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// Copyright 2020 The Chromium Authors
// Use of this source code is governed by a BSD-style license that can be
// found in the LICENSE file.
#include "chrome/browser/privacy_budget/identifiability_study_state.h"
#include <algorithm>
#include <cstddef>
#include <limits>
#include <random>
#include <set>
#include <type_traits>
#include <utility>
#include <vector>
#include "base/check.h"
#include "base/check_op.h"
#include "base/command_line.h"
#include "base/compiler_specific.h"
#include "base/containers/contains.h"
#include "base/containers/flat_tree.h"
#include "base/dcheck_is_on.h"
#include "base/metrics/field_trial_params.h"
#include "base/rand_util.h"
#include "base/version_info/channel.h"
#include "chrome/browser/privacy_budget/identifiability_study_group_settings.h"
#include "chrome/browser/privacy_budget/privacy_budget_prefs.h"
#include "chrome/browser/privacy_budget/representative_surface_set.h"
#include "chrome/browser/privacy_budget/surface_set_equivalence.h"
#include "chrome/common/channel_info.h"
#include "chrome/common/privacy_budget/field_trial_param_conversions.h"
#include "chrome/common/privacy_budget/identifiability_study_configurator.mojom.h"
#include "chrome/common/privacy_budget/privacy_budget_features.h"
#include "chrome/common/privacy_budget/privacy_budget_settings_provider.h"
#include "chrome/common/privacy_budget/types.h"
#include "components/prefs/pref_service.h"
#include "components/variations/variations_switches.h"
#include "content/public/browser/render_process_host.h"
#include "ipc/ipc_channel_proxy.h"
#include "services/metrics/public/cpp/ukm_source_id.h"
#include "third_party/blink/public/common/privacy_budget/identifiability_study_settings.h"
#include "third_party/blink/public/common/privacy_budget/identifiability_study_settings_provider.h"
#include "third_party/blink/public/common/privacy_budget/identifiable_surface.h"
namespace {
int GetStudyGenerationFromFieldTrial() {
return std::clamp(features::kIdentifiabilityStudyGeneration.Get(), 0,
std::numeric_limits<int>::max());
}
double GetMetaExperimentActivationProbability() {
double settings_probability =
features::kIdentifiabilityStudyMetaExperimentActivationProbability.Get();
if (settings_probability < 0 || settings_probability > 1) {
return chrome::GetChannel() == version_info::Channel::STABLE ? 0.01 : 0.5;
} else {
return settings_probability;
}
}
} // namespace
constexpr int IdentifiabilityStudyState::kGeneratorVersion;
IdentifiabilityStudyState::IdentifiabilityStudyState(PrefService* pref_service)
: settings_(IdentifiabilityStudyGroupSettings::InitFromFeatureParams()),
pref_service_(pref_service),
valuation_(equivalence_),
active_surfaces_(valuation_),
generation_(GetStudyGenerationFromFieldTrial()),
active_surface_budget_(settings_.surface_budget()),
random_offset_generator_(
settings_.expected_surface_count() > 0
? settings_.expected_surface_count()
// If settings_.expected_surface_count() is 0 then the study is
// disabled. The random offset generator will not be used.
// However, `MesaDistribution` needs a `pivot_point` parameter
// bigger than 0.
: 1,
kMesaDistributionRatio,
kMesaDistributionGeometricDistributionParam),
meta_experiment_active_(IsMetaExperimentActive()) {
InitializeGlobalStudySettings();
InitFromPrefs();
}
IdentifiabilityStudyState::~IdentifiabilityStudyState() = default;
int IdentifiabilityStudyState::generation() const {
return generation_;
}
bool IdentifiabilityStudyState::ShouldRecordSurface(
blink::IdentifiableSurface surface) {
DCHECK_CALLED_ON_VALID_SEQUENCE(sequence_checker_);
if (!settings_.enabled() && !meta_experiment_active_) [[unlikely]] {
return false;
}
// We always record surfaces of type zero.
if (surface.GetType() == blink::IdentifiableSurface::Type::kReservedInternal)
return true;
if (!settings_.enabled()) [[unlikely]] {
return false;
}
// All other surfaces should be recorded only when sampling.
if (!settings_.IsUsingSamplingOfSurfaces())
return false;
if (base::Contains(active_surfaces_, surface))
return true;
if (settings_.IsUsingAssignedBlockSampling())
return false;
DCHECK(settings_.IsUsingRandomSampling());
if ((settings_.allowed_random_types().size() > 0) &&
(!base::Contains(settings_.allowed_random_types(), surface.GetType()))) {
return false;
}
if (!CanAddOneMoreActiveSurface())
return false;
if (!blink::IdentifiabilityStudySettings::Get()->ShouldSampleSurface(surface))
return false;
// (surface ∈ seen_surfaces_) but (surface ∉ active_surfaces_) means that
// we've seen this surface before and decided not in include it.
if (base::Contains(seen_surfaces_, surface))
return false;
return DecideInclusionForNewSurface(surface);
}
// static
void IdentifiabilityStudyState::ResetGlobalStudySettingsForTesting() {
blink::IdentifiabilityStudySettings::ResetStateForTesting();
}
void IdentifiabilityStudyState::InitializeGlobalStudySettings() {
blink::IdentifiabilityStudySettings::SetGlobalProvider(
std::make_unique<PrivacyBudgetSettingsProvider>(meta_experiment_active_));
}
void IdentifiabilityStudyState::InitializeRenderer(
content::RenderProcessHost* render_process_host) {
IPC::ChannelProxy* channel = render_process_host->GetChannel();
if (!channel) {
return;
}
mojo::AssociatedRemote<chrome::mojom::IdentifiabilityStudyConfigurator>
identifiability_study_configurator;
channel->GetRemoteAssociatedInterface(&identifiability_study_configurator);
identifiability_study_configurator->ConfigureIdentifiabilityStudy(
/*meta_experiment_active=*/meta_experiment_active_);
}
bool IdentifiabilityStudyState::DecideInclusionForNewSurface(
blink::IdentifiableSurface new_surface) {
DCHECK(settings_.IsUsingRandomSampling());
if (seen_surfaces_.size() > kMaxSelectedSurfaceOffset + 1) [[unlikely]] {
return false;
}
MaybeUpdateSelectedOffsets();
const OffsetType offset_of_new_surface = seen_surfaces_.size();
if (!TryAddNewlySeenSurface(new_surface))
return false;
if (!base::Contains(selected_offsets_, offset_of_new_surface)) {
CheckInvariants();
return false;
}
if (!active_surfaces_.TryAdd(new_surface, active_surface_budget_)) {
// Failed to add surface at offset `offset_of_surface`. So the corresponding
// offset should be removed from `selected_offsets_` for internal
// consistency.
selected_offsets_.erase(offset_of_new_surface);
WriteSelectedOffsetsToPrefs();
CheckInvariants();
return false;
}
++active_offset_count_;
CheckInvariants();
return true;
}
unsigned IdentifiabilityStudyState::GetCountOfOffsetsToSelect() const {
DCHECK(CanAddOneMoreActiveSurface());
// We've selected `active_offset_count_` number of surfaces already.
//
// The number of offsets that we need to select in addition to the active
// offsets is:
//
// ExpectedSurfaceCountForCost(<remaining-budget>)
//
// I.e.: The expected number of surfaces we need to select in order to
// exhaust the remaining budget.
//
// So the total number of offsets we need to select is:
unsigned offset_count = active_offset_count_ +
SurfaceSetValuation::ExpectedSurfaceCountForCost(
active_surface_budget_ - active_surfaces_.Cost());
// If the number of selected offsets is too high, any newly selected offsets
// have too much of a probability of collision. So we cap that as well.
//
// Doing so means that some combinations of pivot_point() and
// `active_surface_budget_` don't make sense‡, but don't cause harm either.
// It's on the server-side study configuration to select sensible numbers.
//
// ‡ There are some budgets that cannot be saturated because it would cause
// too many collisions. E.g.: an `active_surface_budget_` of 1000 and
// a `pivot_point` of 10. Once we select around 5 surfaces, any subsequent
// selection has a greater than 50% chance of collision. This algorithm
// mitigates the damage that can be caused by such combinations. In practice
// the active_surface_budget_ is much smaller than the pivot_point.
const unsigned collision_safe_upperbound =
(random_offset_generator_.pivot_point() + 1) / 2;
return std::min(offset_count, collision_safe_upperbound);
}
void IdentifiabilityStudyState::MaybeUpdateSelectedOffsets() {
DCHECK(settings_.IsUsingRandomSampling());
if (!CanAddOneMoreActiveSurface())
return;
const unsigned offsets_to_select = GetCountOfOffsetsToSelect();
if (selected_offsets_.size() >= offsets_to_select)
return;
UpdateSelectedOffsets(offsets_to_select);
}
void IdentifiabilityStudyState::UpdateSelectedOffsets(
unsigned offsets_to_select) {
std::set<OffsetType> newly_selected_offsets;
int newly_active_offset_count = 0;
base::RandomBitGenerator bit_generator;
while (newly_selected_offsets.size() + selected_offsets_.size() <
offsets_to_select &&
CanAddOneMoreActiveSurface()) {
auto offset_to_add = random_offset_generator_.Get(bit_generator);
// Probability of repeatedly hitting this condition is vanishingly small if
// the following assertion holds.
static_assert(kMaxSelectedSurfaceOffset >
features::kMaxIdentifiabilityStudyExpectedSurfaceCount,
"");
if (offset_to_add > kMaxSelectedSurfaceOffset)
continue;
// Collision with previously selected offset. Kept in check with use of
// a collision "safe" upperbound in GetCountOfOffsetsToSelect().
auto result = newly_selected_offsets.insert(offset_to_add);
if (!result.second || base::Contains(selected_offsets_, offset_to_add))
continue;
if (offset_to_add >= seen_surfaces_.size())
continue;
auto surface = seen_surfaces_[offset_to_add];
if (!active_surfaces_.TryAdd(surface, active_surface_budget_)) {
newly_selected_offsets.erase(offset_to_add);
// If this surface didn't fit, then continuing this loop may result in
// a perpetual loop where `active_surfaces_` is not saturated, but none of
// the seen surfaces fit the budget.
break;
}
++newly_active_offset_count;
}
selected_offsets_.insert(newly_selected_offsets.begin(),
newly_selected_offsets.end());
active_offset_count_ += newly_active_offset_count;
WriteSelectedOffsetsToPrefs();
}
#if EXPENSIVE_DCHECKS_ARE_ON()
namespace {
// Predicate used in CheckInvariants().
bool IsSurfaceAllowed(const blink::IdentifiableSurface& value) {
return blink::IdentifiabilityStudySettings::Get()->ShouldSampleSurface(value);
}
bool IsRepresentativeSurfaceAllowed(const RepresentativeSurface& value) {
return IsSurfaceAllowed(value.value());
}
} // namespace
void IdentifiabilityStudyState::CheckInvariants() const {
DCHECK_CALLED_ON_VALID_SEQUENCE(sequence_checker_);
// Should only be called if the study is active.
DCHECK(settings_.enabled());
// These assertions correspond to the invariants listed in
// identifiability_study_state.h.
// active_surfaces_
DCHECK(std::ranges::all_of(active_surfaces_, IsRepresentativeSurfaceAllowed));
DCHECK(std::ranges::all_of(selected_offsets_, [this](auto offset) {
return offset >= seen_surfaces_.size() ||
active_surfaces_.contains(seen_surfaces_[offset]);
}));
DCHECK_LE(active_surfaces_.Cost(), active_surface_budget_);
// seen_surfaces_
DCHECK(std::ranges::all_of(seen_surfaces_, IsSurfaceAllowed));
DCHECK_LE(seen_surfaces_.size(),
static_cast<size_t>(kMaxSelectedSurfaceOffset + 1));
// ^^^
// For kMaxSelectedSurfaceOffset to be a valid offset into seen_surfaces_,
// the size of seen_surfaces_ must be at least (kMaxSelectedSurfaceOffset +
// 1).
// seen_surface_sequence_string_
DCHECK_EQ(seen_surface_sequence_string_,
EncodeIdentifiabilityFieldTrialParam(seen_surfaces_.AsList()));
// selected_offsets_
DCHECK(std::ranges::all_of(selected_offsets_,
&IdentifiabilityStudyState::IsValidOffset));
// active_offset_count_
DCHECK_EQ(std::ranges::count_if(selected_offsets_,
[this](OffsetType offset) {
return offset < seen_surfaces_.size();
}),
active_offset_count_);
}
#else // EXPENSIVE_DCHECKS_ARE_ON()
void IdentifiabilityStudyState::CheckInvariants() const {}
#endif // EXPENSIVE_DCHECKS_ARE_ON()
bool IdentifiabilityStudyState::CanAddOneMoreActiveSurface() const {
return active_surfaces_.Cost() + SurfaceSetValuation::kDefaultCost <=
active_surface_budget_;
}
void IdentifiabilityStudyState::ResetPerReportState() {
surface_encounters_.Reset();
}
void IdentifiabilityStudyState::ResetInMemoryState() {
ResetPerReportState();
active_surfaces_.Clear();
seen_surfaces_.Clear();
seen_surface_sequence_string_.clear();
selected_offsets_.clear();
active_offset_count_ = 0;
selected_block_offset_ = -1;
}
void IdentifiabilityStudyState::ResetPersistedState() {
DCHECK_CALLED_ON_VALID_SEQUENCE(sequence_checker_);
ResetInMemoryState();
pref_service_->ClearPref(prefs::kPrivacyBudgetSeenSurfaces);
pref_service_->ClearPref(prefs::kPrivacyBudgetSelectedOffsets);
pref_service_->ClearPref(prefs::kPrivacyBudgetSelectedBlock);
if (!settings_.enabled()) {
pref_service_->ClearPref(prefs::kPrivacyBudgetGeneration);
return;
}
pref_service_->SetInteger(prefs::kPrivacyBudgetGeneration, generation_);
if (settings_.IsUsingAssignedBlockSampling()) {
InitStateForAssignedBlockSampling();
}
if (settings_.IsUsingRandomSampling()) {
MaybeUpdateSelectedOffsets();
}
CheckInvariants();
}
void IdentifiabilityStudyState::InitStateForAssignedBlockSampling() {
DCHECK(settings_.IsUsingAssignedBlockSampling());
DCHECK_LT(selected_block_offset_, 0);
IdentifiableSurfaceBlocks blocks = settings_.blocks();
// Returning without adding anything to the active set effectively disables
// the study.
if (blocks.empty())
return;
if (pref_service_->HasPrefPath(prefs::kPrivacyBudgetSelectedBlock)) {
selected_block_offset_ =
pref_service_->GetInteger(prefs::kPrivacyBudgetSelectedBlock);
}
if (selected_block_offset_ < 0 ||
selected_block_offset_ >= static_cast<int64_t>(blocks.size())) {
selected_block_offset_ =
SelectMultinomialChoice(settings_.blocks_weights());
}
IdentifiableSurfaceList& selected_group = blocks[selected_block_offset_];
std::vector<OffsetType> unused_offsets;
// If this condition winds up true, then we have an inconsistent
// configuration.
if (!StripDisallowedSurfaces(selected_group, unused_offsets) ||
!unused_offsets.empty()) {
return;
}
auto representative_surface_set =
equivalence_.GetRepresentatives(selected_group);
active_surfaces_.Assign(std::move(representative_surface_set));
pref_service_->SetInteger(prefs::kPrivacyBudgetSelectedBlock,
selected_block_offset_);
// If any single group that's specified via experiment parameters exceed the
// experiment specified budget, then we should assume that the experiment
// configuration is inconsistent. In this case we drop the study. It's enabled
// (due to the experiment configuration that's only applied at startup) but
// doesn't report anything.
if (active_surfaces_.Cost() > active_surface_budget_)
active_surfaces_.Clear();
}
// static
int IdentifiabilityStudyState::SelectMultinomialChoice(
const std::vector<double>& weights) {
std::discrete_distribution<int> distribution(weights.begin(), weights.end());
base::RandomBitGenerator generator;
return distribution(generator);
}
// static
bool IdentifiabilityStudyState::IsValidOffset(OffsetType ord) {
return ord <= kMaxSelectedSurfaceOffset;
}
// static
bool IdentifiabilityStudyState::StripDisallowedSurfaces(
IdentifiableSurfaceList& container,
std::vector<OffsetType>& dropped_offsets) {
const auto* settings = blink::IdentifiabilityStudySettings::Get();
std::set<blink::IdentifiableSurface> unique_surfaces;
OffsetType read_position = 0, write_position = 0;
for (; read_position < container.size(); ++read_position) {
auto surface = container[read_position];
if (base::Contains(unique_surfaces, surface))
return false;
if (surface.GetType() ==
blink::IdentifiableSurface::Type::kReservedInternal)
return false;
unique_surfaces.insert(surface);
if (settings->ShouldSampleSurface(surface)) {
container[write_position++] = surface;
} else {
dropped_offsets.push_back(read_position);
}
}
container.resize(write_position);
return true;
}
// static
std::vector<IdentifiabilityStudyState::OffsetType>
IdentifiabilityStudyState::AdjustForDroppedOffsets(
std::vector<OffsetType> dropped_offsets,
std::vector<OffsetType> offsets) {
DCHECK(std::ranges::is_sorted(dropped_offsets));
DCHECK(std::ranges::is_sorted(offsets));
if (offsets.empty() || dropped_offsets.empty())
return offsets;
OffsetType offset_adjustment = 0;
unsigned from_offset = 0, to_offset = 0;
// By sticking a fake dropped offset in the back we can ensure that the range
// of offsets from the last dropped offsets thru the last offset are also
// handled in the same loop. Otherwise the loop will terminate at the last
// dropped offset and we'd need additional code to go through the remainder.
dropped_offsets.push_back(offsets.back() + 1);
for (const auto dropped : dropped_offsets) {
while (from_offset < offsets.size() && offsets[from_offset] < dropped)
offsets[to_offset++] = offsets[from_offset++] - offset_adjustment;
// Skips the element in `offsets` that corresponds to the dropped offset.
// This is not always the case since it's valid to drop offsets that are not
// indexed by `offsets`.
if (from_offset < offsets.size() && offsets[from_offset] == dropped)
++from_offset;
++offset_adjustment;
}
offsets.resize(to_offset);
return offsets;
}
bool IdentifiabilityStudyState::IsMetaExperimentActive() {
if (!base::FeatureList::IsEnabled(
features::kIdentifiabilityStudyMetaExperiment)) {
pref_service_->ClearPref(prefs::kPrivacyBudgetMetaExperimentActivationSalt);
return false;
}
// Use a fixed state when benchmarking, so that benchmarking results are more
// reproducible.
if (base::CommandLine::ForCurrentProcess()->HasSwitch(
variations::switches::kEnableBenchmarking)) {
return false;
}
// Keep the experiment consistently active or inactive for a given client.
double salt;
if (pref_service_->HasPrefPath(
prefs::kPrivacyBudgetMetaExperimentActivationSalt)) {
salt = pref_service_->GetDouble(
prefs::kPrivacyBudgetMetaExperimentActivationSalt);
} else {
salt = base::RandDouble();
pref_service_->SetDouble(prefs::kPrivacyBudgetMetaExperimentActivationSalt,
salt);
}
return salt < GetMetaExperimentActivationProbability();
}
void IdentifiabilityStudyState::InitFromPrefs() {
if (!settings_.enabled()) [[unlikely]] {
// Nothing to do if the study is not active. However it is possible that
// this client has switched from active to inactive, in which case we should
// nuke any persisted data.
ResetPersistedState();
return;
}
// Changing the generation nukes persisted state.
auto persisted_generation =
pref_service_->GetInteger(prefs::kPrivacyBudgetGeneration);
if (persisted_generation != generation_) {
ResetPersistedState();
return;
}
if (settings_.IsUsingAssignedBlockSampling()) {
InitStateForAssignedBlockSampling();
}
if (settings_.IsUsingRandomSampling()) {
InitStateForRandomSurfaceSampling();
}
CheckInvariants();
}
void IdentifiabilityStudyState::InitStateForRandomSurfaceSampling() {
DCHECK(settings_.IsUsingRandomSampling());
ResetInMemoryState();
selected_offsets_ =
DecodeIdentifiabilityFieldTrialParam<std::vector<OffsetType>>(
pref_service_->GetString(prefs::kPrivacyBudgetSelectedOffsets));
// Typically we'd change kPrivacyBudgetGeneration when updating the
// server-side experiment configuration. The following sections assume that
// the generation has remained the same while blocked surfaces and types may
// have changed.
if (!std::ranges::all_of(selected_offsets_,
&IdentifiabilityStudyState::IsValidOffset)) {
ResetPersistedState();
return;
}
auto unfiltered_seen_surfaces =
DecodeIdentifiabilityFieldTrialParam<IdentifiableSurfaceList>(
pref_service_->GetString(prefs::kPrivacyBudgetSeenSurfaces));
std::vector<OffsetType> dropped_offsets;
if (!StripDisallowedSurfaces(unfiltered_seen_surfaces, dropped_offsets)) {
// StripDisallowedSurfaces returns false if the input --
// `unfiltered_seen_surfaces` in this case -- was inconsistent.
ResetPersistedState();
return;
}
seen_surfaces_ = std::move(unfiltered_seen_surfaces);
selected_offsets_.replace(AdjustForDroppedOffsets(
dropped_offsets, std::move(selected_offsets_).extract()));
seen_surface_sequence_string_ =
EncodeIdentifiabilityFieldTrialParam(seen_surfaces_);
if (!dropped_offsets.empty())
WriteSeenSurfacesToPrefs();
RepresentativeSurfaceSet new_active_surfaces;
for (auto ord : selected_offsets_) {
if (ord < seen_surfaces_.size()) {
new_active_surfaces.insert(
equivalence_.GetRepresentative(seen_surfaces_[ord]));
++active_offset_count_;
}
}
active_surfaces_.AssignWithBudget(std::move(new_active_surfaces),
active_surface_budget_);
WriteSelectedOffsetsToPrefs();
MaybeUpdateSelectedOffsets();
}
bool IdentifiabilityStudyState::TryAddNewlySeenSurface(
blink::IdentifiableSurface surface) {
if (!seen_surfaces_.Add(surface))
return false;
if (!seen_surface_sequence_string_.empty())
seen_surface_sequence_string_.append(",");
seen_surface_sequence_string_.append(
privacy_budget_internal::EncodeIdentifiabilityType(surface));
WriteSeenSurfacesToPrefs();
return true;
}
void IdentifiabilityStudyState::WriteSeenSurfacesToPrefs() const {
pref_service_->SetString(prefs::kPrivacyBudgetSeenSurfaces,
seen_surface_sequence_string_);
}
void IdentifiabilityStudyState::WriteSelectedOffsetsToPrefs() const {
if (selected_offsets_.empty()) {
pref_service_->ClearPref(prefs::kPrivacyBudgetSelectedOffsets);
return;
}
pref_service_->SetString(
prefs::kPrivacyBudgetSelectedOffsets,
EncodeIdentifiabilityFieldTrialParam(selected_offsets_));
}
bool IdentifiabilityStudyState::ShouldReportEncounteredSurface(
uint64_t source_id,
blink::IdentifiableSurface surface) {
if (!blink::IdentifiabilityStudySettings::Get()->ShouldSampleType(
blink::IdentifiableSurface::Type::kMeasuredSurface)) {
return false;
}
if (surface.GetType() ==
blink::IdentifiableSurface::Type::kReservedInternal) {
return false;
}
return surface_encounters_.IsNewEncounter(source_id,
surface.ToUkmMetricHash());
}
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