NCA-GENL Question 12
Select 3A team is deploying a large language model (LLM) on a cloud-based platform. As a junior team member, you are tasked with assisting in evaluating the model's scalability and performance under supervision. Which actions should you prioritize to ensure the deployment meets scalability and performance objectives?
- A
Monitor resource utilization metrics such as GPU memory usage and compute load during model inference.
- B
Test the model with a variety of input batch sizes to evaluate its performance under different workloads.
- C
Directly modify the model's architecture to improve performance without consulting the senior team members.
- D
Run stress tests by simulating high user traffic to evaluate how the model scales under load.
- E
Focus solely on the accuracy of the model's predictions, as it is the primary factor in deployment success.
Show answer and explanation
Correct answers: A, B, D
Explanation
Evaluating the scalability and performance of an LLM during deployment involves monitoring resource usage, testing the model under different scenarios, and simulating real-world conditions such as high traffic. These actions ensure the model can handle workloads effectively and scale reliably. Modifying the architecture and focusing solely on accuracy are either outside the scope of the junior role or insufficient to meet deployment objectives.
- A. Correct.
Monitoring resource utilization metrics helps identify bottlenecks and ensures the model can handle workloads effectively, which is critical for evaluating scalability and performance.
- B. Correct.
Testing with different batch sizes is essential to understand how the model performs under varying workloads and to optimize for scalability.
- C. Incorrect.
Modifying the model's architecture without consulting senior team members is risky and outside the scope of a junior team member's responsibilities during deployment.
- D. Correct.
Stress testing simulates real-world scenarios and helps determine how well the model scales under high traffic, which is a key aspect of evaluating performance and reliability.
- E. Incorrect.
While accuracy is important, it is not the sole factor in deployment success. Scalability and performance are equally critical in this context.