Crate trustformers_mobile 

TrustformeRS Mobile Deployment

This crate provides optimized mobile deployment support for TrustformeRS, including iOS and Android platform integrations with platform-specific optimizations and inference backends.

Re-exports

pub use scirs2_compat::DefaultRng;

pub use scirs2_compat::DistributionOps;

pub use scirs2_compat::LinalgOps;

pub use scirs2_compat::SimdOps;

pub use scirs2_compat::StatisticalOps;

pub use scirs2_compat::Tensor;

pub use optimization::ActivationType;

pub use optimization::ArchitectureMetrics;

pub use optimization::ConnectionType;

pub use optimization::DeviceConstraints;

pub use optimization::DeviceEnvironment;

pub use optimization::EarlyStoppingConfig;

pub use optimization::LayerConfig;

pub use optimization::LayerType;

pub use optimization::MobileArchitecture;

pub use optimization::MobileNAS;

pub use optimization::NASConfig;

pub use optimization::OptimizationTarget;

pub use optimization::PerformanceRecord;

pub use optimization::QualityTradeoffs;

pub use optimization::QuantizationConfig as NASQuantizationConfig;

pub use optimization::QuantizationScheme as NASQuantizationScheme;

pub use optimization::ReinforcementLearningAgent;

pub use optimization::SearchStrategy;

pub use optimization::SkipConnection;

pub use optimization::UsagePattern;

pub use optimization::UserContext;

pub use optimization::UserPreferences;

pub use optimization::MobileGGUFConfig;

pub use optimization::MobileGGUFQuantizer;

pub use optimization::MobileGGUFStats;

pub use optimization::MobileGGUFType;

pub use optimization::MobileGGUFUtils;

pub use webnn_integration::BrowserInfo;

pub use webnn_integration::WebNNBackend;

pub use webnn_integration::WebNNCapabilities;

pub use webnn_integration::WebNNCompiledGraph;

pub use webnn_integration::WebNNDataType;

pub use webnn_integration::WebNNDevice;

pub use webnn_integration::WebNNExecutionContext;

pub use webnn_integration::WebNNGraphConfig;

pub use webnn_integration::WebNNOperation;

pub use webnn_integration::WebNNPowerPreference;

pub use webnn_integration::WebNNSupportLevel;

pub use webnn_integration::WebNNTensorDescriptor;

pub use webnn_integration::WebNNUtils;

pub use advanced_thermal::AdaptiveCoolingStrategy;

pub use advanced_thermal::AdvancedThermalManager;

pub use advanced_thermal::CoolingMode;

pub use advanced_thermal::MultiSensorThermalFusion;

pub use advanced_thermal::PlannedWorkload;

pub use advanced_thermal::SensorWeights;

pub use advanced_thermal::ThermalCoefficients;

pub use advanced_thermal::ThermalHotspot;

pub use advanced_thermal::ThermalPredictionModel;

pub use advanced_thermal::WorkloadExecutionPlan;

pub use advanced_thermal::WorkloadPriority;

pub use advanced_thermal::WorkloadThermalPlanner;

pub use device_info::BasicDeviceInfo;

pub use device_info::ChargingStatus;

pub use device_info::CpuInfo;

pub use device_info::GpuInfo;

pub use device_info::MemoryInfo;

pub use device_info::MobileDeviceDetector;

pub use device_info::MobileDeviceInfo;

pub use device_info::NpuInfo;

pub use device_info::PerformanceScores;

pub use device_info::PerformanceTier;

pub use device_info::PowerInfo;

pub use device_info::SimdSupport;

pub use device_info::ThermalInfo;

pub use device_info::ThermalState;

pub use thermal_power::InferencePriority;

pub use thermal_power::PowerOptimizationStrategy;

pub use thermal_power::PowerThresholds;

pub use thermal_power::ThermalPowerConfig;

pub use thermal_power::ThermalPowerManager;

pub use thermal_power::ThermalPowerStats;

pub use thermal_power::ThermalPowerUtils;

pub use thermal_power::ThermalThresholds;

pub use thermal_power::ThrottleLevel;

pub use thermal_power::ThrottlingStrategy;

pub use compression::CompressionBenefits;

pub use compression::CompressionConfig;

pub use compression::CompressionStats;

pub use compression::CompressionUtils;

pub use compression::DistillationConfig;

pub use compression::DistillationStrategy;

pub use compression::MobileCompressionEngine;

pub use compression::PruningStrategy;

pub use compression::QualityMetric;

pub use compression::QualityRecoveryStrategy;

pub use compression::QuantizationPrecision;

pub use compression::QuantizationStrategy;

pub use battery::BatteryConfig;

pub use battery::BatteryLevel;

pub use battery::BatteryReading;

pub use battery::BatteryStats;

pub use battery::BatteryThresholds;

pub use battery::BatteryUtils;

pub use battery::DailySummary;

pub use battery::MobileBatteryManager;

pub use battery::OptimizationRecommendation;

pub use battery::PowerPrediction;

pub use battery::PowerUsageLimits;

pub use battery::UsageSession;

pub use battery::WeeklyUsagePattern;

pub use profiler::BottleneckConfig;

pub use profiler::BottleneckSeverity;

pub use profiler::BottleneckType;

pub use profiler::CpuMetrics;

pub use profiler::GpuMetrics;

pub use profiler::InferenceMetrics;

pub use profiler::MemoryMetrics;

pub use profiler::MetricsConfig;

pub use profiler::MetricsSnapshot;

pub use profiler::MobileProfilerUtils;

pub use profiler::NetworkMetrics;

pub use profiler::OptimizationCategory;

pub use profiler::OptimizationSuggestion;

pub use profiler::PerformanceBottleneck;

pub use profiler::ProfileSnapshot;

pub use profiler::ProfilerCapability;

pub use profiler::ProfilerConfig;

pub use profiler::ProfilingStatistics;

pub use network_adaptation::NetworkAdaptationManager;

pub use network_adaptation::NetworkAdaptationStats;

pub use network_optimization::AdaptiveBehaviorConfig;

pub use network_optimization::BandwidthAdaptationConfig;

pub use network_optimization::BandwidthThresholds;

pub use network_optimization::BandwidthTier;

pub use network_optimization::CacheEvictionStrategy;

pub use network_optimization::CompressionAlgorithm;

pub use network_optimization::DownloadCompressionConfig;

pub use network_optimization::DownloadConstraints;

pub use network_optimization::DownloadOptimizationConfig;

pub use network_optimization::DownloadPriority;

pub use network_optimization::DownloadProgress;

pub use network_optimization::DownloadRetryConfig;

pub use network_optimization::DownloadStatus;

pub use network_optimization::EdgeCachingConfig;

pub use network_optimization::EdgeFailoverConfig;

pub use network_optimization::EdgeLoadBalancingStrategy;

pub use network_optimization::EdgeServerConfig;

pub use network_optimization::EdgeServerEndpoint;

pub use network_optimization::NetworkMetric;

pub use network_optimization::NetworkOptimizationConfig;

pub use network_optimization::NetworkOptimizationManager;

pub use network_optimization::NetworkQualityConfig;

pub use network_optimization::OfflineFirstConfig;

pub use network_optimization::OfflineRetentionPolicy;

pub use network_optimization::OfflineSyncStrategy;

pub use network_optimization::P2PConfig;

pub use network_optimization::P2PProtocol;

pub use network_optimization::P2PResourceLimits;

pub use network_optimization::P2PSecurityConfig;

pub use network_optimization::P2PSecurityLevel;

pub use network_optimization::P2PSharingPolicy;

pub use network_optimization::P2PTimeRestrictions;

pub use network_optimization::QualityAdaptationConfig;

pub use network_optimization::QualityAdaptationStrategy;

pub use network_optimization::QualityLevel;

pub use network_optimization::QualityThresholds;

pub use network_optimization::ResumableDownloadRequest;

pub use network_optimization::TimeWindow;

pub use privacy_preserving_inference::AggregationMethod;

pub use privacy_preserving_inference::InferenceBudgetConfig;

pub use privacy_preserving_inference::InferencePrivacyConfig;

pub use privacy_preserving_inference::InferencePrivacyGuarantees;

pub use privacy_preserving_inference::InferenceQualityMetrics;

pub use privacy_preserving_inference::InferenceUseCase;

pub use privacy_preserving_inference::InputPerturbationMethod;

pub use privacy_preserving_inference::InputPrivacyConfig;

pub use privacy_preserving_inference::OutputPrivacyConfig;

pub use privacy_preserving_inference::OutputPrivacyMethod;

pub use privacy_preserving_inference::PrivacyPreservingInferenceEngine;

pub use privacy_preserving_inference::PrivacyPreservingInferenceUtils;

pub use privacy_preserving_inference::PrivacyUtilityTradeoff;

pub use privacy_preserving_inference::PrivateInferenceResult;

pub use privacy_preserving_inference::SecureAggregationConfig;

pub use advanced_security::AdvancedSecurityConfig;

pub use advanced_security::AdvancedSecurityManager;

pub use advanced_security::EncryptedTensor;

pub use advanced_security::EncryptionOptimization;

pub use advanced_security::HomomorphicConfig;

pub use advanced_security::HomomorphicEncryptionEngine;

pub use advanced_security::HomomorphicScheme;

pub use advanced_security::MPCCommunication;

pub use advanced_security::MPCProtocol;

pub use advanced_security::QuantumResistantAlgorithm;

pub use advanced_security::QuantumResistantConfig;

pub use advanced_security::QuantumResistantEngine;

pub use advanced_security::QuantumResistantKeyExchange;

pub use advanced_security::QuantumResistantSignature;

pub use advanced_security::SecureInferenceResult;

pub use advanced_security::SecureMultipartyConfig;

pub use advanced_security::SecureMultipartyEngine;

pub use advanced_security::SecurityLevel;

pub use advanced_security::ZKProof;

pub use advanced_security::ZKProofConfig;

pub use advanced_security::ZKProofSystem;

pub use advanced_security::ZKVerificationConfig;

pub use advanced_security::ZeroKnowledgeProofEngine;

pub use mobile_performance_profiler::AlertSeverity;

pub use mobile_performance_profiler::AlertThresholds;

pub use mobile_performance_profiler::AlertType;

pub use mobile_performance_profiler::BatteryMetrics;

pub use mobile_performance_profiler::ChartType;

pub use mobile_performance_profiler::CpuProfilingConfig;

pub use mobile_performance_profiler::EventData;

pub use mobile_performance_profiler::EventMetrics;

pub use mobile_performance_profiler::EventType;

pub use mobile_performance_profiler::ExportConfig;

pub use mobile_performance_profiler::ExportFormat;

pub use mobile_performance_profiler::GpuProfilingConfig;

pub use mobile_performance_profiler::HealthStatus;

pub use mobile_performance_profiler::ImpactLevel;

pub use mobile_performance_profiler::MemoryProfilingConfig;

pub use mobile_performance_profiler::MetricTrend;

pub use mobile_performance_profiler::MobileMetricsSnapshot;

pub use mobile_performance_profiler::MobilePerformanceProfiler;

pub use mobile_performance_profiler::MobileProfilerConfig;

pub use mobile_performance_profiler::NetworkProfilingConfig;

pub use mobile_performance_profiler::PerformanceAlert;

pub use mobile_performance_profiler::PlatformMetrics;

pub use mobile_performance_profiler::ProfilingData;

pub use mobile_performance_profiler::ProfilingEvent;

pub use mobile_performance_profiler::ProfilingMode;

pub use mobile_performance_profiler::ProfilingSummary;

pub use mobile_performance_profiler::RealTimeConfig;

pub use mobile_performance_profiler::RealTimeState;

pub use mobile_performance_profiler::SamplingConfig;

pub use mobile_performance_profiler::SessionInfo;

pub use mobile_performance_profiler::SessionMetadata;

pub use mobile_performance_profiler::SystemHealth;

pub use mobile_performance_profiler::TemperatureTrend;

pub use mobile_performance_profiler::ThermalMetrics;

pub use mobile_performance_profiler::TrendDirection;

pub use mobile_performance_profiler::TrendingMetrics;

pub use crash_reporter::AppCrashInfo;

pub use crash_reporter::AuthType;

pub use crash_reporter::BatteryCrashInfo;

pub use crash_reporter::CpuCrashInfo;

pub use crash_reporter::CrashAnalysis;

pub use crash_reporter::CrashAnalysisConfig;

pub use crash_reporter::CrashContext;

pub use crash_reporter::CrashInfo;

pub use crash_reporter::CrashPattern;

pub use crash_reporter::CrashPrivacyConfig;

pub use crash_reporter::CrashRecoveryConfig;

pub use crash_reporter::CrashReport;

pub use crash_reporter::CrashReporterConfig;

pub use crash_reporter::CrashReportingConfig;

pub use crash_reporter::CrashSeverity;

pub use crash_reporter::CrashStatistics;

pub use crash_reporter::CrashStorageConfig;

pub use crash_reporter::CrashType;

pub use crash_reporter::EncryptionKeySource;

pub use crash_reporter::ErrorLogEntry;

pub use crash_reporter::ExceptionInfo;

pub use crash_reporter::ForegroundStatus;

pub use crash_reporter::GpuCrashInfo;

pub use crash_reporter::HeapInfo;

pub use crash_reporter::ImpactAssessment;

pub use crash_reporter::LogLevel;

pub use crash_reporter::MemoryDump;

pub use crash_reporter::MemoryPermissions;

pub use crash_reporter::MemoryRegion;

pub use crash_reporter::MemoryRegionType;

pub use crash_reporter::MemoryUsageInfo;

pub use crash_reporter::MobileCrashReporter;

pub use crash_reporter::ModelCrashInfo;

pub use crash_reporter::ModelPerformanceMetrics;

pub use crash_reporter::NetworkConnectionType;

pub use crash_reporter::NetworkCrashInfo;

pub use crash_reporter::PatternType;

pub use crash_reporter::PlatformCrashConfig;

pub use crash_reporter::RecentOperation;

pub use crash_reporter::RecoveryImpact;

pub use crash_reporter::RecoveryStrategy;

pub use crash_reporter::RecoverySuggestion;

pub use crash_reporter::ReportingAuthConfig;

pub use crash_reporter::ResolutionStatus;

pub use crash_reporter::RiskAssessment;

pub use crash_reporter::RiskLevel;

pub use crash_reporter::SafeModeConfig;

pub use crash_reporter::SignalInfo;

pub use crash_reporter::SimilarCrash;

pub use crash_reporter::StackFrame;

pub use crash_reporter::StackInfo;

pub use crash_reporter::StackTrace;

pub use crash_reporter::SystemCrashInfo;

pub use crash_reporter::SystemEvent;

pub use crash_reporter::ThreadInfo;

pub use crash_reporter::ThreadState;

pub use crash_reporter::UrgencyLevel;

pub use crash_reporter::UserAction;

pub use lifecycle::AppCheckpoint;

pub use lifecycle::AppLifecycleManager;

pub use lifecycle::AppState;

pub use lifecycle::BackgroundTask;

pub use lifecycle::BackgroundTaskConfig;

pub use lifecycle::LifecycleConfig;

pub use lifecycle::LifecycleStats;

pub use lifecycle::LifecycleUtils;

pub use lifecycle::MemoryPressureLevel;

pub use lifecycle::MemoryWarningConfig;

pub use lifecycle::ModelState;

pub use lifecycle::NetworkInterruptionConfig;

pub use lifecycle::NotificationConfig;

pub use lifecycle::NotificationType;

pub use lifecycle::ResourceManagementConfig;

pub use lifecycle::ResourceRequirements;

pub use lifecycle::SchedulingStrategy;

pub use lifecycle::StateTransition;

pub use lifecycle::TaskType;

pub use lifecycle::ThermalLevel;

pub use lifecycle::ThermalWarningConfig;

pub use lifecycle::TransitionReason;

pub use lifecycle::UserSessionState;

pub use integration_testing::BackendTestResults;

pub use integration_testing::BackendTestingConfig;

pub use integration_testing::CompatibilityTestResults;

pub use integration_testing::CompatibilityTestingConfig;

pub use integration_testing::CrossPlatformComparison;

pub use integration_testing::ErrorAnalysis;

pub use integration_testing::IntegrationTestConfig;

pub use integration_testing::IntegrationTestResults;

pub use integration_testing::MobileIntegrationTestFramework;

pub use integration_testing::PerformanceBenchmarkResults;

pub use integration_testing::PerformanceTestingConfig;

pub use integration_testing::PlatformTestResults;

pub use integration_testing::PlatformTestingConfig;

pub use integration_testing::RecommendationPriority;

pub use integration_testing::RecommendationType;

pub use integration_testing::ReportFormat;

pub use integration_testing::TestCategory;

pub use integration_testing::TestConfiguration;

pub use integration_testing::TestEnvironmentInfo;

pub use integration_testing::TestMetrics;

pub use integration_testing::TestRecommendation;

pub use integration_testing::TestReportingConfig;

pub use integration_testing::TestResult;

pub use integration_testing::TestStatus;

pub use integration_testing::TestSummary;

pub use wasm_simd::SimdInstructionSet;

pub use wasm_simd::SimdLaneWidth;

pub use wasm_simd::SimdOperationType;

pub use wasm_simd::SimdPerformanceMetrics;

pub use wasm_simd::WasmSimdConfig;

pub use wasm_simd::WasmSimdEngine;

Modules

abi_checker

ABI Compatibility Checker for TrustformeRS Mobile

advanced_security

Advanced Security Features for Mobile AI

advanced_thermal

Advanced Thermal Management with Predictive Algorithms

battery

Advanced Battery Management and Optimization for Mobile ML

benchmarks

Performance Benchmarking Suite for Mobile Deployment

c_api

C API for TrustformeRS Mobile

compression

Advanced Model Compression for Mobile Deployment

crash_reporter

Mobile Crash Reporting and Analysis System

device_info

Mobile Device Information and Capability Detection

hardware

Hardware acceleration modules for TrustformeRS Mobile

inference

Mobile Inference Engine

inference_visualizer

Mobile Inference Visualizer for Real-time Debugging

integration_testing

Mobile Integration Testing Framework

lifecycle

Background Execution and App Lifecycle Management

memory_leak_detector

Mobile memory leak detection and analysis for TrustformeRS

mobile_performance_profiler

Mobile Performance Profiler for Debugging

mobile_performance_profiler_legacy

Mobile Performance Profiler for Debugging

mobile_testing

Mobile Testing Infrastructure

model_debugger

Mobile model debugging and analysis for TrustformeRS

model_management

Model Management System with Over-the-Air Updates

network_adaptation

Network Condition Adaptation for Federated Learning

network_optimization

Network Optimization Features for TrustformeRS Mobile

optimization

Mobile Optimization Suite

privacy_preserving_inference

Privacy-Preserving Inference for Mobile Deployment

profiler

Advanced Mobile Performance Profiler

scirs2_compat

SciRS2 Compatibility Layer

thermal_power

Thermal Throttling and Power Management for Mobile Inference

ui_testing

UI Testing Framework for TrustformeRS Mobile Components

wasm_simd

WebAssembly SIMD Optimization Engine

webnn_integration

WebNN Integration for Mobile Web Deployment

Structs

MobileConfig

Mobile deployment configuration

MobileQuantizationConfig

Mobile quantization configuration

MobileStats

Mobile deployment statistics

Enums

MemoryOptimization

Memory optimization levels

MobileBackend

Mobile inference backend

MobilePlatform

Target mobile platform

MobileQuantizationScheme

Mobile-optimized quantization schemes