536;
pub const M_DEFAULT: u32 = 256;
pub fn opts() -> BloomFilterOps {
BloomFilterOps::default()
}
pub fn new(key: FilterKey, opts: BloomFilterOps) -> Result<Self, CreateBloomFilterError> {
let k = opts.filter_term_bits.unwrap_or(Self::K_DEFAULT);
Self::validate_filter_term_bits(k)?;
let m = opts.filter_size.unwrap_or(Self::M_DEFAULT);
Self::validate_filter_size(m)?;
Ok(Self {
key,
bits: Default::default(),
k,
m,
})
}
fn validate_filter_term_bits(k: usize) -> Result<(), CreateBloomFilterError> {
if !(Self::K_MIN..=Self::K_MAX).contains(&k) {
return Err(CreateBloomFilterError::InvalidFilterTermBits(format!(
"Expected filter_term_bits to be between {} and {}. Got: {}",
Self::K_MIN,
Self::K_MAX,
k
)));
}
Ok(())
}
fn validate_filter_size(m: u32) -> Result<(), CreateBloomFilterError> {
if !(Self::M_MIN..=Self::M_MAX).contains(&m) {
return Err(CreateBloomFilterError::InvalidFilterSize(format!(
"Expected filter_size to be between {} and {}. Got: {}",
Self::M_MIN,
Self::M_MAX,
m
)));
}
if !m.is_power_of_two() {
return Err(CreateBloomFilterError::InvalidFilterSize(format!(
"Expected filter_size to be a power of two. Got: {}",
m
)));
}
Ok(())
}
pub fn with_terms<T: AsRef<str>>(mut self, terms: impl IntoIterator<Item = T>) -> Self {
self.add_terms(terms);
self
}
pub fn add_terms<T: AsRef<str>>(&mut self, terms: impl IntoIterator<Item = T>) {
for term in terms.into_iter() {
self.add_single_term(term);
}
}
pub fn add_single_term(&mut self, term: impl AsRef<str>) {
let mut mac: Hmac<Sha256> =
Hmac::new_from_slice(&self.key).expect("Expected Hmac to create from any size key");
mac.update(term.as_ref().as_bytes());
let hash = mac.finalize().into_bytes();
for index in 0..self.k {
let slice = &hash[(index * 2)..=(index * 2) + 1];
let bytes: [u8; 2] = slice
.try_into()
.expect("Expected hash slice to be two bytes");
let byte_position = ((u16::from_le_bytes(bytes) as u32) % self.m) as u16;
self.bits.insert(byte_position);
}
}
pub fn is_subset(&self, other: &Self) -> bool {
self.bits.is_subset(&other.bits)
}
pub fn into_vec(self) -> Vec<u16> {
self.bits.into_iter().collect()
}
pub fn from_key(key: FilterKey) -> Self {
Self::new(key, Default::default())
.expect("Expected filter with default options to create without error")
}
pub fn is_empty(&self) -> bool {
self.bits.is_empty()
}
}
#[cfg(test)]
mod test {
use std::borrow::Cow;
use super::*;
use hex_literal::hex;
use rand::{distributions::Alphanumeric, Rng}; fn test_key() -> [u8; 32] {
hex!("b6d6dba3be33ffaabb83af611ec043b9270dacdc7b3015ce2c36ba17cf2d3b2c")
}
fn random_chars(count: usize) -> String {
rand::thread_rng()
.sample_iter(&Alphanumeric)
.take(count)
.map(char::from)
.collect()
}
fn create_test_filter() -> BloomFilter {
BloomFilter::from_key(test_key())
}
#[test]
fn test_filter_creates_without_error() {
let mut filter = BloomFilter::from_key([1; 32]);
filter.add_terms(["yo"]);
}
#[test]
fn test_add_terms_with_multiple_types() {
let mut filter = BloomFilter::from_key([1; 32]);
filter.add_terms(["yo"]);
filter.add_terms(vec!["yo"]);
filter.add_terms(vec![String::from("yo")]);
filter.add_terms([Cow::<'_, str>::from("asdf")]);
}
#[test]
fn test_creates_with_empty_bits() {
let filter = BloomFilter::from_key(test_key());
assert!(filter.bits.is_empty())
}
#[test]
fn test_provide_default_for_m() {
let filter = BloomFilter::from_key(test_key());
assert_eq!(filter.m, 256);
}
#[test]
fn test_provide_default_for_k() {
let filter = BloomFilter::from_key(test_key());
assert_eq!(filter.k, 3);
}
macro_rules! bloom_filter_tests {
(valid_m_values => ($($m: tt),*), valid_k_values => ($($k: tt),*), invalid_m_values => ($($invalid_m: tt),*)) => {
$(
paste::paste! {
#[test]
fn [<test_m_value_ $m _is_valid>]() {
BloomFilter::new(
test_key(),
BloomFilter::opts().with_filter_size($m)
)
.expect("Expected filter to create successfully");
}
#[test]
fn [<test_add_bit_positions_with_values_gt_0_and_lt $m _when_m_is_ $m>]() {
let mut filter = BloomFilter::new(
test_key(),
BloomFilter::opts()
.with_filter_size($m)
).unwrap();
let chars = random_chars(3);
println!("Inserting chars: {}", chars);
filter.add_single_term(chars);
assert_eq!(filter.m, $m);
assert!(filter.bits.len() > 0);
assert!(filter.bits.iter().all(|b| (*b as u32) < $m));
}
}
)*
$(
paste::paste! {
#[test]
fn [<test_k_value_ $k _is_valid>]() {
BloomFilter::new(
test_key(),
BloomFilter::opts().with_filter_term_bits($k)
)
.expect("Expected filter to create successfully");
}
#[test]
fn [<test_adds_at_most_ $k _entries_to_bits_for_a_single_term_when_k_is_ $k>]() {
let mut filter = BloomFilter::new(
test_key(),
BloomFilter::opts()
.with_filter_term_bits($k)
).unwrap();
let chars = random_chars(3);
println!("Inserting chars: {}", chars);
filter.add_single_term(chars);
assert_eq!(filter.k, $k);
assert!(filter.bits.len() > 0);
assert!(filter.bits.len() <= $k);
}
}
)*
$(
paste::paste! {
#[test]
fn [<test_m_value $invalid_m _is_not_valid>]() {
let err = BloomFilter::new(
test_key(),
BloomFilter::opts()
.with_filter_size($invalid_m)
).expect_err("Expected value to panic");
assert!(matches!(err, CreateBloomFilterError::InvalidFilterSize(_)));
}
}
)*
bloom_filter_tests!(@perms ($($m,)*) ($($k,)*));
};
(@perms ($m:tt, $($m_tail:tt,)*) ($($k: tt,)*)) => {
$(
paste::paste! {
#[test]
fn [<test_filter_works_with_m_value_ $m _and_k_value $k >]() {
let mut filter_a = BloomFilter::new(
test_key(),
BloomFilter::opts()
.with_filter_size($m)
.with_filter_term_bits($k),
)
.unwrap();
let mut filter_b = BloomFilter::new(
test_key(),
BloomFilter::opts()
.with_filter_size($m)
.with_filter_term_bits($k),
)
.unwrap();
let mut filter_c = BloomFilter::new(
test_key(),
BloomFilter::opts()
.with_filter_size($m)
.with_filter_term_bits($k),
)
.unwrap();
let mut filter_d = BloomFilter::new(
test_key(),
BloomFilter::opts()
.with_filter_size($m)
.with_filter_term_bits($k),
)
.unwrap();
filter_a.add_terms([ "a", "b", "c" ]);
filter_b.add_terms([ "a", "b" ]);
filter_c.add_terms([ "d", "e" ]);
filter_d.add_terms([ "c", "d" ]);
assert!(filter_b.is_subset(&filter_a));
assert!(!filter_c.is_subset(&filter_a));
assert!(!filter_d.is_subset(&filter_a));
}
}
)*
bloom_filter_tests!(@perms ($($m_tail,)*) ($($k,)*));
};
(@perms () ($($k: tt,)*)) => {};
}
bloom_filter_tests! {
valid_m_values => (32, 64, 128, 256, 512, 1024, 2048, 4096, 8192, 16384, 32768, 65536),
valid_k_values => (3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16),
invalid_m_values => (0, 2, 16, 31, 513, 131072)
}
#[test]
fn test_raises_when_k_is_lt_3() {
let err = BloomFilter::new(test_key(), BloomFilter::opts().with_filter_term_bits(2))
.expect_err("Expected bloom filter to not create");
assert_eq!(
err.to_string(),
"InvalidFilterTermBits: Expected filter_term_bits to be between 3 and 16. Got: 2"
)
}
#[test]
fn test_raises_when_k_is_gt_16() {
let err = BloomFilter::new(test_key(), BloomFilter::opts().with_filter_term_bits(17))
.expect_err("Expected bloom filter to not create");
assert_eq!(
err.to_string(),
"InvalidFilterTermBits: Expected filter_term_bits to be between 3 and 16. Got: 17"
)
}
#[test]
fn test_accepts_a_single_or_list_of_terms() {
let mut left = create_test_filter();
let mut right = create_test_filter();
left.add_single_term("abc");
right.add_terms(["abc"]);
assert!(!left.bits.is_empty());
assert_eq!(left.bits, right.bits);
}
#[test]
fn test_adds_k_entries_to_bits_when_no_collisions() {
let mut filter = create_test_filter();
filter.add_single_term("yes");
assert_eq!(filter.bits.len(), filter.k);
}
}