Algorithmic circuit design automation
A method, system, and computer program product for circuit design automation. The method identifies a set of circuit components for a proposed circuit design. A subset of circuit components is selected to generate an initial topology for the proposed circuit design. A set of subsequent topologies are iteratively generated by a heuristic search algorithm based on the subset of circuit components and the initial topology. A set of valid topologies of the set of subsequent topologies are determined by a circuit simulator based on the subset of circuit components and a set of connections within the set of subsequent topologies. The method generates the proposed circuit design from the set of valid topologies.
1 . A computer-implemented method, comprising:
identifying a set of circuit components for a proposed circuit design;
selecting a subset of circuit components to generate an initial topology for the proposed circuit design;
iteratively generating, by a heuristic search algorithm, a set of subsequent topologies based on the subset of circuit components and the initial topology;
determining, by a circuit simulator, a set of valid topologies of the set of subsequent topologies based on the subset of circuit components and a set of connections within the set of subsequent topologies; and
generating the proposed circuit design from the set of valid topologies.
2 . The method of claim 1 , wherein iteratively generating the set of subsequent topologies further comprises:
sequentially adding circuit components of the subset of circuit components to the proposed circuit design; and
sequentially adding a set of component connections of the sequentially added circuit components of the proposed circuit design.
3 . The method of claim 2 , wherein the circuit components of the subset of circuit components and the set of component connections are sequentially added by a Markov decision process.
4 . The method of claim 3 , wherein the Markov decision process sequentially adds the circuit components of the subset of circuit components first, and the Markov decision process sequentially adds the set of component connections second, the set of component connections being added after the subset of circuit components have been added.
5 . The method of claim 2 , wherein the circuit components of the subset of circuit components and the set of component connections are sequentially added in a predetermined order.
6 . The method of claim 1 , wherein the heuristic search algorithm is a Monte Carlo tree search algorithm.
7 . The method of claim 6 , wherein iteratively generating the set of subsequent topologies further comprises:
generating a first subsequent topology based on the initial topology and the Monte Carlo tree search algorithm; and
generating a second subsequent topology based on the first subsequent topology and the Monte Carlo tree search algorithm.
8 . A system, comprising:
one or more processors; and
a computer-readable storage medium, coupled to the one or more processors, storing program instructions that, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
identifying a set of circuit components for a proposed circuit design;
selecting a subset of circuit components to generate an initial topology for the proposed circuit design;
iteratively generating, by a heuristic search algorithm, a set of subsequent topologies based on the subset of circuit components and the initial topology;
determining, by a circuit simulator, a set of valid topologies of the set of subsequent topologies based on the subset of circuit components and a set of connections within the set of subsequent topologies; and
generating the proposed circuit design from the set of valid topologies.
9 . The system of claim 8 , wherein iteratively generating the set of subsequent topologies further comprises:
sequentially adding circuit components of the subset of circuit components to the proposed circuit design; and
sequentially adding a set of component connections of the sequentially added circuit components of the proposed circuit design.
10 . The system of claim 9 , wherein the circuit components of the subset of circuit components and the set of component connections are sequentially added by a Markov decision process.
11 . The system of claim 10 , wherein the Markov decision process sequentially adds the circuit components of the subset of circuit components first, and the Markov decision process sequentially adds the set of component connections second, the set of component connections being added after the subset of circuit components have been added.
12 . The system of claim 9 , wherein the circuit components of the subset of circuit components and the set of component connections are sequentially added in a predetermined order.
13 . The system of claim 8 , wherein the heuristic search algorithm is a Monte Carlo tree search algorithm.
14 . The system of claim 13 , wherein iteratively generating the set of subsequent topologies further comprises:
generating a first subsequent topology based on the initial topology and the Monte Carlo tree search algorithm; and
generating a second subsequent topology based on the first subsequent topology and the Monte Carlo tree search algorithm.
15 . A computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions being executable by one or more processors to cause the one or more processors to perform operations comprising:
identifying a set of circuit components for a proposed circuit design;
selecting a subset of circuit components to generate an initial topology for the proposed circuit design;
iteratively generating, by a heuristic search algorithm, a set of subsequent topologies based on the subset of circuit components and the initial topology;
determining, by a circuit simulator, a set of valid topologies of the set of subsequent topologies based on the subset of circuit components and a set of connections within the set of subsequent topologies; and
generating the proposed circuit design from the set of valid topologies.
16 . The computer program product of claim 15 , wherein iteratively generating the set of subsequent topologies further comprises:
sequentially adding circuit components of the subset of circuit components to the proposed circuit design; and
sequentially adding a set of component connections of the sequentially added circuit components of the proposed circuit design.
17 . The computer program product of claim 16 , wherein the circuit components of the subset of circuit components and the set of component connections are sequentially added by a Markov decision process and wherein the Markov decision process sequentially adds the circuit components of the subset of circuit components first, and the Markov decision process sequentially adds the set of component connections second, the set of component connections being added after the subset of circuit components have been added.
18 . The computer program product of claim 16 , wherein the circuit components of the subset of circuit components and the set of component connections are sequentially added in a predetermined order.
19 . The computer program product of claim 15 , wherein the heuristic search algorithm is a Monte Carlo tree search algorithm.
20 . The computer program product of claim 19 , wherein iteratively generating the set of subsequent topologies further comprises:
generating a first subsequent topology based on the initial topology and the Monte Carlo tree search algorithm; and
generating a second subsequent topology based on the first subsequent topology and the Monte Carlo tree search algorithm.