/Users/deen/code/yugabyte-db/src/yb/util/bloom_filter-test.cc
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1 | | // Licensed to the Apache Software Foundation (ASF) under one |
2 | | // or more contributor license agreements. See the NOTICE file |
3 | | // distributed with this work for additional information |
4 | | // regarding copyright ownership. The ASF licenses this file |
5 | | // to you under the Apache License, Version 2.0 (the |
6 | | // "License"); you may not use this file except in compliance |
7 | | // with the License. You may obtain a copy of the License at |
8 | | // |
9 | | // http://www.apache.org/licenses/LICENSE-2.0 |
10 | | // |
11 | | // Unless required by applicable law or agreed to in writing, |
12 | | // software distributed under the License is distributed on an |
13 | | // "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
14 | | // KIND, either express or implied. See the License for the |
15 | | // specific language governing permissions and limitations |
16 | | // under the License. |
17 | | // |
18 | | // The following only applies to changes made to this file as part of YugaByte development. |
19 | | // |
20 | | // Portions Copyright (c) YugaByte, Inc. |
21 | | // |
22 | | // Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except |
23 | | // in compliance with the License. You may obtain a copy of the License at |
24 | | // |
25 | | // http://www.apache.org/licenses/LICENSE-2.0 |
26 | | // |
27 | | // Unless required by applicable law or agreed to in writing, software distributed under the License |
28 | | // is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express |
29 | | // or implied. See the License for the specific language governing permissions and limitations |
30 | | // under the License. |
31 | | // |
32 | | #include <glog/logging.h> |
33 | | #include <gtest/gtest.h> |
34 | | |
35 | | #include "yb/util/bloom_filter.h" |
36 | | |
37 | | namespace yb { |
38 | | |
39 | | static const int kRandomSeed = 0xdeadbeef; |
40 | | |
41 | 1 | static void AddRandomKeys(int random_seed, int n_keys, BloomFilterBuilder *bf) { |
42 | 1 | srandom(random_seed); |
43 | 2.00k | for (int i = 0; i < n_keys; i++) { |
44 | 2.00k | uint64_t key = random(); |
45 | 2.00k | Slice key_slice(reinterpret_cast<const uint8_t *>(&key), sizeof(key)); |
46 | 2.00k | BloomKeyProbe probe(key_slice); |
47 | 2.00k | bf->AddKey(probe); |
48 | 2.00k | } |
49 | 1 | } |
50 | | |
51 | 1 | static void CheckRandomKeys(int random_seed, int n_keys, const BloomFilter &bf) { |
52 | 1 | srandom(random_seed); |
53 | 2.00k | for (int i = 0; i < n_keys; i++) { |
54 | 2.00k | uint64_t key = random(); |
55 | 2.00k | Slice key_slice(reinterpret_cast<const uint8_t *>(&key), sizeof(key)); |
56 | 2.00k | BloomKeyProbe probe(key_slice); |
57 | 2.00k | ASSERT_TRUE(bf.MayContainKey(probe)); |
58 | 2.00k | } |
59 | 1 | } |
60 | | |
61 | 1 | TEST(TestBloomFilter, TestInsertAndProbe) { |
62 | 1 | int n_keys = 2000; |
63 | 1 | BloomFilterBuilder bfb( |
64 | 1 | BloomFilterSizing::ByCountAndFPRate(n_keys, 0.01)); |
65 | | |
66 | | // Check that the desired false positive rate is achieved. |
67 | 1 | double expected_fp_rate = bfb.false_positive_rate(); |
68 | 1 | ASSERT_NEAR(expected_fp_rate, 0.01, 0.002); |
69 | | |
70 | | // 1% FP rate should need about 9 bits per key |
71 | 1 | ASSERT_EQ(9, bfb.n_bits() / n_keys); |
72 | | |
73 | | // Enter n_keys random keys into the bloom filter |
74 | 1 | AddRandomKeys(kRandomSeed, n_keys, &bfb); |
75 | | |
76 | | // Verify that the keys we inserted all return true when queried. |
77 | 1 | BloomFilter bf(bfb.slice(), bfb.n_hashes()); |
78 | 1 | CheckRandomKeys(kRandomSeed, n_keys, bf); |
79 | | |
80 | | // Query a bunch of other keys, and verify the false positive rate |
81 | | // is within reasonable bounds. |
82 | 1 | uint32_t num_queries = 100000; |
83 | 1 | uint32_t num_positives = 0; |
84 | 100k | for (uint32_t i = 0; i < num_queries; i++) { |
85 | 100k | uint64_t key = random(); |
86 | 100k | Slice key_slice(reinterpret_cast<const uint8_t *>(&key), sizeof(key)); |
87 | 100k | BloomKeyProbe probe(key_slice); |
88 | 100k | if (bf.MayContainKey(probe)) { |
89 | 994 | num_positives++; |
90 | 994 | } |
91 | 100k | } |
92 | | |
93 | 1 | double fp_rate = static_cast<double>(num_positives) / static_cast<double>(num_queries); |
94 | 1 | LOG(INFO) << "FP rate: " << fp_rate << " (" << num_positives << "/" << num_queries << ")"; |
95 | 1 | LOG(INFO) << "Expected FP rate: " << expected_fp_rate; |
96 | | |
97 | | // Actual FP rate should be within 20% of the estimated FP rate |
98 | 1 | ASSERT_NEAR(fp_rate, expected_fp_rate, 0.20*expected_fp_rate); |
99 | 1 | } |
100 | | |
101 | | } // namespace yb |