7.5.4. Power Consumption

Try these first

1. 1.

   What does power consumption refer to in parallel processing systems?

   Hint

   Think about energy usage during computations.

2. 2.

   Name one high-performance hardware type referenced in this section.

   Hint

   Which hardware is designed for heavy computations?

3. 3.

   What is a key challenge in managing power consumption in parallel processing systems?

   • Scaling performance indefinitely
   • Achieving energy efficiency without losing performance
   • Reducing the number of processors

   Hint

   Focus on what happens when you increase performance.

4. 4.

   True or False: High-performance systems do not significantly impact overall power consumption.

   • True
   • False

   Hint

   Think about how much energy high-performance tasks use.

5. 5.

   Design an optimized AI model that minimizes power consumption while maintaining robustness. Discuss the factors guiding your design.

   Hint

   Consider advanced techniques used in compressed neural networks.

6. 6.

   Analyze the power consumption data of an AI system under various operational loads and propose an energy management strategy.

   Hint

   Consider how dynamic scaling might play a role.