2results about How to "Avoid long waits" patented technology

This invention provides a method and system for intelligent allocation of computing resources for multi-task parallel training, relating to the field of computing resource management technology. It includes acquiring resource request information such as the computational requirements, storage capacity requirements, and communication bandwidth requirements of multiple tasks to be trained; abstracting computing resources into a resource pool composed of divisible and composable resource atoms; and combining these atoms to form resource quota units with computational capacity and available time indicators. A matching function is established between training tasks and resource quota units to quantify the supply-demand matching degree; a system of resource competition constraint equations is constructed to solve for the optimal allocation scheme, forming initial resource binding relationships and planning execution time slices. After parallel training starts, the resource consumption rate and training progress speed are monitored in real time; when a nonlinear deviation is detected, the resource quota units are dynamically disassembled and reassembled.

This application provides a multi-battery pack management method and energy storage device, relating to the field of battery technology. The method includes: obtaining the current parallel voltage range corresponding to all currently active battery packs; determining a switching voltage threshold based on the current parallel voltage range; determining a first extreme voltage corresponding to all currently active battery packs and a second extreme voltage corresponding to all currently inactive battery packs based on the current state of the parallel system and the battery voltages of the multiple battery packs; and performing a battery pack switching operation when the voltage difference between the first extreme voltage and the second extreme voltage is greater than the switching voltage threshold. The battery pack switching operation includes configuring all currently active battery packs as inactive and configuring the battery pack corresponding to the second extreme voltage as active. This application allows battery packs to participate in charging and discharging as soon as possible after being connected, avoiding prolonged inactivity.