MPS execution for quimb

This commit is contained in:
Nitin Shivaraman
2023-10-05 15:13:49 +08:00
parent 6455825050
commit 3d359ebc1f
3 changed files with 19 additions and 10 deletions

View File

@@ -41,9 +41,7 @@ setup(
install_requires=[ install_requires=[
"qibo>=0.1.10", "qibo>=0.1.10",
"qibojit>=0.0.7", "qibojit>=0.0.7",
"quimb[tensor]>=1.4.0", "quimb[tensor]>=1.6.0",
"cupy>=11.6.0",
"cuquantum-python-cu11",
], ],
extras_require={ extras_require={
"docs": [], "docs": [],

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@@ -3,16 +3,25 @@ import quimb.tensor as qtn
from qibo.models import Circuit as QiboCircuit from qibo.models import Circuit as QiboCircuit
def from_qibo(circuit: QiboCircuit, psi0=None): def from_qibo(circuit: QiboCircuit, is_mps: False, psi0=None, method='svd',
cutoff=1e-6, cutoff_mode='abs'):
nqubits = circuit.nqubits nqubits = circuit.nqubits
tncirc = qtn.Circuit(nqubits, psi0=psi0) gate_opt = {}
if (is_mps):
tncirc = qtn.CircuitMPS(nqubits, psi0=psi0)
gate_opt["method"] = method
gate_opt["cutoff"] = cutoff
gate_opt["cutoff_mode"] = cutoff_mode
else:
tncirc = qtn.Circuit(nqubits, psi0=psi0)
for gate in circuit.queue: for gate in circuit.queue:
tncirc.apply_gate( tncirc.apply_gate(
gate.name, gate.name,
*gate.parameters, *gate.parameters,
*gate.qubits, *gate.qubits,
parametrize=len(gate.parameters) > 0 parametrize=False if is_mps else (len(gate.parameters) > 0),
**gate_opt
) )
return tncirc return tncirc
@@ -32,7 +41,7 @@ def eval(qasm: str, init_state, backend="numpy"):
""" """
circuit = QiboCircuit.from_qasm(qasm) circuit = QiboCircuit.from_qasm(qasm)
init_state_mps = init_state_tn(circuit.nqubits, init_state) init_state_mps = init_state_tn(circuit.nqubits, init_state)
circ_quimb = from_qibo(circuit, psi0=init_state_mps) circ_quimb = from_qibo(circuit, is_mps=True, psi0=init_state_mps)
interim = circ_quimb.psi.full_simplify(seq="DRC") interim = circ_quimb.psi.full_simplify(seq="DRC")
amplitudes = interim.to_dense(backend=backend).flatten() amplitudes = interim.to_dense(backend=backend).flatten()

View File

@@ -29,8 +29,9 @@ def time(func):
return time, res return time, res
@pytest.mark.parametrize("nqubits", [1, 2, 5, 10]) @pytest.mark.parametrize("nqubits, tolerance",
def test_eval(nqubits: int): [(1, 1e-6), (2, 1e-6), (5, 1e-3), (10, 1e-3)])
def test_eval(nqubits: int, tolerance: float):
# hack quimb to use the correct number of processes # hack quimb to use the correct number of processes
# TODO: remove completely, or at least delegate to the backend # TODO: remove completely, or at least delegate to the backend
# implementation # implementation
@@ -57,4 +58,5 @@ def test_eval(nqubits: int):
) )
assert 1e-2 * qibo_time < quimb_time < 1e2 * qibo_time assert 1e-2 * qibo_time < quimb_time < 1e2 * qibo_time
assert np.allclose(result_sv, result_tn), "Resulting dense vectors do not match" assert np.allclose(result_sv, result_tn,
atol=tolerance), "Resulting dense vectors do not match"