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docs: storage reduction data

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Andy Lee
2025-07-15 15:37:17 -07:00
parent 326783f7f1
commit d94a5176dc
1 changed files with 6 additions and 6 deletions
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README.md
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@@ -374,17 +374,17 @@ python examples/run_evaluation.py data/indices/rpj_wiki/rpj_wiki.index
The script will print the recall and search time for each query, followed by the average results.
### Storge Usage Comparison
### Storage Usage Comparison
| System | DPR(2M docs) | RPJ-wiki(60M docs) | Chat history() |
| System | DPR(2.1M docs) | RPJ-wiki(60M docs) | Chat history() |
| --------------------- | ---------------- | ---------------- | ---------------- |
| Traditional Vector DB(LLamaindex faiss) | x GB | x GB | x GB |
| **Leann** | **xx MB** | **x GB** | **x GB** |
| **Reduction** | **x%** | **x%** | **x%** |
| Traditional Vector DB | 3.8 GB | 201 GB | TBD |
| **LEANN** | **324 MB** | **6 GB** | **TBD** |
| **Reduction** | **91% smaller** | **97% smaller** | **TBD** |
### Memory Usage Comparison
| System | DPR(2M docs) | RPJ-wiki(60M docs) | Chat history() |
| System j | DPR(2M docs) | RPJ-wiki(60M docs) | Chat history() |
| --------------------- | ---------------- | ---------------- | ---------------- |
| Traditional Vector DB(LLamaindex faiss) | x GB | x GB | x GB |
| **Leann** | **xx MB** | **x GB** | **x GB** |