#!/usr/bin/env python3 import util.script as script import util.queries as queries import util.graph as graph import networkx as nx import dwave_networkx as dnx from neal import SimulatedAnnealingSampler import dimod from dwave.system.composites import FixedEmbeddingComposite from dwave.system.samplers import DWaveSampler from tqdm import tqdm def main(): mode = __get_mode() if mode == "SIMAN": __run_siman() elif mode == "QPU": __run_qpu() def __get_mode(): print("choose mode:") print("(1) simulated annealing") print("(2) qpu") mode = int(input()) if mode == 1: return "SIMAN" elif mode == 2: return "QPU" def __run_siman(): db = script.connect_to_instance_pool() target_graph = dnx.chimera_graph(16, 16, 4) solver_input_query = __get_solver_input_query(db, target_graph) base_sampler = SimulatedAnnealingSampler() chimera_sampler = dimod.StructureComposite(base_sampler, target_graph.nodes(), target_graph.edges()) __run_on_scope(solver_input_query, db["wmis_siman_results"], base_sampler) def __run_qpu(): db = script.connect_to_instance_pool() base_solver = DWaveSampler() solver_input_query = __get_solver_input_query(db, solver_graph) solver_args = {} solver_args["annealing_time"] = int(input("annealing time (in us): ")) __run_on_scope(solver_input_query, db["wmis_qpu_results"], base_solver, solver_args) def __get_solver_graph_id(db, solver): solver_graph = graph.create_qpu_solver_nxgraph(solver) return queries.get_id_of_solver_graph(db["solver_graphs"], nx.node_link_data(solver_graph)) def __get_solver_input_query(db, solver): solver_graph_id = __get_solver_graph_id(db, solver) scope = input("scope: ") solver_input_query = queries.WMIS_solver_input_scope_query(db) solver_input_query.query(scope, solver_graph_id) def __run_on_scope(solver_input_query, result_collection, base_solver, solver_args={}): run = int(input("save as run (numbered): ")) for solver_input in tqdm(solver_input_query): embedding = solver_input["embeddings"][0] qubo = solver_input["qubo"] solver = FixedEmbeddingComposite(base_solver, embedding) res = solver.sample_qubo(qubo, **solver_args) script.save_result(result_collection, res, solver_input, emb_list_index = 0, run = run) if __name__ == "__main__": main()