TensorRT rewrites and fuses a model's operations and applies lower-precision math to run much faster on NVIDIA hardware. Exporting to TensorRT is a standard last step for squeezing real-time speed out of detectors and other video models.
The book · Volume 7 of 7
AI for Video: A Complete Guide to Intelligence in Video Products: From Real-Time Pipelines and Agents to Serving, Cost, Compliance, and Verticals
TensorRT is often the step that takes a detector from too slow to real time, but engine builds are tied to GPU and driver versions. Volume 7 covers TensorRT in detail within serving and infrastructure: vLLM, Triton and TensorRT, latency versus throughput, cost per stream-hour and how real-time video pipelines meet their budgets. Written by Nikolay Sapunov, CEO at Fora Soft.
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