Power management for an analog neural memory in a deep learning artificial neural network
Numerous embodiments of power management techniques are disclosed for various operations involving one or more vector-by-matrix multiplication (VMM) arrays within an artificial neural network.
1. A method of performing power management in vector-by- matrix multiplication system comprising an array of non-volatile memory cells arranged into rows and columns, an input circuit, and an output integrating circuit, the method comprising:
receiving, by the input circuit, a plurality of inputs during a read operation;
organizing, by the input circuit, the plurality of inputs into a first set of inputs and a second set of inputs;
applying the first set of inputs, by the input circuit, to a first set of rows in the array to generate a first set of outputs;
applying the second set of inputs, by the input circuit, to a second set of rows in the array to generate a second set of outputs; and
combining, by the output integrating circuit, the first set of outputs and the second set of outputs to generate an output for the read operation.
2. The method of claim 1 , wherein the first set of inputs is applied to word lines of the first set of rows and the second set of inputs is applied to word lines of the second set of rows.
3. The method of claim 1 , wherein the first set of inputs is applied to control gate lines of the first set of rows and the second set of inputs is applied to control gate lines of the second set of rows.
4. The method of claim 1 , wherein each of the plurality of inputs comprises one or more pulses.
5. The method of claim 1 , wherein the array comprises groups of neurons.
6. The method of claim 1 , wherein the non-volatile memory cells are split-gate flash memory cells.
7. The method of claim 1 , wherein the non-volatile memory cells are stacked-gate flash memory cells.
8. A method of performing power management in a vector-by-matrix multiplication system comprising a first array and a second array coupled to a timing control circuit and an input circuit, each of the first array and the second array comprising non- volatile memory cells arranged into rows and columns, the method comprising:
receiving, by the input circuit, a plurality of inputs;
sequentially enabling, by the timing control circuit, the first array to receive a first set of the plurality of inputs from the input circuit during a first read operation and the second array to receive a second set of the plurality of inputs from the input circuit during a second read operation.
9. The method of claim 8 , wherein the vector-by-matrix multiplication system further comprises output circuits to process a plurality of outputs from the first array and the second array.
10. The method of claim 9 , wherein the output circuits comprise analog- to-digital converters.
11. The method of claim 8 , wherein the input circuit comprises digital bits to pulse converters.
12. The method of claim 8 , wherein the input circuit comprises digital-to-analog converters.
13. The method of claim 8 , wherein the first array and the second array do not discharge array bias voltages when not enabled.