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IEEE/ICACT20260142 Slide.18
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Trends capture gradual monotonic increases or decreases, such as steady memory growth indicating potential leaks in servers or applications. We calculate the slope ет using SciPys linregress on time-value pairs, then validate monotonicity with Spearmans rank correlation: thats the covariance of ranks Rx and Ry divided by their standard deviations. It ensures we catch problems that build up over time, preventing broader SLO impacts like service interruptions. | |
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