Grover’s Algorithm¶
Grover’s algorithm and helper functions.
Todo:
W gate construction (or perhaps -W gate based on Mermin’s book)
Generalize the algorithm for an unknown function that returns 1 on multiple qubit states, not just one.
Implement _represent_ZGate in OracleGate
- class sympy.physics.quantum.grover.OracleGate(*args, **kwargs)[source]¶
A black box gate.
The gate marks the desired qubits of an unknown function by flipping the sign of the qubits. The unknown function returns true when it finds its desired qubits and false otherwise.
- Parameters
qubits : int
Number of qubits.
oracle : callable
A callable function that returns a boolean on a computational basis.
Examples
Apply an Oracle gate that flips the sign of
|2>
on different qubits:>>> from sympy.physics.quantum.qubit import IntQubit >>> from sympy.physics.quantum.qapply import qapply >>> from sympy.physics.quantum.grover import OracleGate >>> f = lambda qubits: qubits == IntQubit(2) >>> v = OracleGate(2, f) >>> qapply(v*IntQubit(2)) -|2> >>> qapply(v*IntQubit(3)) |3>
- property search_function¶
The unknown function that helps find the sought after qubits.
- property targets¶
A tuple of target qubits.
- class sympy.physics.quantum.grover.WGate(*args, **kwargs)[source]¶
General n qubit W Gate in Grover’s algorithm.
The gate performs the operation
2|phi><phi| - 1
on some qubits.|phi> = (tensor product of n Hadamards)*(|0> with n qubits)
- Parameters
nqubits : int
The number of qubits to operate on
- sympy.physics.quantum.grover.apply_grover(oracle, nqubits, iterations=None)[source]¶
Applies grover’s algorithm.
- Parameters
oracle : callable
The unknown callable function that returns true when applied to the desired qubits and false otherwise.
- Returns
state : Expr
The resulting state after Grover’s algorithm has been iterated.
Examples
Apply grover’s algorithm to an even superposition of 2 qubits:
>>> from sympy.physics.quantum.qapply import qapply >>> from sympy.physics.quantum.qubit import IntQubit >>> from sympy.physics.quantum.grover import apply_grover >>> f = lambda qubits: qubits == IntQubit(2) >>> qapply(apply_grover(f, 2)) |2>
- sympy.physics.quantum.grover.grover_iteration(qstate, oracle)[source]¶
Applies one application of the Oracle and W Gate, WV.
- Parameters
qstate : Qubit
A superposition of qubits.
oracle : OracleGate
The black box operator that flips the sign of the desired basis qubits.
- Returns
Qubit : The qubits after applying the Oracle and W gate.
Examples
Perform one iteration of grover’s algorithm to see a phase change:
>>> from sympy.physics.quantum.qapply import qapply >>> from sympy.physics.quantum.qubit import IntQubit >>> from sympy.physics.quantum.grover import OracleGate >>> from sympy.physics.quantum.grover import superposition_basis >>> from sympy.physics.quantum.grover import grover_iteration >>> numqubits = 2 >>> basis_states = superposition_basis(numqubits) >>> f = lambda qubits: qubits == IntQubit(2) >>> v = OracleGate(numqubits, f) >>> qapply(grover_iteration(basis_states, v)) |2>
- sympy.physics.quantum.grover.superposition_basis(nqubits)[source]¶
Creates an equal superposition of the computational basis.
- Parameters
nqubits : int
The number of qubits.
- Returns
state : Qubit
An equal superposition of the computational basis with nqubits.
Examples
Create an equal superposition of 2 qubits:
>>> from sympy.physics.quantum.grover import superposition_basis >>> superposition_basis(2) |0>/2 + |1>/2 + |2>/2 + |3>/2