From 3d359ebc1f7013c5b225086cf0bfdc9d2d5965f8 Mon Sep 17 00:00:00 2001 From: Nitin Shivaraman Date: Thu, 5 Oct 2023 15:13:49 +0800 Subject: [PATCH] MPS execution for quimb --- setup.py | 4 +--- src/qibotn/quimb.py | 17 +++++++++++++---- tests/test_qasm_quimb_backend.py | 8 +++++--- 3 files changed, 19 insertions(+), 10 deletions(-) diff --git a/setup.py b/setup.py index 2b1184c..3a690c0 100644 --- a/setup.py +++ b/setup.py @@ -41,9 +41,7 @@ setup( install_requires=[ "qibo>=0.1.10", "qibojit>=0.0.7", - "quimb[tensor]>=1.4.0", - "cupy>=11.6.0", - "cuquantum-python-cu11", + "quimb[tensor]>=1.6.0", ], extras_require={ "docs": [], diff --git a/src/qibotn/quimb.py b/src/qibotn/quimb.py index 8414540..5f5721b 100644 --- a/src/qibotn/quimb.py +++ b/src/qibotn/quimb.py @@ -3,16 +3,25 @@ import quimb.tensor as qtn 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 - 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: tncirc.apply_gate( gate.name, *gate.parameters, *gate.qubits, - parametrize=len(gate.parameters) > 0 + parametrize=False if is_mps else (len(gate.parameters) > 0), + **gate_opt ) return tncirc @@ -32,7 +41,7 @@ def eval(qasm: str, init_state, backend="numpy"): """ circuit = QiboCircuit.from_qasm(qasm) 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") amplitudes = interim.to_dense(backend=backend).flatten() diff --git a/tests/test_qasm_quimb_backend.py b/tests/test_qasm_quimb_backend.py index e962018..3fd756e 100644 --- a/tests/test_qasm_quimb_backend.py +++ b/tests/test_qasm_quimb_backend.py @@ -29,8 +29,9 @@ def time(func): return time, res -@pytest.mark.parametrize("nqubits", [1, 2, 5, 10]) -def test_eval(nqubits: int): +@pytest.mark.parametrize("nqubits, tolerance", + [(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 # TODO: remove completely, or at least delegate to the backend # implementation @@ -57,4 +58,5 @@ def test_eval(nqubits: int): ) 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"