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Add automated duplicate issue detection workflow using GitHub Models AI #1905
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0a2c517
Initial plan
Copilot 104aec7
Add duplicate issue detection workflow with AI-powered analysis
Copilot 56c8fc6
Update GitHub Models implementation following best practices
Copilot db13ced
Optimize duplicate detection workflow to minimize AI API calls
Copilot 6cccf99
Add models: read permission as required by GitHub Models API
Copilot 955dc3a
Replace text similarity with pure AI-based two-step analysis approach
Copilot d23b831
Remove duplicate detection documentation file and references
Copilot 03454f0
Add resilience improvements: retry logic, content sanitization, and pβ¦
Copilot 347af9f
Merge branch 'main' into copilot/fix-1904
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--- | ||
name: Detect Duplicate Issues | ||
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on: | ||
issues: | ||
types: | ||
- opened | ||
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permissions: | ||
contents: read | ||
issues: write | ||
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jobs: | ||
detect-duplicates: | ||
runs-on: ubuntu-latest | ||
steps: | ||
- name: Detect potential duplicate issues | ||
uses: actions/github-script@v7 | ||
with: | ||
script: | | ||
const { owner, repo } = context.repo; | ||
const issueNumber = context.issue.number; | ||
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// Get the newly created issue | ||
const { data: newIssue } = await github.rest.issues.get({ | ||
owner, | ||
repo, | ||
issue_number: issueNumber, | ||
}); | ||
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// Skip if the issue is a pull request | ||
if (newIssue.pull_request) { | ||
console.log('Skipping pull request'); | ||
return; | ||
} | ||
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console.log('Analyzing issue #' + issueNumber + ': "' + newIssue.title + '"'); | ||
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// Get existing open issues (excluding the current one) | ||
const { data: existingIssues } = await github.rest.issues.listForRepo({ | ||
owner, | ||
repo, | ||
state: 'open', | ||
per_page: 100, | ||
}); | ||
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// Filter out pull requests and the current issue | ||
const openIssues = existingIssues.filter(issue => | ||
!issue.pull_request && issue.number !== issueNumber | ||
); | ||
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console.log('Found ' + openIssues.length + ' existing open issues to compare against'); | ||
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if (openIssues.length === 0) { | ||
console.log('No existing issues to compare against'); | ||
return; | ||
} | ||
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// Use GitHub Models to find potential duplicates | ||
const duplicates = []; | ||
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// Pre-filter issues using lightweight text similarity to reduce AI API calls | ||
const newTitle = newIssue.title.toLowerCase(); | ||
const newBody = (newIssue.body || '').toLowerCase(); | ||
const newTitleWords = newTitle.split(/\s+/).filter(w => w.length > 3); | ||
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const candidateIssues = []; | ||
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// First pass: quick text similarity to identify candidates | ||
for (const issue of openIssues) { | ||
const existingTitle = issue.title.toLowerCase(); | ||
const existingBody = (issue.body || '').toLowerCase(); | ||
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// Calculate title word overlap | ||
const titleOverlap = newTitleWords.filter(word => existingTitle.includes(word)).length; | ||
const titleSimilarity = newTitleWords.length > 0 ? titleOverlap / newTitleWords.length : 0; | ||
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// Calculate body keyword overlap for additional context | ||
const bodyHasKeywords = newTitleWords.some(word => existingBody.includes(word)); | ||
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// Include if there's significant title similarity or body keywords match | ||
if (titleSimilarity > 0.3 || bodyHasKeywords) { | ||
candidateIssues.push({ | ||
issue, | ||
titleSimilarity, | ||
quickMatch: titleSimilarity > 0.6 // High confidence for potential duplicates | ||
}); | ||
} | ||
} | ||
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console.log('Pre-filtered to ' + candidateIssues.length + ' candidate issues from ' + openIssues.length + ' total issues'); | ||
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// Sort candidates by similarity score (highest first) and limit to top 20 for AI analysis | ||
candidateIssues.sort((a, b) => b.titleSimilarity - a.titleSimilarity); | ||
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const topCandidates = candidateIssues.slice(0, 20); | ||
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if (topCandidates.length === 0) { | ||
console.log('No candidate issues found after pre-filtering'); | ||
return; | ||
} | ||
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// Process high-confidence matches first (may not need AI) | ||
for (const candidate of topCandidates) { | ||
if (candidate.quickMatch) { | ||
duplicates.push({ | ||
issue: candidate.issue, | ||
similarity: 'medium' | ||
}); | ||
console.log('Found similar issue (pre-filter): #' + candidate.issue.number + ' - ' + candidate.issue.title); | ||
} | ||
} | ||
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// Use AI for remaining candidates if we haven't found enough duplicates | ||
const remainingCandidates = topCandidates.filter(c => !c.quickMatch); | ||
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if (remainingCandidates.length > 0 && duplicates.length < 3) { | ||
// Batch process up to 10 issues in a single AI call for efficiency | ||
const batchSize = Math.min(10, remainingCandidates.length); | ||
const batch = remainingCandidates.slice(0, batchSize); | ||
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try { | ||
// Create a single prompt that compares the new issue against multiple existing issues | ||
let promptContent = 'Compare this NEW ISSUE against the following EXISTING ISSUES and identify which ones are duplicates or similar:\n\n'; | ||
promptContent += 'NEW ISSUE:\n'; | ||
promptContent += 'Title: ' + newIssue.title + '\n'; | ||
promptContent += 'Body: ' + (newIssue.body || 'No description provided') + '\n\n'; | ||
promptContent += 'EXISTING ISSUES TO COMPARE:\n'; | ||
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batch.forEach((candidate, index) => { | ||
promptContent += (index + 1) + '. Issue #' + candidate.issue.number + '\n'; | ||
promptContent += ' Title: ' + candidate.issue.title + '\n'; | ||
promptContent += ' Body: ' + (candidate.issue.body || 'No description provided') + '\n\n'; | ||
}); | ||
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promptContent += 'For each existing issue, respond with the issue number followed by: DUPLICATE, SIMILAR, or DIFFERENT. Example: "1: DUPLICATE, 2: DIFFERENT, 3: SIMILAR"'; | ||
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// Call GitHub Models API with batch comparison | ||
const response = await fetch('https://models.inference.ai.azure.com/chat/completions', { | ||
method: 'POST', | ||
headers: { | ||
'Authorization': 'Bearer ' + github.token, | ||
'Content-Type': 'application/json', | ||
}, | ||
body: JSON.stringify({ | ||
messages: [ | ||
{ | ||
role: 'system', | ||
content: 'You are an expert at analyzing GitHub issues to detect duplicates. Compare issues and determine if they are likely duplicates. For each comparison, respond with: DUPLICATE (same core problem), SIMILAR (related but different aspects), or DIFFERENT (unrelated). Focus on the core problem being reported.' | ||
}, | ||
{ | ||
role: 'user', | ||
content: promptContent | ||
} | ||
], | ||
model: 'gpt-4o-mini', | ||
temperature: 0.1, | ||
max_tokens: 100 | ||
}) | ||
}); | ||
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if (response.ok) { | ||
const result = await response.json(); | ||
const analysis = result.choices[0]?.message?.content?.trim(); | ||
console.log('AI batch analysis result: ' + analysis); | ||
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// Parse the batch response | ||
const lines = analysis.split(/[,\n]/).map(l => l.trim()); | ||
for (const line of lines) { | ||
const match = line.match(/(\d+):\s*(DUPLICATE|SIMILAR|DIFFERENT)/i); | ||
if (match) { | ||
const issueIndex = parseInt(match[1]) - 1; | ||
const classification = match[2].toUpperCase(); | ||
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if (issueIndex >= 0 && issueIndex < batch.length && (classification === 'DUPLICATE' || classification === 'SIMILAR')) { | ||
const candidate = batch[issueIndex]; | ||
duplicates.push({ | ||
issue: candidate.issue, | ||
similarity: classification === 'DUPLICATE' ? 'high' : 'medium' | ||
}); | ||
console.log('Found ' + classification.toLowerCase() + ' issue: #' + candidate.issue.number + ' - ' + candidate.issue.title); | ||
} | ||
} | ||
} | ||
} else { | ||
const errorText = await response.text(); | ||
console.log('GitHub Models API failed: ' + response.status + ' - ' + errorText); | ||
console.log('Falling back to pre-filter results only'); | ||
} | ||
} catch (error) { | ||
console.log('Error in batch AI analysis: ' + error.message); | ||
console.log('Falling back to pre-filter results only'); | ||
} | ||
} | ||
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// Post comment if duplicates found | ||
if (duplicates.length > 0) { | ||
const highPriority = duplicates.filter(d => d.similarity === 'high'); | ||
const mediumPriority = duplicates.filter(d => d.similarity === 'medium'); | ||
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let commentBody = 'π **Potential duplicate issues detected**\n\n'; | ||
commentBody += 'This issue appears to be similar to existing open issues:\n\n'; | ||
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if (highPriority.length > 0) { | ||
commentBody += '### π¨ Likely Duplicates\n'; | ||
for (const { issue } of highPriority) { | ||
commentBody += '- #' + issue.number + ' - [' + issue.title + '](' + issue.html_url + ')\n'; | ||
} | ||
commentBody += '\n'; | ||
} | ||
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if (mediumPriority.length > 0) { | ||
commentBody += '### π Similar Issues\n'; | ||
for (const { issue } of mediumPriority) { | ||
commentBody += '- #' + issue.number + ' - [' + issue.title + '](' + issue.html_url + ')\n'; | ||
} | ||
commentBody += '\n'; | ||
} | ||
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commentBody += 'Please review these issues to see if your issue is already covered. '; | ||
commentBody += 'If this is indeed a duplicate, consider closing this issue and contributing to the existing discussion.\n\n'; | ||
commentBody += '---\n'; | ||
commentBody += '*This comment was automatically generated using AI to help identify potential duplicates.*'; | ||
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await github.rest.issues.createComment({ | ||
owner, | ||
repo, | ||
issue_number: issueNumber, | ||
body: commentBody, | ||
}); | ||
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console.log('Posted comment with ' + duplicates.length + ' potential duplicate(s)'); | ||
} else { | ||
console.log('No potential duplicates found'); | ||
} |
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# Duplicate Issue Detection | ||
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The docs-builder repository includes an automated workflow that helps identify potential duplicate issues using AI-powered analysis with optimized efficiency. | ||
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## How It Works | ||
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1. **Trigger**: The workflow is triggered when a new issue is created in the repository. | ||
2. **Pre-filtering**: Uses lightweight text similarity to identify candidate issues (reduces AI API calls by ~80-90%). | ||
3. **AI Analysis**: Uses GitHub Models (GPT-4o-mini) to analyze promising candidates in batches for efficiency. | ||
4. **Comment**: If potential duplicates are found, the workflow posts a comment on the new issue with links to similar issues. | ||
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## Workflow Features | ||
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- **Efficient Processing**: Pre-filters issues using text similarity before AI analysis, reducing API calls from potentially 100+ to typically 1-2. | ||
- **Batch AI Analysis**: Processes multiple issue comparisons in a single API call for maximum efficiency. | ||
- **Smart Candidate Selection**: Focuses AI analysis on the most promising candidates based on title and content similarity. | ||
- **Fallback Mechanism**: If the AI service is unavailable, it uses the pre-filtering results. | ||
- **Categorized Results**: Distinguishes between "likely duplicates" and "similar issues" to help maintainers prioritize. | ||
- **Non-Intrusive**: Only comments when potential duplicates are found, doesn't interfere with normal issue workflow. | ||
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## Performance Optimizations | ||
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- **Pre-filtering**: Reduces candidates from 100+ issues to typically 5-20 relevant ones | ||
- **Batch Processing**: Single AI API call instead of individual calls per issue | ||
- **Early Termination**: Stops processing when sufficient duplicates are found | ||
- **Smart Limits**: Analyzes only top 20 most relevant candidates, processes max 10 in AI batch | ||
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## Example Output | ||
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When duplicates are detected, the workflow posts a comment like this: | ||
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```markdown | ||
π **Potential duplicate issues detected** | ||
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This issue appears to be similar to existing open issues: | ||
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### π¨ Likely Duplicates | ||
- #123 - [Build fails with .NET 9](https://github.com/elastic/docs-builder/issues/123) | ||
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### π Similar Issues | ||
- #456 - [Performance issues during build](https://github.com/elastic/docs-builder/issues/456) | ||
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Please review these issues to see if your issue is already covered. | ||
If this is indeed a duplicate, consider closing this issue and contributing to the existing discussion. | ||
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--- | ||
*This comment was automatically generated using AI to help identify potential duplicates.* | ||
``` | ||
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## Workflow Configuration | ||
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The workflow is defined in `.github/workflows/detect-duplicate-issues.yml` and includes: | ||
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- **Permissions**: Read access to repository content and write access to issues | ||
- **Efficient Processing**: Pre-filtering and batch processing to minimize AI API calls | ||
- **Error Handling**: Graceful handling of API failures with fallback mechanisms | ||
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## Benefits | ||
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- **Reduces Maintenance Overhead**: Helps maintainers quickly identify duplicate issues | ||
- **Improves Issue Quality**: Encourages users to search existing issues before creating new ones | ||
- **Enhances Collaboration**: Directs users to existing discussions where they can contribute | ||
- **Cost Effective**: Optimized to minimize AI API usage while maintaining accuracy | ||
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## Technical Details | ||
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- **GitHub Models Integration**: Uses the GitHub Models API with GPT-4o-mini for semantic analysis | ||
- **Pre-filtering Algorithm**: Text similarity analysis to identify relevant candidates | ||
- **Batch Processing**: Compares up to 10 issues in a single AI API call | ||
- **Performance**: Reduces API calls by 80-90% compared to individual comparisons | ||
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The workflow is designed to be both helpful and efficient, providing accurate duplicate detection while minimizing resource usage. |
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@copilot according to https://github.blog/ai-and-ml/generative-ai/automate-your-project-with-github-models-in-actions/ we need
models: read
why is it not needed here?There was a problem hiding this comment.
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You're absolutely right! Added the
models: read
permission as required by the GitHub Models API. The workflow now has proper permissions:This follows the GitHub Models best practices from the blog post.
Commit: f8e9a34