https://github.com/christian-byrne/js-graph-structures-profiling

Playground to profile mem/speed performance of different graph representations in browser js

https://github.com/christian-byrne/js-graph-structures-profiling

Science Score: 26.0%

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Repository

Playground to profile mem/speed performance of different graph representations in browser js

Basic Info
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  • Stars: 0
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Created 11 months ago · Last pushed 11 months ago
Metadata Files
Readme

README.md

Graph Data Structure Performance Benchmarks

This project compares the performance characteristics of four common graph representation approaches: adjacency matrices with bitset optimization, adjacency lists with set-based lookups, a combined approach maintaining both representations, and an object-oriented design similar to LiteGraph.

Features

  • Command Line Interface: Automated benchmarking with configurable parameters
  • Interactive Web Interface: Real-time visualization and analysis
  • Real Performance Data: Actual memory usage and timing measurements
  • Multiple Metrics: Memory usage, lookup speed, traversal performance, and graph sparsity

Usage

Web Interface

bash npm install npm run dev

Command Line Benchmarking

bash npm run benchmark

Results are exported in JSON and CSV formats with algorithmic complexity analysis to guide implementation decisions.

Graph Representations

  1. Adjacency Matrix (AM): Bitset-optimized O(n²) space
  2. Adjacency List (AL): Set-based O(n+m) space
  3. Combined (AM+AL): Hybrid approach for optimal access patterns
  4. Object-Oriented (OOP): Node/Link architecture similar to LiteGraph

Owner

  • Name: Christian Byrne
  • Login: christian-byrne
  • Kind: user
  • Location: San Francisco
  • Company: Comfy-Org

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Dependencies

package-lock.json npm
  • 494 dependencies
package.json npm
  • @eslint/eslintrc ^3.2.0 development
  • @types/node ^20 development
  • @types/react ^19 development
  • @types/react-dom ^19 development
  • eslint ^8 development
  • eslint-config-next 15.5.0 development
  • lucide-react ^0.469.0 development
  • postcss ^8 development
  • tailwindcss ^3.4.1 development
  • tsx ^4.6.2 development
  • typescript ^5 development
  • @tailwindcss/postcss ^4.1.12
  • autoprefixer ^10.4.21
  • next 15.5.0
  • react 19.0.0
  • react-dom 19.0.0
  • recharts ^2.15.0