1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321
|
// Copyright 2024 The Chromium Authors
// Use of this source code is governed by a BSD-style license that can be
// found in the LICENSE file.
#include "components/variations/service/limited_entropy_randomization.h"
#include <cstdint>
#include <utility>
#include <vector>
#include "base/strings/strcat.h"
#include "base/strings/string_number_conversions.h"
#include "base/test/metrics/histogram_tester.h"
#include "components/variations/entropy_provider.h"
#include "components/variations/proto/layer.pb.h"
#include "components/variations/proto/study.pb.h"
#include "components/variations/proto/variations_seed.pb.h"
#include "components/variations/variations_layers.h"
#include "testing/gtest/include/gtest/gtest.h"
namespace variations {
namespace {
constexpr int kTestLayerId = 101;
constexpr int kTestLayerMemberId = 201;
constexpr char kTestClientId[] = "test_client_id";
// Hard code the enum bucket values, and use these in tests so that any
// re-numbering can be detected.
// LimitedEntropySeedRejectionReason::kHighEntropyUsage
constexpr int kHighEntropyUsageBucket = 0;
// LimitedEntropySeedRejectionReason::kMoreThenOneLimitedLayer
constexpr int kMoreThenOneLimitedLayerBucket = 1;
// LimitedEntropySeedRejectionReason::kLimitedLayerHasInvalidSlotBounds
constexpr int kLimitedLayerHasInvalidSlotBoundsBucket = 2;
// LimitedEntropySeedRejectionReason::kLimitedLayerDoesNotContainSlots
constexpr int kLimitedLayerDoesNotContainSlotsBucket = 3;
// InvalidLayerReason::kNoSlots
constexpr int kNoSlotsBucket = 1;
// InvalidLayerReason::kInvalidSlotBounds
constexpr int kInvalidSlotBoundsBucket = 5;
// The following value ensures slot 0 is selected (among 100 slots) when the
// limited entropy provider is used.
constexpr char kTestLimitedEntropyRandomizationSource[] =
"limited_entropy_randomization_source_964";
Study::Experiment CreateExperiment(int weight) {
Study::Experiment experiment;
experiment.set_probability_weight(weight);
return experiment;
}
Study::Experiment CreateGoogleWebExperiment(int weight,
int google_web_experiment_id) {
auto experiment = CreateExperiment(weight);
experiment.set_google_web_experiment_id(google_web_experiment_id);
return experiment;
}
std::vector<Study::Experiment> CreateExperimentsWithTwoBitsOfEntropy() {
// Create 3 experiments with a total probability weight of 100. Only the 25%
// group has a google_web_experiment_id so the entropy used should be
// -log2(1/4) = 2.
std::vector<Study::Experiment> experiments = {
CreateExperiment(10), CreateGoogleWebExperiment(25, 100001),
CreateExperiment(65)};
return experiments;
}
LayerMemberReference CreateLayerMemberReference(
uint32_t layer_id,
const std::vector<uint32_t>& layer_member_ids) {
LayerMemberReference layer_member_reference;
layer_member_reference.set_layer_id(layer_id);
for (uint32_t layer_member_id : layer_member_ids) {
layer_member_reference.add_layer_member_ids(layer_member_id);
}
return layer_member_reference;
}
// Creates a test study.
Study CreateTestStudy(const std::vector<Study::Experiment>& experiments) {
Study study;
study.set_name("test_study");
std::vector<Study::Experiment> copied_experiments(experiments);
for (size_t i = 0; i < copied_experiments.size(); ++i) {
copied_experiments[i].set_name(
base::StrCat({"test_experiment_", base::NumberToString(i)}));
Study_Experiment* experiment_to_add = study.add_experiment();
experiment_to_add->MergeFrom(copied_experiments[i]);
}
return study;
}
Study CreateTestStudy(const std::vector<Study::Experiment>& experiments,
const LayerMemberReference& layer_member_reference) {
auto study = CreateTestStudy(experiments);
auto* layer_member_reference_to_add = study.mutable_layer();
layer_member_reference_to_add->MergeFrom(layer_member_reference);
return study;
}
// Creates a test layer member with slot ranges given as <start, end> pairs.
Layer::LayerMember CreateLayerMember(
int layer_member_id,
const std::vector<std::pair<int, int>>& slot_ranges) {
Layer::LayerMember layer_member;
layer_member.set_id(layer_member_id);
for (const auto& slot_range : slot_ranges) {
auto* slot = layer_member.add_slots();
slot->set_start(slot_range.first);
slot->set_end(slot_range.second);
}
return layer_member;
}
Layer CreateLayer(int layer_id,
int num_slots,
Layer::EntropyMode entropy_mode,
const std::vector<Layer::LayerMember>& layer_members) {
Layer layer;
layer.set_id(layer_id);
layer.set_num_slots(num_slots);
layer.set_entropy_mode(entropy_mode);
for (const auto& layer_member : layer_members) {
auto* member_to_add = layer.add_members();
member_to_add->MergeFrom(layer_member);
}
return layer;
}
VariationsSeed CreateTestSeed(const std::vector<Layer>& layers,
const std::vector<Study>& studies) {
VariationsSeed seed;
for (const auto& study : studies) {
auto* study_to_add = seed.add_study();
study_to_add->MergeFrom(study);
}
for (const auto& layer : layers) {
auto* layer_to_add = seed.add_layers();
layer_to_add->MergeFrom(layer);
}
return seed;
}
} // namespace
class LimitedEntropyRandomizationTest : public ::testing::Test {
public:
LimitedEntropyRandomizationTest()
: entropy_providers_(
kTestClientId,
// Using 100 as the test LES value (as opposed to the production
// value of 8000) since this test suite is for using the limited
// entropy randomization source.
{0, 100},
kTestLimitedEntropyRandomizationSource) {
}
protected:
base::HistogramTester histogram_tester_;
const EntropyProviders entropy_providers_;
};
TEST_F(LimitedEntropyRandomizationTest,
TestIsEnoughEntropyAvailable_NotEnoughEntropy) {
auto test_layer =
CreateLayer(kTestLayerId, /*num_slots=*/100, Layer::LIMITED,
{CreateLayerMember(kTestLayerMemberId, {{0, 49}})});
auto test_seed = CreateTestSeed(
{test_layer}, {CreateTestStudy(CreateExperimentsWithTwoBitsOfEntropy(),
CreateLayerMemberReference(
kTestLayerId, {kTestLayerMemberId})),
CreateTestStudy(CreateExperimentsWithTwoBitsOfEntropy())});
VariationsLayers layers(test_seed, entropy_providers_);
// Entropy limit is 2 and entropy used is 3 (1 bit from the layer member and 2
// bits from the studies assigned).
EXPECT_FALSE(IsEnoughLimitedEntropyAvailableForTesting(layers, test_seed, 2));
}
TEST_F(LimitedEntropyRandomizationTest,
TestIsEnoughEntropyAvailable_EntropyAvailable) {
auto test_layer =
CreateLayer(kTestLayerId, /*num_slots=*/100, Layer::LIMITED,
{CreateLayerMember(kTestLayerMemberId, {{0, 49}})});
auto test_seed = CreateTestSeed(
{test_layer}, {CreateTestStudy(CreateExperimentsWithTwoBitsOfEntropy(),
CreateLayerMemberReference(
kTestLayerId, {kTestLayerMemberId})),
CreateTestStudy(CreateExperimentsWithTwoBitsOfEntropy())});
VariationsLayers layers(test_seed, entropy_providers_);
// Entropy limit is 3 and entropy used is 3 (1 bit from the layer member and 2
// bits from the studies assigned).
EXPECT_TRUE(IsEnoughLimitedEntropyAvailableForTesting(layers, test_seed, 3));
}
TEST_F(LimitedEntropyRandomizationTest, SeedRejection_EntropyOveruse) {
// Creates a layer with LIMITED entropy mode that takes 1 bit of entropy from
// the layer member.
auto test_layer = CreateLayer(
/*layer_id=*/kTestLayerId, /*num_slots=*/100,
/*entropy_mode=*/Layer::LIMITED,
/*layer_members=*/{CreateLayerMember(kTestLayerMemberId, {{0, 49}})});
auto test_seed = CreateTestSeed(
{test_layer}, {CreateTestStudy(CreateExperimentsWithTwoBitsOfEntropy(),
CreateLayerMemberReference(
kTestLayerId, {kTestLayerMemberId}))});
VariationsLayers layers(test_seed, entropy_providers_);
// The total entropy used should be 3 bits which is over the limit.
EXPECT_TRUE(SeedHasMisconfiguredEntropy(layers, test_seed));
histogram_tester_.ExpectUniqueSample(
"Variations.LimitedEntropy.SeedRejectionReason", kHighEntropyUsageBucket,
1);
}
TEST_F(LimitedEntropyRandomizationTest, SeedRejection_MultipleLimitedLayer) {
std::vector<Layer> test_layers;
for (int i = 0; i < 4; ++i) {
test_layers.push_back(CreateLayer(
/*layer_id=*/i, /*num_slots=*/100,
/*entropy_mode=*/Layer::LIMITED,
/*layer_members=*/{CreateLayerMember(kTestLayerMemberId, {{0, 49}})}));
}
auto test_seed = CreateTestSeed(
test_layers,
{CreateTestStudy(CreateExperimentsWithTwoBitsOfEntropy(),
CreateLayerMemberReference(0, {kTestLayerMemberId}))});
VariationsLayers layers(test_seed, entropy_providers_);
EXPECT_TRUE(SeedHasMisconfiguredEntropy(layers, test_seed));
histogram_tester_.ExpectUniqueSample(
"Variations.LimitedEntropy.SeedRejectionReason",
kMoreThenOneLimitedLayerBucket, kMoreThenOneLimitedLayerBucket);
}
TEST_F(LimitedEntropyRandomizationTest, SeedRejection_InvalidSlotBounds) {
// A test layer with overlapping layer members.
auto test_layer =
CreateLayer(kTestLayerId, /*num_slots=*/100, Layer::LIMITED,
{CreateLayerMember(kTestLayerMemberId, {{0, 49}, {25, 49}})});
auto test_seed = CreateTestSeed(
{test_layer},
{CreateTestStudy(CreateExperimentsWithTwoBitsOfEntropy(),
CreateLayerMemberReference(0, {kTestLayerMemberId}))});
VariationsLayers layers(test_seed, entropy_providers_);
// Seed should not be rejected since the LIMITED layer is invalid and no
// constrained studies will be assigned.
EXPECT_FALSE(SeedHasMisconfiguredEntropy(layers, test_seed));
// There should only be one metric emission on the layer being invalid.
// `kLimitedLayerHasInvalidSlotBounds` should only be emitted when the layer
// is deemed valid, but still has invalid slot bounds.
histogram_tester_.ExpectUniqueSample(
"Variations.LimitedEntropy.SeedRejectionReason",
kLimitedLayerHasInvalidSlotBoundsBucket, 0);
histogram_tester_.ExpectUniqueSample("Variations.InvalidLayerReason",
kInvalidSlotBoundsBucket, 1);
}
TEST_F(LimitedEntropyRandomizationTest, SeedRejection_NoSlots) {
// A test layer with no slots.
auto test_layer = CreateLayer(kTestLayerId, /*num_slots=*/0, Layer::LIMITED,
{CreateLayerMember(kTestLayerMemberId, {})});
auto test_seed = CreateTestSeed(
{test_layer},
{CreateTestStudy(CreateExperimentsWithTwoBitsOfEntropy(),
CreateLayerMemberReference(0, {kTestLayerMemberId}))});
VariationsLayers layers(test_seed, entropy_providers_);
// Similar to SeedRejection_InvalidSlotBounds, the seed should not be rejected
// since the LIMITED layer is invalid and no constrained studies will be
// assigned.
EXPECT_FALSE(SeedHasMisconfiguredEntropy(layers, test_seed));
// Similar to SeedRejection_InvalidSlotBounds, there should only be one
// metric emission on the layer having so slots.
// `kLimitedLayerDoesNotContainSlots` should only be emitted when the
// layer is deemed valid, but still has no slot.
histogram_tester_.ExpectUniqueSample(
"Variations.LimitedEntropy.SeedRejectionReason",
kLimitedLayerDoesNotContainSlotsBucket, 0);
histogram_tester_.ExpectUniqueSample("Variations.InvalidLayerReason",
kNoSlotsBucket, 1);
}
TEST_F(LimitedEntropyRandomizationTest, DoNotRejectTheSeed_NonLimitedLayer) {
// Creates a layer with DEFAULT entropy mode. It would have taken 1 bit of
// entropy if it is using LIMITED entropy mode.
auto test_layer = CreateLayer(
/*layer_id=*/kTestLayerId, /*num_slots=*/100,
/*entropy_mode=*/Layer::DEFAULT,
/*layer_members=*/{CreateLayerMember(kTestLayerMemberId, {{0, 49}})});
auto test_seed = CreateTestSeed(
{test_layer}, {CreateTestStudy(CreateExperimentsWithTwoBitsOfEntropy(),
CreateLayerMemberReference(
kTestLayerId, {kTestLayerMemberId}))});
VariationsLayers layers(test_seed, entropy_providers_);
// Seed should not be rejected since it's not using LIMITED entropy mode.
EXPECT_FALSE(SeedHasMisconfiguredEntropy(layers, test_seed));
histogram_tester_.ExpectUniqueSample(
"Variations.LimitedEntropy.SeedRejectionReason", kHighEntropyUsageBucket,
0);
}
} // namespace variations
|