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Category: File Formats
Category: File Formats
TensorRT is NVIDIA's high-performance deep learning inference optimizer and runtime that generates optimized models specifically for NVIDIA GPUs.
TensorRT analyzes neural networks and applies optimizations like layer fusion, precision calibration, and kernel auto-tuning. It outputs engines optimized for specific GPU architectures.
The format includes optimized CUDA kernels and execution plans tailored to maximize throughput and minimize latency.
TensorRT can accelerate inference by 10-40x compared to standard frameworks, crucial for real-time applications. It powers AI in autonomous vehicles, video analytics, and recommendation systems.
Production deployments on NVIDIA hardware almost always use TensorRT for maximum performance.
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