The invention discloses a method and a device for identifying isomerism graph and property corresponding to a molecular space structure, and
machine equipment. The method comprises the following steps: carrying out
feature description containing a topological structure on a heterogeneous graph to generate feature information; through sampling the isomerism graph and the feature information, generating a
feature vector, corresponding to a key node, on a topological structure contained in the isomerism graph; performing aggregation
processing on the feature vectors to generate graph representation vectors corresponding to the isomerism graphs; and according to the graph representation vector, performing classification
processing on the isomerism graph to obtain a classification prediction result. Therefore, the identification of the graphical representation corresponding to the heterogeneous graph, such as the molecular
spatial structure, can be realized through the neural network, the analysis and
processing performance related to the isomerism graph is effectively improved, the neural network is not limited to the classification and identification of
network data any more, and the application scene is greatly expanded.