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update example and more stats on result

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yichuan520030910320
2025-07-16 22:07:15 -07:00
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README.md
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@@ -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** |
<!-- ### Memory Usage Comparison

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demo.ipynb
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