Search API Services

Search API Services

This directory contains all search-related backend services and APIs for the CC-TPO project.

Available Services

### 🔍 search_api.py
Primary search API for IRCP semantic search.

Features:
- IRCP embedding-based semantic search
- SQLite database integration
- Conversation history search
- Similarity scoring

Usage:

python search_api.py
# Takes JSON input from stdin

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### ⚡ search_api_optimized.py
Optimized version of the search API with performance improvements.

Features:
- Faster query processing
- Reduced memory footprint
- Batch processing support

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### 🚀 fast_search.py
Ultra-fast search implementation for quick lookups.

Features:
- Minimal overhead
- Quick response times
- Suitable for real-time applications

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### 🔌 instant_search.py
Instant search with caching and indexing.

Features:
- In-memory caching
- Pre-computed indices
- Sub-100ms response times

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### 🔄 enhanced_ring_topology_search.py
Advanced search with ring topology awareness.

Features:
- Ring topology analysis
- Context-aware results
- DLM coordinate integration

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### 🌐 ircp_web_search.py
Web interface for IRCP search.

Features:
- Web-based search UI
- Interactive results display
- Visual ring topology

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### 🖥️ ircp_gui_search.py
GUI application for IRCP search.

Features:
- Desktop GUI
- Advanced search options
- Visual analytics

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### 🖧 search_server.py
Standalone search server.

Features:
- HTTP API endpoints
- Multi-client support
- Request queuing

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### 🧠 claude_semantic_search_system.py
Semantic search system for Claude conversation data.

Features:
- Claude-specific optimizations
- Conversation context preservation
- Smart result ranking

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Integration

These services are used by:
- ircp-search-app: Via Python subprocess calls
- liquid-chat-backend: Via direct imports
- Command-line tools: Direct execution

Requirements

pip install -r ../../requirements.txt

Common dependencies:
- numpy
- torch
- sentence-transformers
- sqlite3

Directory Structure

services/search-api/
├── search_api.py              # Main search service
├── search_api_optimized.py    # Optimized version
├── fast_search.py             # Fast search
├── instant_search.py          # Instant search
├── enhanced_ring_topology_search.py  # Ring-aware search
├── ircp_web_search.py         # Web interface
├── ircp_gui_search.py         # GUI application
├── search_server.py           # Standalone server
└── claude_semantic_search_system.py  # Claude-specific