3 results about "Complex type" patented technology

This invention discloses a training and inference method for complex type inference at the Python repository level. It constructs a semantic graph of types; organizes type semantic contexts and constructs single-round type inference training samples, performing supervised fine-tuning on a large language model to obtain a single-round type inference base model; represents the predicted type and reference type as a type tree, constructing verifiable structured rewards; constructs multi-round refinement objectives according to the depth of the reference type, aggregating round-by-round refinement rewards, termination penalties, and final result rewards to obtain a hierarchical reinforcement learning model; constructs a repository-level scheduling order; for the multi-round refinement process, in each round, multiple candidate outputs are mapped to a depth-constrained abstract type space, and the stage decoding result is obtained through type space self-consistency aggregation, outputting the final predicted type. This invention can simultaneously enhance the cross-process semantic utilization capability, deep structure inference capability, and repository-level type consistency in complex type inference.

The invention provides a templated format conversion method and system for hierarchical metadata, and relates to the technical field of data format conversion, and the method comprises the following steps: receiving a metadata file in a JSON format; the method comprises the following steps of: recursively analyzing a metadata file in a JSON format, verifying fields of the metadata file in a manner of combining a structure tree model with a category label suspension mark, if the fields have an STRUCT structure body type, traversing all fields in an STRUCT structure body to generate a tree-shaped data structure, and if the fields have an ARRAY array type, traversing all fields in an ARRAY array to generate a tree-shaped data structure; if the field is of a basic field type, traversing the basic field to generate a set type data structure, and if the field is of a basic field type, traversing the basic field to generate a specific type data structure; the XML format file is generated according to different types of data structures, and the complete hierarchical relation of the original JSON format metadata file is reserved. The problems that in the prior art, unique complex types of metadata cannot be automatically processed, and nested structure output is not supported are solved.

The invention relates to the technical field of EDA, in particular to a type definition processing method of an EDA simulator, electronic equipment and a medium, and the method comprises the following steps: respectively creating node structures for type nodes of a simple type and a complex type, obtaining corresponding weights based on a dependency relationship of the node structures, and then constructing a type definition priority queue based on the weights; a type definition of the EDA emulator is generated based on the type definition priority queue. According to the method, the type definition of the EDA simulator can be accurately and quickly processed, and the correct sequence of the type definition during high-level language code generation is ensured, so that the code generation success rate is improved, and the performance of the EDA simulator is improved.