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: An optical film to proof a head up display (HUD) system against image-contamination by sunlight and against the heat of sunlight is applied in a vehicle. The optical film includes a transparent substrate, a transparent microstructure layer, and a plurality of light blocking layers which allow transmission outwards of image-light for the HUD but prevent the ingress of sunlight. The microstructure layer includes a base portion in direct contact with a surface of the substrate, and a plurality of protrusions protruding from the base portion toward a side away from the substrate. Each light blocking layer is mounted on a protrusion, and each light blocking layer includes an absorbing film that can absorb light or a reflective film that can reflect light, whilst allowing the transmission of outbound light for the image. The HUD using the optical film is not affected by sunlight and has prolonged life.

Abstract: An IoT system includes a computing module for controlling an integral function of the system and including an analysis unit and a machine learning unit. The analysis unit is capable of operational analysis and creating a predictive model and creating a predictive model according to the data analyzed. The machine learning unit has an algorithm function to create a corresponding learning model. An IoT module is electrically connected to the computing module to serve as an intermediate role. At least one detection unit is electrically connected to the IoT module and disposed in soil to detect data of environmental and soil conditions and sends the data detected to the computing module for subsequent analysis.

Abstract: The disclosure provides a processing method for a priority notification of an incoming call and a mobile device. The processing method for a priority notification of an incoming call is applied to a mobile device. The processing method includes: receiving an incoming call signal and generating a notification signal when a plurality of trigger conditions is met. The trigger conditions include: determining, according to the incoming call signal, that a repeated call is within a first preset time or a time interval between repeated calls is less than a second preset time, that a caller number corresponding to the incoming call signal is in a priority contact list, and that the mobile device is in a preset use situation. Then, a mandatory reminder mode is activated according to the notification signal to notify a user.

Abstract: A volume of sound adjustment method includes the following steps: outputting an audio with a played volume; detecting a volume of environmental noise; comparing the volume of environmental noise with a setting volume, and setting the lower one as a first target volume and setting the higher one as a second target volume; and gradually adjusting the played volume from the first target volume to the second target volume at an adjusting speed. In addition, an electronic device for adjusting a volume and a non-transitory computer readable storage medium device are also disclosed.

Abstract: An IoT system includes a computing module for controlling an integral function of the system and including an analysis unit and a machine learning unit. The analysis unit is capable of operational analysis and creating a predictive model and creating a predictive model according to the data analyzed. The machine learning unit has an algorithm function to create a corresponding learning model. An IoT module is electrically connected to the computing module to serve as an intermediate role. At least one detection unit is electrically connected to the IoT module and disposed in soil to detect data of environmental and soil conditions and sends the data detected to the computing module for subsequent analysis.

Abstract: A display device includes at least one display module and a backlight module. The display module includes display units and N driving chips. The N driving chips are arranged along a first direction and electrically connected to the display units. The display units are connected and arranged in N rows in the first direction and M columns in a second direction. N and M are respectively greater than or equal to 1. The backlight module includes a light bar assembly adapted to be disposed below a column of the M columns of the display units farthest from the driving chips, and a length of the light bar assembly corresponds to that of the display units along the first direction. The light bar assembly includes at least one first light bar unit. A length of each first light bar unit is X times the length of each display unit along the first direction, and X is greater than or equal to 1.

Abstract: A volume of sound adjustment method includes the following steps: outputting an audio with a played volume; detecting a volume of environmental noise; comparing the volume of environmental noise with a setting volume, and setting the lower one as a first target volume and setting the higher one as a second target volume; and gradually adjusting the played volume from the first target volume to the second target volume at an adjusting speed. In addition, an electronic device for adjusting a volume and a non-transitory computer readable storage medium device are also disclosed.

Abstract: A portable solar power supply includes a solar-powered charger including a solar cell; a circuit board including a power management unit, a buck-boost converter unit, a charging control unit, a data management unit, an on/off switch, a set of indicators, a power inlet, a power outlet, a first connector, a wireless communications member, a line transmission member, a data storage member, an RFID member, an SD card member, a USB port, a Micro USB port, and a solar charging member; and holes; and a rechargeable battery including at least one electrochemical cell each shaped to partially contain the solar-powered charger and including a second connector, a third connector, snapping members, and slots. The second connector is capable of connecting to the first connector or the third connector, and the snapping members are capable of being retained in the holes or the slots.

Abstract: A portable external power-supplying device is disclosed. The portable external power-supplying device implements a unique mechanism to detachably assemble battery units whose number can be adjusted according to user needs, which means the overall aggregate capacity of the portable external power-supplying device is adjustable. The portable external power-supplying device is adaptive to connect and charge a portable electronic device.

Abstract: A portable external power-supplying device is disclosed. The portable external power-supplying device implements a unique mechanism to detachably assemble battery units whose number can be adjusted according to user needs, which means the overall aggregate capacity of the portable external power-supplying device is adjustable.

Abstract: A face mask includes a fan device for drawing air into the mask and for facilitating the breathing of the users. A holder is secured to the mask and has a chamber for receiving the fan device. A motor may be used for driving the fan device. A canister is disposed in front of the fan device for filtering air. The holder includes a conduit having a mouth engaged into the mask. A check valve is disposed in the mouth for preventing air from flowing backward from the mask to the conduit. A guard member is disposed in front of the fan device for protecting the fan device.