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Estimate GPU capacity needed for an image generation feature with 1 million MAU
- Guesstimate
- Top-AI-Interview
- Easy
- 10 min
Focus on breaking down the problem into manageable components. Start by estimating the average number of images generated per user per session and the average session length. Consider the computational requirements for generating a single image, including the time taken and the GPU resources needed. Then, extrapolate this to the total number of users and sessions, calculating the overall GPU hours required. Finally, factor in a buffer for peak usage and potential growth in user base or feature complexity.
What this question tests
- Structured Estimation
- Numeracy
- AI Cost Modeling
- Assumption Clarity
Practise this question under interview conditions. Answer it out loud against a timer with an AI interviewer that asks follow-ups, then review the scored report.
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