evaluating circuit directly from quimb without qasm in qibo

This commit is contained in:
vinitha-balachandran
2024-02-23 14:22:06 +08:00
parent 151a5a51a1
commit b6bd9bdfd5

View File

@@ -1,38 +1,5 @@
import numpy as np import numpy as np
import quimb.tensor as qtn import quimb.tensor as qtn
from qibo.models import Circuit as QiboCircuit
def from_qibo(
circuit: QiboCircuit,
is_mps: False,
psi0=None,
method="svd",
cutoff=1e-6,
cutoff_mode="abs",
):
"""Create a tensor network representation of the circuit."""
nqubits = circuit.nqubits
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=False if is_mps else (len(gate.parameters) > 0),
**gate_opt
)
return tncirc
def init_state_tn(nqubits, init_state_sv): def init_state_tn(nqubits, init_state_sv):
@@ -48,10 +15,24 @@ def dense_vector_tn_qu(qasm: str, initial_state, is_mps, backend="numpy"):
backend (quimb): numpy, cupy, jax. Passed to ``opt_einsum``. backend (quimb): numpy, cupy, jax. Passed to ``opt_einsum``.
""" """
circuit = QiboCircuit.from_qasm(qasm)
if initial_state is not None: if initial_state is not None:
initial_state = init_state_tn(circuit.nqubits, initial_state) nqubits = int(np.log2(len(initial_state)))
circ_quimb = from_qibo(circuit, is_mps, psi0=initial_state) initial_state = init_state_tn(nqubits, initial_state)
if is_mps:
gate_opt = {}
gate_opt["method"] = "svd"
gate_opt["cutoff"] = 1e-6
gate_opt["cutoff_mode"] = "abs"
circ_quimb = qtn.circuit.CircuitMPS.from_openqasm2_str(
qasm, psi0=initial_state, gate_opts=gate_opt
)
else:
circ_quimb = qtn.circuit.Circuit.from_openqasm2_str(qasm, psi0=initial_state)
interim = circ_quimb.psi.full_simplify(seq="DRC") interim = circ_quimb.psi.full_simplify(seq="DRC")
amplitudes = interim.to_dense(backend=backend) amplitudes = interim.to_dense(backend=backend)