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I don't think you can do that easily. If you already have a list of embeddings from a different model, you might be able to generate an alignment somehow, but i
by rolisz 3y ago
I don't think you can do that easily. If you already have a list of embeddings from a different model, you might be able to generate an alignment somehow, but in general, I wouldn't recommend it.
- enoch2090 3y agoThat's my point, maybe VectorDBs in production should have a fallback mechanism, for the documents inserted, 1. Generate embeddings using services such as OpenAI, which is usually more powerful; 2. Generate backup embeddings using local, more stable models, such as Llama2 embeddings or simply some BERT-family-model (which is more affordable). When outages comes up you simply switch from one vector space to another. Though possible, model alignments are much harder and more expensive to achieve.