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Merge branch 'main' of github.com:yichuan520030910320/LEANN-RAG

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yichuan520030910320
2025-07-15 21:19:25 -07:00
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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. 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 | | Traditional Vector DB | 3.8 GB | 201 GB | TBD |
| **Leann** | **xx MB** | **x GB** | **x GB** | | **LEANN** | **324 MB** | **6 GB** | **TBD** |
| **Reduction** | **x%** | **x%** | **x%** | | **Reduction** | **91% smaller** | **97% smaller** | **TBD** |
### Memory Usage Comparison ### 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 | | Traditional Vector DB(LLamaindex faiss) | x GB | x GB | x GB |
| **Leann** | **xx MB** | **x GB** | **x GB** | | **Leann** | **xx MB** | **x GB** | **x GB** |