Long-term SLOs for reclaimed cloud computing resources Carvalho et - - PowerPoint PPT Presentation

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Apr 06, 2023 622 likes •785 views

Long-term SLOs for reclaimed cloud computing resources Carvalho et al. (2014) Christopher Little Motivation Available Capacity CPU Cores Reservation Allocation g Usage Memory Motivation Available Capacity Reservation Allocation CPU

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Long-term SLOs for reclaimed cloud computing resources

Christopher Little Carvalho et al. (2014)

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Motivation

CPU Cores Memory g Available Capacity Usage Allocation Reservation

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Motivation

CPU Memory g Available Capacity Usage Allocation Reservation

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Current Approaches

0% Obtainability 0% Availability Reserved On-Demand Opportunistic 100% Obtainability 99% Availability 99% Obtainability 99% Availability

Service Level Objectives (SLO)

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Current Approaches

0% Obtainability 0% Availability Reserved On-Demand Opportunistic 100% Obtainability 99.9% Availability 99% Obtainability 99.9% Availability

Service Level Objectives (SLO)

Economy @ 6-17% 99% Obtainability 98.9% Availability Economy @ 28-40% 99% Obtainability 88.7% Availability

…

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Making Predictions

Methods:

Mean Slack
Minimum Slack
ARIMA
ETS

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Making Predictions

Methods:

Mean Slack
Minimum Slack
ARIMA
ETS

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Results

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Results

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Profitability

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Conclusion There is potential to increase profit by using weak promises.

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Evaluation

Not particularly novel contribution
Data analysis and graphs mostly well reported
Though many assumptions in profitability analysis
Some ideas are introduced and then never revisited…
Why 6 months?

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