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Batching is the feature: serving PyTorch at low traffic

At low traffic, a model server is mostly idle. The obvious optimization — batching — is also the one people skip because it feels like a high-traffic problem. But even at a few requests per second, dynamic batching smoothed out our p99 dramatically. The trick was making it not add latency: a 10ms w…

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  1. 2026-10-27 15:26 · DEV Community — Machine Learning
    Batching is the feature: serving PyTorch at low traffic

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