Neuromorphic synthesizer
Disclosed herein is a method for automatically generating an integrated circuit. The method includes receiving a behavioral description of at least the first layer of the neural network, converting the behavioral description of the first layer of the neural network into the computational graph, converting a computational graph to a circuit netlist based on a correlation of: (i) operations described in the computational graph, and (ii) an analog cell library including a plurality of predetermined circuit blocks that describe known neural network operations, generating a circuit layout that corresponds to at least a first layer of a neural network, and performing additional actions configured to cause generation of the integrated circuit based on the circuit layout. In some situations, the behavioral description defines an architecture of machine learning logic that represents at least a portion of the neural network. Additionally, in some situations, each cell of the integrated circuit includes a metal-oxide-semiconductor field-effect transistor (“MOSFET”).
1 . A non-transitory computer readable storage medium having stored thereon instructions, the instructions being executable by one or more processors to perform actions comprising:
receiving a behavioral description of a first layer of a neural network comprising one or more corresponding layer types;
parsing the behavioral description using a logic engine and converting the behavioral description of a machine learning logic module to a computational graph representing a plurality of levels of operation that describe the first layer of the neural network to a circuit netlist based on a correlation of:
(i) operations described in the computational graph, and
(ii) an analog cell library including a plurality of predetermined circuit blocks that describe known neural network operations; and
generating a circuit layout that corresponds to at least the first layer of the neural network;
wherein the logic engine is configured to route circuit blocks of the one or more corresponding layer types.
2 . The non-transitory computer readable storage medium of claim 1 , wherein the instructions being executable by the one or more processors of to perform further actions comprising:
creating a corresponding connection that connects the circuit blocks implementing corresponding computational elements.
3 . The non-transitory computer readable storage medium of claim 1 , wherein the levels of operation comprise primitive and complex operations.
4 . The non-transitory computer readable storage medium of claim 1 , wherein generating the circuit layout includes converting syntax of the circuit netlist to a representation of a circuit layout.
5 . The non-transitory computer readable storage medium of claim 1 , wherein at least one circuit block is instantiated with size parameters.
6 . The non-transitory computer readable storage medium of claim 1 , wherein if the operations are not defined in the analog cell library, the conversion includes using a set of predetermined rules to generate the netlist.
7 . The non-transitory computer readable storage medium of claim 1 , wherein the instructions being executable by the one or more processors of to perform further actions comprising:
performing additional actions configured to cause generation of an integrated circuit based on the circuit layout.
8 . The non-transitory computer readable storage medium of claim 1 , wherein the behavioral description includes machine code being a set of one or more instructions that are executable by a computer processing unit (CPU).
9 . The non-transitory computer readable storage medium of claim 1 , wherein the behavioral description defines an architecture of machine learning logic that represents at least a portion of the neural network.
10 . The non-transitory computer readable storage medium of claim 7 , wherein the integrated circuit includes a plurality of cells, each cell including a metal-oxide-semiconductor field-effect transistor (“MOSFET”).
11 . The non-transitory computer readable storage medium of claim 1 , wherein converting the computational graph to the circuit netlist further includes:
for each component element implementing an operation included in the computational graph, selecting one of the plurality of predetermined circuit blocks of the analog cell library that implements the operation.
12 . A method for automatically generating an integrated circuit, the method comprising:
receiving a behavioral description of a first layer of a neural network comprising one or more corresponding layer types;
parsing the behavioral description using a logic engine and converting the behavioral description of a machine learning logic module to a computational graph representing a plurality of levels of operation that describe the first layer of the neural network to a circuit netlist based on a correlation of:
(i) operations described in the computational graph, and
(ii) an analog cell library including a plurality of predetermined circuit blocks that describe known neural network operations; and
generating a circuit layout that corresponds to at least the first layer of the neural network;
wherein the logic engine is configured to route circuit blocks of the one or more corresponding layer types.
13 . The method of claim 12 , wherein the instructions being executable by the one or more processors of to perform further actions comprising:
creating a corresponding connection that connects the circuit blocks implementing corresponding computational elements.
14 . The method of claim 12 , wherein the levels of operation comprise primitive and complex operations.
15 . The method of claim 12 , wherein generating the circuit layout includes converting syntax of the circuit netlist to a representation of a circuit layout.
16 . The method of claim 12 , wherein at least one circuit block is instantiated with size parameters.
17 . The method of claim 12 , wherein if the operations are not defined in the analog cell library, the conversion includes using a set of predetermined rules to generate the netlist.
18 . The method of claim 12 , wherein the instructions being executable by the one or more processors of to perform further actions comprising:
performing additional actions configured to cause generation of an integrated circuit based on the circuit layout.
19 . The method of claim 12 , wherein the behavioral description includes machine code being a set of one or more instructions that are executable by a computer processing unit (CPU).
20 . The method of claim 12 , wherein converting the computational graph to the circuit netlist further includes:
for each component element implementing an operation included in the computational graph, selecting one of the plurality of predetermined circuit blocks of the analog cell library that implements the operation.