Source code for qermit.noise_model.qermit_pauli

from __future__ import annotations

import math
from collections.abc import Iterable
from typing import Dict, List, Tuple, Union

import numpy as np
from numpy.random import Generator
from pytket.circuit import Circuit, OpType, Qubit
from pytket.pauli import Pauli, QubitPauliString


[docs] class QermitPauli: """For the manipulation of Pauli strings. In particular, how they are changed by the action of Clifford circuits. Note that each term in the tensor product of the Paulis should be thought of as: (i)^{phase}X^{X_list}Z^{Z_list} """ phase_dict: Dict[int, complex] = { 0: 1 + 0j, 1: 0 + 1j, 2: -1 + 0j, 3: 0 - 1j, } def __init__( self, Z_list: List[int], X_list: List[int], qubit_list: List[Qubit], phase: int = 0, ): """Initialisation is by a list of qubits, and lists of 0, 1 values indicating that a Z or X operator acts there. :param Z_list: 0 indicates no Z, 1 indicates Z. :param X_list: 0 indicates no X, 1 indicates X. :param qubit_list: List of qubits on which the Pauli acts. :param phase: Phase as a power of i """ assert all([Z in {0, 1} for Z in Z_list]) assert len(Z_list) == len(qubit_list) self.Z_list = {qubit: Z for qubit, Z in zip(qubit_list, Z_list)} self.X_list = {qubit: X for qubit, X in zip(qubit_list, X_list)} self.phase = phase self.qubit_list = qubit_list
[docs] @staticmethod def commute_coeff(pauli_one: QermitPauli, pauli_two: QermitPauli) -> int: """Calculate the coefficient which result from commuting pauli_one past pauli_two. That is to say P_2 P_1 = c P_1 P_2 where c is the coefficient returned by this function. :param pauli_one: First Pauli :param pauli_two: Second Pauli :raises Exception: Raised if the Paulis do not act on matching qubits. :return: Coefficient resulting from commuting the two Paulis. """ if not pauli_one.qubit_list == pauli_two.qubit_list: raise Exception( "The given Paulis must act on the same qubits. " + f"In this case the qubits acted on by pauli_one {pauli_one.qubit_list} " + f"differ from those of pauli_two {pauli_two.qubit_list}." ) power = sum( pauli_one.X_list[qubit] * pauli_two.Z_list[qubit] for qubit in pauli_one.qubit_list ) power += sum( pauli_one.Z_list[qubit] * pauli_two.X_list[qubit] for qubit in pauli_one.qubit_list ) return (-1) ** power
[docs] def is_measureable(self, qubit_list: List[Qubit]) -> bool: """Checks if this Pauli would be measurable on the given qubits in the computational bases. That is to say if at least one Pauli on the given qubits anticommutes with Z. :param qubit_list: Qubits on which if measurable should be checked. :raises Exception: Raised if the given qubits are not contained in this Pauli. :return: True if at least one Pauli on the given qubits anticommutes with Z. False otherwise. """ if not all(qubit in self.qubit_list for qubit in qubit_list): raise Exception(f"{qubit_list} is not a subset of {self.qubit_list}.") return any(self.X_list[qubit] == 1 for qubit in qubit_list)
[docs] def reduce_qubits(self, qubit_list: List[Qubit]) -> QermitPauli: """Reduces Pauli onto given list of qubits. A new reduced Pauli is created. :param qubit_list: Qubits onto which pauli should be reduced. :return: Reduced Pauli. """ return QermitPauli( Z_list=[Z for qubit, Z in self.Z_list.items() if qubit not in qubit_list], X_list=[X for qubit, X in self.X_list.items() if qubit not in qubit_list], qubit_list=[qubit for qubit in self.qubit_list if qubit not in qubit_list], phase=self.phase, )
@property def is_identity(self) -> bool: """True is the pauli represents the all I string. :return: True is the pauli represents the all I string. """ return all(Z == 0 for Z in self.Z_list.values()) and all( X == 0 for X in self.X_list.values() )
[docs] @classmethod def random_pauli( cls, qubit_list: List[Qubit], rng: Generator = np.random.default_rng(), ) -> QermitPauli: """Generates a uniformly random Pauli. :param qubit_list: Qubits on which the Pauli acts. :param rng: Randomness generator, defaults to np.random.default_rng() :return: Random pauli. """ return cls( Z_list=list(rng.integers(2, size=len(qubit_list))), X_list=list(rng.integers(2, size=len(qubit_list))), qubit_list=qubit_list, )
[docs] def dagger(self) -> QermitPauli: """Generates the inverse of the Pauli. :return: Conjugate transpose of the Pauli. """ # the phase is the conjugate of the original phase = self.phase phase += 2 * (self.phase % 2) Z_list = list(self.Z_list.values()) X_list = list(self.X_list.values()) # The phase is altered here as the order Z and X is reversed by # the inversion. for Z, X in zip(Z_list, X_list): phase += 2 * Z * X phase %= 4 return QermitPauli( Z_list=Z_list, X_list=X_list, qubit_list=self.qubit_list, phase=phase, )
[docs] @classmethod def from_qubit_pauli_string(cls, qps: QubitPauliString) -> QermitPauli: """Create a Pauli from a qubit pauli string. :param qps: Qubit pauli string to be converted to a Pauli. :return: Pauli created from qubit pauli string. """ Z_list = [] X_list = [] phase = 0 qubit_list = [] for pauli in qps.to_list(): qubit = Qubit(name=pauli[0][0], index=pauli[0][1]) qubit_list.append(qubit) if pauli[1] in ["Z", "Y"]: Z_list.append(1) else: Z_list.append(0) if pauli[1] in ["X", "Y"]: X_list.append(1) else: X_list.append(0) if pauli[1] == "Y": phase += 1 phase %= 4 return cls( Z_list=Z_list, X_list=X_list, qubit_list=qubit_list, phase=phase, )
def __hash__(self): key = ( *list(self.Z_list.values()), *list(self.X_list.values()), *self.qubit_list, self.phase, ) return hash(key) def __str__(self) -> str: qubit_pauli_string, operator_phase = self.qubit_pauli_string return f"{qubit_pauli_string}, {operator_phase}" def __eq__(self, other: object) -> bool: """Checks for equality by checking all qubits match, and that all Paulis on those qubits match. :param other: Pauli to compare against. :return: True is equivalent. """ if not isinstance(other, QermitPauli): return False if sorted(list(self.X_list.keys())) != sorted(list(other.X_list.keys())): return False if not all( self.X_list[quibt] == other.X_list[quibt] for quibt in self.X_list.keys() ): return False if sorted(list(self.Z_list.keys())) != sorted(list(other.Z_list.keys())): return False if not all( self.Z_list[quibt] == other.Z_list[quibt] for quibt in self.X_list.keys() ): return False if self.phase != other.phase: return False return True
[docs] def apply_circuit(self, circuit: Circuit): """Apply a circuit to a pauli. This is to say commute tha Pauli through the circuit. The circuit should be a Clifford circuit. :param circuit: Circuit to be applied. """ for command in circuit.get_commands(): if command.op.type == OpType.Barrier: continue self.apply_gate( op_type=command.op.type, qubits=command.qubits, params=command.op.params, )
[docs] def apply_gate(self, op_type: OpType, qubits: List[Qubit], **kwargs): """Apply operation of given type to given qubit in the pauli. At present the recognised operation types are H, S, CX, Z, Sdg, X, Y, CZ, SWAP, and Barrier. :param op_type: Type of operator to be applied. :param qubits: Qubits to which operator is applied. :raises Exception: Raised if operator is not recognised. """ if op_type == OpType.H: self.H(qubit=qubits[0]) elif op_type == OpType.S: self.S(qubit=qubits[0]) elif op_type == OpType.CX: self.CX(control_qubit=qubits[0], target_qubit=qubits[1]) elif op_type == OpType.Z: self.S(qubit=qubits[0]) self.S(qubit=qubits[0]) elif op_type == OpType.Sdg: self.S(qubit=qubits[0]) self.S(qubit=qubits[0]) self.S(qubit=qubits[0]) elif op_type == OpType.X: self.H(qubit=qubits[0]) self.apply_gate(op_type=OpType.Z, qubits=qubits) self.H(qubit=qubits[0]) elif op_type == OpType.Y: self.apply_gate(op_type=OpType.Z, qubits=qubits) self.apply_gate(op_type=OpType.X, qubits=qubits) elif op_type == OpType.CZ: self.H(qubit=qubits[1]) self.CX(control_qubit=qubits[0], target_qubit=qubits[1]) self.H(qubit=qubits[1]) elif op_type == OpType.SWAP: self.CX(control_qubit=qubits[0], target_qubit=qubits[1]) self.CX(control_qubit=qubits[1], target_qubit=qubits[0]) self.CX(control_qubit=qubits[0], target_qubit=qubits[1]) elif op_type == OpType.PhasedX: params = kwargs.get("params", None) if all( math.isclose(param % 0.5, 0) or math.isclose(param % 0.5, 0.5) for param in params ): self.apply_gate(OpType.Rz, qubits=qubits, params=[-params[1]]) self.apply_gate(OpType.Rx, qubits=qubits, params=[params[0]]) self.apply_gate(OpType.Rz, qubits=qubits, params=[params[1]]) else: raise Exception(f"{params} are not clifford angles for " + "PhasedX.") elif op_type == OpType.Rz: params = kwargs.get("params", None) angle = params[0] if math.isclose(angle % 0.5, 0) or math.isclose(angle % 0.5, 0.5): angle = round(angle, 1) for _ in range(int((angle % 2) // 0.5)): self.S(qubit=qubits[0]) else: raise Exception(f"{angle} is not a clifford angle.") elif op_type == OpType.Rx: params = kwargs.get("params", None) angle = params[0] if math.isclose(angle % 0.5, 0) or math.isclose(angle % 0.5, 0.5): angle = round(angle, 1) self.H(qubit=qubits[0]) for _ in range(int((angle % 2) // 0.5)): self.S(qubit=qubits[0]) self.H(qubit=qubits[0]) else: raise Exception(f"{angle} is not a clifford angle.") elif op_type == OpType.ZZMax: self.CX(control_qubit=qubits[0], target_qubit=qubits[1]) self.S(qubit=qubits[1]) self.CX(control_qubit=qubits[0], target_qubit=qubits[1]) elif op_type == OpType.ZZPhase: params = kwargs.get("params", None) angle = params[0] if math.isclose(angle % 0.5, 0) or math.isclose(angle % 0.5, 0.5): angle = round(angle, 1) for _ in range(int((angle % 2) // 0.5)): self.apply_gate(op_type=OpType.ZZMax, qubits=qubits) else: raise Exception(f"{angle} is not a clifford angle.") elif op_type == OpType.Barrier: pass else: raise Exception( f"{op_type} is an unrecognised gate type. " + "Please use only Clifford gates." )
[docs] def S(self, qubit: Qubit): """Act S operation on the pauli. In particular this transforms the pauli (i)^{phase}X^{X_liist}Z^{Z_list} to (i)^{phase}SX^{X_liist}Z^{Z_list}S^{dagger}. :param qubit: Qubit in Pauli onto which S is acted. """ self.Z_list[qubit] += self.X_list[qubit] self.Z_list[qubit] %= 2 self.phase += self.X_list[qubit] self.phase %= 4
[docs] def H(self, qubit: Qubit): """Act H operation. In particular this transforms the Pauli (i)^{phase}X^{X_liist}Z^{Z_list} to H(i)^{phase}X^{X_liist}Z^{Z_list}H^{dagger}. :param qubit: Qubit in Pauli on which H is acted. """ self.phase += 2 * self.X_list[qubit] * self.Z_list[qubit] self.phase %= 4 temp_X = self.X_list[qubit] self.X_list[qubit] = self.Z_list[qubit] self.Z_list[qubit] = temp_X
[docs] def CX(self, control_qubit: Qubit, target_qubit: Qubit): """Act CX operation. In particular this transforms the Pauli (i)^{phase}X^{X_liist}Z^{Z_list} to CX(i)^{phase}X^{X_liist}Z^{Z_list}CX^{dagger}. :param control_qubit: Control qubit of CX gate. :param target_qubit: Target qubit of CX gate. """ self.Z_list[control_qubit] += self.Z_list[target_qubit] self.Z_list[control_qubit] %= 2 self.X_list[target_qubit] += self.X_list[control_qubit] self.X_list[target_qubit] %= 2
[docs] def pre_multiply(self, pauli: QermitPauli): """Pre-multiply by a Pauli. :param pauli: Pauli to pre multiply by. """ for qubit in self.qubit_list: if pauli.X_list[qubit]: self.pre_apply_X(qubit) if pauli.Z_list[qubit]: self.pre_apply_Z(qubit) self.phase += pauli.phase self.phase %= 4
[docs] def pre_apply_pauli(self, pauli: Union[Pauli, OpType], qubit: Qubit): """Pre apply by a pauli on a particular qubit. :param pauli: Pauli to pre-apply. :param qubit: Qubit to apply Pauli to. :raises Exception: Raised if pauli is not a pauli operation. """ if pauli in [Pauli.X, OpType.X]: self.pre_apply_X(qubit) elif pauli in [Pauli.Z, OpType.Z]: self.pre_apply_Z(qubit) elif pauli in [Pauli.Y, OpType.Y]: self.pre_apply_X(qubit) self.pre_apply_Z(qubit) self.phase += 1 self.phase %= 4 elif pauli == Pauli.I: pass else: raise Exception(f"{pauli} is not a Pauli.")
[docs] def pre_apply_X(self, qubit: Qubit): """Pre-apply X Pauli ito qubit. :param qubit: Qubit to which X is pre-applied. """ self.X_list[qubit] += 1 self.X_list[qubit] %= 2 self.phase += 2 * self.Z_list[qubit] self.phase %= 4
[docs] def pre_apply_Z(self, qubit: Qubit): """Pre-apply Z Pauli ito qubit. :param qubit: Qubit to which Z is pre-applied. """ self.Z_list[qubit] += 1 self.Z_list[qubit] %= 2
[docs] def post_apply_pauli(self, pauli: Union[Pauli, OpType], qubit: Qubit): """Post apply a Pauli operation. :param pauli: Pauli to post-apply. :param qubit: Qubit to post-apply pauli to. :raises Exception: Raised if pauli is not a Pauli operation. """ if pauli in [Pauli.X, OpType.X]: self.post_apply_X(qubit) elif pauli in [Pauli.Z, OpType.Z]: self.post_apply_Z(qubit) elif pauli in [Pauli.Y, OpType.Y]: self.post_apply_Z(qubit) self.post_apply_X(qubit) self.phase += 1 self.phase %= 4 elif pauli == Pauli.I: pass else: raise Exception(f"{pauli} is not a Pauli.")
[docs] def post_apply_X(self, qubit: Qubit): """Post-apply X Pauli ito qubit. :param qubit: Qubit to which X is post-applied. """ self.X_list[qubit] += 1 self.X_list[qubit] %= 2
[docs] def post_apply_Z(self, qubit: Qubit): """Post-apply Z Pauli ito qubit. :param qubit: Qubit to which Z is post-applied. """ self.Z_list[qubit] += 1 self.Z_list[qubit] %= 2 self.phase += 2 * self.X_list[qubit] self.phase %= 4
[docs] def get_control_circuit(self, control_qubit: Qubit) -> Circuit: """Controlled circuit which acts Pauli. :return: Controlled circuit acting Paulii. """ circ = Circuit() circ.add_qubit(control_qubit) # TODO: in the case that this is secretly a controlled Y a controlled # Y should be applied. Otherwise there is additional noise added in # the case of a CY. for qubit in self.qubit_list: circ.add_qubit(id=qubit) if self.Z_list[qubit] == 1: circ.CZ( control_qubit=control_qubit, target_qubit=qubit, opgroup="pauli check", ) if self.X_list[qubit] == 1: circ.CX( control_qubit=control_qubit, target_qubit=qubit, opgroup="pauli check", ) for _ in range(self.phase): circ.S( control_qubit, opgroup="phase correction", ) return circ
@property def circuit(self) -> Circuit: """Circuit which acts Pauli. :return: Circuit acting Pauli. """ circ = Circuit() for qubit in self.qubit_list: circ.add_qubit(id=qubit) if self.Z_list[qubit] == 1: circ.Z(qubit) if self.X_list[qubit] == 1: circ.X(qubit) circ.add_phase(a=self.phase / 2) return circ @property def pauli_string(self) -> Tuple[List[Pauli], complex]: """List of Paulis which correspond to Pauli, and the phase. :return: [description] """ operator_phase = self.phase paulis = [] for X, Z in zip(self.X_list.values(), self.Z_list.values()): if X == 0 and Z == 0: paulis.append(Pauli.I) elif X == 1 and Z == 0: paulis.append(Pauli.X) elif X == 0 and Z == 1: paulis.append(Pauli.Z) elif X == 1 and Z == 1: paulis.append(Pauli.Y) operator_phase += 3 operator_phase %= 4 return paulis, self.phase_dict[operator_phase] @property def qubit_pauli_string(self) -> Tuple[QubitPauliString, complex]: """Qubit pauli string corresponding to Pauli, along with the appropriate phase. :return: Pauli string and phase corresponding to Pauli. """ paulis, operator_phase = self.pauli_string qubit_pauli_string = QubitPauliString(qubits=self.qubit_list, paulis=paulis) return qubit_pauli_string, operator_phase
[docs] @classmethod def from_pauli_iterable( cls, pauli_iterable: Iterable[Pauli], qubit_list: List[Qubit] ) -> QermitPauli: """Create a QermitPauli from a Pauli iterable. :param pauli_iterable: The Pauli iterable to convert. :param qubit_list: The qubits on which the resulting pauli will act. :return: The pauli corresponding to the given iterable. """ return cls( Z_list=[int(pauli in (Pauli.Z, Pauli.Y)) for pauli in pauli_iterable], X_list=[int(pauli in (Pauli.X, Pauli.Y)) for pauli in pauli_iterable], qubit_list=qubit_list, phase=sum(int(pauli == Pauli.Y) for pauli in pauli_iterable) % 4, )