The present invention relates to a data conversion method, a multiplier, an adder, a terminal device and a storage medium. The method includes: inputting a floating-point number F; converting the input floating-point number F according to the following conversion rules, and the conversion rules are: wherein, a i is an integer number, each integer number is n bits, i represents the serial number, and k represents the number of integers; according to the converted floating-point number F, the new standard number converted into k n-bits is set integer a i Numbers arranged in descending order or ascending order from high order to low order; when the floating point number F=0, the k n-bit integer numbers are negative infinity; the converted new standard number is output. The present invention not only retains the advantages of a large numerical representation range of single-precision floating-point numbers, but also reduces the calculation overhead of floating-point number multiplication operations, so it can reduce the calculation overhead of deep neural network algorithms, and provide low-cost, low-power Deployment on consumer devices provides a solution.