Application System Resource Requirement Calculation System
A technology for resource requirements and application systems, applied in resource allocation, data processing applications, forecasting, etc., can solve problems such as the inability to meet the requirements of enterprise software and hardware self-control management, lack of overall consideration, etc., to achieve efficient capacity planning, and is conducive to flexibility. Management, the effect of high measurement accuracy
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Embodiment 1
[0045] The embodiment of the present invention proposes an application system resource requirement calculation system, see figure 1 , the system consists of:
[0046] The model building module 101 is used to construct a theoretical response time based on the theory of the equipment parameters of the equipment group used, and the functional model of the number of concurrent system tasks or the arrival rate of tasks;
[0047] A model correction module 102, configured to correct the device parameters corresponding to the device group in the functional model according to the actual test results of the device group;
[0048] The resource measurement module 103 is used to use the model correction module to measure and calculate the theoretical response time of each equipment group when processing the concurrent number of system tasks or the task arrival rate given by the user according to the function model;
[0049] The device parameters include performance depreciation rates.
...
Embodiment 2
[0055] On the basis of Embodiment 1, the embodiment of the present invention provides a preferred model building block, including:
[0056] A single device construction unit is used to theoretically construct the functional relationship of the average response time of a single device in multiple device groups with respect to the device parameters of the device group used, and the number of concurrent system tasks or the arrival rate of tasks;
[0057] The device group construction unit is used to theoretically construct the functional relationship of the overall response time of each device group with respect to the average response time of a single device in the device group;
[0058] The application system construction unit is used to construct the functional relationship of the theoretical response time of the entire application system with respect to the overall response time of each equipment group according to the theory.
[0059] Preferably, in the single device constru...
Embodiment 3
[0094] The embodiment of the present invention proposes an application system resource demand calculation system with a demand forecast function. On the basis of Embodiment 1, the system further includes a demand forecast module for predicting future resource demand based on a self-learning optimization method based on historical data.
[0095] The demand forecasting module includes:
[0096] The prediction model selection unit is used to select the one with the smallest variance from the common fitting functions as the resource demand forecasting model by using the historical data of resource demand by time period;
[0097] A forecasting model self-learning unit, configured to learn parameters of the resource demand forecasting model by using historical data of resource demand divided into periods as training data;
[0098] The demand forecasting unit is configured to use the resource demand forecast model after parameter learning to predict future resource demand according to ...
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