Abstract: Aspects of the present disclosure provide a method for training a predictor that predicts performance of a plurality of machine learning (ML) models on platforms. For example, the method can include converting each of the ML models into a plurality of instructions or the instructions and a plurality of intermediate representations (IRs). The method can also include simulating execution of the instructions corresponding to each of the ML models on a platform and generating instruction performance reports. Each of the instruction performance reports can be associated with performance of the instructions corresponding to one of the ML models that are executed on the platform. The method can also include training the predictor with the instructions or the IRs as learning features and the instruction performance reports as learning labels, compiling the predictor into a library file, and storing the library file in a storage device.

Abstract: An antenna structure including a substrate, a grounding layer, a first antenna layer, a second antenna layer, an inductance element and a capacitance element is provided. The substrate has a surface. The grounding layer is formed on the surface of the substrate. The first antenna layer includes a first radiating portion and a second radiating portion. The second antenna layer includes a third radiating portion and a fourth radiating portion. The third radiating portion is connected to the first radiating portion at a connection portion. The connection portion is separated from the grounding player, and the fourth radiating portion and the second radiating portion are disposed oppositely and separated from each other. The inductance element bridges the grounding layer and the connection portion. The capacitance element bridges the fourth radiating portion and the second radiating portion.

Abstract: An antenna structure including a substrate, a grounding layer, a first antenna layer, a second antenna layer, an inductance element and a capacitance element is provided. The substrate has a surface. The grounding layer is formed on the surface of the substrate. The first antenna layer includes a first radiating portion and a second radiating portion. The second antenna layer includes a third radiating portion and a fourth radiating portion. The third radiating portion is connected to the first radiating portion at a connection portion. The connection portion is separated from the grounding player, and the fourth radiating portion and the second radiating portion are disposed oppositely and separated from each other. The inductance element bridges the grounding layer and the connection portion. The capacitance element bridges the fourth radiating portion and the second radiating portion.

Abstract: A serial interface packet information detection and control method for a Mobile Industry Processor Interface is disclosed. The serial interface packet information detection and control method includes receiving and decoding a packet; generating a control signal according to packet information of a header of the packet; and disabling a function register according to the control signal.

Abstract: A serial interface packet information detection and control method for a Mobile Industry Processor Interface is disclosed. The serial interface packet information detection and control method includes receiving and decoding a packet; generating a control signal according to packet information of a header of the packet; and disabling a function register according to the control signal.

Abstract: A driving method for a display panel generates AC-converting signals by setting pin levels of a driving circuit. Data pins of a driving circuit operating in a common mode are set according to a frequency-dividing ratio. Based on a line latch pulse signal and the data pins of the driving circuit operating in common mode, a corresponding AC-converting signal is generated and sent to another driving circuit operating in segment mode or common mode.

Abstract: A software platform for analyzing gene expression, gene annotation, and sample information in a relational format comprises a gene expression module (200) with a data warehouse (210) for storing quantitative gene expression measurements for tissues and cell lines screened using various assays, information on bio-samples (404) and donors, experimental information, and a gene index comprising curated information from external information sources. A connection module (300) permits loading of more than one source of gene expression, gene annotation into the data warehouse (210) so that it may be searched in combination with pre-existing data in the warehouse. A user interface provides for loading user-derived data, initiating searches and for visualizing search results.

Abstract: The present invention pertains to a system and method of analyzing gene expression, gene annotation, and sample information in a relational format supporting efficient exploration and analysis, comprising: providing a data warehouse which comprises a gene expression database for storing quantitative gene expression measurements for tissues and cell lines screened using various assays; a clinical database for storing information on bio-samples and donors; and a fragment index for biological properties for DNA fragments; receiving a query regarding gene expression of one or more DNA fragments; determining the level of gene expression of the one or more DNA fragments; correlating the level of gene expression with the clinical database and the fragment index; and displaying the results of said correlation.

Abstract: A transmission assembly for a beach vehicle includes a driving member which has pawls extending therefrom and a shaft extends through the driving member. A ring has recesses defined in an outer periphery thereof and a plurality of teeth are defined in an inner periphery of the ring. The pawls engaged with the recesses in the ring and a planet gear assembly is engaged with the teeth in the ring. A control member is movably mounted to the shaft and has protrusions extending from two sides of the control member. The protrusions are movably and alternatively engaged with concavities defined in a side of the driving member and the planet gear assembly so as to function the beach vehicle forward or backward.

Abstract: A transmission assembly for a beach vehicle includes a driving member which has pawls extending therefrom and a shaft extends through the driving member. A ring has recesses defined in an outer periphery thereof and a plurality of teeth are defined in an inner periphery of the ring. The pawls engaged with the recesses in the ring and a planet gear assembly is engaged with the teeth in the ring. A control member is movably mounted to the shaft and has protrusions extending from two sides of the control member. The protrusions are movably and alternatively engaged with concavities defined in a side of the driving member and the planet gear assembly so as to function the beach vehicle forward or backward.