Deep Recurrent Model for Server Load and Performance Prediction in Data Center

Figure 3

Data set generation for two models: (a) model for workload prediction and (b) model for performance prediction. The blue boxes are the input sequence of the model, and the red box means the label of the sequence. (a) Model for workload prediction: input sequence is a certain number of previous request vectors, and the label is the request vector right after the last request vector of the input sequence. (b) Model for performance prediction: input sequence is a certain number of previous feature vectors, and the label is the performance value of the last feature vector of the input sequence.

(a) Data set generation for the model for workload prediction

(b) Data set generation for the model for performance prediction