From e115e186b76219d17403b6152596739f7d7c9917 Mon Sep 17 00:00:00 2001 From: yichuan520030910320 Date: Wed, 16 Jul 2025 22:07:15 -0700 Subject: [PATCH] update example and more stats on result --- README.md | 10 +- demo.ipynb | 31856 +-------------------------------------------------- 2 files changed, 156 insertions(+), 31710 deletions(-) diff --git a/README.md b/README.md index c5a3735..9dc13e4 100755 --- a/README.md +++ b/README.md @@ -418,11 +418,11 @@ The script will print the recall and search time for each query, followed by the ### Storage Usage Comparison -| System | DPR (2.1M chunks) | RPJ-wiki (60M chunks) | Chat history (400K messages) | Apple emails (90K messages chunks) | -|-----------------------|------------------|------------------------|-----------------------------|------------------------------| -| Traditional Vector DB | 3.8 GB | 201 GB | 1.8G | 305.8 MB | -| **LEANN** | **324 MB** | **6 GB** | **64 MB** | **14.8 MB** | -| **Reduction** | **91% smaller** | **97% smaller** | **97% smaller** | **95% smaller** | +| System | DPR (2.1M chunks) | RPJ-wiki (60M chunks) | Chat history (400K messages) | Apple emails (90K messages chunks) |Google Search History (38K entries) +|-----------------------|------------------|------------------------|-----------------------------|------------------------------|------------------------------| +| Traditional Vector DB(FAISS) | 3.8 GB | 201 GB | 1.8G | 305.8 MB |130.4 MB | +| **LEANN** | **324 MB** | **6 GB** | **64 MB** | **14.8 MB** |**6.4MB** | +| **Reduction** | **91% smaller** | **97% smaller** | **97% smaller** | **95% smaller** |**95% smaller** |