Hardware acceleration method for long short-term memory neural network and computing system
A long-short-term memory and neural network technology, applied in the field of hardware acceleration methods and computing systems, can solve problems such as large amount of calculation, long calculation time of nonlinear functions, and high demand for computing resources
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[0035] In view of the demand for hardware acceleration of long-term and short-term memory neural networks, the publication proposes a method for hardware acceleration of long-term and short-term memory neural networks and a computing system for implementing the method. The computing system can be a computer with processing circuits, memory, and related software and hardware implementation System, embedded system or single-chip system, for the problem of large amount of parameters, the floating-point number can be converted into 8-bit fixed-point number for calculation to reduce the amount of parameters; and for the problem of large amount of calculation, both area and speed are considered; And it can make full use of the existing fully connected layer unit of the hard core accelerator to realize the matrix multiply-accumulate operation of the long short-term memory neural network, reduce the redundant design, and improve the design versatility. In particular, for nonlinear func...
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