Скачать или смотреть Full-Stack Autocomplete Engine | Vue Frontend + Python Backend Demo

Discover the inner workings of a modern autocomplete engine in this full-stack project! This demo showcases a live autocomplete system built with Python (FastAPI) for the backend and Vue.js for the frontend. Learn how features like tries, typo tolerance, ranking, personalization, caching, and debug visualization make autocomplete fast and intelligent.

Key Features:

Backend:
Trie-based prefix search
Typo tolerance with edit distance
Advanced ranking: global & user frequency, recency decay, prefix boost
User personalization
In-memory caching
REST API with FastAPI
Debug mode with pipeline visibility

Frontend:
Interactive autocomplete search UI
Clickable ranked suggestions
Debug visualization (prefix traversal, ranking, trie tree)
Modular Vue components with smooth animations

How It Works:
Cache lookup (query + user)
Exact prefix search using Trie
Fuzzy search if no exact matches
Candidate de-duplication & prefix score boosting
Ranking (frequency, recency, personalization)
Cache results & optional debug metadata

🔗 GitHub Repository:
Check out the full source code here: https://github.com/DianeCrafts/autoco...

#FullStack #Autocomplete #VueJS #Python #FastAPI #WebDevelopment