The invention discloses an index sequence generation method and device,
electronic equipment and a storage medium. The method comprises the following steps: acquiring first
gene expression data and at least one
codebook entry, encoding the first
gene expression data, extracting local information in the first
gene expression data, and mapping the local information into a
potential space to obtain potential representation of the local information; performing quantization
processing on the potential representation based on the at least one
codebook entry to generate a first
codebook index matrix and at least one quantization vector; decoding and reconstructing the first codebook index matrix, outputting second
gene expression data, performing adversarial training on a decoder and at least one quantization vector, and outputting optimization parameters; and performing autoregression modeling
processing on at least one new codebook entry to obtain a second codebook index matrix, and
processing the second codebook index matrix by using the optimized decoder to obtain a data sample. According to the method, the calculation burden of high-dimensional
data modeling is reduced, and the data capturing capability of the model is improved.