The application discloses a kind of digital
integrated circuit layout post wire length and line
delay collaborative prediction method, comprising: constructing preliminary version heterogeneous
graph based on the connection information of circuit
netlist;From
netlist file and process file, the features used for prediction are extracted;The features extracted are added to the corresponding node and edge of preliminary version heterogeneous graph, to obtain
final version heterogeneous graph;Construct prediction model;The constructed prediction model is trained;
Final version heterogeneous graph is input into the prediction model that training is completed, and finally the prediction result of wire length and the prediction result of line
delay are obtained.The model used in the application introduces multi-
task learning framework, considers the collaborative relationship of wire length and line
delay, in this case, by the model, wire length and line delay are predicted, not only can reduce the
time cost of training and reasoning, improve the prediction efficiency, but also can ensure the
deep integration and full use of wire length and line delay related information, overcome the problem that the two indicators are relatively independent in the prior art.