abyss-ai
Version:
Autonomous AI coding agent - enhanced OpenCode with autonomous capabilities
1,109 lines (958 loc) • 35.8 kB
text/typescript
import { ReasoningMode, type ProcessingContext, type ProcessingResult } from "../types/agent"
import { BaseReasoningProcessor } from "./reasoning-processor"
// Hybrid Thinking - Dynamic, Creative Problem-Solving
export class HybridThinkingProcessor extends BaseReasoningProcessor {
readonly mode = ReasoningMode.HYBRID_THINKING
async process(code: string, context: ProcessingContext): Promise<ProcessingResult> {
this.log.info("Starting hybrid thinking analysis", {
codeLength: code.length,
projectContext: !!context.projectContext
})
const { result: analysisResult, duration } = await this.measureExecutionTime(async () => {
// Creative and dynamic problem-solving approaches
const creativeSolutions = await this.generateCreativeSolutions(code, context)
const dynamicApproaches = await this.exploreDynamicApproaches(code, context)
const innovativePatterns = await this.identifyInnovativePatterns(code, context)
return {
solutions: creativeSolutions,
approaches: dynamicApproaches,
patterns: innovativePatterns
}
})
const confidence = this.calculateConfidence(analysisResult)
const innovationScore = this.calculateInnovationScore(analysisResult.patterns)
return {
type: 'hybrid-thinking',
result: analysisResult,
confidence,
processingTime: duration,
innovationScore
}
}
calculateConfidence(result: any): number {
if (!result) return 0.1
const { solutions, approaches, patterns } = result
// Confidence based on the quality and viability of generated solutions
const solutionScore = this.assessSolutionViability(solutions) * 0.4
const approachScore = (approaches?.length || 0) > 0 ? 0.3 : 0.1
const patternScore = (patterns?.length || 0) > 0 ? 0.3 : 0.1
return Math.min(1, solutionScore + approachScore + patternScore)
}
private calculateInnovationScore(patterns: any): number {
if (!patterns || patterns.length === 0) return 0.1
// Score based on novelty and potential impact of identified patterns
const noveltyScore = patterns.reduce((sum: number, pattern: any) => {
return sum + (pattern.novelty || 0.5)
}, 0) / patterns.length
const impactScore = patterns.reduce((sum: number, pattern: any) => {
return sum + (pattern.impact || 0.5)
}, 0) / patterns.length
return (noveltyScore + impactScore) / 2
}
private async generateCreativeSolutions(code: string, context: ProcessingContext) {
this.log.debug("Generating creative solutions")
const solutions = []
// Identify current patterns and problems
const currentPatterns = this.identifyCurrentPatterns(code)
const problemAreas = this.identifyProblemAreas(code, context)
// Generate alternative approaches for each problem area
for (const problem of problemAreas) {
const alternatives = await this.generateAlternatives(problem, currentPatterns, context)
solutions.push(...alternatives)
}
// Add innovative refactoring suggestions
const refactoringSuggestions = this.generateInnovativeRefactoring(code, currentPatterns)
solutions.push(...refactoringSuggestions)
// Architecture improvement suggestions
const architecturalImprovements = this.generateArchitecturalImprovements(code, context)
solutions.push(...architecturalImprovements)
return solutions.filter(solution => solution.viability > 0.3)
}
private identifyCurrentPatterns(code: string) {
const patterns = []
// Design patterns
if (code.includes('class') && code.includes('extends')) {
patterns.push({ type: 'inheritance', usage: 'active' })
}
if (code.includes('function') && code.includes('return function')) {
patterns.push({ type: 'higher_order_functions', usage: 'active' })
}
if (code.includes('.map(') || code.includes('.filter(') || code.includes('.reduce(')) {
patterns.push({ type: 'functional_programming', usage: 'active' })
}
if (code.includes('async') && code.includes('await')) {
patterns.push({ type: 'async_await', usage: 'active' })
}
if (code.includes('Promise')) {
patterns.push({ type: 'promises', usage: 'active' })
}
// Anti-patterns
if (code.includes('var ')) {
patterns.push({ type: 'var_declarations', usage: 'anti_pattern' })
}
if (code.includes('== ') && !code.includes('=== ')) {
patterns.push({ type: 'loose_equality', usage: 'anti_pattern' })
}
return patterns
}
private identifyProblemAreas(code: string, context: ProcessingContext) {
const problems = []
// Performance bottlenecks
if (code.includes('for') && code.includes('for')) {
problems.push({
type: 'performance',
area: 'nested_loops',
severity: 'medium',
description: 'Nested loops may cause performance issues',
location: this.findNestedLoops(code)
})
}
// Complex conditionals
const complexConditionals = this.findComplexConditionals(code)
if (complexConditionals.length > 0) {
problems.push({
type: 'maintainability',
area: 'complex_conditionals',
severity: 'medium',
description: 'Complex conditional logic reduces readability',
locations: complexConditionals
})
}
// Code duplication
const duplication = this.detectCodeDuplication(code)
if (duplication.percentage > 0.15) {
problems.push({
type: 'maintainability',
area: 'code_duplication',
severity: 'high',
description: 'Significant code duplication detected',
percentage: duplication.percentage
})
}
// Missing error handling
if (code.includes('fetch(') && !code.includes('catch')) {
problems.push({
type: 'reliability',
area: 'error_handling',
severity: 'high',
description: 'Missing error handling for async operations'
})
}
// Large functions
const largeFunctions = this.findLargeFunctions(code)
if (largeFunctions.length > 0) {
problems.push({
type: 'maintainability',
area: 'function_size',
severity: 'medium',
description: 'Large functions detected',
functions: largeFunctions
})
}
return problems
}
private findNestedLoops(code: string) {
const locations = []
const lines = code.split('\n')
for (let i = 0; i < lines.length; i++) {
const line = lines[i]
if (line.includes('for')) {
// Look for nested loops in the next few lines
for (let j = i + 1; j < Math.min(i + 20, lines.length); j++) {
if (lines[j].includes('for')) {
locations.push({ outer: i + 1, inner: j + 1 })
break
}
}
}
}
return locations
}
private findComplexConditionals(code: string) {
const locations = []
const lines = code.split('\n')
lines.forEach((line, index) => {
// Count logical operators in if statements
if (line.includes('if') && line.includes('(')) {
const operators = (line.match(/&&|\|\|/g) || []).length
if (operators > 2) {
locations.push({
line: index + 1,
complexity: operators,
content: line.trim()
})
}
}
})
return locations
}
private detectCodeDuplication(code: string) {
// Simple duplication detection
const lines = code.split('\n')
.map(line => line.trim())
.filter(line => line.length > 5 && !line.startsWith('//'))
const lineCounts = new Map()
lines.forEach(line => {
lineCounts.set(line, (lineCounts.get(line) || 0) + 1)
})
const duplicatedLines = Array.from(lineCounts.entries())
.filter(([_, count]) => count > 1)
.reduce((sum, [_, count]) => sum + count - 1, 0)
return {
percentage: lines.length > 0 ? duplicatedLines / lines.length : 0,
duplicatedLines,
totalLines: lines.length
}
}
private findLargeFunctions(code: string) {
const functions = []
const functionRegex = /function\s+(\w+)[^{]*{([^}]*)}/gs
let match
while ((match = functionRegex.exec(code)) !== null) {
const name = match[1]
const body = match[2]
const lineCount = body.split('\n').length
if (lineCount > 20) {
functions.push({
name,
lineCount,
complexity: this.calculateFunctionComplexity(body)
})
}
}
return functions
}
private calculateFunctionComplexity(functionBody: string): number {
const decisions = (functionBody.match(/\b(if|else|while|for|switch|case|catch)\b/g) || []).length
const logicalOperators = (functionBody.match(/&&|\|\|/g) || []).length
return decisions + logicalOperators
}
private async generateAlternatives(problem: any, _currentPatterns: any[], _context: ProcessingContext) {
const alternatives = []
switch (problem.area) {
case 'nested_loops':
alternatives.push(...this.generateLoopAlternatives(problem))
break
case 'complex_conditionals':
alternatives.push(...this.generateConditionalAlternatives(problem))
break
case 'code_duplication':
alternatives.push(...this.generateDuplicationSolutions(problem))
break
case 'error_handling':
alternatives.push(...this.generateErrorHandlingSolutions(problem))
break
case 'function_size':
alternatives.push(...this.generateFunctionSizeSolutions(problem))
break
}
return alternatives
}
private generateLoopAlternatives(problem: any) {
return [
{
type: 'refactoring',
category: 'performance',
title: 'Replace with functional programming',
description: 'Convert nested loops to map/filter/reduce chains',
example: 'Use array.flatMap() or nested map operations',
viability: 0.8,
impact: 'high',
implementation: 'medium'
},
{
type: 'refactoring',
category: 'performance',
title: 'Use lookup tables',
description: 'Pre-compute values to avoid nested iteration',
example: 'Create Map or Set for O(1) lookups',
viability: 0.7,
impact: 'high',
implementation: 'medium'
},
{
type: 'architecture',
category: 'performance',
title: 'Implement lazy evaluation',
description: 'Use generators or iterators for on-demand processing',
example: 'Convert to generator functions with yield',
viability: 0.6,
impact: 'medium',
implementation: 'high'
}
]
}
private generateConditionalAlternatives(problem: any) {
return [
{
type: 'refactoring',
category: 'maintainability',
title: 'Extract predicate functions',
description: 'Break complex conditions into named functions',
example: 'isValidUser(user) && hasPermission(user, action)',
viability: 0.9,
impact: 'high',
implementation: 'low'
},
{
type: 'pattern',
category: 'maintainability',
title: 'Use strategy pattern',
description: 'Replace complex conditionals with strategy objects',
example: 'Create strategy map for different conditions',
viability: 0.7,
impact: 'medium',
implementation: 'medium'
},
{
type: 'refactoring',
category: 'maintainability',
title: 'Guard clauses',
description: 'Use early returns to reduce nesting',
example: 'if (!condition) return; // continue with main logic',
viability: 0.8,
impact: 'medium',
implementation: 'low'
}
]
}
private generateDuplicationSolutions(problem: any) {
return [
{
type: 'refactoring',
category: 'maintainability',
title: 'Extract common functions',
description: 'Create reusable utility functions',
example: 'Extract shared logic into pure functions',
viability: 0.9,
impact: 'high',
implementation: 'medium'
},
{
type: 'pattern',
category: 'architecture',
title: 'Template method pattern',
description: 'Define algorithm skeleton with customizable steps',
example: 'Abstract base class with template method',
viability: 0.6,
impact: 'medium',
implementation: 'high'
},
{
type: 'refactoring',
category: 'maintainability',
title: 'Configuration-driven approach',
description: 'Use configuration objects to eliminate code duplication',
example: 'Define behavior through configuration rather than code',
viability: 0.7,
impact: 'medium',
implementation: 'medium'
}
]
}
private generateErrorHandlingSolutions(problem: any) {
return [
{
type: 'pattern',
category: 'reliability',
title: 'Error boundary pattern',
description: 'Implement centralized error handling',
example: 'try-catch wrapper functions or middleware',
viability: 0.8,
impact: 'high',
implementation: 'medium'
},
{
type: 'pattern',
category: 'reliability',
title: 'Result type pattern',
description: 'Use Result<T, E> type for explicit error handling',
example: 'Return { success: boolean, data?: T, error?: E }',
viability: 0.7,
impact: 'medium',
implementation: 'medium'
},
{
type: 'pattern',
category: 'reliability',
title: 'Circuit breaker pattern',
description: 'Implement fault tolerance for external services',
example: 'Automatic failure detection and recovery',
viability: 0.6,
impact: 'high',
implementation: 'high'
}
]
}
private generateFunctionSizeSolutions(problem: any) {
return [
{
type: 'refactoring',
category: 'maintainability',
title: 'Extract smaller functions',
description: 'Break large functions into focused units',
example: 'Single responsibility principle application',
viability: 0.9,
impact: 'high',
implementation: 'low'
},
{
type: 'pattern',
category: 'architecture',
title: 'Command pattern',
description: 'Encapsulate operations as command objects',
example: 'Break complex operations into command classes',
viability: 0.6,
impact: 'medium',
implementation: 'medium'
},
{
type: 'refactoring',
category: 'maintainability',
title: 'Pipeline pattern',
description: 'Chain smaller operations in a pipeline',
example: 'data |> validate |> transform |> save',
viability: 0.7,
impact: 'medium',
implementation: 'medium'
}
]
}
private generateInnovativeRefactoring(code: string, currentPatterns: any[]) {
const suggestions = []
// Suggest modern JavaScript features
if (!currentPatterns.some(p => p.type === 'destructuring')) {
suggestions.push({
type: 'modernization',
category: 'syntax',
title: 'Use destructuring assignment',
description: 'Simplify object and array access',
example: 'const { name, age } = user',
viability: 0.9,
impact: 'low',
implementation: 'low'
})
}
if (!currentPatterns.some(p => p.type === 'arrow_functions')) {
suggestions.push({
type: 'modernization',
category: 'syntax',
title: 'Convert to arrow functions',
description: 'Use arrow functions for concise syntax',
example: 'const handler = (event) => { /* logic */ }',
viability: 0.8,
impact: 'low',
implementation: 'low'
})
}
// Suggest functional programming improvements
if (code.includes('for') && !currentPatterns.some(p => p.type === 'functional_programming')) {
suggestions.push({
type: 'paradigm',
category: 'functional',
title: 'Functional transformation',
description: 'Replace imperative loops with functional operations',
example: 'array.map(transform).filter(predicate)',
viability: 0.8,
impact: 'medium',
implementation: 'medium'
})
}
// Suggest immutability patterns
if (code.includes('push(') || code.includes('splice(')) {
suggestions.push({
type: 'pattern',
category: 'immutability',
title: 'Immutable data operations',
description: 'Use immutable array operations',
example: '[...array, newItem] instead of array.push(newItem)',
viability: 0.7,
impact: 'medium',
implementation: 'low'
})
}
return suggestions
}
private generateArchitecturalImprovements(code: string, context: ProcessingContext) {
const improvements = []
// Module pattern suggestions
if (!code.includes('export') && !code.includes('module.exports')) {
improvements.push({
type: 'architecture',
category: 'modularity',
title: 'Implement module pattern',
description: 'Organize code into exportable modules',
example: 'export { function1, function2 }',
viability: 0.8,
impact: 'high',
implementation: 'medium'
})
}
// Dependency injection
if (code.includes('new ') && code.includes('class')) {
improvements.push({
type: 'pattern',
category: 'architecture',
title: 'Dependency injection',
description: 'Reduce coupling through dependency injection',
example: 'Pass dependencies through constructor or parameters',
viability: 0.7,
impact: 'high',
implementation: 'high'
})
}
// Observer pattern for event handling
if (code.includes('addEventListener') || code.includes('on')) {
improvements.push({
type: 'pattern',
category: 'architecture',
title: 'Event-driven architecture',
description: 'Implement centralized event management',
example: 'EventEmitter or custom event bus',
viability: 0.6,
impact: 'medium',
implementation: 'medium'
})
}
// State management patterns
if (code.includes('state') || code.includes('data')) {
improvements.push({
type: 'pattern',
category: 'state_management',
title: 'State management pattern',
description: 'Centralized state management',
example: 'Redux-like pattern or state machines',
viability: 0.6,
impact: 'high',
implementation: 'high'
})
}
return improvements
}
private async exploreDynamicApproaches(code: string, context: ProcessingContext) {
this.log.debug("Exploring dynamic approaches")
const approaches = []
// Dynamic analysis based on code characteristics
const characteristics = this.analyzeCodeCharacteristics(code)
// Suggest different programming paradigms
if (characteristics.isObjectOriented) {
approaches.push(...this.generateFunctionalApproaches(code))
}
if (characteristics.isImperative) {
approaches.push(...this.generateDeclarativeApproaches(code))
}
if (characteristics.isSynchronous) {
approaches.push(...this.generateAsynchronousApproaches(code))
}
// Context-specific approaches
if (context.language === 'javascript') {
approaches.push(...this.generateJavaScriptSpecificApproaches(code))
}
// Performance-oriented approaches
approaches.push(...this.generatePerformanceOrientedApproaches(code, characteristics))
// Scalability approaches
approaches.push(...this.generateScalabilityApproaches(code, characteristics))
return approaches
}
private analyzeCodeCharacteristics(code: string) {
return {
isObjectOriented: code.includes('class') || code.includes('this.'),
isImperative: code.includes('for') || code.includes('while'),
isSynchronous: !code.includes('async') && !code.includes('Promise'),
isFunctional: code.includes('.map(') || code.includes('.filter('),
hasStateManagement: code.includes('state') || code.includes('useState'),
hasNetworking: code.includes('fetch') || code.includes('http'),
hasDOM: code.includes('document') || code.includes('window'),
hasDataProcessing: code.includes('JSON') || code.includes('parse'),
complexity: this.assessComplexity(code)
}
}
private generateFunctionalApproaches(code: string) {
return [
{
type: 'paradigm_shift',
approach: 'functional_programming',
title: 'Pure functional approach',
description: 'Transform object-oriented code to functional style',
benefits: ['Immutability', 'Testability', 'Predictability'],
challenges: ['Learning curve', 'Performance considerations'],
applicability: 0.7
},
{
type: 'paradigm_shift',
approach: 'composition_over_inheritance',
title: 'Composition-based design',
description: 'Replace inheritance with composition patterns',
benefits: ['Flexibility', 'Reusability', 'Lower coupling'],
challenges: ['Initial complexity', 'Design overhead'],
applicability: 0.8
}
]
}
private generateDeclarativeApproaches(code: string) {
return [
{
type: 'paradigm_shift',
approach: 'declarative_style',
title: 'Declarative programming',
description: 'Focus on what to achieve rather than how',
benefits: ['Readability', 'Maintainability', 'Less bugs'],
challenges: ['Performance optimization', 'Control granularity'],
applicability: 0.6
},
{
type: 'pattern',
approach: 'data_driven',
title: 'Data-driven approach',
description: 'Define behavior through data structures',
benefits: ['Flexibility', 'Configuration-based', 'Dynamic behavior'],
challenges: ['Debug complexity', 'Type safety'],
applicability: 0.7
}
]
}
private generateAsynchronousApproaches(code: string) {
return [
{
type: 'paradigm_shift',
approach: 'reactive_programming',
title: 'Reactive programming model',
description: 'Use observables and streams for async operations',
benefits: ['Composability', 'Error handling', 'Backpressure'],
challenges: ['Steep learning curve', 'Memory management'],
applicability: 0.6
},
{
type: 'pattern',
approach: 'event_driven',
title: 'Event-driven architecture',
description: 'Decouple components through events',
benefits: ['Scalability', 'Loose coupling', 'Extensibility'],
challenges: ['Debugging complexity', 'Event ordering'],
applicability: 0.7
}
]
}
private generateJavaScriptSpecificApproaches(code: string) {
return [
{
type: 'technology',
approach: 'web_workers',
title: 'Web Workers for heavy computation',
description: 'Offload CPU-intensive tasks to background threads',
benefits: ['Non-blocking UI', 'Parallel processing'],
challenges: ['Data serialization', 'Limited API access'],
applicability: 0.5
},
{
type: 'technology',
approach: 'service_workers',
title: 'Service Workers for caching',
description: 'Implement sophisticated caching strategies',
benefits: ['Offline support', 'Performance', 'Network optimization'],
challenges: ['Browser compatibility', 'Cache management'],
applicability: 0.4
}
]
}
private generatePerformanceOrientedApproaches(code: string, characteristics: any) {
const approaches = []
if (characteristics.hasDataProcessing) {
approaches.push({
type: 'optimization',
approach: 'streaming_processing',
title: 'Streaming data processing',
description: 'Process data in chunks rather than loading all at once',
benefits: ['Memory efficiency', 'Better UX', 'Scalability'],
challenges: ['Implementation complexity', 'Error handling'],
applicability: 0.7
})
}
if (characteristics.complexity > 0.7) {
approaches.push({
type: 'optimization',
approach: 'memoization',
title: 'Implement memoization',
description: 'Cache expensive function results',
benefits: ['Performance', 'Reduced computation'],
challenges: ['Memory usage', 'Cache invalidation'],
applicability: 0.8
})
}
return approaches
}
private generateScalabilityApproaches(code: string, characteristics: any) {
const approaches = []
if (characteristics.hasStateManagement) {
approaches.push({
type: 'architecture',
approach: 'microservices',
title: 'Microservices architecture',
description: 'Break monolithic code into smaller services',
benefits: ['Scalability', 'Technology diversity', 'Team autonomy'],
challenges: ['Network complexity', 'Data consistency'],
applicability: 0.4
})
}
approaches.push({
type: 'pattern',
approach: 'modular_architecture',
title: 'Modular monolith',
description: 'Organize code into well-defined modules',
benefits: ['Maintainability', 'Testability', 'Team boundaries'],
challenges: ['Module boundaries', 'Dependency management'],
applicability: 0.8
})
return approaches
}
private async identifyInnovativePatterns(code: string, context: ProcessingContext) {
this.log.debug("Identifying innovative patterns")
const patterns = []
// Analyze existing patterns for innovation opportunities
const currentPatterns = this.identifyCurrentPatterns(code)
// const _missingPatterns = this.identifyMissingPatterns(code, currentPatterns)
// Modern JavaScript patterns
patterns.push(...this.identifyModernJSPatterns(code))
// Architectural patterns
patterns.push(...this.identifyArchitecturalPatterns(code, context))
// Performance patterns
patterns.push(...this.identifyPerformancePatterns(code))
// Security patterns
patterns.push(...this.identifySecurityPatterns(code))
// Domain-specific patterns
patterns.push(...this.identifyDomainSpecificPatterns(code, context))
return patterns.map(pattern => ({
...pattern,
novelty: this.assessNovelty(pattern, currentPatterns),
impact: this.assessImpact(pattern, code),
feasibility: this.assessFeasibility(pattern, context)
}))
}
private identifyMissingPatterns(_code: string, _currentPatterns: any[]) {
const missingPatterns: any[] = []
// Essential patterns that might be missing
const essentialPatterns = [
'error_handling',
'input_validation',
'logging',
'configuration',
'testing_hooks',
'documentation'
]
essentialPatterns.forEach(pattern => {
if (!this.hasPattern(_code, pattern)) {
missingPatterns.push({
type: 'missing',
pattern,
importance: 'high'
})
}
})
return missingPatterns
}
private hasPattern(code: string, pattern: string): boolean {
const patternChecks: { [key: string]: (code: string) => boolean } = {
error_handling: (code) => code.includes('try') || code.includes('catch'),
input_validation: (code) => code.includes('validate') || code.includes('check'),
logging: (code) => code.includes('log') || code.includes('console'),
configuration: (code) => code.includes('config') || code.includes('settings'),
testing_hooks: (code) => code.includes('test') || code.includes('spec'),
documentation: (code) => code.includes('/**') || code.includes('*/')
}
return patternChecks[pattern]?.(code) || false
}
private identifyModernJSPatterns(code: string) {
const patterns = []
// Optional chaining opportunities
if (code.includes('&&') && code.includes('.')) {
patterns.push({
type: 'syntax',
name: 'optional_chaining',
description: 'Use optional chaining (?.) for safe property access',
example: 'user?.profile?.name instead of user && user.profile && user.profile.name',
category: 'modern_javascript'
})
}
// Nullish coalescing
if (code.includes('||') && code.includes('undefined')) {
patterns.push({
type: 'syntax',
name: 'nullish_coalescing',
description: 'Use nullish coalescing (??) for default values',
example: 'value ?? defaultValue instead of value || defaultValue',
category: 'modern_javascript'
})
}
// Dynamic imports
if (code.includes('import') && code.includes('if')) {
patterns.push({
type: 'optimization',
name: 'dynamic_imports',
description: 'Use dynamic imports for code splitting',
example: 'const module = await import("./feature")',
category: 'performance'
})
}
return patterns
}
private identifyArchitecturalPatterns(_code: string, _context: ProcessingContext) {
const patterns = []
// Plugin architecture
if (_code.includes('register') || _code.includes('extend')) {
patterns.push({
type: 'architecture',
name: 'plugin_system',
description: 'Implement extensible plugin architecture',
example: 'Allow third-party extensions through plugin API',
category: 'extensibility'
})
}
// Middleware pattern
if (_code.includes('next()') || _code.includes('middleware')) {
patterns.push({
type: 'architecture',
name: 'middleware_pipeline',
description: 'Use middleware for cross-cutting concerns',
example: 'app.use(auth).use(logging).use(validation)',
category: 'separation_of_concerns'
})
}
// Repository pattern
if (_code.includes('find') || _code.includes('save')) {
patterns.push({
type: 'data_access',
name: 'repository_pattern',
description: 'Abstract data access through repository interface',
example: 'userRepository.findById(id)',
category: 'data_management'
})
}
return patterns
}
private identifyPerformancePatterns(_code: string) {
const patterns = []
// Lazy loading
if (_code.includes('import') || _code.includes('require')) {
patterns.push({
type: 'optimization',
name: 'lazy_loading',
description: 'Implement lazy loading for resources',
example: 'Load modules only when needed',
category: 'performance'
})
}
// Object pooling
if (_code.includes('new ') && _code.includes('class')) {
patterns.push({
type: 'optimization',
name: 'object_pooling',
description: 'Reuse expensive objects through pooling',
example: 'connection pools, worker pools',
category: 'resource_management'
})
}
// Batch processing
if (_code.includes('forEach') || _code.includes('map')) {
patterns.push({
type: 'optimization',
name: 'batch_processing',
description: 'Process items in batches to reduce overhead',
example: 'Process arrays in chunks of optimal size',
category: 'performance'
})
}
return patterns
}
private identifySecurityPatterns(_code: string) {
const patterns = []
// Input sanitization
if (_code.includes('input') || _code.includes('req.body')) {
patterns.push({
type: 'security',
name: 'input_sanitization',
description: 'Implement comprehensive input sanitization',
example: 'Validate and sanitize all user inputs',
category: 'security'
})
}
// Principle of least privilege
if (_code.includes('permissions') || _code.includes('roles')) {
patterns.push({
type: 'security',
name: 'least_privilege',
description: 'Apply principle of least privilege',
example: 'Grant minimum necessary permissions',
category: 'access_control'
})
}
return patterns
}
private identifyDomainSpecificPatterns(_code: string, _context: ProcessingContext) {
const patterns = []
// Based on project context, suggest domain-specific patterns
if (_context.projectContext?.type === 'web_app') {
patterns.push({
type: 'web',
name: 'progressive_enhancement',
description: 'Build core functionality first, enhance progressively',
example: 'Basic HTML forms that work without JavaScript',
category: 'web_development'
})
}
if (_context.projectContext?.type === 'api') {
patterns.push({
type: 'api',
name: 'api_versioning',
description: 'Implement API versioning strategy',
example: '/api/v1/users, /api/v2/users',
category: 'api_design'
})
}
return patterns
}
private assessNovelty(pattern: any, _currentPatterns: any[]): number {
// Check if this pattern is already in use
const isCurrentlyUsed = _currentPatterns.some((cp: any) => cp.type === pattern.name)
if (isCurrentlyUsed) return 0.2 // Low novelty if already used
// Assess based on pattern type and category
const noveltyScores: { [key: string]: number } = {
'modern_javascript': 0.6,
'architecture': 0.8,
'performance': 0.7,
'security': 0.9,
'optimization': 0.6
}
return noveltyScores[pattern.category] || 0.5
}
private assessImpact(pattern: any, _code: string): number {
// Assess potential impact based on pattern type and code characteristics
const codeSize = _code.length
const complexity = this.assessComplexity(_code)
const impactScores: { [key: string]: number } = {
'security': 0.9, // High impact for security
'performance': complexity > 0.7 ? 0.8 : 0.5, // Higher impact for complex code
'architecture': codeSize > 5000 ? 0.8 : 0.4, // Higher impact for large codebases
'modern_javascript': 0.4, // Generally lower impact
'optimization': 0.6
}
return impactScores[pattern.category] || 0.5
}
private assessFeasibility(pattern: any, _context: ProcessingContext): number {
// Assess implementation feasibility based on context
const feasibilityScores: { [key: string]: number } = {
'syntax': 0.9, // Easy to implement
'optimization': 0.7,
'architecture': 0.4, // Harder to implement
'security': 0.6,
'data_access': 0.5
}
return feasibilityScores[pattern.type] || 0.5
}
private assessSolutionViability(solutions: any[]): number {
if (!solutions || solutions.length === 0) return 0.1
const viabilitySum = solutions.reduce((sum, solution) => {
return sum + (solution.viability || 0.5)
}, 0)
return Math.min(1, viabilitySum / solutions.length)
}
}