Real ChatGPT answer · index seedMoCHynB5nGUcompleteB2B software · data and analytics platformsinformational
What is the performance difference between Pinecone and Milvus when querying millions of high dimensional vector embeddings for a machine learning assignment
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the performance difference between Pinecone and Milvus when querying millions of high dimensional vector embeddings for a machine learning assignment
3 real searches · 1 real-search pass
Pinecone vs Milvus vector database benchmark million vectors high dimensional latency QPS recallGoogle ↗
OBSERVEDReason
Pinecone documentation vector search performance indexing serverless architecture throughput latencyGoogle ↗
OBSERVEDComparison
Milvus documentation benchmark vector search performance HNSW IVF DiskANN millions vectorsGoogle ↗
OBSERVEDComparison
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.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Pinecone vs Milvus vector database benchmark million vectors high dimensional latency QPS recall Google ↗
Pinecone documentation vector search performance indexing serverless architecture throughput latency Google ↗
Milvus documentation benchmark vector search performance HNSW IVF DiskANN millions vectors Google ↗
- How Pinecone Works: Architecture and Engineering Deep Dive · pinecone.io
- Reimagining the vector database to enable knowledgeable AI · pinecone.io
- VectorDBBench: An Open-Source VectorDB Benchmark Tool · zilliz.com
- Compute node specifications and performance comparison - Vector Retrieval Service for Milvus · alibabacloud.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Pinecone vs Milvus vector database benchmark million vectors high dimensional latency QPS recall OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Pinecone documentation vector search performance indexing serverless architecture throughput latency OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Milvus documentation benchmark vector search performance HNSW IVF DiskANN millions vectors OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |