mirror of
https://github.com/proffesor-for-testing/agentic-qe.git
synced 2026-09-19 08:45:47 +08:00
492902cd2f
## Problem Learning data, patterns, and Q-values were not being persisted correctly due to database fragmentation across three separate files: - .agentic-qe/memory.db (MCP writes) - .agentic-qe/data/swarm-memory.db (CLI reads - wrong path) - .agentic-qe/agentdb.db (created but never used) ## Solution Unified ALL persistence to single database via SwarmMemoryManager singleton. ### Core Persistence Fixes - CLI commands now use getSharedMemoryManager() instead of hardcoded paths - learn status queries learning_experiences, patterns, q_values tables directly - patterns list queries patterns table instead of memory_entries - Removed agentDB default path from BaseAgent and agent factory - database-init no longer creates separate agentdb.db - Added queryRaw() method to SwarmMemoryManager for direct table queries ### New Self-Learning Features (Issue #118) - HNSWVectorMemory: 35K ops/sec vector search with HNSW indexing - ExplainableLearning: Natural language explanations for learning decisions - GossipPatternSharingProtocol: Distributed pattern sharing across agents - TransferLearningManager: Cross-domain knowledge transfer - PerformanceOptimizer: Adaptive performance tuning - PrivacyManager: GDPR/HIPAA compliant data handling - MAMLMetaLearner: Model-Agnostic Meta-Learning - HybridRouter: 80% local / 20% cloud routing with 63% cost savings - LearningTelemetry: OpenTelemetry integration for observability ### CI/CD & Testing - learning-integration.yml workflow for CI validation - Comprehensive unit tests for new learning modules - Performance benchmarks for learning operations - Quality validation test suite ### Frontend - learningApi.ts service for dashboard integration - TypeScript types for learning data structures ### Documentation - Sherlock investigation report for Issue #118 ### Version Updated to v2.2.1 Closes #118 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
331 lines
12 KiB
YAML
331 lines
12 KiB
YAML
name: Learning System Integration
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permissions:
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contents: read
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pull-requests: write
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checks: write
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statuses: write
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on:
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pull_request:
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branches: [main, develop]
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paths:
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- 'src/learning/**'
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- 'src/mcp/handlers/learning/**'
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- 'src/telemetry/LearningTelemetry.ts'
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- 'tests/integration/learning/**'
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- 'tests/unit/learning/**'
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push:
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branches: [main, develop]
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paths:
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- 'src/learning/**'
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- 'src/mcp/handlers/learning/**'
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workflow_dispatch:
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inputs:
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min_pattern_hit_rate:
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description: 'Minimum pattern hit rate (0-100)'
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required: false
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default: '70'
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min_convergence_rate:
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description: 'Minimum convergence rate (0-100)'
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required: false
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default: '80'
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jobs:
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learning-validation:
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name: Learning System Validation
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runs-on: ubuntu-latest
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timeout-minutes: 15
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steps:
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- name: Checkout code
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uses: actions/checkout@v4
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- name: Setup Node.js
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uses: actions/setup-node@v4
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with:
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node-version: '20'
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cache: 'npm'
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- name: Install dependencies
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run: npm ci
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- name: Build project
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run: npm run build
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- name: Run learning unit tests
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id: learning-tests
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run: npm run test:unit -- tests/unit/learning
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continue-on-error: true
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env:
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NODE_OPTIONS: '--max-old-space-size=512'
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- name: Run learning integration tests
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id: learning-integration-tests
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run: |
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# Run learning integration tests in batches
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npx jest tests/integration/learning --runInBand --forceExit
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continue-on-error: true
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env:
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NODE_OPTIONS: '--max-old-space-size=768'
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- name: Validate learning database integrity
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id: db-validation
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run: npm run ci:learning:validate
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continue-on-error: true
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- name: Check learning metrics and quality gates
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id: learning-metrics
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run: |
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npm run ci:learning:check -- \
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--min-pattern-hit-rate ${{ github.event.inputs.min_pattern_hit_rate || '70' }} \
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--min-convergence-rate ${{ github.event.inputs.min_convergence_rate || '80' }} \
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--output-dir ./learning-reports
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continue-on-error: true
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env:
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MIN_PATTERN_HIT_RATE: ${{ github.event.inputs.min_pattern_hit_rate || '70' }}
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MIN_CONVERGENCE_RATE: ${{ github.event.inputs.min_convergence_rate || '80' }}
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- name: Upload learning reports
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uses: actions/upload-artifact@v4
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if: always()
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with:
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name: learning-reports
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path: |
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learning-reports/
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.agentic-qe/*.db
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retention-days: 30
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- name: Post learning metrics to PR
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uses: actions/github-script@v7
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if: always() && github.event_name == 'pull_request'
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with:
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script: |
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const fs = require('fs');
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const path = require('path');
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// Read learning metrics report
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const reportPath = path.join(process.cwd(), 'learning-reports', 'metrics.json');
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if (!fs.existsSync(reportPath)) {
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console.log('No learning metrics report found');
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return;
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}
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const metrics = JSON.parse(fs.readFileSync(reportPath, 'utf8'));
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// Build PR comment
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const statusIcon = metrics.passed ? '✅' : '❌';
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const statusText = metrics.passed ? 'PASSED' : 'FAILED';
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let comment = `## ${statusIcon} Learning System Quality Gate: ${statusText}\n\n`;
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comment += '### 📊 Learning Metrics\n\n';
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comment += `- **Pattern Hit Rate**: ${metrics.patternHitRate.toFixed(1)}% (threshold: ${metrics.thresholds.patternHitRate}%)\n`;
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comment += `- **Convergence Rate**: ${metrics.convergenceRate.toFixed(1)}% (threshold: ${metrics.thresholds.convergenceRate}%)\n`;
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comment += `- **Total Patterns**: ${metrics.totalPatterns}\n`;
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comment += `- **Total Q-Values**: ${metrics.totalQValues}\n`;
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comment += `- **Average Reward**: ${metrics.averageReward.toFixed(3)}\n`;
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comment += `- **Database Integrity**: ${metrics.databaseIntegrity ? '✅ Valid' : '❌ Invalid'}\n\n`;
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if (metrics.algorithms) {
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comment += '### 🧠 Algorithm Performance\n\n';
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comment += '| Algorithm | Episodes | Avg Reward | Convergence |\n';
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comment += '|-----------|----------|------------|-------------|\n';
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for (const [algo, stats] of Object.entries(metrics.algorithms)) {
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const algoStats = stats;
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comment += `| ${algo} | ${algoStats.episodes} | ${algoStats.avgReward.toFixed(3)} | ${algoStats.converged ? '✅' : '⏳'} |\n`;
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}
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comment += '\n';
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}
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if (!metrics.passed && metrics.violations.length > 0) {
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comment += '### ⚠️ Quality Gate Violations\n\n';
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for (const violation of metrics.violations) {
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comment += `- **${violation.metric}**: ${violation.actual} (required: ${violation.threshold})\n`;
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}
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comment += '\n';
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}
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comment += '### 🚀 Learning System Status\n\n';
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if (metrics.passed) {
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comment += '✅ **APPROVED** - Learning system quality gates passed.\n';
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comment += '- All algorithms passing tests\n';
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comment += '- Pattern hit rate meets threshold\n';
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comment += '- Convergence rate meets threshold\n';
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comment += '- Database integrity validated\n';
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} else {
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comment += '❌ **BLOCKED** - Learning system quality gates failed.\n';
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comment += '\n**Action Required**: Fix violations before merge.\n';
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}
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comment += `\n---\n*Learning metrics evaluated at ${new Date().toISOString()}*`;
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// Find existing learning comment
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const { data: comments } = await github.rest.issues.listComments({
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owner: context.repo.owner,
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repo: context.repo.repo,
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issue_number: context.issue.number,
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});
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const botComment = comments.find(c =>
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c.user?.type === 'Bot' &&
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c.body?.includes('Learning System Quality Gate:')
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);
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if (botComment) {
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await github.rest.issues.updateComment({
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owner: context.repo.owner,
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repo: context.repo.repo,
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comment_id: botComment.id,
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body: comment
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});
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} else {
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await github.rest.issues.createComment({
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owner: context.repo.owner,
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repo: context.repo.repo,
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issue_number: context.issue.number,
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body: comment
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});
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}
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- name: Update commit status
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uses: actions/github-script@v7
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if: always()
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with:
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script: |
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const fs = require('fs');
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const path = require('path');
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const reportPath = path.join(process.cwd(), 'learning-reports', 'metrics.json');
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let state = 'success';
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let description = 'Learning quality gates passed';
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if (fs.existsSync(reportPath)) {
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const metrics = JSON.parse(fs.readFileSync(reportPath, 'utf8'));
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if (!metrics.passed) {
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state = 'failure';
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description = `Learning quality gates failed: ${metrics.violations.length} violation(s)`;
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}
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} else {
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state = 'error';
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description = 'Unable to evaluate learning quality gates';
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}
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await github.rest.repos.createCommitStatus({
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owner: context.repo.owner,
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repo: context.repo.repo,
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sha: context.sha,
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state: state,
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context: 'Learning Quality Gate',
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description: description,
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target_url: `${context.serverUrl}/${context.repo.owner}/${context.repo.repo}/actions/runs/${context.runId}`
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});
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- name: Fail workflow if learning quality gates failed
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if: always()
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run: |
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if [ -f "learning-reports/metrics.json" ]; then
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PASSED=$(cat learning-reports/metrics.json | jq -r '.passed')
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if [ "$PASSED" = "true" ]; then
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echo "✅ Learning quality gates passed"
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exit 0
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else
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echo "❌ Learning quality gates failed"
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# Show violations
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VIOLATIONS=$(cat learning-reports/metrics.json | jq -r '.violations[] | " - \(.metric): \(.actual) (required: \(.threshold))"')
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echo ""
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echo "Violations:"
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echo "$VIOLATIONS"
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exit 1
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fi
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else
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echo "⚠️ No learning metrics report found - assuming failure"
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exit 1
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fi
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learning-regression-check:
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name: Learning Regression Detection
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runs-on: ubuntu-latest
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timeout-minutes: 10
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if: github.event_name == 'pull_request'
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steps:
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- name: Checkout code
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uses: actions/checkout@v4
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with:
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fetch-depth: 0 # Need history for comparison
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- name: Setup Node.js
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uses: actions/setup-node@v4
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with:
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node-version: '20'
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cache: 'npm'
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- name: Install dependencies
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run: npm ci
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- name: Build project
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run: npm run build
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- name: Check for learning metric regression
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id: regression-check
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run: npm run ci:learning:regression
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continue-on-error: true
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- name: Post regression analysis to PR
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uses: actions/github-script@v7
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if: always()
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with:
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script: |
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const fs = require('fs');
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const path = require('path');
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const regressionPath = path.join(process.cwd(), 'learning-reports', 'regression.json');
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if (!fs.existsSync(regressionPath)) {
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console.log('No regression report found');
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return;
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}
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const regression = JSON.parse(fs.readFileSync(regressionPath, 'utf8'));
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let comment = '## 📈 Learning Metrics Regression Analysis\n\n';
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if (regression.hasRegression) {
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comment += '⚠️ **Warning**: Learning metrics have regressed compared to base branch.\n\n';
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comment += '| Metric | Base | Current | Change |\n';
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comment += '|--------|------|---------|--------|\n';
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for (const metric of regression.regressions) {
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const change = metric.change >= 0 ? `+${metric.change.toFixed(1)}%` : `${metric.change.toFixed(1)}%`;
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const emoji = metric.change < 0 ? '📉' : '📈';
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comment += `| ${metric.name} ${emoji} | ${metric.base.toFixed(1)}% | ${metric.current.toFixed(1)}% | ${change} |\n`;
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}
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} else {
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comment += '✅ **No regression detected** - Learning metrics are stable or improved.\n\n';
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comment += '| Metric | Base | Current | Change |\n';
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comment += '|--------|------|---------|--------|\n';
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for (const metric of regression.comparisons) {
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const change = metric.change >= 0 ? `+${metric.change.toFixed(1)}%` : `${metric.change.toFixed(1)}%`;
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const emoji = metric.change >= 0 ? '📈' : '📉';
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comment += `| ${metric.name} ${emoji} | ${metric.base.toFixed(1)}% | ${metric.current.toFixed(1)}% | ${change} |\n`;
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}
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}
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comment += `\n---\n*Regression analysis performed at ${new Date().toISOString()}*`;
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await github.rest.issues.createComment({
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owner: context.repo.owner,
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repo: context.repo.repo,
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issue_number: context.issue.number,
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body: comment
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});
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