Data & AI

Real-Time Model Serving with Triton

Data & AI Pipelines diagram · made in Skemio

Architecture diagram of Triton model serving displaying API gateway, dynamic batching queue, shared memory, and parallel GPU execution.
Architecture diagram of Triton model serving displaying API gateway, dynamic batching queue, shared memory, and parallel GPU execution.
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What it shows

  • Dynamic batching combines disparate requests within microsecond windows.
  • Concurrent model execution serves ONNX and TensorRT instances in parallel.
  • Shared memory queues eliminate serialization overhead between pipelines.

The takeaway

Triton maximizes GPU saturation by grouping concurrent user requests into dense computational batches.

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