llama.cpp Fails with 500 Error on Concurrent Requests

I’ve deployed the Gemma 3 27B model on a RunPod instance (L40S) using

llamacpp

llamacpp

. When I set the

--parallel

--parallel

flag to a value greater than 1, the server returns a 500 error. The model runs fine with a single user, but as soon as I try to handle multiple users concurrently, it fails. Please refer to the screenshot below for more details.

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llama.cpp Fails with 500 Error on Concurrent Requests - Runpod

llama.cpp Fails with 500 Error on Concurrent Requests

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llama.cpp Fails with 500 Error on Concurrent Requests

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