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Issue 49753002: RAPPOR implementation (Closed) Base URL: https://chromium.googlesource.com/chromium/src.git@master
Patch Set: Seperated log generation and uploading Created 7 years ago
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1 // Copyright (c) 2013 The Chromium Authors. All rights reserved.
2 // Use of this source code is governed by a BSD-style license that can be
3 // found in the LICENSE file.
4
5 #include <assert.h>
6 #include <limits.h>
7 #include <math.h>
8
9 #include <bitset>
10 #include <map>
11 #include <string>
12 #include <vector>
13
14 #include "base/logging.h"
15 #include "base/strings/string_number_conversions.h"
16 #include "components/rappor/bytevector.h"
17 #include "components/rappor/rappor.h"
18 #include "components/rappor/rappor_reporter.h"
19 #include "crypto/hmac.h"
20 #include "crypto/random.h"
21
22 #define FAKE_PROB_INDEX 4
23 #define FAKE_ONE_PROB_INDEX 2
24
25 #define ONE_HONESTY_PROB_INDEX 4
26 #define ZERO_HONESTY_PROB_INDEX 2
27
28 #define HMAC_SEED 10
29
30 namespace rappor {
31
32 namespace {
33
34 // A utility object for generating random binary data with different
35 // likelihood of bits being true.
36 class ByteVectorGenerator {
37 public:
38 explicit ByteVectorGenerator(size_t byte_count);
39 ByteVector GetRandomByteVector();
40 ByteVector GetWeightedRandomByteVector(int probIndex);
41
42 protected:
43 virtual uint8_t RandByte();
44
45 private:
46 size_t byte_count_;
47 };
48
49 ByteVectorGenerator::ByteVectorGenerator(size_t byte_count)
50 : byte_count_(byte_count) {}
51
52 uint8_t ByteVectorGenerator::RandByte() {
53 uint8_t randomBits;
54 crypto::RandBytes(&randomBits, sizeof(uint8_t));
55 return randomBits;
56 }
57
58 ByteVector ByteVectorGenerator::GetRandomByteVector() {
59 ByteVector bytes(byte_count_);
60 for (size_t i = 0; i < byte_count_; i++) {
61 bytes[i] = RandByte();
62 }
63 return bytes;
64 }
65
66 ByteVector ByteVectorGenerator::GetWeightedRandomByteVector(int probIndex) {
67 switch (probIndex) {
68 // 87.5% ones
69 case -8:
70 return ~(GetRandomByteVector() & GetRandomByteVector() &
71 GetRandomByteVector());
72 // 75% ones
73 case -4:
74 return ~(GetRandomByteVector() & GetRandomByteVector());
75 // 50% ones
76 case 2:
77 return GetRandomByteVector();
78 // 25% ones
79 case 4:
80 return GetRandomByteVector() & GetRandomByteVector();
81 // 12.5% ones
82 case 8:
83 return GetRandomByteVector() & GetRandomByteVector() &
84 GetRandomByteVector();
85 default:
86 // Invalid probability index "probIndex" for coin flips
87 abort();
88 }
89 }
90
91 // A ByteVectorGenerator that uses a psuedo-random function to generate
92 // deterministicly random bits.
93 class HmacByteVectorGenerator : public ByteVectorGenerator {
94 public:
95 HmacByteVectorGenerator(size_t byte_count, const std::string& secret);
96
97 protected:
98 virtual uint8_t RandByte();
99
100 private:
101 crypto::HMAC hmac_;
102 uint64_t hmac_state_;
103 };
104
105 HmacByteVectorGenerator::HmacByteVectorGenerator(size_t byte_count,
106 const std::string& secret)
107 : ByteVectorGenerator(byte_count), hmac_(crypto::HMAC::SHA256) {
108 if (!hmac_.Init(secret)) {
109 abort();
110 };
111 assert(hmac_.DigestLength() > sizeof(uint64_t));
112 hmac_state_ = uint64_t(HMAC_SEED);
113 }
114
115 uint8_t HmacByteVectorGenerator::RandByte() {
116 uint8_t randomBits;
117 std::string state = base::Uint64ToString(hmac_state_);
118 if (!hmac_.Sign(state, &randomBits, sizeof(uint8_t))) {
119 abort();
120 }
121 ++hmac_state_;
122 return randomBits;
123 }
124
125 } // namespace
126
127 RapporReporter::RapporReporter(const std::string& secret) : secret_(secret) {}
128
129 std::vector<uint8_t> RapporReporter::GetReport(const Rappor& rappor) {
130 const ByteVector realbits(rappor.GetBytes());
131 size_t size = realbits.size();
132 HmacByteVectorGenerator hmacGenerator(size, secret_ + rappor.rappor_name());
133 const ByteVector fakebits =
134 hmacGenerator.GetWeightedRandomByteVector(rappor.fake_prob_index());
135 const ByteVector fakeones =
136 hmacGenerator.GetWeightedRandomByteVector(rappor.fake_one_prob_index());
137 const ByteVector onebits = (realbits & ~fakebits) | fakeones;
138
139 ByteVectorGenerator coinGenerator(size);
140 const ByteVector zero_coins = coinGenerator.GetWeightedRandomByteVector(
141 rappor.zero_honesty_prob_index());
142 const ByteVector one_coins = coinGenerator.GetWeightedRandomByteVector(
143 rappor.one_honesty_prob_index());
144 return (zero_coins & (~onebits)) | (one_coins & onebits);
145
146 return std::vector<uint8_t>();
147 }
148
149 } // namespace rappor
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