Abstract: An online system for determining advertisements for retrieval is disclosed. The online system may assign a unique category path associated with a hierarchy of advertisement categories to a plurality of advertisements accessible by the online system to determine advertisement information features. The online system may determine a plurality of types of user engagements associated with prior user interactions by a user with one or more of the advertisements or types of advertisements associated with the advertisements to determine a set of user engagement features. The online system may select user engagement features, from the set, based on determined user engagement results to obtain user related features. The online system may associate the user related features with an assigned unique category path, associated with the ad information features, to generate inverted index features. The online system may apply the inverted index features as inputs to a neural network.

Abstract: An online system for determining advertisements for retrieval is disclosed. The online system may assign a unique category path associated with a hierarchy of advertisement categories to a plurality of advertisements accessible by the online system to determine advertisement information features. The online system may determine a plurality of types of user engagements associated with prior user interactions by a user with one or more of the advertisements or types of advertisements associated with the advertisements to determine a set of user engagement features. The online system may select user engagement features, from the set, based on determined user engagement results to obtain user related features. The online system may associate the user related features with an assigned unique category path, associated with the ad information features, to generate inverted index features. The online system may apply the inverted index features as inputs to a neural network.

Abstract: A two-layer disk type tool magazine device matched with a numerical control machine tool, comprises a tool magazine base, a tool magazine support, tool sleeve chucks, a tool disk base, tool sleeves and a tool alignment instrument. The tool magazine base is connected to and installed on the machine tool. The tool magazine support is connected to one end of the tool magazine base. The tool disk base is connected to the support by means of a bolt. The tool alignment instrument is installed at the other end of the tool magazine base. The two tool sleeve chucks are installed on the tool disk base and partitioned by a tool disk partition sleeve. The two layers of tool sleeve chucks clamp a tool sleeve base and are fixed by means of bolts. A tool disk pressing ring presses against the tool sleeve chuck on the upper layer.

Abstract: A two-layer disk type tool magazine device matched with a numerical control machine tool, comprises a tool magazine base, a tool magazine support, tool sleeve chucks, a tool disk base, tool sleeves and a tool alignment instrument. The tool magazine base is connected to and installed on the machine tool. The tool magazine support is connected to one end of the tool magazine base. The tool disk base is connected to the support by means of a bolt. The tool alignment instrument is installed at the other end of the tool magazine base. The two tool sleeve chucks are installed on the tool disk base and partitioned by a tool disk partition sleeve. The two layers of tool sleeve chucks clamp a tool sleeve base and are fixed by means of bolts. A tool disk pressing ring presses against the tool sleeve chuck on the upper layer.