This application discloses a
data transmission performance prediction method, apparatus, device, and storage medium, belonging to the field of
computer technology. The method includes: dividing the data to be transmitted into a data block set according to the storage capacity of the target storage unit and the
data information of the data to be transmitted in the source storage unit, following the scheduling mechanism of the
data access unit; transforming the expression of the data block set to obtain a target dataset, so that the expression of the target dataset is applicable to transform analysis; performing transform analysis on the target dataset to obtain the step size of the source shape, the step size of the target shape, and the
transpose type; and using a hardware
simulation model of the
data access unit, based on the hardware characteristics of the
data access unit occupying bandwidth when performing
transpose and
shape transformation steps, predicting the
data transmission performance under the scheduling mechanism according to the step size of the source shape, the step size of the target shape, the original bandwidth, and the
transpose type, thereby improving the accuracy of the
performance prediction results.