The invention discloses a
gene cluster identification method and device of a bacterial
genome, equipment and a storage medium. The method comprises the following steps: constructing a
gene cluster recognition model by using a preprocessing unit, an ESM
protein language unit, a cosine approximation calculation unit, a normalized pointwise
mutual information unit, a term frequency-inverse document
frequency unit, a graph
convolution unit, a BERT unit and a
softmax function unit; inputting a BGC sequence training sample of the bacterial
genome into the
gene cluster recognition model, training the
gene cluster recognition model by using a
cross entropy loss function, and performing iterative optimization on the training process by using an Adam optimizer; inputting the BGC sequence
data set of the bacterial
genome to be recognized into the
target gene cluster recognition model for recognition; segments in the preliminary recognition result are corrected, and a final recognition result is obtained; by constructing an adjacent matrix and inputting the adjacent matrix into a graph
convolution unit, global features contained in Pfam structural domain nodes in a BGC sequence are extracted, and the recognition and prediction performance of the model is improved.