The application discloses a memory-computing integrated device, a memory-computing method, a
processing device, a tile module and an accelerator, and relates to the technical field of electronic circuits, and comprises: each memory-computing integrated array realizes parallel computation within the array, the memory-computing integrated array can simultaneously perform multiplication operation on single-bit input pulses at each moment in the
current cycle buffer and corresponding weights, and synchronously generate
membrane potential increment values at each moment; and the parallel accumulation of the increment values by a summation tree forms an efficient computing link of "parallel multiplication + parallel accumulation". Compared with the
delay caused by the step-by-step waiting of the row-by-row serial
processing of a computing task, the parallel architecture greatly shortens the
processing time of the "multiplication-accumulation" whole process in a
single cycle under the premise of ensuring high computing precision, further improves the computing efficiency under unit
energy consumption due to the reduction of repeated
data scheduling and
state switching overhead in serial computation, and finally realizes the double optimization of computing
delay reduction and energy efficiency ratio.