Abstract: Systems and methods for training a neural network based three-dimensional (3D) encoder for 3D classification are provided. A training dataset including a plurality of samples is received, wherein a first sample includes an image, a text, and a point cloud. An image encoder of a pretrained vision and language model is used to generate image representations for the image of the first sample. A text encoder of the pretrained vision and language model is used to generate text representations for the text of the first sample. The neural network based 3D encoder is used to generate 3D representations for the point cloud of the first sample. A loss objective is computed based on the image representations, text representations, and 3D representations. Parameters of the neural network based 3D encoder are updated based on the computed loss objective via backpropagation.

Abstract: A method of training a neural network based three-dimensional (3D) encoder is provided. A training dataset is generated using a plurality of 3D models of a 3D model dataset. To generate a first sample of the training dataset, an image generator with multi-view rendering is used to generate a plurality of image candidates of a first 3D model. A word is chosen from metadata associated with the first 3D model. A language model is used to generate one or more text descriptions using the selected word and a plurality of prompts. A point cloud is generated by randomly sampling points in the 3D model. The first sample is generated to include a first image randomly selected from the plurality of image candidates, one or more text descriptions, and the point cloud is generated. The 3D encoder is trained using the training dataset including the first sample.

Abstract: A method for synchronization of system management data includes steps of generating a request for system management data in response to execution of a system booting program, transmitting the request to a baseboard management controller so as to enable the baseboard management controller to transmit the system management data stored in a second storage unit to a processor; receiving the system management data from the baseboard management controller, and determining whether the system management data is complete; and when it is determined that the system management data is complete, storing at least one of the sequential packets of the system management data in a first storage unit, and proceeding with execution of the system booting program.

Abstract: A method for synchronization of system management data includes steps of generating a request for system management data in response to execution of a system booting program, transmitting the request to a baseboard management controller so as to enable the baseboard management controller to transmit the system management data stored in a second storage unit to a processor; receiving the system management data from the baseboard management controller, and determining whether the system management data is complete; and when it is determined that the system management data is complete, storing at least one of the sequential packets of the system management data in a first storage unit, and proceeding with execution of the system booting program.

Abstract: In a bidirectional heat sink for a package element and a method for assembling the same, the bidirectional heat sink includes a first heat-dissipating plate, a second heat-dissipating plate, and a plurality of heat-dissipating pieces. The first heat-dissipating plate is provided with a groove. Both sides of the groove are formed with two separation walls. The package element is inserted into the groove to contact the two separation walls. The second heat-dissipating plate extends from one end of the first heat-dissipating plate. Each of the heat-dissipating pieces extends from the second heat-dissipating plate in a direction away from the first heat-dissipating plat). By this structure, the contact area of the package element is increased to improve the heat-dissipating efficiency. Further, the assembling process is performed quickly to form a firm structure.