Abstract: This disclosure discloses a method for automatic fusion of operators in a computational graph, a computing device, and related products. The computing device may be included in a combination processing device, which may also include an interface device and other processing devices. The computing device interacts with other processing devices to jointly complete computing operations specified by the user. The combined processing devices may also include a storage device, which is connected to the computing device and other processing devices respectively, for storing data of the computing device and other processing devices. The solution disclosed herein provides a solution for automatic fusion of operators in a computational graph, which may automatically search for optimized operator fusion solutions without the need for manual analysis, thereby improving the efficiency of fusion analysis.

Abstract: A process is provided for preparing fertilizer. The process includes the steps of combining a titanium composition and a silicon composition to yield a mixture, removing heavy metals from the mixture, controlling conductivity of a quantity of water in the mixture to below a predetermined amount, adding other materials to the mixture in a predetermined ratio, adding oxygen to the mixture, vibrating the mixture to minimize sticking, irradiating the mixture, and mixing the mixture with a high speed pump.

Abstract: Provided is a method and system for uniform execution of feature extraction. The method comprises: acquiring a feature extraction script for defining a processing logic related to feature extraction; analyzing the feature extraction script to generate an execution plan for feature extraction; and executing the generated execution plan by a local machine or a cluster based on a feature extraction scene. Based on the method and system, feature extraction can be uniformly executed at various feature extraction scenes.