Analysis shows embodied carbon in GPUs is a significant factor in environmental impact, suggesting integration of carbon metrics may improve sustainability efforts.
Key Points
Embodied carbon constitutes 0.77% of GPT-3 and 2.18% of GPT-4's operational emissions, highlighting a critical sustainability blind spot.
Integrating carbon metrics within GPU manufacturing can harmonize sustainability with efficiency and maintain performance.
Linking carbon metrics with performance, power, and area optimization is crucial for greening AI without disrupting production workflows.
Using carbon metrics as constraints in Electronic Design Automation tools can help promote environmentally responsible AI development.