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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661
|
// 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.
#include "components/permissions/prediction_service/prediction_service.h"
#include <vector>
#include "base/base_paths.h"
#include "base/files/file.h"
#include "base/files/file_path.h"
#include "base/files/file_util.h"
#include "base/memory/raw_ptr.h"
#include "base/path_service.h"
#include "base/run_loop.h"
#include "base/task/thread_pool/thread_pool_instance.h"
#include "base/test/metrics/histogram_tester.h"
#include "chrome/browser/optimization_guide/browser_test_util.h"
#include "chrome/browser/optimization_guide/optimization_guide_keyed_service.h"
#include "chrome/browser/optimization_guide/optimization_guide_keyed_service_factory.h"
#include "chrome/browser/permissions/prediction_based_permission_ui_selector.h"
#include "chrome/browser/permissions/prediction_model_handler_provider.h"
#include "chrome/browser/permissions/prediction_model_handler_provider_factory.h"
#include "chrome/browser/permissions/prediction_service_factory.h"
#include "chrome/browser/profiles/profile.h"
#include "chrome/browser/profiles/profile_key.h"
#include "chrome/browser/ui/browser.h"
#include "chrome/common/chrome_features.h"
#include "chrome/test/base/in_process_browser_test.h"
#include "chrome/test/base/ui_test_utils.h"
#include "components/content_settings/core/common/pref_names.h"
#include "components/metrics/content/subprocess_metrics_provider.h"
#include "components/optimization_guide/core/model_util.h"
#include "components/optimization_guide/core/optimization_guide_features.h"
#include "components/optimization_guide/core/optimization_guide_test_util.h"
#include "components/optimization_guide/core/test_model_info_builder.h"
#include "components/optimization_guide/core/test_optimization_guide_model_provider.h"
#include "components/optimization_guide/proto/models.pb.h"
#include "components/permissions/features.h"
#include "components/permissions/permission_request_manager.h"
#include "components/permissions/permission_uma_util.h"
#include "components/permissions/permission_util.h"
#include "components/permissions/prediction_service/permissions_aiv3_handler.h"
#include "components/permissions/prediction_service/prediction_model_handler.h"
#include "components/permissions/prediction_service/prediction_request_features.h"
#include "components/permissions/prediction_service/prediction_service_messages.pb.h"
#include "components/permissions/request_type.h"
#include "components/permissions/test/mock_permission_prompt_factory.h"
#include "components/permissions/test/mock_permission_request.h"
#include "components/prefs/pref_service.h"
#include "content/public/test/browser_test.h"
#include "content/public/test/browser_test_utils.h"
#include "net/dns/mock_host_resolver.h"
#include "net/test/embedded_test_server/embedded_test_server.h"
#include "testing/gmock/include/gmock/gmock.h"
#include "testing/gtest/include/gtest/gtest.h"
namespace permissions {
namespace {
using ::base::TimeTicks;
using ::base::test::FeatureRef;
using ::base::test::FeatureRefAndParams;
using ::optimization_guide::proto::OptimizationTarget;
using ::permissions::GeneratePredictionsResponse;
using ::permissions::PermissionRequestRelevance;
using ::permissions::PermissionsAiv3Handler;
using ::permissions::PredictionRequestFeatures;
using ::permissions::PredictionService;
using ::testing::_;
using ::testing::AllOf;
using ::testing::Eq;
using ::testing::Field;
using ::testing::Invoke;
using ::testing::WithArg;
constexpr OptimizationTarget kCpssV1OptTargetNotification =
OptimizationTarget::OPTIMIZATION_TARGET_NOTIFICATION_PERMISSION_PREDICTIONS;
constexpr OptimizationTarget kAiv3OptTargetNotification = OptimizationTarget::
OPTIMIZATION_TARGET_NOTIFICATION_IMAGE_PERMISSION_RELEVANCE;
constexpr auto kLikelihoodUnspecified =
PermissionUmaUtil::PredictionGrantLikelihood::
PermissionPrediction_Likelihood_DiscretizedLikelihood_DISCRETIZED_LIKELIHOOD_UNSPECIFIED;
// This is the only server side reply that will tirgger quiet UI at the moment.
constexpr auto kLikelihoodVeryUnlikely =
PermissionUmaUtil::PredictionGrantLikelihood::
PermissionPrediction_Likelihood_DiscretizedLikelihood_VERY_UNLIKELY;
constexpr std::string_view kModelExecutionSuccessHistogram =
"OptimizationGuide.ModelExecutor.ExecutionStatus.NotificationPermissionsV3";
constexpr std::string_view kSnapshotTakenHistogram =
"Permissions.AIv3.SnapshotTaken";
constexpr char kAIv3InquiryDurationHistogram[] =
"Permissions.AIv3.InquiryDuration";
constexpr char kCpssV1InquiryDurationHistogram[] =
"Permissions.OnDevicePredictionService.InquiryDuration";
constexpr char kCpssV3InquiryDurationHistogram[] =
"Permissions.PredictionService.InquiryDuration";
// A CPSSv1 model that returns a constant value of 0.5;
// its meaning is defined by the max_likely threshold we use in the
// signature_model_executor to differentiate between
// 'very unlikely' and 'unspecified'.
constexpr std::string_view kZeroDotFiveReturnSignatureModel =
"signature_model_ret_0.5.tflite";
// An AIv3 model that returns a constant value of 0 which will be converted into
// a 'very unlikely' for notifications and geolocation permission request.
constexpr std::string_view kZeroReturnAiv3Model = "aiv3_ret_0.tflite";
// An AIv3 model that returns a constant value of 1 which will be converted into
// a 'very likely' for notifications and geolocation permission request.
constexpr std::string_view kOneReturnAiv3Model = "aiv3_ret_1.tflite";
// Non existing model file.
constexpr std::string_view kNotExistingModel = "does_not_exist.tflite";
base::FilePath ModelFilePath(std::string_view file_name) {
base::FilePath source_root_dir;
base::PathService::Get(base::DIR_SRC_TEST_DATA_ROOT, &source_root_dir);
return source_root_dir.AppendASCII("chrome")
.AppendASCII("test")
.AppendASCII("data")
.AppendASCII("permissions")
.AppendASCII(file_name);
}
class PredictionServiceMock : public PredictionService {
public:
PredictionServiceMock() : PredictionService(nullptr) {}
MOCK_METHOD(void,
StartLookup,
(const PredictionRequestFeatures& entity,
LookupRequestCallback request_callback,
LookupResponseCallback response_callback),
(override));
};
class PermissionsAiv3HandlerFake : public PermissionsAiv3Handler {
public:
PermissionsAiv3HandlerFake(
optimization_guide::OptimizationGuideModelProvider* model_provider,
optimization_guide::proto::OptimizationTarget optimization_target,
RequestType request_type)
: PermissionsAiv3Handler(model_provider,
optimization_target,
request_type) {}
void OnModelUpdated(
optimization_guide::proto::OptimizationTarget optimization_target,
base::optional_ref<const optimization_guide::ModelInfo> model_info)
override {
PermissionsAiv3Handler::OnModelUpdated(optimization_target, model_info);
if (model_info.has_value()) {
model_load_run_loop_for_testing_.Quit();
}
}
void ExecuteModelWrapper(
PermissionsAiv3Handler::ExecutionCallback callback,
const std::optional<PermissionsAiv3Encoder::ModelOutput>& output) {
std::move(callback).Run(output);
model_execute_run_loop_for_testing_.Quit();
}
void ExecuteModel(
PermissionsAiv3Handler::ExecutionCallback callback,
std::unique_ptr<PermissionsAiv3Encoder::ModelInput> snapshot) override {
PermissionsAiv3Handler::ExecuteModel(
base::BindOnce(&PermissionsAiv3HandlerFake::ExecuteModelWrapper,
weak_ptr_factory_.GetWeakPtr(), std::move(callback)),
std::move(snapshot));
}
void WaitForModelLoadForTesting() { model_load_run_loop_for_testing_.Run(); }
void WaitForModelExecutionForTesting() {
model_execute_run_loop_for_testing_.Run();
}
private:
base::RunLoop model_execute_run_loop_for_testing_;
base::RunLoop model_load_run_loop_for_testing_;
base::WeakPtrFactory<PermissionsAiv3HandlerFake> weak_ptr_factory_{this};
};
} // namespace
class PredictionServiceBrowserTestBase : public InProcessBrowserTest {
public:
explicit PredictionServiceBrowserTestBase(
const std::vector<FeatureRefAndParams>& enabled_features = {},
const std::vector<FeatureRef>& disabled_features = {}) {
scoped_feature_list_.InitWithFeaturesAndParameters(enabled_features,
disabled_features);
}
~PredictionServiceBrowserTestBase() override = default;
void SetUpOnMainThread() override {
InProcessBrowserTest::SetUpOnMainThread();
PermissionRequestManager* manager = GetPermissionRequestManager();
mock_permission_prompt_factory_ =
std::make_unique<MockPermissionPromptFactory>(manager);
host_resolver()->AddRule("*", "127.0.0.1");
browser()->profile()->GetPrefs()->SetBoolean(prefs::kEnableNotificationCPSS,
true);
browser()->profile()->GetPrefs()->SetBoolean(prefs::kEnableGeolocationCPSS,
true);
}
void TearDownOnMainThread() override {
mock_permission_prompt_factory_.reset();
}
content::RenderFrameHost* GetActiveMainFrame() {
return browser()
->tab_strip_model()
->GetActiveWebContents()
->GetPrimaryMainFrame();
}
PermissionRequestManager* GetPermissionRequestManager() {
return PermissionRequestManager::FromWebContents(
browser()->tab_strip_model()->GetActiveWebContents());
}
MockPermissionPromptFactory* bubble_factory() {
return mock_permission_prompt_factory_.get();
}
PredictionModelHandler* prediction_model_handler() {
return PredictionModelHandlerProviderFactory::GetForBrowserContext(
browser()->profile())
->GetPredictionModelHandler(RequestType::kNotifications);
}
PredictionBasedPermissionUiSelector*
prediction_based_permission_ui_selector() {
return static_cast<PredictionBasedPermissionUiSelector*>(
GetPermissionRequestManager()
->get_permission_ui_selectors_for_testing()
.back()
.get());
}
void TriggerPromptAndVerifyUi(
std::string test_url,
PermissionAction permission_action,
bool should_expect_quiet_ui,
std::optional<PermissionRequestRelevance> expected_relevance,
std::optional<PermissionUmaUtil::PredictionGrantLikelihood>
expected_prediction_likelihood) {
auto* manager = GetPermissionRequestManager();
GURL url = embedded_test_server()->GetURL(test_url, "/title1.html");
ASSERT_TRUE(ui_test_utils::NavigateToURL(browser(), url));
auto req =
std::make_unique<MockPermissionRequest>(RequestType::kNotifications);
manager->AddRequest(GetActiveMainFrame(), std::move(req));
bubble_factory()->WaitForPermissionBubble();
if (notification_model_handler_) {
notification_model_handler_->WaitForModelExecutionForTesting();
}
EXPECT_EQ(should_expect_quiet_ui,
manager->ShouldCurrentRequestUseQuietUI());
EXPECT_EQ(expected_relevance,
manager->permission_request_relevance_for_testing());
EXPECT_EQ(expected_prediction_likelihood,
manager->prediction_grant_likelihood_for_testing());
if (permission_action == PermissionAction::DISMISSED) {
manager->Dismiss();
} else if (permission_action == PermissionAction::GRANTED) {
manager->Accept();
}
}
base::HistogramTester& histogram_tester() { return histogram_tester_; }
protected:
OptimizationGuideKeyedService* opt_guide() {
return OptimizationGuideKeyedServiceFactory::GetForProfile(
browser()->profile());
}
raw_ptr<PermissionsAiv3HandlerFake> notification_model_handler_ = nullptr;
private:
std::unique_ptr<MockPermissionPromptFactory> mock_permission_prompt_factory_;
base::test::ScopedFeatureList scoped_feature_list_;
base::HistogramTester histogram_tester_;
};
IN_PROC_BROWSER_TEST_F(PredictionServiceBrowserTestBase,
PredictionServiceEnabled) {
EXPECT_TRUE(prediction_model_handler());
}
struct HoldbackProbabilityTestCase {
std::string test_name;
float holdback_probability;
// At the moment, we define everything that the signature model returns that
// is above that threshold as very unlikely, and everything below that
// will return unspecified.
float max_likely_threshold;
bool should_expect_quiet_ui;
std::optional<PermissionUmaUtil::PredictionGrantLikelihood>
expected_prediction_likelihood;
};
class SignatureModelPredictionServiceBrowserTest
: public PredictionServiceBrowserTestBase,
public testing::WithParamInterface<HoldbackProbabilityTestCase> {
public:
SignatureModelPredictionServiceBrowserTest()
: PredictionServiceBrowserTestBase(/*enabled_features=*/
{{features::
kPermissionOnDeviceNotificationPredictions,
{}},
{optimization_guide::features::
kOptimizationHints,
{}},
{optimization_guide::features::
kRemoteOptimizationGuideFetching,
{}},
{features::
kCpssUseTfliteSignatureRunner,
{}}},
/*disabled_features=*/
{permissions::features::
kPermissionsAIv1,
permissions::features::
kPermissionsAIv3,
permissions::features::
kPermissionsAIv3Geolocation,
permissions::features::
kPermissionsAIv3Geolocation}) {}
void TriggerCpssV1AndVerifyUi(
PermissionAction permission_action,
bool should_expect_quiet_ui,
std::optional<PermissionRequestRelevance> expected_relevance,
std::optional<PermissionUmaUtil::PredictionGrantLikelihood>
expected_prediction_likelihood) {
// We need 4 prompts for the CPSS to kick in on the next prompt.
// This behaviour is defined by kRequestedPermissionMinimumHistoricalActions
std::string test_urls[] = {"a.test", "b.test", "c.test", "d.test"};
for (std::string test_url : test_urls) {
TriggerPromptAndVerifyUi(test_url, PermissionAction::GRANTED,
/*should_expect_quiet_ui=*/false,
/*expected_relevance=*/std::nullopt,
/*expected_prediction_likelihood=*/std::nullopt);
}
TriggerPromptAndVerifyUi(/*test_url=*/"e.test", permission_action,
should_expect_quiet_ui, expected_relevance,
expected_prediction_likelihood);
EXPECT_EQ(5, bubble_factory()->show_count());
}
};
INSTANTIATE_TEST_SUITE_P(
HoldbackProbabilityTest,
SignatureModelPredictionServiceBrowserTest,
testing::ValuesIn<HoldbackProbabilityTestCase>({
{
/*test_name=*/"TestUnspecifiedLikelihoodAndNoHoldback"
"ReturnsDefaultUI",
/*holdback_probability=*/0,
/*max_likely_threshold=*/0.5,
/*should_expect_quiet_ui=*/false,
/*expected_prediction_likelihood=*/kLikelihoodUnspecified,
},
{
/*test_name=*/"TestUnspecifiedLikelihoodAndHoldback"
"ReturnsDefaultUI",
/*holdback_probability=*/1,
/*max_likely_threshold=*/0.5,
/*should_expect_quiet_ui=*/false,
/*expected_prediction_likelihood=*/kLikelihoodUnspecified,
},
{
/*test_name=*/"TestVeryLikelyAndNoHoldback"
"ReturnsQuietUI",
/*holdback_probability=*/0,
/*max_likely_threshold=*/0.49,
/*should_expect_quiet_ui=*/true,
/*expected_prediction_likelihood=*/kLikelihoodVeryUnlikely,
},
{
/*test_name=*/"TestVeryLikelyAndHoldback"
"ReturnsDefaultUI",
/*holdback_probability=*/1,
/*max_likely_threshold=*/0.49,
/*should_expect_quiet_ui=*/false,
/*expected_prediction_likelihood=*/kLikelihoodVeryUnlikely,
},
}),
/*name_generator=*/
[](const testing::TestParamInfo<
SignatureModelPredictionServiceBrowserTest::ParamType>& info) {
return info.param.test_name;
});
IN_PROC_BROWSER_TEST_P(SignatureModelPredictionServiceBrowserTest,
CheckHoldbackProbabilitiesForDifferentSignatureModels) {
ASSERT_TRUE(prediction_model_handler());
WebPermissionPredictionsModelMetadata metadata;
std::string serialized_metadata;
metadata.mutable_not_grant_thresholds()->set_max_likely(
GetParam().max_likely_threshold);
metadata.set_holdback_probability(GetParam().holdback_probability);
metadata.set_version(2);
metadata.SerializeToString(&serialized_metadata);
auto any = std::make_optional<optimization_guide::proto::Any>();
any->set_value(serialized_metadata);
any->set_type_url(
"type.googleapis.com/"
"optimization_guide.protos.WebPermissionPredictionsModelMetadata");
opt_guide()->OverrideTargetModelForTesting(
kCpssV1OptTargetNotification,
optimization_guide::TestModelInfoBuilder()
.SetModelFilePath(ModelFilePath(kZeroDotFiveReturnSignatureModel))
.SetModelMetadata(any)
.Build());
prediction_model_handler()->WaitForModelLoadForTesting();
ASSERT_TRUE(embedded_test_server()->Start());
TriggerCpssV1AndVerifyUi(PermissionAction::DISMISSED,
GetParam().should_expect_quiet_ui,
/*expected_relevance=*/std::nullopt,
GetParam().expected_prediction_likelihood);
histogram_tester().ExpectTotalCount(kCpssV1InquiryDurationHistogram,
/*expected_count=*/1);
}
struct Aiv3ModelTestCase {
std::string test_name;
std::string_view model_name;
// This is defined by the output of the AIv3 model (and the defined
// thresholds). It will be used as input to the server-side model
PermissionRequestRelevance expected_relevance;
// This is the output of the server-side model (that we mock for this
// test).
// It should define the decision shared with the permission request
// manager.
PermissionUmaUtil::PredictionGrantLikelihood prediction_service_likelihood;
bool should_expect_quiet_ui;
int success_count_model_execution;
};
class Aiv3ModelPredictionServiceBrowserTest
: public PredictionServiceBrowserTestBase,
public testing::WithParamInterface<Aiv3ModelTestCase> {
public:
Aiv3ModelPredictionServiceBrowserTest()
: PredictionServiceBrowserTestBase(/*enabled_features=*/
{
{permissions::features::
kPermissionPredictionsV2,
{{permissions::feature_params::
kPermissionPredictionsV2HoldbackChance
.name,
"0"}}},
{permissions::features::
kPermissionOnDeviceNotificationPredictions,
{}},
{permissions::features::
kPermissionOnDeviceGeolocationPredictions,
{}},
{::features::
kQuietNotificationPrompts,
{}},
{permissions::features::
kPermissionsAIv3,
{}},
{permissions::features::
kPermissionsAIv3Geolocation,
{}},
},
/*disabled_features=*/{}) {
PredictionServiceFactory::GetInstance()->set_prediction_service_for_testing(
&prediction_service_);
}
void SetUpOnMainThread() override {
PredictionServiceBrowserTestBase::SetUpOnMainThread();
browser()->profile()->GetPrefs()->SetBoolean(
unified_consent::prefs::kUrlKeyedAnonymizedDataCollectionEnabled, true);
// Only one model_handler can be registered for the same optimization target
// at the same time. Registering happens in the constructor, deregistering
// in the destructor of each ModelHandler. We can either deregister
// explicitly in the opt_guide service or just destroy the object. Either
// way, we need to do this before we create our fake handler.
model_handler_provider()->set_permissions_aiv3_handler_for_testing(
RequestType::kNotifications, nullptr);
std::unique_ptr<PermissionsAiv3HandlerFake> notification_model_handler =
std::make_unique<PermissionsAiv3HandlerFake>(
opt_guide(),
/*optimization_target=*/kAiv3OptTargetNotification,
/*request_type=*/RequestType::kNotifications);
notification_model_handler_ = notification_model_handler.get();
model_handler_provider()->set_permissions_aiv3_handler_for_testing(
RequestType::kNotifications, std::move(notification_model_handler));
}
void TearDownOnMainThread() override {
PredictionServiceBrowserTestBase::TearDownOnMainThread();
notification_model_handler_ = nullptr;
}
void PushModelFileToModelExecutor(const base::FilePath& model_file_path) {
opt_guide()->OverrideTargetModelForTesting(
kAiv3OptTargetNotification, optimization_guide::TestModelInfoBuilder()
.SetModelFilePath(model_file_path)
.Build());
notification_model_handler_->WaitForModelLoadForTesting();
}
PermissionsAiv3Handler* aiv3_model_handler() {
return PredictionModelHandlerProviderFactory::GetForBrowserContext(
browser()->profile())
->GetPermissionsAiv3Handler(RequestType::kNotifications);
}
PredictionServiceMock& prediction_service() { return prediction_service_; }
private:
PredictionModelHandlerProvider* model_handler_provider() {
return PredictionModelHandlerProviderFactory::GetForBrowserContext(
browser()->profile());
}
PredictionServiceMock prediction_service_;
};
INSTANTIATE_TEST_SUITE_P(
Aiv3ModelTest,
Aiv3ModelPredictionServiceBrowserTest,
testing::ValuesIn<Aiv3ModelTestCase>({
{
/*test_name=*/"OnDeviceVeryLowAndServerSideUnspecifiedResponse"
"ReturnsDefaultUI",
/*test_name=*/kZeroReturnAiv3Model,
/*expected_relevance=*/PermissionRequestRelevance::kVeryLow,
/*prediction_service_likelihood=*/kLikelihoodUnspecified,
/*should_expect_quiet_ui=*/false,
/*success_count_model_execution=*/1,
},
{
/*test_name=*/"OnDeviceVeryLowAndServerSideVeryUnlikelyResponse"
"ReturnsQuietUI",
/*test_name=*/kZeroReturnAiv3Model,
/*expected_relevance=*/PermissionRequestRelevance::kVeryLow,
/*prediction_service_likelihood=*/kLikelihoodVeryUnlikely,
/*should_expect_quiet_ui=*/true,
/*success_count_model_execution=*/1,
},
{
/*test_name=*/"OnDeviceVeryHighAndServerSideUnspecifiedResponse"
"ReturnsDefaultUI",
/*test_name=*/kOneReturnAiv3Model,
/*expected_relevance=*/PermissionRequestRelevance::kVeryHigh,
/*prediction_service_likelihood=*/kLikelihoodUnspecified,
/*should_expect_quiet_ui=*/false,
/*success_count_model_execution=*/1,
},
{
/*test_name=*/"OnDeviceVeryHighAndServerSideVeryUnlikelyResponse"
"ReturnsQuietUI",
/*test_name=*/kOneReturnAiv3Model,
/*expected_relevance=*/PermissionRequestRelevance::kVeryHigh,
/*prediction_service_likelihood=*/kLikelihoodVeryUnlikely,
/*should_expect_quiet_ui=*/true,
/*success_count_model_execution=*/1,
},
{
/*test_name=*/"FailingAiv3ModelStillResultsInValid"
"ServerSideExecution",
/*test_name=*/kNotExistingModel,
/*expected_relevance=*/PermissionRequestRelevance::kUnspecified,
/*prediction_service_likelihood=*/kLikelihoodVeryUnlikely,
/*should_expect_quiet_ui=*/true,
/*success_count_model_execution=*/0,
},
}),
/*name_generator=*/
[](const testing::TestParamInfo<
Aiv3ModelPredictionServiceBrowserTest::ParamType>& info) {
return info.param.test_name;
});
IN_PROC_BROWSER_TEST_P(Aiv3ModelPredictionServiceBrowserTest,
TestAiv3Workflow) {
ASSERT_TRUE(aiv3_model_handler());
PushModelFileToModelExecutor(ModelFilePath(GetParam().model_name));
ASSERT_TRUE(embedded_test_server()->Start());
SkBitmap bitmap;
bitmap.allocN32Pixels(64, 64);
bitmap.eraseColor(SkColorSetRGB(0x1E, 0x1C, 0x0F));
prediction_based_permission_ui_selector()->set_snapshot_for_testing(bitmap);
GeneratePredictionsResponse prediction_service_response;
prediction_service_response.mutable_prediction()
->Add()
->mutable_grant_likelihood()
->set_discretized_likelihood(GetParam().prediction_service_likelihood);
// The server side model fetches a lot of history actions, but we are only
// interested in the permission relevance field, that is populated by the
// on-device model. We also check that the feature id is set correctly.
auto expected_relevance =
Field(&PredictionRequestFeatures::permission_relevance,
Eq(GetParam().expected_relevance));
auto expected_experiment_id =
Field(&PredictionRequestFeatures::experiment_id,
PredictionRequestFeatures::ExperimentId::kAiV3ExperimentId);
auto expected_prediction_request_features =
AllOf(expected_relevance, expected_relevance);
EXPECT_CALL(prediction_service(),
StartLookup(expected_prediction_request_features, _, _))
.WillRepeatedly(WithArg<2>(Invoke(
[&](PredictionService::LookupResponseCallback response_callback) {
std::move(response_callback)
.Run(/*lookup_successful=*/true,
/*response_from_cache=*/true, prediction_service_response);
})));
TriggerPromptAndVerifyUi(
/*test_url=*/"test.a", PermissionAction::DISMISSED,
GetParam().should_expect_quiet_ui, GetParam().expected_relevance,
GetParam().prediction_service_likelihood);
histogram_tester().ExpectBucketCount(
kModelExecutionSuccessHistogram, /*sample=*/true, /*expected_count=*/
GetParam().success_count_model_execution);
histogram_tester().ExpectBucketCount(kSnapshotTakenHistogram,
/*sample=*/true,
/*expected_count=*/1);
// We should receive timing information for both, the on-device model and
// the server-side model.
histogram_tester().ExpectTotalCount(kCpssV3InquiryDurationHistogram,
/*expected_count=*/1);
histogram_tester().ExpectTotalCount(kAIv3InquiryDurationHistogram,
/*expected_count=*/1);
}
} // namespace permissions
|