Real ChatGPT answer · index seednIs9dNJ75mocompleteB2B software · data and analytics platformsinformational
How much memory do I need to allocate for a local vector database when running similarity searches on thousands of family photos
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much memory do I need to allocate for a local vector database when running similarity searches on thousands of family photos
1 real search · 1 real-search pass
vector database memory usage HNSW index overhead embeddings RAM sizing documentation Qdrant FAISSGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
vector database memory usage HNSW index overhead embeddings RAM sizing documentation Qdrant FAISS Google ↗
- Capacity Planning · qdrant.tech
- Vector Index Limits - Azure AI Search · learn.microsoft.com