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@@ -46,7 +46,7 @@ Each vector database was tested under the same conditions for ingestion, search,
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  | **Ingestion Scaling (20k)** | 0.024s | 2.806s | 4.000s |
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- ![Vector DB Comparison](./vectordb metrics.png)
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@@ -67,8 +67,6 @@ You can reproduce these experiments using the provided notebook and Hugging Face
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  See full code here: [rag-experiments/VectorDB-Benchmarks](https://huggingface.co/rag-experiments/VectorDB-Benchmarks).
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  Dataset used: Flickr8k (train split — 6k images, 30k captions, multimodal — images and text), CLIP Embeddings. Author: Johnathan Xie
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- All tests run on Google Colab (T4 GPU, CPU backend for DBs).
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  ## Citation
 
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  | **Ingestion Scaling (20k)** | 0.024s | 2.806s | 4.000s |
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+ ![Vector DB Comparison](./vectordb_metrics.png)
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  See full code here: [rag-experiments/VectorDB-Benchmarks](https://huggingface.co/rag-experiments/VectorDB-Benchmarks).
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  Dataset used: Flickr8k (train split — 6k images, 30k captions, multimodal — images and text), CLIP Embeddings. Author: Johnathan Xie
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  ---
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  ## Citation