import re import copy from timeit import default_timer as timer import numpy as np import quimb as qu import quimb.tensor as qtn import qibo from qibo.models import QFT as qibo_qft def get_gate_params(operation): if "h " in operation: qbit_no = [int(re.findall(r"\d+", operation)[0])] qbit_no.insert(0, "H") elif "x " in operation: qbit_no = [int(re.findall(r"\d+", operation)[0])] qbit_no.insert(0, "X") elif "y " in operation: qbit_no = [int(re.findall(r"\d+", operation)[0])] qbit_no.insert(0, "Y") elif "z " in operation: qbit_no = [int(re.findall(r"\d+", operation)[0])] qbit_no.insert(0, "Z") elif "s " in operation: qbit_no = [int(re.findall(r"\d+", operation)[0])] qbit_no.insert(0, "S") elif "t " in operation: qbit_no = [int(re.findall(r"\d+", operation)[0])] qbit_no.insert(0, "T") elif "cu1" in operation: lamda = float( ".".join(re.findall(r"\b\d+(?:[Ee][+-]?\d+)?", operation.split(" ")[0])) ) qbit_no = re.findall(r"\d+", operation.split(" ")[1]) qbit_no = [int(x) for x in qbit_no] qbit_no[0:0] = ["CU1", lamda] elif "cu2" in operation: angles = re.findall(r"\b\d+(?:[Ee][+-]?\d+)?", operation.split(" ")[0]) phi = float(".".join(angles[0:2])) lamba = float(".".join(angles[2:])) qbit_no = re.findall(r"\d+", operation.split(" ")[1]) qbit_no = [int(x) for x in qbit_no] qbit_no[0:0] = ["CU2", phi, lamda] elif "cu3" in operation: angles = re.findall(r"\b\d+(?:[Ee][+-]?\d+)?", operation.split(" ")[0]) theta = float(".".join(angles[0:2])) phi = float(".".join(angles[2:4])) lamba = float(".".join(angles[4:])) qbit_no = re.findall(r"\d+", operation.split(" ")[1]) qbit_no = [int(x) for x in qbit_no] qbit_no[0:0] = ["CU3", theta, phi, lamda] elif " cx " in operation: qbit_no = re.findall(r"\d+", operation.split(" ")[1]) qbit_no = [int(x) for x in qbit_no] qbit_no.insert(0, "CX") elif " cy " in operation: qbit_no = re.findall(r"\d+", operation.split(" ")[1]) qbit_no = [int(x) for x in qbit_no] qbit_no.insert(0, "CY") elif " cz " in operation: qbit_no = re.findall(r"\d+", operation.split(" ")[1]) qbit_no = [int(x) for x in qbit_no] qbit_no.insert(0, "CZ") elif " ccx " in operation: qbit_no = re.findall(r"\d+", operation.split(" ")[1]) qbit_no = [int(x) for x in qbit_no] qbit_no.insert(0, "CCX") elif " ccy " in operation: qbit_no = re.findall(r"\d+", operation.split(" ")[1]) qbit_no = [int(x) for x in qbit_no] qbit_no.insert(0, "CCY") elif " ccz " in operation: qbit_no = re.findall(r"\d+", operation.split(" ")[1]) qbit_no = [int(x) for x in qbit_no] qbit_no.insert(0, "CCZ") elif " rx " in operation: theta = float( ".".join(re.findall(r"\b\d+(?:[Ee][+-]?\d+)?", operation.split(" ")[0])) ) qbit_no = [int(re.findall(r"\d+", operation)[0])] qbit_no[0:0] = ["RX", theta] elif "^ry " in operation: theta = float( ".".join(re.findall(r"\b\d+(?:[Ee][+-]?\d+)?", operation.split(" ")[0])) ) qbit_no = [int(re.findall(r"\d+", operation)[0])] qbit_no[0:0] = ["RY", theta] elif "^rz " in operation: theta = float( ".".join(re.findall(r"\b\d+(?:[Ee][+-]?\d+)?", operation.split(" ")[0])) ) qbit_no = [int(re.findall(r"\d+", operation)[0])] qbit_no[0:0] = ["RZ", theta] elif "^rzz " in operation: theta = float( ".".join(re.findall(r"\b\d+(?:[Ee][+-]?\d+)?", operation.split(" ")[0])) ) qbit_no = re.findall(r"\d+", operation.split(" ")[1]) qbit_no = [int(x) for x in qbit_no] qbit_no[0:0] = ["RZZ", theta] elif "^u1 " in operation: lamda = float( ".".join(re.findall(r"\b\d+(?:[Ee][+-]?\d+)?", operation.split(" ")[0])) ) qbit_no = [int(re.findall(r"\d+", operation)[0])] qbit_no[0:0] = ["U1", lamda] elif "^u2 " in operation: angles = re.findall(r"\b\d+(?:[Ee][+-]?\d+)?", operation.split(" ")[0]) phi = float(".".join(angles[0:2])) lamba = float(".".join(angles[2:])) qbit_no = int(re.findall(r"\d+", operation)[0]) qbit_no[0:0] = ["U2", phi, lamda] # pylint: disable=E1137 elif "^u3 " in operation: angles = re.findall(r"\b\d+(?:[Ee][+-]?\d+)?", operation.split(" ")[0]) theta = float(".".join(angles[0:2])) phi = float(".".join(angles[2:4])) lamba = float(".".join(angles[4:])) qbit_no = int(re.findall(r"\d+", operation)[0]) qbit_no[0:0] = ["U3", theta, phi, lamda] # pylint: disable=E1137 else: assert "Unsupported gate" return qbit_no def get_gate_functions(qasm_str, start_idx): func_list = [] result = [] idx_inc = 0 for line in qasm_str[start_idx:]: if "gate " in line: result = re.findall("[^,\s()]+", line) elif result and "{" not in line and "}" not in line: params = get_gate_params(line) func_list.append(*params) elif "}" in line: print("Returning the list") print(func_list) return func_list, idx_inc idx_inc += 1 def qasm_QFT(nqubits: int, qasm_str: str, with_swaps: bool = True, psi0=None): circ = qtn.Circuit(nqubits, psi0=psi0) qasm_str = qasm_str.split("\n") for idx, line in enumerate(qasm_str): command = line.split(" ")[0] if re.search("include|//|OPENQASM", command): continue elif "qreg" in command: nbits = int(re.findall(r"\d+", line)[0]) assert nbits == nqubits elif "swap" in command: break elif "gate" in command: # TODO: Complete gate handling gate_func, increment = get_gate_functions(qasm_str, idx) pass elif "barrier" in command: # TODO: Complete barrier handling pass elif "measure" in command: # TODO: Complete measure handling pass else: params = get_gate_params(line) circ.apply_gate(*params) if with_swaps: for i in range(nqubits // 2): # TODO: Ignore the barrier indices? circ.apply_gate("SWAP", i, nqubits - i - 1) return circ def eval_QI_qft(nqubits, backend="numpy", qibo_backend="qibojit", with_swaps=True): # backend (quimb): numpy, cupy, jax. Passed to ``opt_einsum``. # qibo_backend: qibojit, qibotf, tensorflow, numpy # generate random statevector as initial state init_state = np.random.random(2**nqubits) + 1j * np.random.random(2**nqubits) init_state = init_state / np.sqrt((np.abs(init_state) ** 2).sum()) init_state_quimb = copy.deepcopy(init_state) # Qibo circuit # qibo.set_backend(backend=qibo_backend, platform="numba") qibo.set_backend(backend=qibo_backend, platform="numpy") start = timer() circ_qibo = qibo_qft(nqubits, with_swaps) amplitudes_reference = np.array(circ_qibo(init_state)) end = timer() print("qibo time is " + str(end - start)) qasm_circ = circ_qibo.to_qasm() ##################################################################### # Quimb circuit qu.core.pnjit() # convert vector to MPS dims = tuple(2 * np.ones(nqubits, dtype=int)) init_state_MPS = qtn.tensor_1d.MatrixProductState.from_dense(init_state_quimb, dims) # construct quimb qft circuit start = timer() circ_quimb = qasm_QFT(nqubits, qasm_circ, with_swaps, psi0=init_state_MPS) interim = circ_quimb.psi.full_simplify(seq="DRC") result = interim.to_dense(backend=backend) amplitudes = result.flatten() end = timer() quimb_qft_time = end - start print("quimb time is " + str(quimb_qft_time)) assert np.allclose(amplitudes, amplitudes_reference, atol=1e-06)