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Advances, Systems and Applications

Table 6 Keys and descriptions of collected log data, i.e. training data for RDF models

From: Intent-driven cloud resource design framework to meet cloud performance requirements and its application to a cloud-sensor system

 

Key

Description

Log [resource]

vcpu

the number of vCPUs allocated to the VM

vmemory

the memory size allocated to the VM

Log [environment condition]

host_mem_usage

the memory usage of the host

host_vCPU_usage

the CPU usage of the host

Log [workload]

image_pixels

the horizontal and vertical pixels of the input image

convlayer_num

the number of convolution layers

conv1_neurons

the number of neurons in the first convolution layer

....

....

Conv20_neurons

the number of neurons in the 20th convolution layer

denselayer_num

the number of dense layers

dense1_neurons

the number of neurons in the 1 st dense layer

....

....

Dense20_neurons

the number of neurons in the 20th dense layer

conv_activation

the activation function of the convolution layers

dense_activation

the activation function of the dense layers

Log [performance]

excutime

the average training time