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Issue 1090683003: Alternative Multi-dimensional Rappor (Closed) Base URL: https://chromium.googlesource.com/chromium/src.git@master
Patch Set: Use 64-bit shift Created 5 years, 7 months ago
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1 // Copyright 2014 The Chromium Authors. All rights reserved. 1 // Copyright 2014 The Chromium Authors. All rights reserved.
2 // Use of this source code is governed by a BSD-style license that can be 2 // Use of this source code is governed by a BSD-style license that can be
3 // found in the LICENSE file. 3 // found in the LICENSE file.
4 4
5 #include "components/rappor/rappor_metric.h" 5 #include "components/rappor/rappor_metric.h"
6 6
7 #include "base/logging.h" 7 #include "base/logging.h"
8 #include "base/rand_util.h" 8 #include "base/rand_util.h"
9 #include "components/rappor/reports.h"
9 10
10 namespace rappor { 11 namespace rappor {
11 12
12 RapporMetric::RapporMetric(const std::string& metric_name, 13 RapporMetric::RapporMetric(const std::string& metric_name,
13 const RapporParameters& parameters, 14 const RapporParameters& parameters,
14 int32_t cohort_seed) 15 int32_t cohort_seed)
15 : metric_name_(metric_name), 16 : metric_name_(metric_name),
16 parameters_(parameters), 17 parameters_(parameters),
17 sample_count_(0), 18 sample_count_(0),
18 bloom_filter_(parameters.bloom_filter_size_bytes, 19 bloom_filter_(parameters.bloom_filter_size_bytes,
(...skipping 12 matching lines...) Expand all
31 void RapporMetric::AddSample(const std::string& str) { 32 void RapporMetric::AddSample(const std::string& str) {
32 ++sample_count_; 33 ++sample_count_;
33 // Replace the previous sample with a 1 in sample_count_ chance so that each 34 // Replace the previous sample with a 1 in sample_count_ chance so that each
34 // sample has equal probability of being reported. 35 // sample has equal probability of being reported.
35 if (base::RandGenerator(sample_count_) == 0) { 36 if (base::RandGenerator(sample_count_) == 0) {
36 bloom_filter_.SetString(str); 37 bloom_filter_.SetString(str);
37 } 38 }
38 } 39 }
39 40
40 ByteVector RapporMetric::GetReport(const std::string& secret) const { 41 ByteVector RapporMetric::GetReport(const std::string& secret) const {
41 // Generate a deterministically random mask of fake data using the 42 return internal::GenerateReport(secret, parameters(), bytes());
42 // client's secret key + real data as a seed. The inclusion of the secret
43 // in the seed avoids correlations between real and fake data.
44 // The seed isn't a human-readable string.
45 const std::string personalization_string = metric_name_ +
46 std::string(bytes().begin(), bytes().end());
47 HmacByteVectorGenerator hmac_generator(bytes().size(), secret,
48 personalization_string);
49 const ByteVector fake_mask =
50 hmac_generator.GetWeightedRandomByteVector(parameters().fake_prob);
51 ByteVector fake_bits =
52 hmac_generator.GetWeightedRandomByteVector(parameters().fake_one_prob);
53
54 // Redact most of the real data by replacing it with the fake data, hiding
55 // and limiting the amount of information an individual client reports on.
56 const ByteVector* fake_and_redacted_bits =
57 ByteVectorMerge(fake_mask, bytes(), &fake_bits);
58
59 // Generate biased coin flips for each bit.
60 ByteVectorGenerator coin_generator(bytes().size());
61 const ByteVector zero_coins =
62 coin_generator.GetWeightedRandomByteVector(parameters().zero_coin_prob);
63 ByteVector one_coins =
64 coin_generator.GetWeightedRandomByteVector(parameters().one_coin_prob);
65
66 // Create a randomized response report on the fake and redacted data, sending
67 // the outcome of flipping a zero coin for the zero bits in that data, and of
68 // flipping a one coin for the one bits in that data, as the final report.
69 return *ByteVectorMerge(*fake_and_redacted_bits, zero_coins, &one_coins);
70 } 43 }
71 44
72 void RapporMetric::SetBytesForTesting(const ByteVector& bytes) { 45 void RapporMetric::SetBytesForTesting(const ByteVector& bytes) {
73 bloom_filter_.SetBytesForTesting(bytes); 46 bloom_filter_.SetBytesForTesting(bytes);
74 } 47 }
75 48
76 } // namespace rappor 49 } // namespace rappor
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