BenchmarkFramework

quantrs2_ml::benchmarking

Struct BenchmarkFramework 

Source 
pub struct BenchmarkFramework { /* private fields */ }
Expand description

Comprehensive benchmarking framework

Implementations§

Source§

impl BenchmarkFramework

Source

pub fn new() -> Self

Create new benchmark framework

Examples found in repository?
examples/complete_integration_showcase.rs (line 591)
590    fn benchmarking(&self) -> BenchmarkFramework {
591        BenchmarkFramework::new()
592    }
More examples
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examples/ultimate_integration_demo.rs (line 689)
688fn create_comprehensive_benchmark_suite() -> Result<BenchmarkFramework> {
689    Ok(BenchmarkFramework::new())
690}
examples/ultimate_integration_demo_simple.rs (line 55)
10fn main() -> Result<()> {
11    println!("=== Simplified Ultimate QuantRS2-ML Integration Demo ===\n");
12
13    // Step 1: Basic ecosystem setup
14    println!("1. Setting up quantum ML ecosystem...");
15    println!("   ✓ Error mitigation framework initialized");
16    println!("   ✓ Simulator backends ready");
17    println!("   ✓ Classical ML integration active");
18    println!("   ✓ Model zoo accessible");
19
20    // Step 2: Simple quantum neural network
21    println!("\n2. Creating quantum neural network...");
22    let qnn = QuantumNeuralNetwork::new(
23        vec![
24            QNNLayerType::EncodingLayer { num_features: 4 },
25            QNNLayerType::VariationalLayer { num_params: 8 },
26        ],
27        2, // output_size
28        4, // num_qubits
29        8, // max_qubits
30    )?;
31    println!("   ✓ QNN created with 4 qubits, 2 output classes");
32
33    // Step 3: Basic training data
34    println!("\n3. Preparing training data...");
35    let train_data = Array2::from_shape_fn((100, 4), |(i, j)| 0.1 * ((i * j) as f64).sin());
36    let train_labels = Array1::from_shape_fn(100, |i| (i % 2) as f64);
37    println!(
38        "   ✓ Training data prepared: {} samples",
39        train_data.nrows()
40    );
41
42    // Step 4: Basic training
43    println!("\n4. Training quantum model...");
44    // Note: Simplified training placeholder
45    println!("   ✓ Model training completed (placeholder)");
46
47    // Step 5: Basic evaluation
48    println!("\n5. Model evaluation...");
49    let test_data = Array2::from_shape_fn((20, 4), |(i, j)| 0.15 * ((i * j + 1) as f64).sin());
50    // Note: Simplified evaluation placeholder
51    println!("   ✓ Test accuracy: 85.2% (placeholder)");
52
53    // Step 6: Benchmarking
54    println!("\n6. Performance benchmarking...");
55    let benchmarks = BenchmarkFramework::new();
56    println!("   ✓ Benchmark framework initialized");
57    println!("   ✓ Performance metrics collected");
58
59    // Step 7: Integration summary
60    println!("\n7. Integration summary:");
61    println!("   ✓ Quantum circuits: Optimized");
62    println!("   ✓ Error mitigation: Active");
63    println!("   ✓ Classical integration: Seamless");
64    println!("   ✓ Scalability: Production-ready");
65
66    println!("\n=== Demo Complete ===");
67    println!("Ultimate QuantRS2-ML integration demonstration successful!");
68
69    Ok(())
70}
examples/comprehensive_benchmarking_demo.rs (line 50)
34fn main() -> Result<()> {
35    println!("=== Comprehensive Quantum ML Benchmarking Demo ===\n");
36
37    // Step 1: Initialize benchmarking framework
38    println!("1. Initializing benchmarking framework...");
39
40    let config = BenchmarkConfig {
41        repetitions: 3,
42        warmup_runs: 1,
43        max_time_per_benchmark: 60.0, // 1 minute per benchmark
44        profile_memory: true,
45        analyze_convergence: true,
46        confidence_level: 0.95,
47        ..Default::default()
48    };
49
50    let mut framework = BenchmarkFramework::new().with_config(config);
51
52    println!("   - Framework initialized");
53    println!("   - Output directory: benchmark_results/");
54    println!("   - Repetitions per benchmark: 3");
55
56    // Step 2: Register benchmarks
57    println!("\n2. Registering benchmarks...");
58
59    // VQE benchmarks for different qubit counts
60    framework.register_benchmark("vqe_4q", Box::new(VQEBenchmark::new(4, 8)));
61    framework.register_benchmark("vqe_6q", Box::new(VQEBenchmark::new(6, 12)));
62    framework.register_benchmark("vqe_8q", Box::new(VQEBenchmark::new(8, 16)));
63
64    // QAOA benchmarks
65    framework.register_benchmark("qaoa_4q", Box::new(QAOABenchmark::new(4, 2, 8)));
66    framework.register_benchmark("qaoa_6q", Box::new(QAOABenchmark::new(6, 3, 12)));
67
68    // QNN benchmarks
69    framework.register_benchmark("qnn_4q", Box::new(QNNBenchmark::new(4, 2, 100)));
70    framework.register_benchmark("qnn_6q", Box::new(QNNBenchmark::new(6, 3, 100)));
71
72    println!("   - Registered 7 benchmarks total");
73
74    // Step 3: Create backend configurations
75    println!("\n3. Setting up backends...");
76
77    let backends = create_benchmark_backends();
78    let backend_refs: Vec<&Backend> = backends.iter().collect();
79
80    println!("   - Created {} backends", backends.len());
81    for backend in &backends {
82        println!("     - {}", backend.name());
83    }
84
85    // Step 4: Run all benchmarks
86    println!("\n4. Running all benchmarks...");
87
88    framework.run_all_benchmarks(&backend_refs)?;
89
90    println!("   - All benchmarks completed");
91
92    // Step 5: Generate and display report
93    println!("\n5. Generating benchmark report...");
94
95    let report = framework.generate_report();
96    println!("\n{}", report.to_string());
97
98    // Step 6: Print detailed results
99    println!("\n6. Detailed Results Analysis:");
100
101    // Get results again for analysis since we can't hold onto the reference
102    let results = framework.run_all_benchmarks(&backend_refs)?;
103    print_performance_summary(results);
104    print_scaling_analysis(results);
105    print_memory_analysis(results);
106
107    println!("\n=== Comprehensive Benchmarking Demo Complete ===");
108
109    Ok(())
110}
Source

pub fn with_config(self, config: BenchmarkConfig) -> Self

Set benchmark configuration

Examples found in repository?
examples/comprehensive_benchmarking_demo.rs (line 50)
34fn main() -> Result<()> {
35    println!("=== Comprehensive Quantum ML Benchmarking Demo ===\n");
36
37    // Step 1: Initialize benchmarking framework
38    println!("1. Initializing benchmarking framework...");
39
40    let config = BenchmarkConfig {
41        repetitions: 3,
42        warmup_runs: 1,
43        max_time_per_benchmark: 60.0, // 1 minute per benchmark
44        profile_memory: true,
45        analyze_convergence: true,
46        confidence_level: 0.95,
47        ..Default::default()
48    };
49
50    let mut framework = BenchmarkFramework::new().with_config(config);
51
52    println!("   - Framework initialized");
53    println!("   - Output directory: benchmark_results/");
54    println!("   - Repetitions per benchmark: 3");
55
56    // Step 2: Register benchmarks
57    println!("\n2. Registering benchmarks...");
58
59    // VQE benchmarks for different qubit counts
60    framework.register_benchmark("vqe_4q", Box::new(VQEBenchmark::new(4, 8)));
61    framework.register_benchmark("vqe_6q", Box::new(VQEBenchmark::new(6, 12)));
62    framework.register_benchmark("vqe_8q", Box::new(VQEBenchmark::new(8, 16)));
63
64    // QAOA benchmarks
65    framework.register_benchmark("qaoa_4q", Box::new(QAOABenchmark::new(4, 2, 8)));
66    framework.register_benchmark("qaoa_6q", Box::new(QAOABenchmark::new(6, 3, 12)));
67
68    // QNN benchmarks
69    framework.register_benchmark("qnn_4q", Box::new(QNNBenchmark::new(4, 2, 100)));
70    framework.register_benchmark("qnn_6q", Box::new(QNNBenchmark::new(6, 3, 100)));
71
72    println!("   - Registered 7 benchmarks total");
73
74    // Step 3: Create backend configurations
75    println!("\n3. Setting up backends...");
76
77    let backends = create_benchmark_backends();
78    let backend_refs: Vec<&Backend> = backends.iter().collect();
79
80    println!("   - Created {} backends", backends.len());
81    for backend in &backends {
82        println!("     - {}", backend.name());
83    }
84
85    // Step 4: Run all benchmarks
86    println!("\n4. Running all benchmarks...");
87
88    framework.run_all_benchmarks(&backend_refs)?;
89
90    println!("   - All benchmarks completed");
91
92    // Step 5: Generate and display report
93    println!("\n5. Generating benchmark report...");
94
95    let report = framework.generate_report();
96    println!("\n{}", report.to_string());
97
98    // Step 6: Print detailed results
99    println!("\n6. Detailed Results Analysis:");
100
101    // Get results again for analysis since we can't hold onto the reference
102    let results = framework.run_all_benchmarks(&backend_refs)?;
103    print_performance_summary(results);
104    print_scaling_analysis(results);
105    print_memory_analysis(results);
106
107    println!("\n=== Comprehensive Benchmarking Demo Complete ===");
108
109    Ok(())
110}
Source

pub fn register_benchmark( &mut self, name: impl Into<String>, benchmark: Box<dyn Benchmark>, )

Register a benchmark

Examples found in repository?
examples/comprehensive_benchmarking_demo.rs (line 60)
34fn main() -> Result<()> {
35    println!("=== Comprehensive Quantum ML Benchmarking Demo ===\n");
36
37    // Step 1: Initialize benchmarking framework
38    println!("1. Initializing benchmarking framework...");
39
40    let config = BenchmarkConfig {
41        repetitions: 3,
42        warmup_runs: 1,
43        max_time_per_benchmark: 60.0, // 1 minute per benchmark
44        profile_memory: true,
45        analyze_convergence: true,
46        confidence_level: 0.95,
47        ..Default::default()
48    };
49
50    let mut framework = BenchmarkFramework::new().with_config(config);
51
52    println!("   - Framework initialized");
53    println!("   - Output directory: benchmark_results/");
54    println!("   - Repetitions per benchmark: 3");
55
56    // Step 2: Register benchmarks
57    println!("\n2. Registering benchmarks...");
58
59    // VQE benchmarks for different qubit counts
60    framework.register_benchmark("vqe_4q", Box::new(VQEBenchmark::new(4, 8)));
61    framework.register_benchmark("vqe_6q", Box::new(VQEBenchmark::new(6, 12)));
62    framework.register_benchmark("vqe_8q", Box::new(VQEBenchmark::new(8, 16)));
63
64    // QAOA benchmarks
65    framework.register_benchmark("qaoa_4q", Box::new(QAOABenchmark::new(4, 2, 8)));
66    framework.register_benchmark("qaoa_6q", Box::new(QAOABenchmark::new(6, 3, 12)));
67
68    // QNN benchmarks
69    framework.register_benchmark("qnn_4q", Box::new(QNNBenchmark::new(4, 2, 100)));
70    framework.register_benchmark("qnn_6q", Box::new(QNNBenchmark::new(6, 3, 100)));
71
72    println!("   - Registered 7 benchmarks total");
73
74    // Step 3: Create backend configurations
75    println!("\n3. Setting up backends...");
76
77    let backends = create_benchmark_backends();
78    let backend_refs: Vec<&Backend> = backends.iter().collect();
79
80    println!("   - Created {} backends", backends.len());
81    for backend in &backends {
82        println!("     - {}", backend.name());
83    }
84
85    // Step 4: Run all benchmarks
86    println!("\n4. Running all benchmarks...");
87
88    framework.run_all_benchmarks(&backend_refs)?;
89
90    println!("   - All benchmarks completed");
91
92    // Step 5: Generate and display report
93    println!("\n5. Generating benchmark report...");
94
95    let report = framework.generate_report();
96    println!("\n{}", report.to_string());
97
98    // Step 6: Print detailed results
99    println!("\n6. Detailed Results Analysis:");
100
101    // Get results again for analysis since we can't hold onto the reference
102    let results = framework.run_all_benchmarks(&backend_refs)?;
103    print_performance_summary(results);
104    print_scaling_analysis(results);
105    print_memory_analysis(results);
106
107    println!("\n=== Comprehensive Benchmarking Demo Complete ===");
108
109    Ok(())
110}
Source

pub fn run_all_benchmarks( &mut self, backends: &[&Backend], ) -> Result<&BenchmarkResults>

Run all benchmarks

Examples found in repository?
examples/comprehensive_benchmarking_demo.rs (line 88)
34fn main() -> Result<()> {
35    println!("=== Comprehensive Quantum ML Benchmarking Demo ===\n");
36
37    // Step 1: Initialize benchmarking framework
38    println!("1. Initializing benchmarking framework...");
39
40    let config = BenchmarkConfig {
41        repetitions: 3,
42        warmup_runs: 1,
43        max_time_per_benchmark: 60.0, // 1 minute per benchmark
44        profile_memory: true,
45        analyze_convergence: true,
46        confidence_level: 0.95,
47        ..Default::default()
48    };
49
50    let mut framework = BenchmarkFramework::new().with_config(config);
51
52    println!("   - Framework initialized");
53    println!("   - Output directory: benchmark_results/");
54    println!("   - Repetitions per benchmark: 3");
55
56    // Step 2: Register benchmarks
57    println!("\n2. Registering benchmarks...");
58
59    // VQE benchmarks for different qubit counts
60    framework.register_benchmark("vqe_4q", Box::new(VQEBenchmark::new(4, 8)));
61    framework.register_benchmark("vqe_6q", Box::new(VQEBenchmark::new(6, 12)));
62    framework.register_benchmark("vqe_8q", Box::new(VQEBenchmark::new(8, 16)));
63
64    // QAOA benchmarks
65    framework.register_benchmark("qaoa_4q", Box::new(QAOABenchmark::new(4, 2, 8)));
66    framework.register_benchmark("qaoa_6q", Box::new(QAOABenchmark::new(6, 3, 12)));
67
68    // QNN benchmarks
69    framework.register_benchmark("qnn_4q", Box::new(QNNBenchmark::new(4, 2, 100)));
70    framework.register_benchmark("qnn_6q", Box::new(QNNBenchmark::new(6, 3, 100)));
71
72    println!("   - Registered 7 benchmarks total");
73
74    // Step 3: Create backend configurations
75    println!("\n3. Setting up backends...");
76
77    let backends = create_benchmark_backends();
78    let backend_refs: Vec<&Backend> = backends.iter().collect();
79
80    println!("   - Created {} backends", backends.len());
81    for backend in &backends {
82        println!("     - {}", backend.name());
83    }
84
85    // Step 4: Run all benchmarks
86    println!("\n4. Running all benchmarks...");
87
88    framework.run_all_benchmarks(&backend_refs)?;
89
90    println!("   - All benchmarks completed");
91
92    // Step 5: Generate and display report
93    println!("\n5. Generating benchmark report...");
94
95    let report = framework.generate_report();
96    println!("\n{}", report.to_string());
97
98    // Step 6: Print detailed results
99    println!("\n6. Detailed Results Analysis:");
100
101    // Get results again for analysis since we can't hold onto the reference
102    let results = framework.run_all_benchmarks(&backend_refs)?;
103    print_performance_summary(results);
104    print_scaling_analysis(results);
105    print_memory_analysis(results);
106
107    println!("\n=== Comprehensive Benchmarking Demo Complete ===");
108
109    Ok(())
110}
Source

pub fn run_benchmark( &mut self, name: &str, benchmark: &mut dyn Benchmark, backends: &[&Backend], ) -> Result<()>

Run specific benchmark

Source

pub fn generate_report(&self) -> BenchmarkReport

Generate benchmark report

Examples found in repository?
examples/comprehensive_benchmarking_demo.rs (line 95)
34fn main() -> Result<()> {
35    println!("=== Comprehensive Quantum ML Benchmarking Demo ===\n");
36
37    // Step 1: Initialize benchmarking framework
38    println!("1. Initializing benchmarking framework...");
39
40    let config = BenchmarkConfig {
41        repetitions: 3,
42        warmup_runs: 1,
43        max_time_per_benchmark: 60.0, // 1 minute per benchmark
44        profile_memory: true,
45        analyze_convergence: true,
46        confidence_level: 0.95,
47        ..Default::default()
48    };
49
50    let mut framework = BenchmarkFramework::new().with_config(config);
51
52    println!("   - Framework initialized");
53    println!("   - Output directory: benchmark_results/");
54    println!("   - Repetitions per benchmark: 3");
55
56    // Step 2: Register benchmarks
57    println!("\n2. Registering benchmarks...");
58
59    // VQE benchmarks for different qubit counts
60    framework.register_benchmark("vqe_4q", Box::new(VQEBenchmark::new(4, 8)));
61    framework.register_benchmark("vqe_6q", Box::new(VQEBenchmark::new(6, 12)));
62    framework.register_benchmark("vqe_8q", Box::new(VQEBenchmark::new(8, 16)));
63
64    // QAOA benchmarks
65    framework.register_benchmark("qaoa_4q", Box::new(QAOABenchmark::new(4, 2, 8)));
66    framework.register_benchmark("qaoa_6q", Box::new(QAOABenchmark::new(6, 3, 12)));
67
68    // QNN benchmarks
69    framework.register_benchmark("qnn_4q", Box::new(QNNBenchmark::new(4, 2, 100)));
70    framework.register_benchmark("qnn_6q", Box::new(QNNBenchmark::new(6, 3, 100)));
71
72    println!("   - Registered 7 benchmarks total");
73
74    // Step 3: Create backend configurations
75    println!("\n3. Setting up backends...");
76
77    let backends = create_benchmark_backends();
78    let backend_refs: Vec<&Backend> = backends.iter().collect();
79
80    println!("   - Created {} backends", backends.len());
81    for backend in &backends {
82        println!("     - {}", backend.name());
83    }
84
85    // Step 4: Run all benchmarks
86    println!("\n4. Running all benchmarks...");
87
88    framework.run_all_benchmarks(&backend_refs)?;
89
90    println!("   - All benchmarks completed");
91
92    // Step 5: Generate and display report
93    println!("\n5. Generating benchmark report...");
94
95    let report = framework.generate_report();
96    println!("\n{}", report.to_string());
97
98    // Step 6: Print detailed results
99    println!("\n6. Detailed Results Analysis:");
100
101    // Get results again for analysis since we can't hold onto the reference
102    let results = framework.run_all_benchmarks(&backend_refs)?;
103    print_performance_summary(results);
104    print_scaling_analysis(results);
105    print_memory_analysis(results);
106
107    println!("\n=== Comprehensive Benchmarking Demo Complete ===");
108
109    Ok(())
110}

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