A comprehensive AI lifecycle in the cloud-data processing, training, and inference-requires tools covering each stage. NVIDIA RAPIDS accelerates data processing and analytics on GPUs, streamlining pipelines for large-scale data. NVIDIA Triton Inference Server manages real-time inference deployment across diverse models and platforms. The NVIDIA NGC Catalog provides pre-trained models, containers, and resources, integrating training and deployment workflows. Together, they form a seamless solution, leveraging NVIDIA' s cloud offerings like DGX Cloud.
TensorRT + DeepStream (Option B) focuses on inference and video, not full lifecycle support. Triton + NGC (Option C) lacks data processing depth. RAPIDS + TensorRT (Option D) omits deployment management.
Option A is NVIDIA's holistic approach for end-to-end AI.