Impvove Inference Efficiency with Batch Inference

As an algorithm engineer, it is inevitable that you will encounter the problem of bringing models online in your daily work. For some less demanding scenarios, you can handle this by utilizing a web framework: for each user request, call the model to infer and return the result. However, this straightforward implementation often fails to maximize the use of the GPU, and is slightly overwhelming for scenarios with high performance requirements....

June 20, 2021 · 7 min · Yuanhao