use trustformers_mobile::integration_testing::{DataSizeVariant, InputDataType, TestDataConfig};
use trustformers_mobile::{
BackendTestingConfig, CompatibilityTestingConfig, IntegrationTestConfig,
MobileIntegrationTestFramework, PerformanceTestingConfig, PlatformTestingConfig, ReportFormat,
TestConfiguration, TestReportingConfig,
};
#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
println!("🧪 TrustformersRS Mobile Integration Testing Framework Example");
println!("============================================================");
let test_config = create_comprehensive_test_config();
let mut test_framework = MobileIntegrationTestFramework::new(test_config)?;
println!("📝 Configuration created successfully");
println!("🚀 Starting comprehensive integration tests...\n");
let test_results = test_framework.run_integration_tests().await?;
println!("✅ Integration tests completed!");
println!("📊 Generating comprehensive test report...\n");
let report = test_framework.generate_test_report(&test_results)?;
print_test_summary(&test_results);
std::fs::write("integration_test_report.json", &report)?;
println!("📄 Detailed test report saved to: integration_test_report.json");
print_recommendations(&test_results);
Ok(())
}
fn create_comprehensive_test_config() -> IntegrationTestConfig {
IntegrationTestConfig {
enabled: true,
test_config: TestConfiguration {
timeout_seconds: 600, iterations: 5,
parallel_execution: true,
max_concurrent_tests: 8,
test_data: TestDataConfig {
use_synthetic_data: true,
data_size_variants: vec![
DataSizeVariant::Small,
DataSizeVariant::Medium,
DataSizeVariant::Large,
],
input_data_types: vec![
InputDataType::Float32,
InputDataType::Float16,
InputDataType::Int8,
],
batch_size_variants: vec![1, 4, 8, 16, 32],
sequence_length_variants: vec![64, 128, 256, 512],
},
resource_constraints: trustformers_mobile::integration_testing::ResourceConstraints {
max_memory_mb: 4096,
max_cpu_usage: 85.0,
max_test_duration: 3600, max_disk_usage: 2048,
network_limits: trustformers_mobile::integration_testing::NetworkLimits {
max_bandwidth_mbps: 1000.0,
max_requests_per_second: 200,
timeout_seconds: 60,
},
},
},
platform_testing: PlatformTestingConfig {
test_ios: true,
test_android: true,
test_generic: true,
ios_config: trustformers_mobile::integration_testing::IOsTestConfig {
test_coreml_integration: true,
test_metal_acceleration: true,
test_arkit_integration: true,
test_app_extensions: true,
test_background_processing: true,
test_icloud_sync: true,
ios_version_range: trustformers_mobile::integration_testing::VersionRange {
min_version: "14.0".to_string(),
max_version: "17.0".to_string(),
include_prereleases: false,
},
device_compatibility: Vec::new(),
},
android_config: trustformers_mobile::integration_testing::AndroidTestConfig {
test_nnapi_integration: true,
test_gpu_acceleration: true,
test_edge_tpu: true,
test_work_manager: true,
test_content_provider: true,
test_doze_compatibility: true,
api_level_range: trustformers_mobile::integration_testing::ApiLevelRange {
min_api_level: 21,
max_api_level: 34,
},
device_compatibility: Vec::new(),
},
cross_platform_config:
trustformers_mobile::integration_testing::CrossPlatformTestConfig {
test_data_consistency: true,
test_api_consistency: true,
test_performance_parity: true,
test_behavior_consistency: true,
test_serialization_compatibility: true,
},
},
backend_testing: BackendTestingConfig {
test_cpu: true,
test_coreml: true,
test_nnapi: true,
test_gpu: true,
test_custom: false,
test_backend_switching: true,
test_fallback_mechanisms: true,
},
performance_testing: PerformanceTestingConfig {
enabled: true,
memory_testing: trustformers_mobile::integration_testing::MemoryTestConfig {
test_memory_patterns: true,
test_memory_leaks: true,
test_memory_pressure: true,
test_optimization_levels: true,
memory_thresholds: trustformers_mobile::integration_testing::MemoryThresholds {
max_usage_mb: 2048,
leak_threshold_mb: 100,
pressure_threshold_percentage: 90.0,
},
},
latency_testing: trustformers_mobile::integration_testing::LatencyTestConfig {
test_inference_latency: true,
test_initialization_latency: true,
test_model_loading_latency: true,
test_backend_switching_latency: true,
latency_thresholds: trustformers_mobile::integration_testing::LatencyThresholds {
max_inference_ms: 50.0,
max_initialization_ms: 3000.0,
max_model_loading_ms: 8000.0,
},
},
throughput_testing: trustformers_mobile::integration_testing::ThroughputTestConfig {
test_inference_throughput: true,
test_batch_throughput: true,
test_concurrent_throughput: true,
throughput_thresholds:
trustformers_mobile::integration_testing::ThroughputThresholds {
min_inferences_per_second: 20.0,
min_batch_throughput: 100.0,
min_concurrent_throughput: 50.0,
},
},
power_testing: trustformers_mobile::integration_testing::PowerTestConfig {
test_power_consumption: true,
test_battery_impact: true,
test_thermal_impact: true,
test_power_optimization: true,
power_thresholds: trustformers_mobile::integration_testing::PowerThresholds {
max_power_consumption_mw: 3000.0,
max_battery_drain_percentage_per_hour: 8.0,
max_thermal_impact_celsius: 50.0,
},
},
thermal_testing: trustformers_mobile::integration_testing::ThermalTestConfig {
test_thermal_management: true,
test_throttling_behavior: true,
test_thermal_recovery: true,
thermal_thresholds: trustformers_mobile::integration_testing::ThermalThresholds {
max_temperature_celsius: 85.0,
throttling_threshold_celsius: 75.0,
recovery_threshold_celsius: 65.0,
},
},
load_testing: trustformers_mobile::integration_testing::LoadTestConfig {
test_sustained_load: true,
test_peak_load: true,
test_load_distribution: true,
test_stress_scenarios: true,
load_parameters: trustformers_mobile::integration_testing::LoadTestParameters {
concurrent_users: 20,
requests_per_second: 100.0,
test_duration_seconds: 600,
ramp_up_time_seconds: 120,
},
},
},
compatibility_testing: CompatibilityTestingConfig {
framework_compatibility:
trustformers_mobile::integration_testing::FrameworkCompatibilityConfig {
test_react_native: true,
test_flutter: true,
test_unity: true,
test_native: true,
framework_versions: std::collections::HashMap::new(),
},
version_compatibility:
trustformers_mobile::integration_testing::VersionCompatibilityConfig {
test_backward_compatibility: true,
test_forward_compatibility: true,
test_version_migration: true,
version_range: trustformers_mobile::integration_testing::VersionRange {
min_version: "1.0.0".to_string(),
max_version: "2.0.0".to_string(),
include_prereleases: false,
},
},
model_compatibility:
trustformers_mobile::integration_testing::ModelCompatibilityConfig {
test_model_formats: true,
test_quantization_variants: true,
test_size_variants: true,
test_custom_models: true,
model_parameters:
trustformers_mobile::integration_testing::ModelCompatibilityParameters {
supported_formats: vec![
"tflite".to_string(),
"onnx".to_string(),
"coreml".to_string(),
"pytorch".to_string(),
],
supported_quantizations: vec![
"fp32".to_string(),
"fp16".to_string(),
"int8".to_string(),
"int4".to_string(),
],
max_model_size_mb: 1000,
min_model_size_kb: 50,
},
},
api_compatibility: trustformers_mobile::integration_testing::ApiCompatibilityConfig {
test_api_consistency: true,
test_parameter_validation: true,
test_error_handling: true,
test_return_value_consistency: true,
api_version_compatibility: trustformers_mobile::integration_testing::VersionRange {
min_version: "1.0.0".to_string(),
max_version: "2.0.0".to_string(),
include_prereleases: false,
},
},
},
reporting: TestReportingConfig {
output_format: ReportFormat::JSON,
include_metrics: true,
include_graphs: true,
include_error_analysis: true,
export_to_file: true,
report_file_path: "comprehensive_integration_test_report.json".to_string(),
include_recommendations: true,
},
}
}
fn print_test_summary(results: &trustformers_mobile::IntegrationTestResults) {
println!("📈 Test Results Summary");
println!("======================");
println!("Total Tests: {}", results.summary.total_tests);
println!("Passed: {} ✅", results.summary.passed_tests);
println!("Failed: {} ❌", results.summary.failed_tests);
println!("Skipped: {} ⏭️", results.summary.skipped_tests);
println!("Success Rate: {:.1}% 📊", results.summary.success_rate);
println!(
"Total Duration: {:.2}s ⏱️",
results.summary.total_duration.as_secs_f64()
);
println!();
println!("📱 Platform Results:");
for (platform, platform_result) in &results.platform_results {
println!(" {:?}:", platform);
println!(" Tests: {}", platform_result.test_results.len());
println!(
" Avg Latency: {:.1}ms",
platform_result.performance_metrics.avg_inference_latency_ms
);
println!(
" Avg Memory: {:.1}MB",
platform_result.performance_metrics.avg_memory_usage_mb
);
println!(
" Compatibility: {:.1}%",
platform_result.compatibility_scores.overall_compatibility
);
}
println!();
println!("⚙️ Backend Results:");
for (backend, backend_result) in &results.backend_results {
println!(" {:?}:", backend);
println!(" Tests: {}", backend_result.test_results.len());
println!(
" Avg Latency: {:.1}ms",
backend_result.performance_metrics.avg_inference_latency_ms
);
println!(
" Throughput: {:.1} inf/s",
backend_result.performance_metrics.throughput_inferences_per_second
);
println!(
" Efficiency: {:.1}%",
backend_result.performance_metrics.power_efficiency_score
);
}
println!();
println!("🚀 Performance Benchmarks:");
println!(" Memory:");
println!(
" Peak Usage: {:.1}MB",
results.performance_results.memory_benchmarks.peak_memory_usage_mb
);
println!(
" Leaks Detected: {}",
results.performance_results.memory_benchmarks.memory_leaks_detected
);
println!(
" Efficiency: {:.1}%",
results.performance_results.memory_benchmarks.memory_efficiency_score
);
println!(" Latency:");
println!(
" Avg Inference: {:.1}ms",
results.performance_results.latency_benchmarks.avg_inference_latency_ms
);
println!(
" P95 Inference: {:.1}ms",
results.performance_results.latency_benchmarks.p95_inference_latency_ms
);
println!(
" P99 Inference: {:.1}ms",
results.performance_results.latency_benchmarks.p99_inference_latency_ms
);
println!(" Throughput:");
println!(
" Max: {:.1} inf/s",
results
.performance_results
.throughput_benchmarks
.max_throughput_inferences_per_second
);
println!(
" Sustained: {:.1} inf/s",
results
.performance_results
.throughput_benchmarks
.sustained_throughput_inferences_per_second
);
println!();
println!("🔄 Cross-Platform Compatibility:");
println!(
" Data Consistency: {:.1}%",
results.cross_platform_comparison.data_consistency_score
);
println!(
" API Consistency: {:.1}%",
results.cross_platform_comparison.api_consistency_score
);
println!(
" Performance Parity: {:.1}%",
results.cross_platform_comparison.performance_parity_score
);
println!(
" Behavior Consistency: {:.1}%",
results.cross_platform_comparison.behavior_consistency_score
);
println!();
}
fn print_recommendations(results: &trustformers_mobile::IntegrationTestResults) {
if results.recommendations.is_empty() {
println!("🎉 No specific recommendations - all tests passed with good performance!");
return;
}
println!("💡 Recommendations");
println!("==================");
for (i, recommendation) in results.recommendations.iter().enumerate() {
let priority_emoji = match recommendation.priority {
trustformers_mobile::RecommendationPriority::Critical => "🚨",
trustformers_mobile::RecommendationPriority::High => "⚠️",
trustformers_mobile::RecommendationPriority::Medium => "📋",
trustformers_mobile::RecommendationPriority::Low => "💭",
};
let type_emoji = match recommendation.recommendation_type {
trustformers_mobile::RecommendationType::Performance => "🚀",
trustformers_mobile::RecommendationType::Compatibility => "🔗",
trustformers_mobile::RecommendationType::Reliability => "🛡️",
trustformers_mobile::RecommendationType::Security => "🔒",
trustformers_mobile::RecommendationType::Usability => "👤",
trustformers_mobile::RecommendationType::Maintenance => "🔧",
};
println!(
"{}. {} {} {}",
i + 1,
priority_emoji,
type_emoji,
recommendation.title
);
println!(" Priority: {:?}", recommendation.priority);
println!(" Description: {}", recommendation.description);
println!(" Effort: {:?}", recommendation.implementation_effort);
println!(" Expected Impact: {:?}", recommendation.expected_impact);
println!(" Platforms: {:?}", recommendation.platforms_affected);
if !recommendation.actions.is_empty() {
println!(" Actions:");
for action in &recommendation.actions {
println!(" • {}", action);
}
}
println!();
}
}
#[allow(dead_code)]
async fn run_focused_ios_coreml_tests() -> Result<(), Box<dyn std::error::Error>> {
println!("🎯 Running focused iOS Core ML tests...");
let mut config = IntegrationTestConfig::default();
config.platform_testing.test_android = false;
config.platform_testing.test_generic = false;
config.backend_testing.test_cpu = false;
config.backend_testing.test_nnapi = false;
config.backend_testing.test_gpu = false;
config.platform_testing.ios_config.test_coreml_integration = true;
config.platform_testing.ios_config.test_metal_acceleration = true;
config.platform_testing.ios_config.test_arkit_integration = true;
let mut test_framework = MobileIntegrationTestFramework::new(config)?;
let results = test_framework.run_integration_tests().await?;
println!("✅ Focused iOS Core ML tests completed!");
print_test_summary(&results);
Ok(())
}
#[allow(dead_code)]
async fn run_performance_benchmarks_only() -> Result<(), Box<dyn std::error::Error>> {
println!("⚡ Running performance benchmarks only...");
let mut config = IntegrationTestConfig::default();
config.platform_testing.test_ios = false;
config.platform_testing.test_android = false;
config.platform_testing.test_generic = false;
config.backend_testing.test_backend_switching = false;
config.backend_testing.test_fallback_mechanisms = false;
config.compatibility_testing.framework_compatibility.test_react_native = false;
config.compatibility_testing.framework_compatibility.test_flutter = false;
config.compatibility_testing.framework_compatibility.test_unity = false;
config.performance_testing.enabled = true;
config.performance_testing.memory_testing.test_memory_patterns = true;
config.performance_testing.latency_testing.test_inference_latency = true;
config.performance_testing.throughput_testing.test_inference_throughput = true;
config.performance_testing.power_testing.test_power_consumption = true;
config.performance_testing.load_testing.test_sustained_load = true;
let mut test_framework = MobileIntegrationTestFramework::new(config)?;
let results = test_framework.run_integration_tests().await?;
println!("✅ Performance benchmarks completed!");
println!("🏆 Performance Results:");
println!(
" Peak Memory: {:.1}MB",
results.performance_results.memory_benchmarks.peak_memory_usage_mb
);
println!(
" Avg Latency: {:.1}ms",
results.performance_results.latency_benchmarks.avg_inference_latency_ms
);
println!(
" Max Throughput: {:.1} inf/s",
results
.performance_results
.throughput_benchmarks
.max_throughput_inferences_per_second
);
println!(
" Avg Power: {:.1}mW",
results.performance_results.power_benchmarks.avg_power_consumption_mw
);
Ok(())
}