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| **Ingestion Scaling (20k)** | 0.024s | 2.806s | 4.000s |
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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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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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## Citation
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