diff --git a/.gitignore b/.gitignore index c0ce169..5cd1b71 100644 --- a/.gitignore +++ b/.gitignore @@ -2,4 +2,5 @@ .DS_Store /.vscode /.vrp -/bin/LKH \ No newline at end of file +/bin/LKH +**/__pycache__ \ No newline at end of file diff --git a/.vscode/launch.json b/.vscode/launch.json index 57968f2..b376c28 100644 --- a/.vscode/launch.json +++ b/.vscode/launch.json @@ -4,6 +4,14 @@ // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 "version": "0.2.0", "configurations": [ + { + "name":"QUBO Solver", + "type":"python", + "request":"launch", + "program":"python/qubo_solver/src/main.py", + "args": [".vrp/att48_0.coo", "sim"], + "console":"integratedTerminal" + }, { "type": "lldb", "request": "launch", diff --git a/python/lkh-interface/src/main.py b/python/lkh-interface/src/main.py index 50b506b..f9c568a 100644 --- a/python/lkh-interface/src/main.py +++ b/python/lkh-interface/src/main.py @@ -5,7 +5,7 @@ parser = argparse.ArgumentParser( prog='LKH-3 Interface', description='A CLI Program to initiate solving CVRP files with LKH-3', - epilog='Made from Lucas Berger for scientific purposes') + epilog='Made by Lucas Berger for scientific purposes') parser.add_argument('tsplib_file') diff --git a/python/qubo_solver/README.md b/python/qubo_solver/README.md new file mode 100644 index 0000000..0374eea --- /dev/null +++ b/python/qubo_solver/README.md @@ -0,0 +1 @@ +qubo-solver \ No newline at end of file diff --git a/python/qubo_solver/att48_1.coo b/python/qubo_solver/att48_1.coo deleted file mode 100644 index bbfee7e..0000000 --- a/python/qubo_solver/att48_1.coo +++ /dev/null @@ -1,7698 +0,0 @@ -%%MatrixMarket matrix coordinate real general -256 256 7696 -1 1 -94592.65493683958 -1 2 94592.65493683958 -1 3 94592.65493683958 -1 4 94592.65493683958 -1 5 94592.65493683958 -1 6 94592.65493683958 -1 7 94592.65493683958 -1 8 94592.65493683958 -1 9 94592.65493683958 -1 10 94592.65493683958 -1 11 94592.65493683958 -1 12 94592.65493683958 -1 13 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">=3.9,<3.10" wheel = "^0.41.1" cython = "^3.0.0" -rectangle-packer = { file = "./rectangle_packer-2.0.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl" } +rectangle-packer = { file = "./wheels/rectangle_packer-2.0.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl" } dwave-ocean-sdk = "^6.4.1" [build-system] diff --git a/python/qubo_solver/src/main.py b/python/qubo_solver/src/main.py index 99df360..6c25524 100644 --- a/python/qubo_solver/src/main.py +++ b/python/qubo_solver/src/main.py @@ -1,27 +1,47 @@ -import datetime -from dimod import BINARY, BinaryQuadraticModel -from dwave.system import DWaveSampler, EmbeddingComposite from datetime import datetime -from hybrid import SimplifiedQbsolv, State +from typing import Literal +import os +from dimod import BINARY, BinaryQuadraticModel +import argparse + +from solver import solve_with def main(): - # Your main code logic goes here - - with open('./att48_0.coo') as problem: + + parser = argparse.ArgumentParser( + prog='DWave QUBO solver', + description='A CLI Program to initiate solving COOrdinate files with DWave Systems', + epilog='Made by Lucas Berger for scientific purposes') + + + parser.add_argument('coo_file') + parser.add_argument('type', default='sim', choices=['sim', 'hybrid', 'qbsolv', 'direct']) + parser.add_argument('--output-file') + + args = parser.parse_args() + type: Literal['sim', 'hybrid', 'qbsolv', 'direct'] = args.type + + with open(args.coo_file) as problem: bqm = BinaryQuadraticModel.from_coo(problem, vartype=BINARY) - len(bqm) + + filename = os.path.basename(args.coo_file) + last = datetime.now().timestamp() print("started") - workflow = SimplifiedQbsolv(max_time=10) - # future.wait() - init_state = State.from_problem(bqm) - final_state = workflow.run(init_state, label="QBsolv").result() + + sampleset = solve_with(bqm, type, filename) + now = datetime.now().timestamp() print(f"ended after {now - last}") - sampleset = final_state.samples - print(sampleset.first.energy) - print(sampleset.first.sample) + + if args.output_file: + with open(args.output_file, "w") as out: + out.writelines([f"{bin}\n" for bin in sampleset.first.sample.values()]) + else: + print(sampleset.first.energy) + print(sampleset.first.sample) + if __name__ == "__main__": - main() \ No newline at end of file + main() diff --git a/python/qubo_solver/src/solver.py b/python/qubo_solver/src/solver.py new file mode 100644 index 0000000..5131fe4 --- /dev/null +++ b/python/qubo_solver/src/solver.py @@ -0,0 +1,28 @@ +from typing import Literal +from dimod import BinaryQuadraticModel, Sampler, SimulatedAnnealingSampler, SampleSet +from dwave.system import DWaveSampler, EmbeddingComposite, LeapHybridSampler +from hybrid import SimplifiedQbsolv, State + +solvertype = Literal['sim', 'hybrid', 'qbsolv', 'direct'] + +def solve_with(bqm: BinaryQuadraticModel, type: solvertype, label: str) -> SampleSet: + + if type == 'sim': + sampler: Sampler = SimulatedAnnealingSampler() + return sampler.sample(bqm) + elif type == 'direct': + sampler: Sampler = EmbeddingComposite(DWaveSampler()) + return sampler.sample( + bqm, num_reads=250, label=f"DWaveSampler with embedding num_reads=250 {label}" + ) + elif type == 'hybrid': + sampler: Sampler = LeapHybridSampler() + return sampler.sample( + bqm, time_limit=10, label=f"LeapHybridSampler num_reads=250: {label}" + ) + elif type == 'qbsolv': + init_state = State.from_problem(bqm) + workflow = SimplifiedQbsolv() + final_state = workflow.run(init_state).result() + return final_state.samples + \ No newline at end of file diff --git a/python/qubo_solver/rectangle_packer-2.0.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl b/python/qubo_solver/wheels/rectangle_packer-2.0.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl similarity index 100% rename from python/qubo_solver/rectangle_packer-2.0.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl rename to python/qubo_solver/wheels/rectangle_packer-2.0.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl