EVA

I'm having trouble understanding what this does. Does it let you compose models via a SQL-like syntax?

Is the benefit here that EVA supports a declarative style of composition over LangChain's (or similar) imperative style?

You can cache function results yourself in Python if you want to - my implementation also sums up the tokens used by the calls to the functions. Influencing optimization isn't…

I personally wouldn’t put the Emotion one first on the GitHub README, that was the only one I opened, before clicking the license plate one and a) see it was a whole other GitHub…

Could you turn this into a psql extension? If this is integrated into an actual database that can be used in production, this may have a future. Otherwise no one will touch this,…

Nice. I’ve skimmed over the documentation and it wasn’t clear. It looked like the database was designed from scratch. If this is a caching/syntactic sugar over a mix of DB and…

How are you guarding against prompt injection attacks, e.g. either in the queried data, or in untrusted query parameters?

Very nice… any plans for supporting self hosted LLMs like BERT LLAMA etc?

Great but personally I am interested in locally runnable LLM models instead of sending data to the cloud service like chatGPT.

Do you support weighted similarly search? I.e. when I have several embeddings and need to put a weight factor in front of the cosine similarity when I’m performing a query? Faiss…

thanks, that's great! I guess though I was curious if the GPU has to be on the server itself, or if it's able to harness a remote GPU. Since the database server is likely to be…

It appears from initial reading that it must be possible to support pure NLP tasks with this, but there weren't examples for these in the documentation, so I'm not sure. Does it…

It appears from initial reading that it must be possible to support pure NLP tasks with this, but there weren't examples for these in the documentation, so I'm not sure. Does it…

Great question! Yes, EVA supports NLP pipelines thanks to our recent integration of Hugging Face pipelines last month. Here is an illustrative text classification application:…

This looks very interesting. I am thinking of testing it out to see its accuracy for text detection and extraction in multiple PDFs. This will sound like an amateur question, but…

We are in the process of supporting a native `LOAD PDF` command. Meanwhile, you could convert each PDF into a series of images and load them using the `LOAD IMAGE` command. You…

Does this rely on local GPU compute on the database server? or can it integrate with cloud based or external GPU servers?

Thanks for the clarification. EVA currently does not support remote GPUs. Our ongoing integration [1] of the Ray distributed compute framework [2] into EVA will soon allow us to…

Is the benefit here that EVA supports a declarative style of composition over LangChain's (or similar) imperative style?

Great question! Besides improving usability, the key feature of the EVA database system is the query optimizer that seeks to speed up exploratory queries over a given dataset and…

Great question! Besides improving usability, the key feature of the EVA database system is the query optimizer that seeks to speed up exploratory queries over a given dataset and…

Do you support weighted similarly search? I.e. when I have several embeddings and need to put a weight factor in front of the cosine similarity when I’m performing a query? Faiss…

The approaches look pretty similar. My chatgpt() function is pretty much the most basic possible implementation of that pattern - it's just a SQLite custom-SQL function written…