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lbeurerkellner avatar lbeurerkellner commented on August 29, 2024 1

Wow, thanks for getting right into it. I won't have much time to look into it over the weekend, but I will answer more concretely next week. Happy Easter to you as well.

dclib is an array-based library for implementing decoding algorithms independently from model backends and e.g. control flow logic. More on this, a bit more publicly, soon.

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lambdaofgod avatar lambdaofgod commented on August 29, 2024

I've written synchronous version (I had problems with making the queues work) that can be used to illustrate the point.

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lbeurerkellner avatar lbeurerkellner commented on August 29, 2024

Thanks for the work. Can you comment on how FastAPI compares to e.g. gRPC with respect to throughput and latency. We are currently planning to optimise the LMQL Inference API or even switch to an established solution altogether.

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lbeurerkellner avatar lbeurerkellner commented on August 29, 2024

With the updated inference infrastructure, the API has been replaced by a socket-based custom protocol, i.e. LMTP: https://github.com/eth-sri/lmql/tree/main/src/lmql/models/lmtp

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