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enhance pattern detection to support more patterns(#44)#81

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enhance pattern detection to support more patterns(#44)#81
yours-truly-anshika wants to merge 1 commit into
Sushma-1706:mainfrom
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@yours-truly-anshika
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@yours-truly-anshika yours-truly-anshika commented Sep 7, 2025

I have successfully extended the Pattern Recognition feature in CodeClarity to detect a comprehensive set of data structures and algorithms. Here's what was accomplished:


Patterns Added (10 new patterns)

Data Structures:

  • Queue (FIFO operations)
  • Stack (LIFO operations)
  • Binary Tree (hierarchical structure)
  • Graph (vertices and edges)

Sorting Algorithms:

  • Quick Sort (divide-and-conquer)
  • Merge Sort (stable sorting)
  • Heap Sort (heap-based sorting)

Graph Traversal:

  • Depth-First Search (DFS)
  • Breadth-First Search (BFS)
  • Binary Search Tree Operations

before:
1

after:
2


Technical Improvements

  • Enhanced Pattern Detection Logic - Added specific confidence calculation for each new pattern with keyword matching and structural analysis
  • Extended ML Engine - Updated pattern signatures, structural pattern detection, and complexity indicators for all new algorithms
  • Rich Visualizations - Created comprehensive visualizations including:
    • Tree structures for binary trees and BST
    • Network diagrams for graphs
    • Flowcharts for sorting algorithms
    • Sequence diagrams for queues and stacks
  • Educational Content - Added both simplified and technical explanations for each pattern, making the tool more educational

Benefits Achieved

  • 3x Pattern Coverage: Extended from 5 to 15+ detectable patterns
  • Better Educational Value: Comprehensive explanations and visualizations
  • Consistency: All new patterns follow the same interface and detection patterns
  • Accuracy: Enhanced confidence scoring ensures reliable pattern detection
  • Maintainability: Well-structured code that's easy to extend further

How It Works Now:

  1. Load Examples: Go to Tools tab → Load Example → Select any new pattern
  2. Real-time Detection: Switch to Pattern Recognition tab to see live analysis
  3. Multiple Patterns: The system now detects 15+ patterns instead of just 5

User Experience:

  • Real-time Analysis: No more static examples - analyzes your actual code
  • Confidence Scoring: Shows how confident the system is in each detection
  • Educational Value: Rich explanations and visualizations for learning
  • Multiple Patterns: Can detect multiple patterns in the same code
  • Interactive: Click on patterns to see detailed explanations and visualizations

before:
3

after:
4


The Pattern Recognition feature now provides comprehensive coverage of fundamental computer science concepts, making CodeClarity a powerful educational tool for learning algorithms and data structures while maintaining consistency with existing features.

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vercel Bot commented Sep 7, 2025

@yours-truly-anshika is attempting to deploy a commit to the sushma-1706's projects Team on Vercel.

A member of the Team first needs to authorize it.

@yours-truly-anshika
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Hi @Sushma-1706

I’ve made the asked changes. Please feel free to review the updates and merge the PR if everything looks good. If any further adjustments are needed, kindly let me know, I’ll be happy to make them.

Thank you!

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