Abstract: A method of performing automatic tuning on a deep learning model includes: utilizing an instruction-based learned cost model to estimate a first type of operational performance metrics based on a tuned configuration of layer fusion and tensor tiling; utilizing statistical data gathered during a compilation process of the deep learning model to determine a second type of operational performance metrics based on the tuned configuration of layer fusion and tensor tiling; performing an auto-tuning process to obtain a plurality of optimal configurations based on the first type of operational performance metrics and the second type of operational performance metrics; and configure the deep learning model according to one of the plurality of optimal configurations.

Abstract: A power-outputting management method includes following steps. When a plurality of power-supplying apparatuses are in a working interval, if an output power ratio of the power-supplying apparatus in a working status is less than an output power ratio standard, at least one of the power-supplying apparatuses in the working status is turned off, so that the output power ratio of the power-supplying apparatus in the working status increases and meets the output power ratio standard. When the power-supplying apparatuses are in the working interval, if the output power ratio of the power-supplying apparatus in the working status meets the output power ratio standard, a power capping of the power-supplying apparatuses is set based on an actual power consumption of an electronic apparatus.

Abstract: A power-outputting management method includes following steps. When a plurality of power-supplying apparatuses are in a working interval, if an output power ratio of the power-supplying apparatus in a working status is less than an output power ratio standard, at least one of the power-supplying apparatuses in the working status is turned off, so that the output power ratio of the power-supplying apparatus in the working status increases and meets the output power ratio standard. When the power-supplying apparatuses are in the working interval, if the output power ratio of the power-supplying apparatus in the working status meets the output power ratio standard, a power capping of the power-supplying apparatuses is set based on an actual power consumption of an electronic apparatus.

Abstract: A humidity-vibration-dust-detecting system includes a microcontroller, a vibration-detecting module, a humidity-detecting module and a dust-detecting module. The microcontroller includes a storage unit inside the microcontroller. The storage unit stores a vibration-detecting range value, a humidity-detecting range value and a dust-detecting range value. The vibration-detecting module, the humidity-detecting module and the dust-detecting module are electrically connected to the microcontroller respectively. The vibration-detecting module, the humidity-detecting module and the dust-detecting module detect vibration, humidity and dust of internal environment of a machine room or a cabinet respectively, and then send detecting signals to the microcontroller to determine and compare with the vibration-detecting range value, the humidity-detecting range value and the dust-detecting range value.

Abstract: A charging apparatus includes a control unit and a power converter. The control unit is used for generating a power control signal according to an input signal to adjust charging power. The power converter is electrically connected to the control unit, for converting input power into charging power, wherein the input signal is determined in accordance with a computer.

Abstract: A computer is provided. The computer includes a computer housing and a drawer. The computer housing has an accommodation space and an opening. The drawer is disposed in the accommodation space for sliding into or out of the opening.

Abstract: A jumper device includes a jumper and a connecting member. In this case, one end of the connecting member connects with the jumper device. Another end of the connecting member has at least one connecting portion. A jumper assembly including the jumper device is also provided.

Abstract: An electronic device connected to at least one fan, which produces some noises and at least one signal during its operation. The electronic device includes a signal detection unit and a control processing unit. The signal detection unit detects the signal produced by the fan. The control processing unit makes a judgement according to the signal and controls playing of music accordingly. The designs of the invention for making the judgement and controlling the playing of music according to the signal produced by the fan may greatly reduce the complaints of users with respect to noises produced by the operating fan, and thus achieve the object of converting noises of the fan into music.

Abstract: An electronic apparatus with a negative ion generating device therein. The electronic apparatus includes a motherboard and a negative ion generating device. When the motherboard operates, detrimental positive ions are generated. The negative ion generating device is disposed adjacent to the motherboard, and to generate negative ions. The positive ions are neutralized by a portion of the negative ions. Thus, adverse health issue are prevented.