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a/performance/scaling_circuits.py b/performance/scaling_circuits.py new file mode 100644 index 0000000..5b4a807 --- /dev/null +++ b/performance/scaling_circuits.py @@ -0,0 +1,76 @@ +from collections import deque +import matplotlib.pyplot as plt +import numpy as np + +from pyqcs import State, H, X, S, CZ +from pyqcs.graph.state import GraphState +from pyqcs.util.random_circuits import random_circuit + +from measure_circuit import execution_statistics + +def S_with_extra_arg(act, i): + return S(act) + +def test_scaling_circuits(state_factory + , nstart + , nstop + , step + , nqbits + , ncircuits + , **kwargs): + results = deque() + + for ngates in range(nstart, nstop, step): + circuits = [random_circuit(nqbits, ngates, X, H, S_with_extra_arg, CZ) + for _ in range(ncircuits)] + state = state_factory(nqbits) + + print("running test with", ngates, "gates on", nqbits, "qbits") + + N, avg, std_dev = execution_statistics(circuits, state, scale=1, **kwargs) + results.append([ngates, N, avg, std_dev]) + + return np.array(results, dtype=np.double) + + +if __name__ == "__main__": + nstart = 400 + nstop = 1600 + step = 50 + ncircuits = 250 + nqbits0 = 100 + nqbits1 = 50 + + np.random.seed(0xdeadbeef) + results_graph0 = test_scaling_circuits(GraphState.new_zero_state + , nstart + , nstop + , step + , nqbits0 + , ncircuits + , repeat=10) + np.random.seed(0xdeadbeef) + results_graph1 = test_scaling_circuits(GraphState.new_zero_state + , nstart + , nstop + , step + , nqbits1 + , ncircuits + , repeat=10) + + h0 = plt.errorbar(results_graph0[:, 0], results_graph0[:, 2], results_graph0[:, 3] + , label=f"Graphical Simulator $N_q={nqbits0}$ Qbits" + , marker="^" + , color="black") + h1 = plt.errorbar(results_graph1[:, 0], results_graph1[:, 2], results_graph1[:, 3] + , label=f"Graphical Simulator $N_q={nqbits1}$ Qbits" + , marker="o" + , color="black") + + plt.legend(handles=[h0, h1]) + plt.xlabel("Number of gates in circuit") + plt.ylabel("Execution time per circuit [s]") + plt.title(f"Execution Time for random Circuits") + + #plt.show() + plt.savefig("scaling_circuits.png", dpi=400)