Abstract: The embodiments are directed towards providing personalized federated learning (PFL) models via sharable federated basis models. A model architecture and learning algorithm for PFL models is disclosed. The embodiments learn a set of basis models, which can be combined layer by layer to form a personalized model for each client using specifically learned combination coefficients. The set of basis models are shared with each client of a set of the clients. Thus, the set of basis models is common to each client of the set of clients. However, each client may generate a unique PFL based on their specifically learned combination coefficients. The unique combination of coefficients for each client may be encoded in a separate personalized vector for each of the clients.

Abstract: A page data compiling apparatus and method, the method being performed by a server, includes obtaining initial page structure data that is generated using an extended markup language, parsing the initial page structure data to generate scripting language page data comprising a page generation code and a data variable set, an input to the page generation code being a current data set that is determined according to the data variable set, and an output of the page generation code being a node tree matching the input current data set, and sending the scripting language page data to a terminal so that the terminal determines the current data set according to the data variable set, determines the matching node tree according to the current data set and the page generation code in the scripting language page data, and displays a page according to the node tree.

Abstract: A page data compiling apparatus and method, the method being performed by a server, includes obtaining initial page structure data that is generated using an extended markup language, parsing the initial page structure data to generate scripting language page data comprising a page generation code and a data variable set, an input to the page generation code being a current data set that is determined according to the data variable set, and an output of the page generation code being a node tree matching the input current data set, and sending the scripting language page data to a terminal so that the terminal determines the current data set according to the data variable set, determines the matching node tree according to the current data set and the page generation code in the scripting language page data, and displays a page according to the node tree.

Abstract: A mounting assembly is used to fix a toilet on a toilet flange and contains two L-shaped brackets fixed on the toilet flange and each having a horizontal portion and a vertical portion. The horizontal portion has an internally raised portion, an externally raised portion, and a locating groove. The internally raised portion is retained in each arcuate slot of the toilet flange, and the locating groove is horizontally formed on the peripheral fence. The horizontal portion further has a recess for inserting an extension of the second bolt, so that the extension screws with a nut. The vertical portion has a plurality of openings defined thereon, so that the first bolt inserts into the through hole of each longitudinal fence to screw with one of the plurality of openings, such that the toilet is positioned on the toilet flange by ways of the mounting assembly.

Abstract: A mounting assembly is used to fix a toilet on a toilet flange and contains two L-shaped brackets fixed on the toilet flange, a horizontal portion, and a vertical portion. The horizontal portion has an internally raised portion, an externally raised portion, and a locating groove. The internally raised portion is retained in each arcuate slot of the toilet flange, and the locating groove is horizontally formed on the peripheral fence. The horizontal portion further has a recess for inserting an extension of the respective one second bolt so that the extension screws with a nut. The vertical portion has a plurality of openings defined thereon so that the first bolt inserts into the through hole of each longitudinal fence to screw with one of the plurality of openings, such that the toilet is positioned on the toilet flange by ways of the mounting assembly.

Abstract: A routing structure of an intelligent toilet contains: a ceramic body, a seat assembly, a cavity, at least one through hole, and two inserting portions. The ceramic body includes a water tank one piece formed thereon. The seat assembly is disposed on the ceramic body and includes a toilet seat, a cover, a power cord, and a water supply pipe. The cavity is one piece formed below the water tank of the ceramic body and includes an opening facing to a rear wall. The at least one through hole communicates with an upper wall above the cavity and is located behind a water rim of the ceramic body. The two inserting portions are arranged around two rear ends of the two side walls of the cavity. Thereby, the power cord and the water supply pipe are inserted into the cavity from the at least one through hole.