Topic 1 Question 53
A company needs to build its own large language model (LLM) based on only the company's private data. The company is concerned about the environmental effect of the training process. Which Amazon EC2 instance type has the LEAST environmental effect when training LLMs?
Amazon EC2 C series
Amazon EC2 G series
Amazon EC2 P series
Amazon EC2 Trn series
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- 正解だと思う選択肢: D
D. Amazon EC2 Trn series
👍 2jove2024/11/05 - 正解だと思う選択肢: D
From the documentation of the Sustainability pillar here : https://docs.aws.amazon.com/wellarchitected/latest/sustainability-pillar/sus_sus_hardware_a3.html
"For machine learning workloads, take advantage of purpose-built hardware that is specific to your workload such as AWS Trainium, AWS Inferentia, and Amazon EC2 DL1. AWS Inferentia instances such as Inf2 instances offer up to 50% better performance per watt over comparable Amazon EC2 instances."
👍 1GriffXX2024/11/11 - 正解だと思う選択肢: D
D: Amazon EC2 Trn series
Explanation: The Amazon EC2 Trn series (Trn1 instances) are purpose-built for training machine learning models and are designed to deliver high performance while optimizing energy efficiency. They use AWS Trainium chips, which are specifically engineered for ML training workloads, providing excellent performance per watt and reducing the environmental impact of large-scale training processes.
👍 1Moon2024/12/31
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