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---
title: QFI
description: API reference for qiskit.opflow.gradients.QFI
in_page_toc_min_heading_level: 1
python_api_type: class
python_api_name: qiskit.opflow.gradients.QFI
---
# QFI
<Class id="qiskit.opflow.gradients.QFI" isDedicatedPage={true} github="https://github.com/qiskit/qiskit/tree/stable/0.19/qiskit/opflow/gradients/qfi.py" signature="QFI(qfi_method='lin_comb_full')" modifiers="class">
Bases: `qiskit.opflow.gradients.qfi_base.QFIBase`
Compute the Quantum Fisher Information (QFI).
Computes the QFI given a pure, parameterized quantum state, where QFI is:
$$
\mathrm{QFI}_{kl}= 4 \mathrm{Re}[\langle \partial_k \psi | \partial_l \psi \rangle
\langle\partial_k \psi | \psi \rangle \langle\psi | \partial_l \psi \rangle].
$$
**Parameters**
**qfi\_method** (`Union`\[`str`, `CircuitQFI`]) The method used to compute the state/probability gradient. Can be either a [`CircuitQFI`](qiskit.opflow.gradients.CircuitQFI "qiskit.opflow.gradients.CircuitQFI") instance or one of the following pre-defined strings `'lin_comb_full'`, `` 'overlap_diag'` `` or `` 'overlap_block_diag'` ``.
**Raises**
**ValueError** if `qfi_method` is neither a `CircuitQFI` object nor one of the predefined strings.
## Methods Defined Here
### convert
<Function id="qiskit.opflow.gradients.QFI.convert" signature="QFI.convert(operator, params=None)">
**Parameters**
* **operator** (`CircuitStateFn`) The operator corresponding to the quantum state |ψ(ω)〉for which we compute the QFI
* **params** (`Union`\[`ParameterVector`, `ParameterExpression`, `List`\[`ParameterExpression`], `None`]) The parameters we are computing the QFI wrt: ω If not explicitly passed, they are inferred from the operator and sorted by name.
**Return type**
`ListOp`
**Returns**
ListOp\[ListOp] where the operator at position k,l corresponds to QFI\_kl
**Raises**
**ValueError** If operator is not parameterized.
</Function>
## Attributes
### qfi\_method
<Attribute id="qiskit.opflow.gradients.QFI.qfi_method">
Returns `CircuitQFI`.
**Return type**
`CircuitQFI`
**Returns**
`CircuitQFI`.
</Attribute>
</Class>