Concurrent Llama 3.1 8B inference on an RTX 3090
A Backprop post published on August 16, 2024 reports reasonable performance in a benchmark with more than 100 concurrent requests on a single GPU.
Source: Inferência de Llama 3.1 8B em uma RTX 3090 (x.com). Text prepared with AI from this source.
What happened and what to do
In a post published on August 16, 2024, Backprop reports an fp16 inference benchmark for Llama 3.1 8B on an RTX 3090. According to the post, the test found a reasonable token rate with more than 100 concurrent requests, offering a capacity reference under concurrent load.
A company can apply this type of test to the model and GPU it plans to operate, measuring latency, throughput, and memory use at different concurrency levels. These measurements can guide infrastructure sizing and service limits and monitoring, without assuming the result will carry over to a different configuration.
How the consultancy can help
Wendelmaques can diagnose demand and available infrastructure, define a suitable benchmark, and deliver a right-sized implementation with monitoring and operation within the agreed scope.
Next step
Send a short description of your model, expected workload, and available infrastructure to receive a scoped proposal.
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