3 results about "Unified Process" patented technology

The application provides a configuration-driven DL4NLP model automatic training and deployment method, which comprises the following steps: parsing a YAML configuration file and verifying parameters to generate a unified process configuration; automatically loading data and performing preprocessing according to the configuration to generate a model input tensor; instantiating model components through a component factory and assembling the model components into a complete network model; automatically configuring a training environment to train and evaluate the model to obtain an optimal model; exporting the model into a TorchScript format binary file; and automatically generating a standardized deployment package based on a template engine. The application abstracts the whole process of model development and deployment into a configuration-driven standardized pipeline by parsing the YAML configuration file, automatically performs data loading and preprocessing, model component instantiation and assembly, training optimization and deployment package generation, and solves the problems of low development efficiency, long cycle and technical gap between training and deployment caused by repeated code writing and manual conversion and deployment for different tasks in traditional model training and deployment.

Methods and systems include converting an event log for an application into event log process information. The source code for the application is converted into source code process information. Relations between the event log process information, the source code process information, and an initial process model that is implemented by the application are identified using fuzzy logic on a set of events. A unified process model is generated using the relations. A problem in execution of the application is resolved based on the unified process model.

Methods and systems for system incident resolution include converting an event log for an application into event log process information. Source code for the application is converted into source code process information. A unified process model is generated from the event log process information, the source code process information, and an initial process model that is implemented by the application. A problem in execution of the application is resolved based on the unified process model.