qiskit-documentation/docs/api/qiskit/0.24/qiskit.quantum_info.PTM.mdx

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---
title: PTM
description: API reference for qiskit.quantum_info.PTM
in_page_toc_min_heading_level: 1
python_api_type: class
python_api_name: qiskit.quantum_info.PTM
---
<span id="qiskit-quantum-info-ptm" />
# qiskit.quantum\_info.PTM
<Class id="qiskit.quantum_info.PTM" isDedicatedPage={true} github="https://github.com/qiskit/qiskit/tree/stable/0.16/qiskit/quantum_info/operators/channel/ptm.py" signature="PTM(data, input_dims=None, output_dims=None)" modifiers="class">
Pauli Transfer Matrix (PTM) representation of a Quantum Channel.
The PTM representation of an $n$-qubit quantum channel $\mathcal{E}$ is an $n$-qubit [`SuperOp`](qiskit.quantum_info.SuperOp "qiskit.quantum_info.SuperOp") $R$ defined with respect to vectorization in the Pauli basis instead of column-vectorization. The elements of the PTM $R$ are given by
$$
R_{i,j} = \mbox{Tr}\left[P_i \mathcal{E}(P_j) \right]
$$
where $[P_0, P_1, ..., P_{4^{n}-1}]$ is the $n$-qubit Pauli basis in lexicographic order.
Evolution of a [`DensityMatrix`](qiskit.quantum_info.DensityMatrix "qiskit.quantum_info.DensityMatrix") $\rho$ with respect to the PTM is given by
$$
|\mathcal{E}(\rho)\rangle\!\rangle_P = S_P |\rho\rangle\!\rangle_P
$$
where $|A\rangle\!\rangle_P$ denotes vectorization in the Pauli basis $\langle i | A\rangle\!\rangle_P = \mbox{Tr}[P_i A]$.
See reference \[1] for further details.
**References**
1. C.J. Wood, J.D. Biamonte, D.G. Cory, *Tensor networks and graphical calculus for open quantum systems*, Quant. Inf. Comp. 15, 0579-0811 (2015). [arXiv:1111.6950 \[quant-ph\]](https://arxiv.org/abs/1111.6950)
Initialize a PTM quantum channel operator.
**Parameters**
* \*\*(\*\***QuantumCircuit or** (*data*) Instruction or BaseOperator or matrix): data to initialize superoperator.
* **input\_dims** (*tuple*) the input subsystem dimensions. \[Default: None]
* **output\_dims** (*tuple*) the output subsystem dimensions. \[Default: None]
**Raises**
**QiskitError** if input data is not an N-qubit channel or cannot be initialized as a PTM.
**Additional Information:**
If the input or output dimensions are None, they will be automatically determined from the input data. The PTM representation is only valid for N-qubit channels.
### \_\_init\_\_
<Function id="qiskit.quantum_info.PTM.__init__" signature="__init__(data, input_dims=None, output_dims=None)">
Initialize a PTM quantum channel operator.
**Parameters**
* \*\*(\*\***QuantumCircuit or** (*data*) Instruction or BaseOperator or matrix): data to initialize superoperator.
* **input\_dims** (*tuple*) the input subsystem dimensions. \[Default: None]
* **output\_dims** (*tuple*) the output subsystem dimensions. \[Default: None]
**Raises**
**QiskitError** if input data is not an N-qubit channel or cannot be initialized as a PTM.
**Additional Information:**
If the input or output dimensions are None, they will be automatically determined from the input data. The PTM representation is only valid for N-qubit channels.
</Function>
## Methods
| | |
| ---------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------- |
| [`__init__`](#qiskit.quantum_info.PTM.__init__ "qiskit.quantum_info.PTM.__init__")(data\[, input\_dims, output\_dims]) | Initialize a PTM quantum channel operator. |
| [`add`](#qiskit.quantum_info.PTM.add "qiskit.quantum_info.PTM.add")(other) | Return the linear operator self + other. |
| [`adjoint`](#qiskit.quantum_info.PTM.adjoint "qiskit.quantum_info.PTM.adjoint")() | Return the adjoint of the operator. |
| [`compose`](#qiskit.quantum_info.PTM.compose "qiskit.quantum_info.PTM.compose")(other\[, qargs, front]) | Return the composed quantum channel self @ other. |
| [`conjugate`](#qiskit.quantum_info.PTM.conjugate "qiskit.quantum_info.PTM.conjugate")() | Return the conjugate of the QuantumChannel. |
| [`copy`](#qiskit.quantum_info.PTM.copy "qiskit.quantum_info.PTM.copy")() | Make a deep copy of current operator. |
| [`dot`](#qiskit.quantum_info.PTM.dot "qiskit.quantum_info.PTM.dot")(other\[, qargs]) | Return the right multiplied operator self \* other. |
| [`expand`](#qiskit.quantum_info.PTM.expand "qiskit.quantum_info.PTM.expand")(other) | Return the tensor product channel other ⊗ self. |
| [`input_dims`](#qiskit.quantum_info.PTM.input_dims "qiskit.quantum_info.PTM.input_dims")(\[qargs]) | Return tuple of input dimension for specified subsystems. |
| [`is_cp`](#qiskit.quantum_info.PTM.is_cp "qiskit.quantum_info.PTM.is_cp")(\[atol, rtol]) | Test if Choi-matrix is completely-positive (CP) |
| [`is_cptp`](#qiskit.quantum_info.PTM.is_cptp "qiskit.quantum_info.PTM.is_cptp")(\[atol, rtol]) | Return True if completely-positive trace-preserving (CPTP). |
| [`is_tp`](#qiskit.quantum_info.PTM.is_tp "qiskit.quantum_info.PTM.is_tp")(\[atol, rtol]) | Test if a channel is completely-positive (CP) |
| [`is_unitary`](#qiskit.quantum_info.PTM.is_unitary "qiskit.quantum_info.PTM.is_unitary")(\[atol, rtol]) | Return True if QuantumChannel is a unitary channel. |
| [`multiply`](#qiskit.quantum_info.PTM.multiply "qiskit.quantum_info.PTM.multiply")(other) | Return the linear operator other \* self. |
| [`output_dims`](#qiskit.quantum_info.PTM.output_dims "qiskit.quantum_info.PTM.output_dims")(\[qargs]) | Return tuple of output dimension for specified subsystems. |
| [`power`](#qiskit.quantum_info.PTM.power "qiskit.quantum_info.PTM.power")(n) | The matrix power of the channel. |
| [`reshape`](#qiskit.quantum_info.PTM.reshape "qiskit.quantum_info.PTM.reshape")(\[input\_dims, output\_dims]) | Return a shallow copy with reshaped input and output subsystem dimensions. |
| [`set_atol`](#qiskit.quantum_info.PTM.set_atol "qiskit.quantum_info.PTM.set_atol")(value) | Set the class default absolute tolerance parameter for float comparisons. |
| [`set_rtol`](#qiskit.quantum_info.PTM.set_rtol "qiskit.quantum_info.PTM.set_rtol")(value) | Set the class default relative tolerance parameter for float comparisons. |
| [`subtract`](#qiskit.quantum_info.PTM.subtract "qiskit.quantum_info.PTM.subtract")(other) | Return the linear operator self - other. |
| [`tensor`](#qiskit.quantum_info.PTM.tensor "qiskit.quantum_info.PTM.tensor")(other) | Return the tensor product channel self ⊗ other. |
| [`to_instruction`](#qiskit.quantum_info.PTM.to_instruction "qiskit.quantum_info.PTM.to_instruction")() | Convert to a Kraus or UnitaryGate circuit instruction. |
| [`to_operator`](#qiskit.quantum_info.PTM.to_operator "qiskit.quantum_info.PTM.to_operator")() | Try to convert channel to a unitary representation Operator. |
| [`transpose`](#qiskit.quantum_info.PTM.transpose "qiskit.quantum_info.PTM.transpose")() | Return the transpose of the QuantumChannel. |
## Attributes
| | |
| ---------------------------------------------------------------------------------------- | -------------------------------------------------------------------- |
| [`atol`](#qiskit.quantum_info.PTM.atol "qiskit.quantum_info.PTM.atol") | The default absolute tolerance parameter for float comparisons. |
| [`data`](#qiskit.quantum_info.PTM.data "qiskit.quantum_info.PTM.data") | Return data. |
| [`dim`](#qiskit.quantum_info.PTM.dim "qiskit.quantum_info.PTM.dim") | Return tuple (input\_shape, output\_shape). |
| [`num_qubits`](#qiskit.quantum_info.PTM.num_qubits "qiskit.quantum_info.PTM.num_qubits") | Return the number of qubits if a N-qubit operator or None otherwise. |
| [`qargs`](#qiskit.quantum_info.PTM.qargs "qiskit.quantum_info.PTM.qargs") | Return the qargs for the operator. |
| [`rtol`](#qiskit.quantum_info.PTM.rtol "qiskit.quantum_info.PTM.rtol") | The relative tolerance parameter for float comparisons. |
### add
<Function id="qiskit.quantum_info.PTM.add" signature="add(other)">
Return the linear operator self + other.
DEPRECATED: use `operator + other` instead.
**Parameters**
**other** (*BaseOperator*) an operator object.
**Returns**
the operator self + other.
**Return type**
BaseOperator
</Function>
### adjoint
<Function id="qiskit.quantum_info.PTM.adjoint" signature="adjoint()">
Return the adjoint of the operator.
</Function>
### atol
<Attribute id="qiskit.quantum_info.PTM.atol">
The default absolute tolerance parameter for float comparisons.
</Attribute>
### compose
<Function id="qiskit.quantum_info.PTM.compose" signature="compose(other, qargs=None, front=False)">
Return the composed quantum channel self @ other.
**Parameters**
* **other** (*QuantumChannel*) a quantum channel.
* **qargs** (*list or None*) a list of subsystem positions to apply other on. If None apply on all subsystems \[default: None].
* **front** (*bool*) If True compose using right operator multiplication, instead of left multiplication \[default: False].
**Returns**
The quantum channel self @ other.
**Return type**
[PTM](#qiskit.quantum_info.PTM "qiskit.quantum_info.PTM")
**Raises**
**QiskitError** if other has incompatible dimensions.
**Additional Information:**
Composition (`@`) is defined as left matrix multiplication for [`SuperOp`](qiskit.quantum_info.SuperOp "qiskit.quantum_info.SuperOp") matrices. That is that `A @ B` is equal to `B * A`. Setting `front=True` returns right matrix multiplication `A * B` and is equivalent to the [`dot()`](#qiskit.quantum_info.PTM.dot "qiskit.quantum_info.PTM.dot") method.
</Function>
### conjugate
<Function id="qiskit.quantum_info.PTM.conjugate" signature="conjugate()">
Return the conjugate of the QuantumChannel.
</Function>
### copy
<Function id="qiskit.quantum_info.PTM.copy" signature="copy()">
Make a deep copy of current operator.
</Function>
### data
<Attribute id="qiskit.quantum_info.PTM.data">
Return data.
</Attribute>
### dim
<Attribute id="qiskit.quantum_info.PTM.dim">
Return tuple (input\_shape, output\_shape).
</Attribute>
### dot
<Function id="qiskit.quantum_info.PTM.dot" signature="dot(other, qargs=None)">
Return the right multiplied operator self \* other.
**Parameters**
* **other** (*BaseOperator*) an operator object.
* **qargs** (*list or None*) a list of subsystem positions to apply other on. If None apply on all subsystems \[default: None].
**Returns**
The operator self \* other.
**Return type**
BaseOperator
**Raises**
**QiskitError** if other cannot be converted to an operator, or has incompatible dimensions for specified subsystems.
</Function>
### expand
<Function id="qiskit.quantum_info.PTM.expand" signature="expand(other)">
Return the tensor product channel other ⊗ self.
**Parameters**
**other** (*QuantumChannel*) a quantum channel.
**Returns**
the tensor product channel other ⊗ self as a PTM object.
**Return type**
[PTM](#qiskit.quantum_info.PTM "qiskit.quantum_info.PTM")
**Raises**
**QiskitError** if other cannot be converted to a channel.
</Function>
### input\_dims
<Function id="qiskit.quantum_info.PTM.input_dims" signature="input_dims(qargs=None)">
Return tuple of input dimension for specified subsystems.
</Function>
### is\_cp
<Function id="qiskit.quantum_info.PTM.is_cp" signature="is_cp(atol=None, rtol=None)">
Test if Choi-matrix is completely-positive (CP)
</Function>
### is\_cptp
<Function id="qiskit.quantum_info.PTM.is_cptp" signature="is_cptp(atol=None, rtol=None)">
Return True if completely-positive trace-preserving (CPTP).
</Function>
### is\_tp
<Function id="qiskit.quantum_info.PTM.is_tp" signature="is_tp(atol=None, rtol=None)">
Test if a channel is completely-positive (CP)
</Function>
### is\_unitary
<Function id="qiskit.quantum_info.PTM.is_unitary" signature="is_unitary(atol=None, rtol=None)">
Return True if QuantumChannel is a unitary channel.
</Function>
### multiply
<Function id="qiskit.quantum_info.PTM.multiply" signature="multiply(other)">
Return the linear operator other \* self.
DEPRECATED: use `other * operator` instead.
**Parameters**
**other** (*complex*) a complex number.
**Returns**
the linear operator other \* self.
**Return type**
BaseOperator
**Raises**
**NotImplementedError** if subclass does not support multiplication.
</Function>
### num\_qubits
<Attribute id="qiskit.quantum_info.PTM.num_qubits">
Return the number of qubits if a N-qubit operator or None otherwise.
</Attribute>
### output\_dims
<Function id="qiskit.quantum_info.PTM.output_dims" signature="output_dims(qargs=None)">
Return tuple of output dimension for specified subsystems.
</Function>
### power
<Function id="qiskit.quantum_info.PTM.power" signature="power(n)">
The matrix power of the channel.
**Parameters**
**n** (*int*) compute the matrix power of the superoperator matrix.
**Returns**
the matrix power of the SuperOp converted to a PTM channel.
**Return type**
[PTM](#qiskit.quantum_info.PTM "qiskit.quantum_info.PTM")
**Raises**
**QiskitError** if the input and output dimensions of the QuantumChannel are not equal, or the power is not an integer.
</Function>
### qargs
<Attribute id="qiskit.quantum_info.PTM.qargs">
Return the qargs for the operator.
</Attribute>
### reshape
<Function id="qiskit.quantum_info.PTM.reshape" signature="reshape(input_dims=None, output_dims=None)">
Return a shallow copy with reshaped input and output subsystem dimensions.
**Arg:**
**input\_dims (None or tuple): new subsystem input dimensions.**
If None the original input dims will be preserved \[Default: None].
**output\_dims (None or tuple): new subsystem output dimensions.**
If None the original output dims will be preserved \[Default: None].
**Returns**
returns self with reshaped input and output dimensions.
**Return type**
BaseOperator
**Raises**
**QiskitError** if combined size of all subsystem input dimension or subsystem output dimensions is not constant.
</Function>
### rtol
<Attribute id="qiskit.quantum_info.PTM.rtol">
The relative tolerance parameter for float comparisons.
</Attribute>
### set\_atol
<Function id="qiskit.quantum_info.PTM.set_atol" signature="set_atol(value)" modifiers="classmethod">
Set the class default absolute tolerance parameter for float comparisons.
DEPRECATED: use operator.atol = value instead
</Function>
### set\_rtol
<Function id="qiskit.quantum_info.PTM.set_rtol" signature="set_rtol(value)" modifiers="classmethod">
Set the class default relative tolerance parameter for float comparisons.
DEPRECATED: use operator.rtol = value instead
</Function>
### subtract
<Function id="qiskit.quantum_info.PTM.subtract" signature="subtract(other)">
Return the linear operator self - other.
DEPRECATED: use `operator - other` instead.
**Parameters**
**other** (*BaseOperator*) an operator object.
**Returns**
the operator self - other.
**Return type**
BaseOperator
</Function>
### tensor
<Function id="qiskit.quantum_info.PTM.tensor" signature="tensor(other)">
Return the tensor product channel self ⊗ other.
**Parameters**
**other** (*QuantumChannel*) a quantum channel.
**Returns**
the tensor product channel self ⊗ other as a PTM object.
**Return type**
[PTM](#qiskit.quantum_info.PTM "qiskit.quantum_info.PTM")
**Raises**
**QiskitError** if other cannot be converted to a channel.
</Function>
### to\_instruction
<Function id="qiskit.quantum_info.PTM.to_instruction" signature="to_instruction()">
Convert to a Kraus or UnitaryGate circuit instruction.
If the channel is unitary it will be added as a unitary gate, otherwise it will be added as a kraus simulator instruction.
**Returns**
A kraus instruction for the channel.
**Return type**
[qiskit.circuit.Instruction](qiskit.circuit.Instruction "qiskit.circuit.Instruction")
**Raises**
**QiskitError** if input data is not an N-qubit CPTP quantum channel.
</Function>
### to\_operator
<Function id="qiskit.quantum_info.PTM.to_operator" signature="to_operator()">
Try to convert channel to a unitary representation Operator.
</Function>
### transpose
<Function id="qiskit.quantum_info.PTM.transpose" signature="transpose()">
Return the transpose of the QuantumChannel.
</Function>
</Class>