From 3ba100ff2528b902e11899f33513a620858a544a Mon Sep 17 00:00:00 2001 From: yichuan520030910320 Date: Mon, 14 Jul 2025 16:18:39 -0700 Subject: [PATCH] upd readme --- README.md | 31 ------------------------------- 1 file changed, 31 deletions(-) diff --git a/README.md b/README.md index 14377fa..818cbd9 100755 --- a/README.md +++ b/README.md @@ -451,37 +451,6 @@ If you find Leann useful, please cite: } ``` -## 🌍 Use Cases - -### 💼 Enterprise RAG - -```python -# Handle millions of documents with limited resources -builder = LeannBuilder( - backend_name="diskann", - distance_metric="cosine", - graph_degree=64, - memory_budget="4GB" -) -``` - -### 🔬 Research & Experimentation - -```python -# Quick prototyping with different algorithms -for backend in ["diskann", "hnsw"]: - searcher = LeannSearcher(index_path, backend=backend) - evaluate_recall(searcher, queries, ground_truth) -``` - -### 🚀 Real-time Applications - -```python -# Sub-second response times -chat = LeannChat("knowledge.leann") -response = chat.ask("What is quantum computing?") -# Returns in <100ms with recompute mode -``` ## 🤝 Contributing