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Add grover_operator function
#13365
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| Original file line number | Diff line number | Diff line change | ||||||||||
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@@ -16,10 +16,265 @@ | |||||||||||
| from typing import List, Optional, Union | ||||||||||||
| import numpy | ||||||||||||
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| from qiskit.circuit import QuantumCircuit, QuantumRegister, AncillaRegister | ||||||||||||
| from qiskit.circuit import QuantumCircuit, QuantumRegister, AncillaRegister, AncillaQubit | ||||||||||||
| from qiskit.exceptions import QiskitError | ||||||||||||
| from qiskit.quantum_info import Statevector, Operator, DensityMatrix | ||||||||||||
| from qiskit.utils.deprecation import deprecate_func | ||||||||||||
| from .standard_gates import MCXGate | ||||||||||||
| from .generalized_gates import DiagonalGate | ||||||||||||
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| def grover_operator( | ||||||||||||
| oracle: QuantumCircuit | Statevector, | ||||||||||||
| state_preparation: QuantumCircuit | None = None, | ||||||||||||
| zero_reflection: QuantumCircuit | DensityMatrix | Operator | None = None, | ||||||||||||
| reflection_qubits: list[int] | None = None, | ||||||||||||
| insert_barriers: bool = False, | ||||||||||||
| name: str = "Q", | ||||||||||||
| ): | ||||||||||||
| r"""Construct the Grover operator. | ||||||||||||
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||||||||||||
| Grover's search algorithm [1, 2] consists of repeated applications of the so-called | ||||||||||||
| Grover operator used to amplify the amplitudes of the desired output states. | ||||||||||||
| This operator, :math:`\mathcal{Q}`, consists of the phase oracle, :math:`\mathcal{S}_f`, | ||||||||||||
| zero phase-shift or zero reflection, :math:`\mathcal{S}_0`, and an | ||||||||||||
| input state preparation :math:`\mathcal{A}`: | ||||||||||||
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||||||||||||
| .. math:: | ||||||||||||
| \mathcal{Q} = \mathcal{A} \mathcal{S}_0 \mathcal{A}^\dagger \mathcal{S}_f | ||||||||||||
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| In the standard Grover search we have :math:`\mathcal{A} = H^{\otimes n}`: | ||||||||||||
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||||||||||||
| .. math:: | ||||||||||||
| \mathcal{Q} = H^{\otimes n} \mathcal{S}_0 H^{\otimes n} \mathcal{S}_f | ||||||||||||
| = D \mathcal{S_f} | ||||||||||||
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| The operation :math:`D = H^{\otimes n} \mathcal{S}_0 H^{\otimes n}` is also referred to as | ||||||||||||
| diffusion operator. In this formulation we can see that Grover's operator consists of two | ||||||||||||
| steps: first, the phase oracle multiplies the good states by -1 (with :math:`\mathcal{S}_f`) | ||||||||||||
| and then the whole state is reflected around the mean (with :math:`D`). | ||||||||||||
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| This class allows setting a different state preparation, as in quantum amplitude | ||||||||||||
| amplification (a generalization of Grover's algorithm), :math:`\mathcal{A}` might not be | ||||||||||||
| a layer of Hardamard gates [3]. | ||||||||||||
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||||||||||||
| The action of the phase oracle :math:`\mathcal{S}_f` is defined as | ||||||||||||
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| .. math:: | ||||||||||||
| \mathcal{S}_f: |x\rangle \mapsto (-1)^{f(x)}|x\rangle | ||||||||||||
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||||||||||||
| where :math:`f(x) = 1` if :math:`x` is a good state and 0 otherwise. To highlight the fact | ||||||||||||
| that this oracle flips the phase of the good states and does not flip the state of a result | ||||||||||||
| qubit, we call :math:`\mathcal{S}_f` a phase oracle. | ||||||||||||
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| Note that you can easily construct a phase oracle from a bitflip oracle by sandwiching the | ||||||||||||
| controlled X gate on the result qubit by a X and H gate. For instance | ||||||||||||
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| .. parsed-literal:: | ||||||||||||
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| Bitflip oracle Phaseflip oracle | ||||||||||||
| q_0: ──■── q_0: ────────────■──────────── | ||||||||||||
| ┌─┴─┐ ┌───┐┌───┐┌─┴─┐┌───┐┌───┐ | ||||||||||||
| out: ┤ X ├ out: ┤ X ├┤ H ├┤ X ├┤ H ├┤ X ├ | ||||||||||||
| └───┘ └───┘└───┘└───┘└───┘└───┘ | ||||||||||||
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| There is some flexibility in defining the oracle and :math:`\mathcal{A}` operator. Before the | ||||||||||||
| Grover operator is applied in Grover's algorithm, the qubits are first prepared with one | ||||||||||||
| application of the :math:`\mathcal{A}` operator (or Hadamard gates in the standard formulation). | ||||||||||||
| Thus, we always have operation of the form | ||||||||||||
| :math:`\mathcal{A} \mathcal{S}_f \mathcal{A}^\dagger`. Therefore it is possible to move | ||||||||||||
| bitflip logic into :math:`\mathcal{A}` and leaving the oracle only to do phaseflips via Z gates | ||||||||||||
| based on the bitflips. One possible use-case for this are oracles that do not uncompute the | ||||||||||||
| state qubits. | ||||||||||||
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| The zero reflection :math:`\mathcal{S}_0` is usually defined as | ||||||||||||
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| .. math:: | ||||||||||||
| \mathcal{S}_0 = 2 |0\rangle^{\otimes n} \langle 0|^{\otimes n} - \mathbb{I}_n | ||||||||||||
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||||||||||||
| where :math:`\mathbb{I}_n` is the identity on :math:`n` qubits. | ||||||||||||
| By default, this class implements the negative version | ||||||||||||
| :math:`2 |0\rangle^{\otimes n} \langle 0|^{\otimes n} - \mathbb{I}_n`, since this can simply | ||||||||||||
| be implemented with a multi-controlled Z sandwiched by X gates on the target qubit and the | ||||||||||||
| introduced global phase does not matter for Grover's algorithm. | ||||||||||||
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| Examples: | ||||||||||||
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| We can construct a Grover operator just from the phase oracle: | ||||||||||||
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| .. plot:: | ||||||||||||
| :include-source: | ||||||||||||
| :context: | ||||||||||||
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| from qiskit.circuit import QuantumCircuit | ||||||||||||
| from qiskit.circuit.library import grover_operator | ||||||||||||
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| oracle = QuantumCircuit(2) | ||||||||||||
| oracle.z(0) # good state = first qubit is |1> | ||||||||||||
| grover_op = grover_operator(oracle, insert_barriers=True) | ||||||||||||
| grover_op.draw("mpl") | ||||||||||||
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| We can also modify the state preparation: | ||||||||||||
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| .. plot:: | ||||||||||||
| :include-source: | ||||||||||||
| :context: | ||||||||||||
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| oracle = QuantumCircuit(1) | ||||||||||||
| oracle.z(0) # the qubit state |1> is the good state | ||||||||||||
| state_preparation = QuantumCircuit(1) | ||||||||||||
| state_preparation.ry(0.2, 0) # non-uniform state preparation | ||||||||||||
| grover_op = grover_operator(oracle, state_preparation) | ||||||||||||
| grover_op.draw("mpl") | ||||||||||||
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| In addition, we can also mark which qubits the zero reflection should act on. This | ||||||||||||
| is useful in case that some qubits are just used as scratch space but should not affect | ||||||||||||
| the oracle: | ||||||||||||
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| .. plot:: | ||||||||||||
| :include-source: | ||||||||||||
| :context: | ||||||||||||
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| oracle = QuantumCircuit(4) | ||||||||||||
| oracle.z(3) | ||||||||||||
| reflection_qubits = [0, 3] | ||||||||||||
| state_preparation = QuantumCircuit(4) | ||||||||||||
| state_preparation.cry(0.1, 0, 3) | ||||||||||||
| state_preparation.ry(0.5, 3) | ||||||||||||
| grover_op = grover_operator(oracle, state_preparation, reflection_qubits=reflection_qubits) | ||||||||||||
| grover_op.draw("mpl") | ||||||||||||
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| The oracle and the zero reflection can also be passed as :mod:`qiskit.quantum_info` | ||||||||||||
| objects: | ||||||||||||
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| .. plot:: | ||||||||||||
| :include-source: | ||||||||||||
| :context: | ||||||||||||
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| from qiskit.quantum_info import Statevector, DensityMatrix, Operator | ||||||||||||
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| mark_state = Statevector.from_label("011") | ||||||||||||
| reflection = 2 * DensityMatrix.from_label("000") - Operator.from_label("III") | ||||||||||||
| grover_op = grover_operator(oracle=mark_state, zero_reflection=reflection) | ||||||||||||
| grover_op.draw("mpl") | ||||||||||||
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| For a large number of qubits, the multi-controlled X gate used for the zero-reflection | ||||||||||||
| can be synthesized in different fashion. Depending on the number of available qubits, | ||||||||||||
| the compiler will choose a different implementation: | ||||||||||||
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| .. code-block:: python | ||||||||||||
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| from qiskit import transpile, Qubit | ||||||||||||
| from qiskit.circuit import QuantumCircuit | ||||||||||||
| from qiskit.circuit.library import grover_operator | ||||||||||||
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| oracle = QuantumCircuit(10) | ||||||||||||
| oracle.z(oracle.qubits) | ||||||||||||
| grover_op = grover_operator(oracle) | ||||||||||||
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| # without extra qubit space, the MCX synthesis is expensive | ||||||||||||
| basis_gates = ["u", "cx"] | ||||||||||||
| tqc = transpile(grover_op, basis_gates=basis_gates) | ||||||||||||
| is_2q = lambda inst: len(inst.qubits) == 2 | ||||||||||||
| print("2q depth w/o scratch qubits:", tqc.depth(filter_function=is_2q)) # > 350 | ||||||||||||
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| # add extra bits that can be used as scratch space | ||||||||||||
| grover_op.add_bits([Qubit() for _ in range(num_qubits)]) | ||||||||||||
| print("2q depth w/ scratch qubits:", tqc.depth(filter_function=is_2q)) # < 100 | ||||||||||||
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Comment on lines
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. shouldn't you retranspile after adding the extra bits in this example? |
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| Args: | ||||||||||||
| oracle: The phase oracle implementing a reflection about the bad state. Note that this | ||||||||||||
| is not a bitflip oracle, see the docstring for more information. | ||||||||||||
| state_preparation: The operator preparing the good and bad state. | ||||||||||||
| For Grover's algorithm, this is a n-qubit Hadamard gate and for amplitude | ||||||||||||
| amplification or estimation the operator :math:`\mathcal{A}`. | ||||||||||||
| zero_reflection: The reflection about the zero state, :math:`\mathcal{S}_0`. | ||||||||||||
| reflection_qubits: Qubits on which the zero reflection acts on. | ||||||||||||
| insert_barriers: Whether barriers should be inserted between the reflections and A. | ||||||||||||
| name: The name of the circuit. | ||||||||||||
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| References: | ||||||||||||
| [1]: L. K. Grover (1996), A fast quantum mechanical algorithm for database search, | ||||||||||||
| `arXiv:quant-ph/9605043 <https://arxiv.org/abs/quant-ph/9605043>`_. | ||||||||||||
| [2]: I. Chuang & M. Nielsen, Quantum Computation and Quantum Information, | ||||||||||||
| Cambridge: Cambridge University Press, 2000. Chapter 6.1.2. | ||||||||||||
| [3]: Brassard, G., Hoyer, P., Mosca, M., & Tapp, A. (2000). | ||||||||||||
| Quantum Amplitude Amplification and Estimation. | ||||||||||||
| `arXiv:quant-ph/0005055 <http://arxiv.org/abs/quant-ph/0005055>`_. | ||||||||||||
| """ | ||||||||||||
| # We inherit the ancillas/qubits structure from the oracle, if it is given as circuit. | ||||||||||||
| if isinstance(oracle, QuantumCircuit): | ||||||||||||
| circuit = oracle.copy_empty_like(name=name, vars_mode="drop") | ||||||||||||
| else: | ||||||||||||
| circuit = QuantumCircuit(oracle.num_qubits, name=name) | ||||||||||||
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||||||||||||
| # (1) Add the oracle. | ||||||||||||
| # If the oracle is given as statevector, turn it into a circuit that implements the | ||||||||||||
| # reflection about the state. | ||||||||||||
| if isinstance(oracle, Statevector): | ||||||||||||
| diagonal = DiagonalGate((-1) ** oracle.data) | ||||||||||||
| circuit.append(diagonal, circuit.qubits) | ||||||||||||
| else: | ||||||||||||
| circuit.compose(oracle, inplace=True) | ||||||||||||
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| if insert_barriers: | ||||||||||||
| circuit.barrier() | ||||||||||||
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| # (2) Add the inverse state preparation. | ||||||||||||
| # For this we need to know the target qubits that we apply the zero reflection to. | ||||||||||||
| # If the reflection qubits are not given, we assume they are the qubits that are not | ||||||||||||
| # of type ``AncillaQubit`` in the oracle. | ||||||||||||
| if reflection_qubits is None: | ||||||||||||
| reflection_qubits = [ | ||||||||||||
| i for i, qubit in enumerate(circuit.qubits) if not isinstance(qubit, AncillaQubit) | ||||||||||||
| ] | ||||||||||||
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| if state_preparation is None: | ||||||||||||
| circuit.h(reflection_qubits) # H is self-inverse | ||||||||||||
| else: | ||||||||||||
| circuit.compose(state_preparation.inverse(), inplace=True) | ||||||||||||
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| if insert_barriers: | ||||||||||||
| circuit.barrier() | ||||||||||||
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| # (3) Add the zero reflection. | ||||||||||||
| if zero_reflection is None: | ||||||||||||
| num_reflection = len(reflection_qubits) | ||||||||||||
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| circuit.x(reflection_qubits) | ||||||||||||
| if num_reflection == 1: | ||||||||||||
| circuit.z( | ||||||||||||
| reflection_qubits[0] | ||||||||||||
| ) # MCX does not support 0 controls, hence this is separate | ||||||||||||
| else: | ||||||||||||
| mcx = MCXGate(num_reflection - 1) | ||||||||||||
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| circuit.h(reflection_qubits[-1]) | ||||||||||||
| circuit.append(mcx, reflection_qubits) | ||||||||||||
| circuit.h(reflection_qubits[-1]) | ||||||||||||
| circuit.x(reflection_qubits) | ||||||||||||
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| elif isinstance(zero_reflection, (Operator, DensityMatrix)): | ||||||||||||
| diagonal = DiagonalGate(zero_reflection.data.diagonal()) | ||||||||||||
| circuit.append(diagonal, circuit.qubits) | ||||||||||||
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| else: | ||||||||||||
| circuit.compose(zero_reflection, inplace=True) | ||||||||||||
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| if insert_barriers: | ||||||||||||
| circuit.barrier() | ||||||||||||
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| # (4) Add the state preparation. | ||||||||||||
| if state_preparation is None: | ||||||||||||
| circuit.h(reflection_qubits) | ||||||||||||
| else: | ||||||||||||
| circuit.compose(state_preparation, inplace=True) | ||||||||||||
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| # minus sign | ||||||||||||
| circuit.global_phase = numpy.pi | ||||||||||||
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| return circuit | ||||||||||||
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| class GroverOperator(QuantumCircuit): | ||||||||||||
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@@ -150,6 +405,11 @@ class GroverOperator(QuantumCircuit): | |||||||||||
| «state_2: ┤2 ├┤1 ├┤ UCRZ(pi/4) ├┤ H ├ | ||||||||||||
| « └─────────────────┘└───────────────┘└────────────┘└───┘ | ||||||||||||
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| .. seealso:: | ||||||||||||
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| The :func:`.grover_operator` implements the same functionality but keeping the | ||||||||||||
| :class:`.MCXGate` abstract, such that the compiler may choose the optimal decomposition. | ||||||||||||
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Comment on lines
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. What about:
Suggested change
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| References: | ||||||||||||
| [1]: L. K. Grover (1996), A fast quantum mechanical algorithm for database search, | ||||||||||||
| `arXiv:quant-ph/9605043 <https://arxiv.org/abs/quant-ph/9605043>`_. | ||||||||||||
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@@ -160,6 +420,11 @@ class GroverOperator(QuantumCircuit): | |||||||||||
| `arXiv:quant-ph/0005055 <http://arxiv.org/abs/quant-ph/0005055>`_. | ||||||||||||
| """ | ||||||||||||
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| @deprecate_func( | ||||||||||||
| since="1.3", | ||||||||||||
| additional_msg="Use qiskit.circuit.library.grover_operator instead.", | ||||||||||||
| pending=True, | ||||||||||||
| ) | ||||||||||||
| def __init__( | ||||||||||||
| self, | ||||||||||||
| oracle: Union[QuantumCircuit, Statevector], | ||||||||||||
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,8 @@ | ||
| --- | ||
| features_circuits: | ||
| - | | ||
| Added :func:`.grover_operator` to construct a Grover operator circuit, used in e.g. | ||
| Grover's algorithm and amplitude estimation/amplification. This function is similar to | ||
| :class:`.GroverOperator`, but does not require choosing the implementation of the | ||
| multi-controlled X gate a-priori and let's the compiler choose the optimal decomposition | ||
| instead. | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Given the amount of examples you have in the docstring, I would copy-paste one into the reno for quick reference. |
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