Synopsys, Inc.

Saibal Ghosh

Sankaranarayanan Srinivasan

Etienne Lepercq

Vinod Kumar Nakkala

Avinash Anantharamu

Senthilkumar Thoravi Rajavel

Pierre Clement

Sashikala Oblisetty

A method includes storing a base model generated using base data and receiving training data generated by compiling circuit designs. The method also includes generating, using the training data, a tuned model and generating, using the training data and the base data, a hybrid model. The method further includes receiving a selected cost function and biasing the base model, the tuned model, and the hybrid model using the selected cost function.

Machine-learning enhanced compiler

A method includes generating a netlist for a circuit design and predicting, by applying a first machine learning model to the netlist, a first compile time for the circuit design. The method also includes predicting, by applying a second machine learning model to the netlist, a first place and route strategy based on the first compile time. The method further includes adjusting a logic of the circuit design in accordance with the first place and route strategy.

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Sunnyvale, CA, United States of America

Saibal Ghosh