Synopsys, Inc.

Jinqing Yu

Manish Pandey

Arunava Saha

Ming-Ying Chung

A method or apparatus comprising a verification system using a processor to utilize a first set of verification engines to solve easy properties of an integrated circuit design, such as RTL, running a machine-learning algorithm for a hardness ranking analysis on a plurality of properties based on data from the first set of verification engines, and ranking the plurality of properties by a hardness of verification. The method or apparatus further to order the plurality of properties based on the hardness of verification.

RTL verification using computational complexity-based property ranking and scheduling

A design verification problem includes a design description and a property to be verified. Feature data is identified from the design verification problem and a result is predicted for the design verification problem based on the feature data. A plurality of verification engines is then orchestrated based on the prediction. Supervised machine learning may be used for the result prediction. Feature data and verification results from a plurality of training test cases are used to train a classifier to create a prediction model. The prediction model uses the feature data of the design verification problem to make a result prediction for the design verification model.

Formal verification result prediction

A method, system or computer usable program product for model checking a first circuit model including receiving a request from a user for a model check of the first circuit model; responsive to receiving the user request, simulating the first circuit model to generate simulation results; hashing the first circuit model simulation results to generate a hash index; comparing the hash index to a database of prior hash indices generated from hashed simulation results of prior circuit models to determine whether the first circuit model hash index matches a prior hash index of any of the prior circuit models to identify a matching prior circuit model; upon a positive match, determining whether the first circuit model is equivalent to the matching prior circuit model; and upon a positive determination of equivalence, providing prior test results of the matching prior circuit model to the user.

Managing model checks of sequential designs

A method, system or computer usable program product for model checking a first circuit model including determining whether the first circuit model is functionally equivalent to one of a set of prior circuit models stored in persistent memory, and in response to determining functional equivalence, utilizing a processor to provide test results for the functionally equivalent prior circuit model.

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Fremont, CA, United States of America

Jinqing Yu