Question 23
Domain 3: NVIDIA Tools, Performance, and DeploymentWhich NVIDIA tool is specifically designed for high-performance model inference serving?
Correct answer: B
Explanation
NVIDIA Triton Inference Server is built for "high-performance model inference serving," meaning it is designed to deploy trained models efficiently for real-time or batch predictions. It supports multiple frameworks and optimized execution, which is why it is the NVIDIA tool used for serving inference at scale.
Why each option is right or wrong
A. NeMo Framework
B. Triton Inference Server
NVIDIA Triton Inference Server is the product in NVIDIA’s inference stack intended for production model serving, with support for deploying trained models from frameworks such as TensorFlow, PyTorch, ONNX Runtime, and TensorRT. Its design focus is low-latency, high-throughput inference at scale, including dynamic batching, concurrent model execution, and multi-GPU deployment, which distinguishes it from NVIDIA tools aimed at training or development rather than serving.
C. TensorRT
D. CUDA Toolkit