478 lines
19 KiB
Plaintext
478 lines
19 KiB
Plaintext
---
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title: ZFeatureMap (v1.2)
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description: API reference for qiskit.circuit.library.ZFeatureMap in qiskit v1.2
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in_page_toc_min_heading_level: 1
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python_api_type: class
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python_api_name: qiskit.circuit.library.ZFeatureMap
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---
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# ZFeatureMap
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<Class id="qiskit.circuit.library.ZFeatureMap" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/stable/1.2/qiskit/circuit/library/data_preparation/z_feature_map.py#L21-L106" signature="qiskit.circuit.library.ZFeatureMap(feature_dimension, reps=2, data_map_func=None, parameter_prefix='x', insert_barriers=False, name='ZFeatureMap')" modifiers="class">
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Bases: [`PauliFeatureMap`](qiskit.circuit.library.PauliFeatureMap "qiskit.circuit.library.data_preparation.pauli_feature_map.PauliFeatureMap")
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The first order Pauli Z-evolution circuit.
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On 3 qubits and with 2 repetitions the circuit is represented by:
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```python
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┌───┐┌─────────────┐┌───┐┌─────────────┐
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┤ H ├┤ P(2.0*x[0]) ├┤ H ├┤ P(2.0*x[0]) ├
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├───┤├─────────────┤├───┤├─────────────┤
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┤ H ├┤ P(2.0*x[1]) ├┤ H ├┤ P(2.0*x[1]) ├
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├───┤├─────────────┤├───┤├─────────────┤
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┤ H ├┤ P(2.0*x[2]) ├┤ H ├┤ P(2.0*x[2]) ├
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└───┘└─────────────┘└───┘└─────────────┘
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```
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This is a sub-class of [`PauliFeatureMap`](qiskit.circuit.library.PauliFeatureMap "qiskit.circuit.library.PauliFeatureMap") where the Pauli strings are fixed as \[‘Z’]. As a result the first order expansion will be a circuit without entangling gates.
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**Examples**
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```python
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>>> from qiskit.circuit.library import ZFeatureMap
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>>> prep = ZFeatureMap(3, reps=3, insert_barriers=True)
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>>> print(prep.decompose())
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┌───┐ ░ ┌─────────────┐ ░ ┌───┐ ░ ┌─────────────┐ ░ ┌───┐ ░ ┌─────────────┐
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q_0: ┤ H ├─░─┤ P(2.0*x[0]) ├─░─┤ H ├─░─┤ P(2.0*x[0]) ├─░─┤ H ├─░─┤ P(2.0*x[0]) ├
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├───┤ ░ ├─────────────┤ ░ ├───┤ ░ ├─────────────┤ ░ ├───┤ ░ ├─────────────┤
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q_1: ┤ H ├─░─┤ P(2.0*x[1]) ├─░─┤ H ├─░─┤ P(2.0*x[1]) ├─░─┤ H ├─░─┤ P(2.0*x[1]) ├
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├───┤ ░ ├─────────────┤ ░ ├───┤ ░ ├─────────────┤ ░ ├───┤ ░ ├─────────────┤
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q_2: ┤ H ├─░─┤ P(2.0*x[2]) ├─░─┤ H ├─░─┤ P(2.0*x[2]) ├─░─┤ H ├─░─┤ P(2.0*x[2]) ├
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└───┘ ░ └─────────────┘ ░ └───┘ ░ └─────────────┘ ░ └───┘ ░ └─────────────┘
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```
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```python
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>>> data_map = lambda x: x[0]*x[0] + 1 # note: input is an array
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>>> prep = ZFeatureMap(3, reps=1, data_map_func=data_map)
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>>> print(prep.decompose())
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┌───┐┌──────────────────────┐
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q_0: ┤ H ├┤ P(2.0*x[0]**2 + 2.0) ├
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├───┤├──────────────────────┤
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q_1: ┤ H ├┤ P(2.0*x[1]**2 + 2.0) ├
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├───┤├──────────────────────┤
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q_2: ┤ H ├┤ P(2.0*x[2]**2 + 2.0) ├
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└───┘└──────────────────────┘
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```
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```python
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>>> from qiskit.circuit.library import RealAmplitudes
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>>> classifier = ZFeatureMap(3, reps=1).compose(RealAmplitudes(3, reps=1))
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>>> print(classifier.decompose())
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┌───┐┌─────────────┐┌──────────┐ ┌──────────┐
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q_0: ┤ H ├┤ P(2.0*x[0]) ├┤ RY(θ[0]) ├─■──■─┤ RY(θ[3]) ├────────────
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├───┤├─────────────┤├──────────┤ │ │ └──────────┘┌──────────┐
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q_1: ┤ H ├┤ P(2.0*x[1]) ├┤ RY(θ[1]) ├─■──┼──────■──────┤ RY(θ[4]) ├
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├───┤├─────────────┤├──────────┤ │ │ ├──────────┤
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q_2: ┤ H ├┤ P(2.0*x[2]) ├┤ RY(θ[2]) ├────■──────■──────┤ RY(θ[5]) ├
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└───┘└─────────────┘└──────────┘ └──────────┘
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```
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Create a new first-order Pauli-Z expansion circuit.
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**Parameters**
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* **feature\_dimension** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")) – The number of features
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* **reps** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")) – The number of repeated circuits. Defaults to 2, has a minimum value of 1.
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* **data\_map\_func** ([*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")*\[\[*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")*],* [*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")*] | None*) – A mapping function for data x which can be supplied to override the default mapping from `self_product()`.
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* **parameter\_prefix** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")) – The prefix used if default parameters are generated.
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* **insert\_barriers** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")) – If True, barriers are inserted in between the evolution instructions and hadamard layers.
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## Attributes
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### alpha
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<Attribute id="qiskit.circuit.library.ZFeatureMap.alpha">
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The Pauli rotation factor (alpha).
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**Returns**
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The Pauli rotation factor.
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</Attribute>
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### ancillas
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<Attribute id="qiskit.circuit.library.ZFeatureMap.ancillas">
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A list of `AncillaQubit`s in the order that they were added. You should not mutate this.
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</Attribute>
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### calibrations
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<Attribute id="qiskit.circuit.library.ZFeatureMap.calibrations">
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Return calibration dictionary.
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The custom pulse definition of a given gate is of the form `{'gate_name': {(qubits, params): schedule}}`
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</Attribute>
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### clbits
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<Attribute id="qiskit.circuit.library.ZFeatureMap.clbits">
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A list of `Clbit`s in the order that they were added. You should not mutate this.
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</Attribute>
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### data
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<Attribute id="qiskit.circuit.library.ZFeatureMap.data">
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The circuit data (instructions and context).
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**Returns**
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a list-like object containing the [`CircuitInstruction`](qiskit.circuit.CircuitInstruction "qiskit.circuit.CircuitInstruction")s for each instruction.
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**Return type**
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QuantumCircuitData
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</Attribute>
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### entanglement
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<Attribute id="qiskit.circuit.library.ZFeatureMap.entanglement">
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Get the entanglement strategy.
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**Returns**
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The entanglement strategy, see `get_entangler_map()` for more detail on how the format is interpreted.
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</Attribute>
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### entanglement\_blocks
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<Attribute id="qiskit.circuit.library.ZFeatureMap.entanglement_blocks">
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The blocks in the entanglement layers.
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**Returns**
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The blocks in the entanglement layers.
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</Attribute>
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### feature\_dimension
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<Attribute id="qiskit.circuit.library.ZFeatureMap.feature_dimension">
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Returns the feature dimension (which is equal to the number of qubits).
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**Returns**
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The feature dimension of this feature map.
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</Attribute>
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### flatten
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<Attribute id="qiskit.circuit.library.ZFeatureMap.flatten">
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Returns whether the circuit is wrapped in nested gates/instructions or flattened.
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</Attribute>
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### global\_phase
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<Attribute id="qiskit.circuit.library.ZFeatureMap.global_phase">
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The global phase of the current circuit scope in radians.
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</Attribute>
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### initial\_state
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<Attribute id="qiskit.circuit.library.ZFeatureMap.initial_state">
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Return the initial state that is added in front of the n-local circuit.
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**Returns**
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The initial state.
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</Attribute>
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### insert\_barriers
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<Attribute id="qiskit.circuit.library.ZFeatureMap.insert_barriers">
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If barriers are inserted in between the layers or not.
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**Returns**
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`True`, if barriers are inserted in between the layers, `False` if not.
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</Attribute>
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### instances
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<Attribute id="qiskit.circuit.library.ZFeatureMap.instances" attributeValue="164" />
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### layout
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<Attribute id="qiskit.circuit.library.ZFeatureMap.layout">
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Return any associated layout information about the circuit
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This attribute contains an optional [`TranspileLayout`](qiskit.transpiler.TranspileLayout "qiskit.transpiler.TranspileLayout") object. This is typically set on the output from [`transpile()`](compiler#qiskit.compiler.transpile "qiskit.compiler.transpile") or [`PassManager.run()`](qiskit.transpiler.PassManager#run "qiskit.transpiler.PassManager.run") to retain information about the permutations caused on the input circuit by transpilation.
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There are two types of permutations caused by the [`transpile()`](compiler#qiskit.compiler.transpile "qiskit.compiler.transpile") function, an initial layout which permutes the qubits based on the selected physical qubits on the [`Target`](qiskit.transpiler.Target "qiskit.transpiler.Target"), and a final layout which is an output permutation caused by [`SwapGate`](qiskit.circuit.library.SwapGate "qiskit.circuit.library.SwapGate")s inserted during routing.
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</Attribute>
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### metadata
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<Attribute id="qiskit.circuit.library.ZFeatureMap.metadata">
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Arbitrary user-defined metadata for the circuit.
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Qiskit will not examine the content of this mapping, but it will pass it through the transpiler and reattach it to the output, so you can track your own metadata.
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</Attribute>
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### num\_ancillas
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<Attribute id="qiskit.circuit.library.ZFeatureMap.num_ancillas">
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Return the number of ancilla qubits.
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</Attribute>
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### num\_captured\_vars
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<Attribute id="qiskit.circuit.library.ZFeatureMap.num_captured_vars">
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The number of real-time classical variables in the circuit marked as captured from an enclosing scope.
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This is the length of the `iter_captured_vars()` iterable. If this is non-zero, [`num_input_vars`](#qiskit.circuit.library.ZFeatureMap.num_input_vars "qiskit.circuit.library.ZFeatureMap.num_input_vars") must be zero.
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</Attribute>
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### num\_clbits
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<Attribute id="qiskit.circuit.library.ZFeatureMap.num_clbits">
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Return number of classical bits.
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</Attribute>
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### num\_declared\_vars
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<Attribute id="qiskit.circuit.library.ZFeatureMap.num_declared_vars">
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The number of real-time classical variables in the circuit that are declared by this circuit scope, excluding inputs or captures.
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This is the length of the `iter_declared_vars()` iterable.
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</Attribute>
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### num\_input\_vars
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<Attribute id="qiskit.circuit.library.ZFeatureMap.num_input_vars">
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The number of real-time classical variables in the circuit marked as circuit inputs.
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This is the length of the `iter_input_vars()` iterable. If this is non-zero, [`num_captured_vars`](#qiskit.circuit.library.ZFeatureMap.num_captured_vars "qiskit.circuit.library.ZFeatureMap.num_captured_vars") must be zero.
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</Attribute>
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### num\_layers
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<Attribute id="qiskit.circuit.library.ZFeatureMap.num_layers">
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Return the number of layers in the n-local circuit.
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**Returns**
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The number of layers in the circuit.
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</Attribute>
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### num\_parameters
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<Attribute id="qiskit.circuit.library.ZFeatureMap.num_parameters">
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The number of parameter objects in the circuit.
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</Attribute>
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### num\_parameters\_settable
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<Attribute id="qiskit.circuit.library.ZFeatureMap.num_parameters_settable">
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The number of distinct parameters.
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</Attribute>
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### num\_qubits
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<Attribute id="qiskit.circuit.library.ZFeatureMap.num_qubits">
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Returns the number of qubits in this circuit.
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**Returns**
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The number of qubits.
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</Attribute>
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### num\_vars
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<Attribute id="qiskit.circuit.library.ZFeatureMap.num_vars">
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The number of real-time classical variables in the circuit.
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This is the length of the `iter_vars()` iterable.
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</Attribute>
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### op\_start\_times
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<Attribute id="qiskit.circuit.library.ZFeatureMap.op_start_times">
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Return a list of operation start times.
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This attribute is enabled once one of scheduling analysis passes runs on the quantum circuit.
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**Returns**
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List of integers representing instruction start times. The index corresponds to the index of instruction in `QuantumCircuit.data`.
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**Raises**
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[**AttributeError**](https://docs.python.org/3/library/exceptions.html#AttributeError "(in Python v3.13)") – When circuit is not scheduled.
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</Attribute>
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### ordered\_parameters
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<Attribute id="qiskit.circuit.library.ZFeatureMap.ordered_parameters">
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The parameters used in the underlying circuit.
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This includes float values and duplicates.
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**Examples**
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```python
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>>> # prepare circuit ...
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>>> print(nlocal)
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┌───────┐┌──────────┐┌──────────┐┌──────────┐
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q_0: ┤ Ry(1) ├┤ Ry(θ[1]) ├┤ Ry(θ[1]) ├┤ Ry(θ[3]) ├
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└───────┘└──────────┘└──────────┘└──────────┘
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>>> nlocal.parameters
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{Parameter(θ[1]), Parameter(θ[3])}
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>>> nlocal.ordered_parameters
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[1, Parameter(θ[1]), Parameter(θ[1]), Parameter(θ[3])]
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```
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**Returns**
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The parameters objects used in the circuit.
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</Attribute>
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### parameter\_bounds
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<Attribute id="qiskit.circuit.library.ZFeatureMap.parameter_bounds">
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The parameter bounds for the unbound parameters in the circuit.
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**Returns**
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A list of pairs indicating the bounds, as (lower, upper). None indicates an unbounded parameter in the corresponding direction. If `None` is returned, problem is fully unbounded.
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</Attribute>
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### parameters
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<Attribute id="qiskit.circuit.library.ZFeatureMap.parameters">
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The parameters defined in the circuit.
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This attribute returns the [`Parameter`](qiskit.circuit.Parameter "qiskit.circuit.Parameter") objects in the circuit sorted alphabetically. Note that parameters instantiated with a [`ParameterVector`](qiskit.circuit.ParameterVector "qiskit.circuit.ParameterVector") are still sorted numerically.
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**Examples**
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The snippet below shows that insertion order of parameters does not matter.
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```python
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>>> from qiskit.circuit import QuantumCircuit, Parameter
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>>> a, b, elephant = Parameter("a"), Parameter("b"), Parameter("elephant")
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>>> circuit = QuantumCircuit(1)
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>>> circuit.rx(b, 0)
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>>> circuit.rz(elephant, 0)
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>>> circuit.ry(a, 0)
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>>> circuit.parameters # sorted alphabetically!
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ParameterView([Parameter(a), Parameter(b), Parameter(elephant)])
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```
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Bear in mind that alphabetical sorting might be unintuitive when it comes to numbers. The literal “10” comes before “2” in strict alphabetical sorting.
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```python
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>>> from qiskit.circuit import QuantumCircuit, Parameter
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>>> angles = [Parameter("angle_1"), Parameter("angle_2"), Parameter("angle_10")]
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>>> circuit = QuantumCircuit(1)
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>>> circuit.u(*angles, 0)
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>>> circuit.draw()
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┌─────────────────────────────┐
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q: ┤ U(angle_1,angle_2,angle_10) ├
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└─────────────────────────────┘
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>>> circuit.parameters
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ParameterView([Parameter(angle_1), Parameter(angle_10), Parameter(angle_2)])
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```
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To respect numerical sorting, a [`ParameterVector`](qiskit.circuit.ParameterVector "qiskit.circuit.ParameterVector") can be used.
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```python
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>>> from qiskit.circuit import QuantumCircuit, Parameter, ParameterVector
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>>> x = ParameterVector("x", 12)
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>>> circuit = QuantumCircuit(1)
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>>> for x_i in x:
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... circuit.rx(x_i, 0)
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>>> circuit.parameters
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ParameterView([
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ParameterVectorElement(x[0]), ParameterVectorElement(x[1]),
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ParameterVectorElement(x[2]), ParameterVectorElement(x[3]),
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..., ParameterVectorElement(x[11])
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])
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```
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**Returns**
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The sorted [`Parameter`](qiskit.circuit.Parameter "qiskit.circuit.Parameter") objects in the circuit.
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</Attribute>
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### paulis
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<Attribute id="qiskit.circuit.library.ZFeatureMap.paulis">
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The Pauli strings used in the entanglement of the qubits.
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**Returns**
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The Pauli strings as list.
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</Attribute>
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### preferred\_init\_points
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<Attribute id="qiskit.circuit.library.ZFeatureMap.preferred_init_points">
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The initial points for the parameters. Can be stored as initial guess in optimization.
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**Returns**
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The initial values for the parameters, or None, if none have been set.
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</Attribute>
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### prefix
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<Attribute id="qiskit.circuit.library.ZFeatureMap.prefix" attributeValue="'circuit'" />
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### qregs
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<Attribute id="qiskit.circuit.library.ZFeatureMap.qregs" attributeTypeHint="list[QuantumRegister]">
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A list of the `QuantumRegister`s in this circuit. You should not mutate this.
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</Attribute>
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### qubits
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<Attribute id="qiskit.circuit.library.ZFeatureMap.qubits">
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A list of `Qubit`s in the order that they were added. You should not mutate this.
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</Attribute>
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### reps
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<Attribute id="qiskit.circuit.library.ZFeatureMap.reps">
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The number of times rotation and entanglement block are repeated.
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**Returns**
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The number of repetitions.
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</Attribute>
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### rotation\_blocks
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<Attribute id="qiskit.circuit.library.ZFeatureMap.rotation_blocks">
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The blocks in the rotation layers.
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**Returns**
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The blocks in the rotation layers.
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</Attribute>
|
||
|
||
### name
|
||
|
||
<Attribute id="qiskit.circuit.library.ZFeatureMap.name" attributeTypeHint="str">
|
||
A human-readable name for the circuit.
|
||
</Attribute>
|
||
|
||
### cregs
|
||
|
||
<Attribute id="qiskit.circuit.library.ZFeatureMap.cregs" attributeTypeHint="list[ClassicalRegister]">
|
||
A list of the `ClassicalRegister`s in this circuit. You should not mutate this.
|
||
</Attribute>
|
||
|
||
### duration
|
||
|
||
<Attribute id="qiskit.circuit.library.ZFeatureMap.duration" attributeTypeHint="int | float | None">
|
||
The total duration of the circuit, set by a scheduling transpiler pass. Its unit is specified by [`unit`](#qiskit.circuit.library.ZFeatureMap.unit "qiskit.circuit.library.ZFeatureMap.unit").
|
||
</Attribute>
|
||
|
||
### unit
|
||
|
||
<Attribute id="qiskit.circuit.library.ZFeatureMap.unit">
|
||
The unit that [`duration`](#qiskit.circuit.library.ZFeatureMap.duration "qiskit.circuit.library.ZFeatureMap.duration") is specified in.
|
||
</Attribute>
|
||
</Class>
|
||
|