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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. 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** |