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Exam NCA-GENM Topic 1 Question 372 Discussion

Actual exam question for NVIDIA's NCA-GENM exam
Question #: 372
Topic #: 1
You are deploying a multimodal generative A1 model using Triton Inference Server. The model takes both image and text inputs. Which of the following approaches is most suitable for handling the preprocessing and postprocessing steps within Triton?

Suggested Answer: C Vote an answer

Triton's ensemble models provide the most flexible and scalable way to handle preprocessing and postprocessing. By creating separate models for these steps and chaining them together with the core generative model, you can easily manage complex pipelines and optimize each stage independently. Client-side processing (A) increases client burden. Embedding logic in the model (B) limits flexibility. Custom C++ code (D) is complex. Relying solely on automatic conversion (E) is often insufficient.

by Jacqueline at Oct 05, 2025, 09:29 AM

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