THE UTILIZATION NUDGE
Beginner
Difficulty: Easy Tags: Optimization
Story
NVIDIA's internal GPU-scheduler team tunes a lightweight utilization-prediction model with plain SGD before ever touching anything fancier. Every optimizer in the more advanced tracks builds on getting this single update exactly right.
The Math
theta <- theta - eta * grad
Input Format
d eta
theta_1 ... theta_d
grad_1 ... grad_d
Output Format
Updated theta, d values, 6 decimals.
Constraints
1 <= d <= 10^4- Time limit: 1.0 second.
Example
Input
2 0.1
1.0 2.0
0.2 -0.1
Output
0.980000 2.010000
Keywords
optimization
Python
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