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update readme and add timer

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yichuan520030910320
2025-07-16 17:15:51 -07:00
parent f77c4e38cb
commit 51255bdffa
8 changed files with 32531 additions and 107 deletions
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README.md
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@@ -179,6 +179,9 @@ python examples/mail_reader_leann.py --mail-path "/Users/yourname/Library/Mail/V
# Run with custom index directory
python examples/mail_reader_leann.py --index-dir "./my_mail_index"
# embedd and search all of your email(this may take a long preprocessing time but it will encode all your emails)
python examples/mail_reader_leann.py --max-emails -1
# Limit number of emails processed (useful for testing)
python examples/mail_reader_leann.py --max-emails 1000
@@ -397,11 +400,11 @@ The script will print the recall and search time for each query, followed by the
### Storage Usage Comparison
| System | DPR(2.1M docs) | RPJ-wiki(60M docs) | Chat history(5K messages) |
| --------------------- | ---------------- | ---------------- | ---------------- |
| Traditional Vector DB | 3.8 GB | 201 GB | 22.8 MB |
| **LEANN** | **324 MB** | **6 GB** | **0.78 MB** |
| **Reduction** | **91% smaller** | **97% smaller** | **97% smaller** |
| 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** |
<!-- ### Memory Usage Comparison