Firmware Update Service Workload Prediction
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Solution Overview
Problem
Existing firmware update package creation services face limitations in processing concurrent requests, leading to failed updates and negative impacts on release schedules, customer experience, and increased costs due to incomplete requests within predetermined time frames.
Innovation Solution
An Information Handling System (IHS) generates tokens from historical firmware update package creation events, identifies workflows, predicts future workloads using a neural network, and indicates a safe time window for creating firmware update packages to increase the probability of successful creation.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Productivity
If multiple users create firmware update packages concurrently, then service utilization increases, but processing reliability deteriorates due to API limitations
Solution Approach 1:
The system performs preliminary actions by generating tokens from historical events, identifying workflows, and predicting future workloads before actual firmware package creation requests are processed. This advance preparation enables the system to anticipate resource demands and manage concurrent requests more effectively, preventing failures due to API limitations while maintaining high service utilization.
2Speed
If firmware update package creation requests are processed within predetermined time frames, then service response time is improved, but service completeness deteriorates leading to failed updates
Solution Approach 1:
The system dynamically adjusts processing parameters based on predicted future workloads derived from historical analysis. By continuously learning from past events and adapting to anticipated demand patterns, the system can flexibly manage processing time allocations without rigid predetermined constraints, ensuring both timely responses and complete processing for concurrent firmware update requests.
Data Source
AI summary
Systems and methods are provided for identifying a safe window for creating a firmware update package. In some embodiments, an Information Handling System (IHS), may include a processor and a memory coupled to the processor, the memory having program instructions stored thereon that, upon execution, cause the IHS to: generate tokens based upon a log of historical firmware update package creation events; identify a plurality of workflows based upon the tokens; predict, based upon the plurality of workflows, a future workload of a firmware update package creation service; and indicate, based upon the future workload, a time window for creating a firmware update package using the firmware update package creation service that increases a probability of successful creation.