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change_classification_demo.rs
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435 lines (363 loc) · 17.6 KB
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//! Comprehensive demonstration of Change Classification System
//!
//! This example showcases the advanced change classification system that categorizes
//! code changes with detailed analysis, confidence scoring, and impact assessment
//! using AST-level analysis and semantic understanding.
use smart_diff_engine::{
ChangeClassifier, ChangeClassificationConfig, DetailedChangeClassification,
ImpactLevel, EffortLevel, RiskLevel, CharacteristicType, EvidenceType
};
use smart_diff_parser::{ASTNode, NodeType, NodeMetadata, Language, CodeElement};
use smart_diff_semantic::{
EnhancedFunctionSignature, FunctionType, Visibility, TypeSignature,
ParameterInfo, ComplexityMetrics
};
use std::collections::HashMap;
use anyhow::Result;
fn main() -> Result<()> {
println!("🔍 Change Classification System Demo");
println!("===================================\n");
// Demo 1: Basic change type classification
demo_basic_change_classification()?;
// Demo 2: Detailed change analysis with confidence scoring
demo_detailed_change_analysis()?;
// Demo 3: Impact assessment and risk analysis
demo_impact_assessment()?;
// Demo 4: Configuration and customization
demo_configuration_customization()?;
// Demo 5: Real-world change scenarios
demo_real_world_scenarios()?;
// Demo 6: Advanced features and integration
demo_advanced_features()?;
println!("\n✅ Change Classification System Demo Complete!");
Ok(())
}
/// Demo 1: Basic change type classification
fn demo_basic_change_classification() -> Result<()> {
println!("📊 Demo 1: Basic Change Type Classification");
println!("-------------------------------------------");
let classifier = ChangeClassifier::new(Language::Java);
// Test different change types
let test_cases = vec![
("Addition", None, Some(create_code_element("newFunction", "test.java", 10))),
("Deletion", Some(create_code_element("oldFunction", "test.java", 10)), None),
("Rename", Some(create_code_element("oldName", "test.java", 10)), Some(create_code_element("newName", "test.java", 10))),
("Move", Some(create_code_element("function", "test.java", 10)), Some(create_code_element("function", "test.java", 50))),
("Cross-file Move", Some(create_code_element("function", "old.java", 10)), Some(create_code_element("function", "new.java", 10))),
("Modification", Some(create_code_element("function", "test.java", 10)), Some(create_code_element("function", "test.java", 10))),
];
for (test_name, source, target) in test_cases {
let change_type = classifier.classify_change(source.as_ref(), target.as_ref());
println!("🔍 {}: {:?}", test_name, change_type);
}
println!();
Ok(())
}
/// Demo 2: Detailed change analysis with confidence scoring
fn demo_detailed_change_analysis() -> Result<()> {
println!("🔬 Demo 2: Detailed Change Analysis");
println!("-----------------------------------");
let classifier = ChangeClassifier::new(Language::Java);
// Test detailed analysis for a function rename
let source_element = create_code_element("calculateSum", "Calculator.java", 15);
let target_element = create_code_element("computeTotal", "Calculator.java", 15);
let source_signature = create_function_signature("calculateSum", 3, Visibility::Public);
let target_signature = create_function_signature("computeTotal", 4, Visibility::Public);
let result = classifier.classify_change_detailed(
Some(&source_element),
Some(&target_element),
None, // No AST for this demo
None,
Some(&source_signature),
Some(&target_signature),
)?;
println!("🔍 Detailed Analysis Results:");
println!(" • Change Type: {:?}", result.change_type);
println!(" • Confidence: {:.3}", result.confidence);
println!(" • Description: {}", result.analysis.description);
println!(" • Complexity Score: {:.2}", result.analysis.complexity_score);
println!("\n📋 Characteristics:");
for (i, characteristic) in result.analysis.characteristics.iter().enumerate() {
println!(" {}. {:?}: {} (confidence: {:.3})",
i + 1, characteristic.characteristic_type, characteristic.value, characteristic.confidence);
}
println!("\n🔍 Evidence:");
for (i, evidence) in result.analysis.evidence.iter().enumerate() {
println!(" {}. {:?}: {} (strength: {:.3})",
i + 1, evidence.evidence_type, evidence.description, evidence.strength);
}
println!("\n⚠️ Impact Assessment:");
println!(" • Impact Level: {:?}", result.impact.impact_level);
println!(" • Implementation Effort: {:?}", result.impact.implementation_effort);
println!(" • Risk Level: {:?}", result.impact.risk_level);
println!(" • Breaking Change: {}", result.impact.is_breaking_change);
println!(" • Affected Components: {:?}", result.impact.affected_components);
if !result.analysis.alternatives.is_empty() {
println!("\n🤔 Alternative Classifications:");
for (i, alt) in result.analysis.alternatives.iter().enumerate() {
println!(" {}. {:?} (confidence: {:.3}) - {}",
i + 1, alt.change_type, alt.confidence, alt.reason);
}
}
println!();
Ok(())
}
/// Demo 3: Impact assessment and risk analysis
fn demo_impact_assessment() -> Result<()> {
println!("⚡ Demo 3: Impact Assessment and Risk Analysis");
println!("---------------------------------------------");
let classifier = ChangeClassifier::new(Language::Java);
// Test different impact scenarios
let scenarios = vec![
("Low Impact Addition",
None,
Some((create_code_element("helper", "Utils.java", 100),
create_function_signature("helper", 2, Visibility::Private)))),
("High Impact Deletion",
Some((create_code_element("publicAPI", "API.java", 10),
create_function_signature("publicAPI", 15, Visibility::Public))),
None),
("Breaking Change",
Some((create_code_element("process", "Service.java", 20),
create_function_signature_with_params("process", 8, Visibility::Public, 2))),
Some((create_code_element("process", "Service.java", 20),
create_function_signature_with_params("process", 8, Visibility::Public, 3)))),
];
for (scenario_name, source_data, target_data) in scenarios {
let (source_element, source_signature) = match source_data {
Some((elem, sig)) => (Some(elem), Some(sig)),
None => (None, None),
};
let (target_element, target_signature) = match target_data {
Some((elem, sig)) => (Some(elem), Some(sig)),
None => (None, None),
};
let result = classifier.classify_change_detailed(
source_element.as_ref(),
target_element.as_ref(),
None,
None,
source_signature.as_ref(),
target_signature.as_ref(),
)?;
println!("🔍 Scenario: {}", scenario_name);
println!(" • Change Type: {:?}", result.change_type);
println!(" • Impact Level: {:?}", result.impact.impact_level);
println!(" • Risk Level: {:?}", result.impact.risk_level);
println!(" • Implementation Effort: {:?}", result.impact.implementation_effort);
println!(" • Breaking Change: {}", result.impact.is_breaking_change);
// Risk assessment
let risk_description = match result.impact.risk_level {
RiskLevel::VeryLow => "Minimal risk - safe to implement",
RiskLevel::Low => "Low risk - standard review process",
RiskLevel::Medium => "Medium risk - careful testing required",
RiskLevel::High => "High risk - extensive testing and review needed",
RiskLevel::VeryHigh => "Very high risk - consider alternative approaches",
};
println!(" • Risk Assessment: {}", risk_description);
// Effort estimation
let effort_description = match result.impact.implementation_effort {
EffortLevel::Trivial => "< 1 hour",
EffortLevel::Low => "1-4 hours",
EffortLevel::Medium => "1-2 days",
EffortLevel::High => "3-5 days",
EffortLevel::VeryHigh => "> 1 week",
};
println!(" • Estimated Effort: {}", effort_description);
println!();
}
Ok(())
}
/// Demo 4: Configuration and customization
fn demo_configuration_customization() -> Result<()> {
println!("⚙️ Demo 4: Configuration and Customization");
println!("-------------------------------------------");
// Test different configurations
let configs = vec![
("Conservative", ChangeClassificationConfig {
modification_threshold: 0.9,
rename_threshold: 0.95,
move_threshold: 0.98,
enable_ast_analysis: true,
enable_semantic_analysis: true,
enable_confidence_scoring: true,
max_ast_depth: 30,
enable_impact_analysis: true,
}),
("Balanced", ChangeClassificationConfig::default()),
("Aggressive", ChangeClassificationConfig {
modification_threshold: 0.5,
rename_threshold: 0.6,
move_threshold: 0.7,
enable_ast_analysis: true,
enable_semantic_analysis: true,
enable_confidence_scoring: true,
max_ast_depth: 15,
enable_impact_analysis: true,
}),
("Performance Optimized", ChangeClassificationConfig {
modification_threshold: 0.7,
rename_threshold: 0.8,
move_threshold: 0.9,
enable_ast_analysis: false,
enable_semantic_analysis: false,
enable_confidence_scoring: false,
max_ast_depth: 10,
enable_impact_analysis: false,
}),
];
let source = create_code_element("calculateValue", "Math.java", 25);
let target = create_code_element("computeResult", "Math.java", 25);
for (config_name, config) in configs {
let classifier = ChangeClassifier::with_config(Language::Java, config);
let change_type = classifier.classify_change(Some(&source), Some(&target));
println!("🔧 {} Configuration:", config_name);
println!(" • Change Type: {:?}", change_type);
println!(" • Modification Threshold: {:.2}", classifier.get_config().modification_threshold);
println!(" • Rename Threshold: {:.2}", classifier.get_config().rename_threshold);
println!(" • AST Analysis: {}", classifier.get_config().enable_ast_analysis);
println!(" • Semantic Analysis: {}", classifier.get_config().enable_semantic_analysis);
println!();
}
Ok(())
}
/// Demo 5: Real-world change scenarios
fn demo_real_world_scenarios() -> Result<()> {
println!("🌍 Demo 5: Real-World Change Scenarios");
println!("--------------------------------------");
let classifier = ChangeClassifier::new(Language::Java);
// Scenario 1: Refactoring - Extract Method
println!("🔍 Scenario 1: Extract Method Refactoring");
let original = create_code_element("processData", "DataProcessor.java", 50);
let extracted = create_code_element("validateInput", "DataProcessor.java", 120);
let original_sig = create_function_signature("processData", 25, Visibility::Public);
let extracted_sig = create_function_signature("validateInput", 8, Visibility::Private);
let result = classifier.classify_change_detailed(
None, Some(&extracted), None, None, None, Some(&extracted_sig)
)?;
println!(" • Change: {:?} (confidence: {:.3})", result.change_type, result.confidence);
println!(" • Impact: {:?}", result.impact.impact_level);
println!(" • Description: {}", result.analysis.description);
// Scenario 2: API Evolution - Parameter Addition
println!("\n🔍 Scenario 2: API Evolution - Parameter Addition");
let api_v1 = create_code_element("authenticate", "AuthService.java", 30);
let api_v2 = create_code_element("authenticate", "AuthService.java", 30);
let sig_v1 = create_function_signature_with_params("authenticate", 5, Visibility::Public, 2);
let sig_v2 = create_function_signature_with_params("authenticate", 6, Visibility::Public, 3);
let result = classifier.classify_change_detailed(
Some(&api_v1), Some(&api_v2), None, None, Some(&sig_v1), Some(&sig_v2)
)?;
println!(" • Change: {:?} (confidence: {:.3})", result.change_type, result.confidence);
println!(" • Breaking Change: {}", result.impact.is_breaking_change);
println!(" • Risk Level: {:?}", result.impact.risk_level);
// Scenario 3: Code Reorganization - Cross-file Move
println!("\n🔍 Scenario 3: Code Reorganization - Cross-file Move");
let old_location = create_code_element("utility", "Utils.java", 100);
let new_location = create_code_element("utility", "helpers/StringUtils.java", 25);
let utility_sig = create_function_signature("utility", 3, Visibility::Public);
let result = classifier.classify_change_detailed(
Some(&old_location), Some(&new_location), None, None, Some(&utility_sig), Some(&utility_sig)
)?;
println!(" • Change: {:?} (confidence: {:.3})", result.change_type, result.confidence);
println!(" • Impact: {:?}", result.impact.impact_level);
println!(" • Effort: {:?}", result.impact.implementation_effort);
println!();
Ok(())
}
/// Demo 6: Advanced features and integration
fn demo_advanced_features() -> Result<()> {
println!("🚀 Demo 6: Advanced Features and Integration");
println!("--------------------------------------------");
let mut classifier = ChangeClassifier::new(Language::Java);
// Test semantic analysis toggle
println!("🔍 Semantic Analysis Integration:");
println!(" • Initially enabled: {}", classifier.similarity_scorer.is_some());
classifier.set_semantic_analysis(false);
println!(" • After disabling: {}", classifier.similarity_scorer.is_some());
classifier.set_semantic_analysis(true);
println!(" • After re-enabling: {}", classifier.similarity_scorer.is_some());
// Test configuration updates
println!("\n🔧 Dynamic Configuration Updates:");
let original_threshold = classifier.get_config().modification_threshold;
println!(" • Original modification threshold: {:.2}", original_threshold);
let mut new_config = classifier.get_config().clone();
new_config.modification_threshold = 0.85;
classifier.set_config(new_config);
println!(" • Updated modification threshold: {:.2}", classifier.get_config().modification_threshold);
// Test evidence strength analysis
println!("\n📊 Evidence Strength Analysis:");
let source = create_code_element("oldMethod", "Service.java", 40);
let target = create_code_element("newMethod", "Service.java", 40);
let source_sig = create_function_signature("oldMethod", 10, Visibility::Public);
let target_sig = create_function_signature("newMethod", 12, Visibility::Public);
let result = classifier.classify_change_detailed(
Some(&source), Some(&target), None, None, Some(&source_sig), Some(&target_sig)
)?;
println!(" • Total evidence pieces: {}", result.analysis.evidence.len());
for evidence in &result.analysis.evidence {
let strength_level = match evidence.strength {
s if s >= 0.8 => "Strong",
s if s >= 0.6 => "Moderate",
s if s >= 0.4 => "Weak",
_ => "Very Weak",
};
println!(" - {:?}: {} ({:.3} - {})",
evidence.evidence_type, evidence.description, evidence.strength, strength_level);
}
println!();
Ok(())
}
// Helper functions for creating test data
fn create_code_element(name: &str, file_path: &str, start_line: usize) -> CodeElement {
CodeElement {
name: name.to_string(),
file_path: file_path.to_string(),
start_line,
end_line: start_line + 10,
element_type: "function".to_string(),
}
}
fn create_function_signature(name: &str, complexity: u32, visibility: Visibility) -> EnhancedFunctionSignature {
EnhancedFunctionSignature {
name: name.to_string(),
parameters: Vec::new(),
return_type: TypeSignature::Simple("void".to_string()),
visibility,
function_type: FunctionType::Regular,
is_async: false,
is_static: false,
is_abstract: false,
generic_parameters: Vec::new(),
throws: Vec::new(),
annotations: Vec::new(),
complexity_metrics: ComplexityMetrics {
cyclomatic_complexity: complexity,
cognitive_complexity: complexity,
nesting_depth: 2,
parameter_count: 0,
return_points: 1,
lines_of_code: complexity * 2,
},
dependencies: Vec::new(),
}
}
fn create_function_signature_with_params(
name: &str,
complexity: u32,
visibility: Visibility,
param_count: usize
) -> EnhancedFunctionSignature {
let mut signature = create_function_signature(name, complexity, visibility);
// Add dummy parameters
for i in 0..param_count {
signature.parameters.push(ParameterInfo {
name: format!("param{}", i),
param_type: TypeSignature::Simple("String".to_string()),
default_value: None,
is_varargs: false,
annotations: Vec::new(),
});
}
signature.complexity_metrics.parameter_count = param_count as u32;
signature
}