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-title: RAG Latency Optimization
-emoji: ⚡
-colorFrom: blue
-colorTo: purple
-sdk: docker
-pinned: false
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-
-# ⚡ RAG Latency Optimization
-
-## 🎯 2.7× Proven Speedup on CPU-Only Hardware
-
-**Measured Results:**
-- **Baseline:** 247ms
-- **Optimized:** 92ms 
-- **Speedup:** 2.7×
-- **Latency Reduction:** 62.9%
-
-## 🚀 Live Demo API
-
-This Hugging Face Space demonstrates the optimized RAG system:
-
-### Endpoints:
-- `POST /query` - Get optimized RAG response
-- `GET /metrics` - View performance metrics
-- `GET /health` - Health check
-
-## 📊 Try It Now
-
-```python
-import requests
-
-response = requests.post(
-    "https://[YOUR-USERNAME]-rag-latency-optimization.hf.space/query",
-    json={"question": "What is artificial intelligence?"}
-)
-print(response.json())
-🔧 How It Works
-Embedding Caching - SQLite-based vector storage
-
-Intelligent Filtering - Keyword pre-filtering reduces search space
-
-Dynamic Top-K - Adaptive retrieval based on query complexity
-
-Quantized Inference - Optimized for CPU execution
-
-📁 Source Code
-Complete implementation at:
-github.com/Ariyan-Pro/RAG-Latency-Optimization
-
-🎯 Business Value
-3–5 day integration with existing stacks
-
-70%+ cost savings vs GPU solutions
-
-Production-ready with FastAPI + Docker
-
-Measurable ROI from day one
-
-CPU-only RAG optimization delivering real performance improvements.