An in-memory computing method and apparatus, adapted for a processor to perform MAC operations on a memory, are provided. In the method, a format of binary data of weights is transformed from a floating-point format into a quantized format by truncating at least a portion of fraction bits of the binary data and calculating complements of remaining bits, and programming the transformed binary data into cells of the memory. A tuning procedure is performed by iteratively inputting binary data of input signals into the memory, integrating outputs of the memory, and adjusting the weights programmed to the cells based on the integrated outputs. The binary data of the weights is reshaped based on a probability of reducing bits with a value of one in the binary data of each weight. The tuning procedure is repeated until an end condition is met.

An arithmetic apparatus according to an embodiment outputs a multiplicative value obtained by multiplying a weight value and an input value. The arithmetic apparatus includes a memristor, a logarithmic transform circuit, and a current-voltage converter circuit. The memristor is a device capable of changing voltage-current characteristic, and the memristor is preset to voltage-current characteristic according to the weight value. The logarithmic transform circuit applies an intermediate voltage, to the memristor, that is obtained by logarithmically transforming an input voltage according to the input value in accordance with a logarithmic transform function obtained by multiplying a natural logarithm function by a preset coefficient. The current-voltage converter circuit outputs an output voltage obtained by performing current-voltage conversion of current flowing through the memristor according to a preset linear function, as a multiplicative value.

A differential mixed-signal logic processor is provided. The differential mixed-signal logic processor includes a plurality of mixed-signal multiplier branches for multiplication of an analog value A and a N-bit digital value B. Each of the plurality of mixed-signal multiplier branches include a first capacitor connected across a second capacitor and a third capacitor to provide a differential output across the second and third capacitors. A capacitance of the first capacitor is equal to half a capacitance of the second and third capacitors.

A multiply-accumulate operation apparatus is capable of sufficiently restraining a sneak current when employing a precharge method where the magnitude of an electric current flowing through an output line is detected. In a synapse operation section, memory cells storing respective synaptic connection weights are arranged in rows and columns. Output lines are connected to memory cells in the corresponding column, and input lines are connected to memory cells in the corresponding row. Each output line is precharged, and then its electric potential is decreased during the corresponding memory cells flow cell currents corresponding to their synaptic connection weights. A memory element of each memory cell includes a memory transistor, a drain side transistor, and a source side transistor connected in series, and is connected between the corresponding input and output line. The memory transistor stores a synaptic connection weight according to the amount of charge in a charge storage layer.

A processing-in-memory (PIM) device includes a plurality of storage regions, a global buffer, and a plurality of multiplication/accumulation (MAC) circuits. The plurality of MAC circuits are configured to perform a MAC operation of first data from the plurality of storage regions and second data from the global buffer. Each of the plurality of MAC circuits is categorized as either an active MAC circuit or an inactive MAC circuit. The MAC operation includes a selective MAC operation which is selectively performed by the active MAC circuit.

Mixed signal multipliers and methods for operating the same include a sampling capacitor and an accumulate capacitor. A sampling switch is configured to store an analog value on the sampling capacitor when a digital bit value of a digital signal is one and to store a zero when the digital bit value of the digital signal is a zero. An accumulate switch is configured to store an average of the stored value of the sampling capacitor and a previous stored value of the accumulate capacitor. A processor is configured to alternately trigger the sampling capacitor and the sampling capacitor for each bit value in the digital signal.

A multiplying-and-accumulating (MAC) operator for performing a MAC arithmetic operation of a weight matrix employing “M×N”-number of weight sub-matrixes as elements and a vector matrix employing “N”-number of vector sub-matrixes as elements (where “M” and “N” are natural numbers which are equal to or greater than two). The “M×N”-number of weight sub-matrixes are located at cross points of first to M.sup.th weight matrix group rows and first to N.sup.th weight matrix group columns, respectively. The “N”-number of vector sub-matrixes are located at cross points of first to N.sup.th vector matrix group rows and one vector matrix group column, respectively. The MAC operator is configured to perform the MAC arithmetic operations of a matrix group column unit for the “M”-number of weight sub-matrixes arrayed in each of the first to N.sup.th weight matrix group columns and the vector sub-matrix arrayed in each of the N.sup.th vector matrix group rows.

A processing-in-memory device includes a data storage region and an arithmetic circuit. The data storage region includes a first memory bank in which first data is divided into a first portion and a second portion and stored, and a second memory bank in which second data is divided into a first portion and a second portion and stored. The arithmetic circuit performs multiplication/accumulation operations on the first data and the second data and outputs final MAC result data.

A multiply-accumulate system (1) includes: a statistic calculation unit (111) that executes a standardization calculation for an input signal; and a multiply-accumulate device (10) that executes multiplication-accumulation based on the standardized input signal.

A memory device includes an array of composite memory units. At least one of the composite memory units comprises a first memory cell of a first type, a second memory cell of a second type, a first intra-unit data path connecting the first memory cell to the second memory cell, and a first data path control switch. The first data path control switch is responsive to a data transfer enable signal which enables data transfer between the first memory cell and the second memory cell through the first intra-unit data path.