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// Copyright 2022 The Chromium Authors
// Use of this source code is governed by a BSD-style license that can be
// found in the LICENSE file.
#ifndef COMPONENTS_ATTRIBUTION_REPORTING_PRIVACY_MATH_H_
#define COMPONENTS_ATTRIBUTION_REPORTING_PRIVACY_MATH_H_
#include <stdint.h>
#include <compare>
#include <optional>
#include <utility>
#include <vector>
#include "base/component_export.h"
#include "base/numerics/checked_math.h"
#include "base/types/expected.h"
#include "components/attribution_reporting/source_type.mojom-forward.h"
namespace attribution_reporting {
class AttributionScopesData;
class EventReportWindows;
class MaxEventLevelReports;
class TriggerDataSet;
struct FakeEventLevelReport {
uint32_t trigger_data;
int window_index;
friend std::strong_ordering operator<=>(const FakeEventLevelReport&,
const FakeEventLevelReport&) =
default;
};
// Corresponds to `StoredSource::AttributionLogic` as follows:
// `std::nullopt` -> `StoredSource::AttributionLogic::kTruthfully`
// empty vector -> `StoredSource::AttributionLogic::kNever`
// non-empty vector -> `StoredSource::AttributionLogic::kFalsely`
using RandomizedResponse = std::optional<std::vector<FakeEventLevelReport>>;
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
bool IsValid(const RandomizedResponse&,
const TriggerDataSet&,
const EventReportWindows&,
MaxEventLevelReports);
enum class RandomizedResponseError {
kExceedsChannelCapacityLimit,
kExceedsScopesChannelCapacityLimit,
kExceedsTriggerStateCardinalityLimit,
kExceedsMaxEventStatesLimit,
};
class COMPONENT_EXPORT(ATTRIBUTION_REPORTING) RandomizedResponseData {
public:
RandomizedResponseData(double rate, RandomizedResponse);
~RandomizedResponseData();
RandomizedResponseData(const RandomizedResponseData&);
RandomizedResponseData& operator=(const RandomizedResponseData&);
RandomizedResponseData(RandomizedResponseData&&);
RandomizedResponseData& operator=(RandomizedResponseData&&);
double rate() const { return rate_; }
const RandomizedResponse& response() const { return response_; }
RandomizedResponse& response() { return response_; }
friend bool operator==(const RandomizedResponseData&,
const RandomizedResponseData&) = default;
private:
double rate_;
RandomizedResponse response_;
};
// Returns true with probability r.
COMPONENT_EXPORT(ATTRIBUTION_REPORTING) bool GenerateWithRate(double r);
// https://wicg.github.io/attribution-reporting-api/#obtain-a-randomized-source-response-pick-rate
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
double GetRandomizedResponseRate(uint32_t num_states, double epsilon);
// Returns the number of possible output states for the given API configuration.
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
base::expected<uint32_t, RandomizedResponseError> GetNumStates(
const TriggerDataSet&,
const EventReportWindows&,
MaxEventLevelReports);
struct COMPONENT_EXPORT(ATTRIBUTION_REPORTING) PrivacyMathConfig {
// Controls the max number bits of information that can be associated with
// a single source.
double max_channel_capacity_navigation = 11.5;
double max_channel_capacity_scopes_navigation = 11.55;
double max_channel_capacity_event = 6.5;
double max_channel_capacity_scopes_event = 6.5;
double GetMaxChannelCapacity(mojom::SourceType) const;
double GetMaxChannelCapacityScopes(mojom::SourceType) const;
friend bool operator==(const PrivacyMathConfig&,
const PrivacyMathConfig&) = default;
};
// Determines the randomized response flip probability for the given API
// configuration, and performs randomized response on that output space.
//
// Returns `std::nullopt` if the output should be determined truthfully.
// Otherwise will return a vector of fake reports.
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
base::expected<RandomizedResponseData, RandomizedResponseError>
DoRandomizedResponse(const TriggerDataSet&,
const EventReportWindows&,
MaxEventLevelReports,
double epsilon,
mojom::SourceType,
const std::optional<AttributionScopesData>&,
const PrivacyMathConfig&);
COMPONENT_EXPORT(ATTRIBUTION_REPORTING) uint32_t MaxTriggerStateCardinality();
// Exposed for testing purposes.
namespace internal {
// Computes the binomial coefficient aka (`n` choose `k`).
// https://en.wikipedia.org/wiki/Binomial_coefficient
// Negative inputs are not supported.
//
// Note: large values of `n` and `k` may overflow, which will cause the returned
// `CheckedNumeric` to be invalid.
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
base::CheckedNumeric<uint32_t> BinomialCoefficient(
base::StrictNumeric<uint32_t> n,
base::StrictNumeric<uint32_t> k);
// Returns the k-combination associated with the number `combination_index`. In
// other words, returns the combination of `k` integers uniquely indexed by
// `combination_index` in the combinatorial number system.
// https://en.wikipedia.org/wiki/Combinatorial_number_system
//
// The returned vector is guaranteed to have size `k`.
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
std::vector<uint32_t> GetKCombinationAtIndex(
base::StrictNumeric<uint32_t> combination_index,
base::StrictNumeric<uint32_t> k);
// Returns the number of possible sequences of "stars and bars" sequences
// https://en.wikipedia.org/wiki/Stars_and_bars_(combinatorics),
// which is equivalent to (num_stars + num_bars choose num_stars).
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
base::CheckedNumeric<uint32_t> GetNumberOfStarsAndBarsSequences(
base::StrictNumeric<uint32_t> num_stars,
base::StrictNumeric<uint32_t> num_bars);
// Returns a vector of the indices of every star in the stars and bars sequence
// indexed by `sequence_index`. The indexing technique uses the k-combination
// utility documented above.
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
base::expected<std::vector<uint32_t>, std::monostate> GetStarIndices(
base::StrictNumeric<uint32_t> num_stars,
base::StrictNumeric<uint32_t> num_bars,
base::StrictNumeric<uint32_t> sequence_index);
// From a vector with the index of every star in a stars and bars sequence,
// returns a vector which, for every star, counts the number of bars preceding
// it. Assumes `star_indices` is in descending order. Output is also sorted
// in descending order.
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
std::vector<uint32_t> GetBarsPrecedingEachStar(
std::vector<uint32_t> star_indices);
// Computes the binary entropy function:
// https://en.wikipedia.org/wiki/Binary_entropy_function
COMPONENT_EXPORT(ATTRIBUTION_REPORTING) double BinaryEntropy(double p);
// Computes the channel capacity of a qary-symmetric channel.
// https://wicg.github.io/attribution-reporting-api/#computing-channel-capacity
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
double ComputeChannelCapacity(base::StrictNumeric<uint32_t> num_states_strict,
double randomized_response_rate);
// Computes the upper-bound channel capacity of a qary-symmetric channel for a
// given attribution scopes configuration.
// https://wicg.github.io/attribution-reporting-api/#compute-the-scopes-channel-capacity-of-a-source
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
double ComputeChannelCapacityScopes(
base::StrictNumeric<uint32_t> num_states_strict,
base::StrictNumeric<uint32_t> max_event_states,
base::StrictNumeric<uint32_t> attribution_scope_limit);
// Generates fake reports from the "stars and bars" sequence index of a
// possible output of the API. This output is determined by the following
// algorithm:
// 1. Find all stars before the first bar. These stars represent suppressed
// reports.
// 2. For all other stars, count the number of bars that precede them. Each
// star represents a report where the reporting window and trigger data is
// uniquely determined by that number.
COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
base::expected<std::vector<FakeEventLevelReport>, RandomizedResponseError>
GetFakeReportsForSequenceIndex(
const TriggerDataSet&,
const EventReportWindows&,
MaxEventLevelReports,
base::StrictNumeric<uint32_t> random_stars_and_bars_sequence_index);
} // namespace internal
class COMPONENT_EXPORT(ATTRIBUTION_REPORTING)
ScopedMaxTriggerStateCardinalityForTesting {
public:
explicit ScopedMaxTriggerStateCardinalityForTesting(uint32_t);
~ScopedMaxTriggerStateCardinalityForTesting();
ScopedMaxTriggerStateCardinalityForTesting(
const ScopedMaxTriggerStateCardinalityForTesting&) = delete;
ScopedMaxTriggerStateCardinalityForTesting& operator=(
const ScopedMaxTriggerStateCardinalityForTesting&) = delete;
ScopedMaxTriggerStateCardinalityForTesting(
ScopedMaxTriggerStateCardinalityForTesting&&) = delete;
ScopedMaxTriggerStateCardinalityForTesting& operator=(
ScopedMaxTriggerStateCardinalityForTesting&&) = delete;
private:
uint32_t previous_;
};
} // namespace attribution_reporting
#endif // COMPONENTS_ATTRIBUTION_REPORTING_PRIVACY_MATH_H_