laboneq_applications.analysis.dispersive_shift
¶
This module defines the analysis for a dispersive-shift experiment.
The experiment is defined in laboneq_applications.experiments. The goal of this analysis is to extract the optimal qubit readout frequency at which we obtain the largest distance in the IQ plane between the transmission signal of the readout resonator when preparing the qubit in different states.
In this analysis, we first calculate the differences between absolute value of the pair-wise differences between the complex transmission signals acquired for each preparation state of the transmon. Then we extract the optimal qubit readout frequency. Finally, we plot the acquired transmission signals for each state and the calculated differences.
DispersiveShiftAnalysisOptions
¶
Base options for the analysis of a dispersive-shift experiment.
Attributes:
| Name | Type | Description |
|---|---|---|
save_figures |
bool
|
Whether to save the figures.
Default: |
close_figures |
bool
|
Whether to close the figures.
Default: |
DispersiveShiftAnalysisWorkflowOptions
¶
Option class for a dispersive-shift analysis workflows.
Attributes:
| Name | Type | Description |
|---|---|---|
do_plotting |
bool
|
Whether to create the plots. Default: 'True'. |
do_plotting_dispersive_shift |
bool
|
Whether to create the dispersive shift plot, i.e. signal magnitudes vs frequency for every state. Default: True. |
do_plotting_signal_distances |
bool
|
Whether to create the plot for the pair-wise signal distances. Default: True. |
do_plotting: bool = workflow.option_field(True, description='Whether to create the plots.')
class-attribute
instance-attribute
¶
do_plotting_dispersive_shift: bool = workflow.option_field(True, description='Whether to create the dispersive shift plot.')
class-attribute
instance-attribute
¶
do_plotting_signal_distances: bool = workflow.option_field(True, description='Whether to create the plot for the pair-wise signal distances.')
class-attribute
instance-attribute
¶
analysis_workflow(result, qubit, frequencies, states, options=None)
¶
The dispersive-shift analysis Workflow.
The workflow consists of the following steps:
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
result |
RunExperimentResults
|
The experiment results returned by the run_experiment task. |
required |
qubit |
QuantumElement
|
The qubit on which to run the analysis. The UID of this qubit must exist in the result. |
required |
frequencies |
ArrayLike
|
The resonator frequencies to sweep over for the readout pulse sent to the resonator. Must be a list of numbers or an array. |
required |
states |
Sequence[str]
|
The basis states the qubits should be prepared in. May be either a string, e.g. "gef", or a list of letters, e.g. ["g","e","f"]. |
required |
options |
DispersiveShiftAnalysisWorkflowOptions | None
|
The options for building the workflow, passed as an instance of [DispersiveShiftAnalysisWorkflowOptions]. See the docstring of [DispersiveShiftAnalysisWorkflowOptions] for more details. |
None
|
Returns:
| Name | Type | Description |
|---|---|---|
WorkflowBuilder |
None
|
The builder for the analysis workflow. |
Example
options = analysis_workflow.options()
result = analysis_workflow(
results=results
qubit=q0,
frequencies=np.linspace(7.0, 7.1, 101),
states="gef",
options=options,
).run()
calculate_signal_differences(qubit, result, frequencies, states)
¶
Calculates the pair-wise differences between the signals acquired for each state.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
result |
RunExperimentResults
|
The experiment results returned by the run_experiment task. |
required |
qubit |
QuantumElement
|
The qubit on which to run the task. The UID of this qubit must exist in the result. |
required |
frequencies |
ArrayLike
|
The resonator frequencies to sweep over for the readout pulse (or CW) sent to the resonator. Must be a list of numbers or an array. |
required |
states |
Sequence[str]
|
The basis states the qubits should be prepared in. May be either a string, e.g. "gef", or a list of letters, e.g. ["g","e","f"]. |
required |
Returns:
| Type | Description |
|---|---|
dict[str, tuple[ArrayLike, ArrayLike, ArrayLike]]
|
dictionary with the magnitudes of the pair-wise differences between the signals |
dict[str, tuple[ArrayLike, ArrayLike, ArrayLike]]
|
acquired for each state |
Raises:
| Type | Description |
|---|---|
TypeError
|
If the result is not an instance of RunExperimentResults. |
extract_qubit_parameters(qubit, processed_data_dict)
¶
Extract the optimal qubit readout resonator frequency.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
qubit |
QuantumElement
|
The qubit on which to run the task. The UID of this qubit must exist in processed_data_dict. |
required |
processed_data_dict |
dict[str, tuple[ArrayLike, ArrayLike, ArrayLike]]
|
the dictionary returned by calculate_signal_differences, containing the magnitudes of the pair-wise differences between the signals acquired for each state. |
required |
Returns:
| Type | Description |
|---|---|
dict[str, dict[str, dict[str, float]]]
|
dict with extracted qubit parameters and the previous values for those qubit |
dict[str, dict[str, dict[str, float]]]
|
parameters. The dictionary has the following form: |
dict[str, dict[str, dict[str, float]]]
|
```python |
dict[str, dict[str, dict[str, float]]]
|
{ "new_parameter_values": { q.uid: { qb_param_name: qb_param_value }, } "old_parameter_values": { q.uid: { qb_param_name: qb_param_value }, } |
dict[str, dict[str, dict[str, float]]]
|
} |
dict[str, dict[str, dict[str, float]]]
|
``` |
plot_dispersive_shift(qubit, result, frequencies, states, options=None)
¶
Plot the magnitude of the transmission signals for each preparation state.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
qubit |
QuantumElement
|
The qubit on which to run the task. |
required |
result |
RunExperimentResults
|
The experiment results returned by the run_experiment task. |
required |
frequencies |
ArrayLike
|
The resonator frequencies to sweep over for the readout pulse (or CW) sent to the resonator. Must be a list of numbers or an array. |
required |
states |
Sequence[str]
|
The basis states the qubits should be prepared in. May be either a string, e.g. "gef", or a list of letters, e.g. ["g","e","f"]. |
required |
options |
DispersiveShiftAnalysisOptions | None
|
The options, passed as an instance of [DispersiveShiftAnalysisOptions]. See the docstring of this class for more details. |
None
|
Returns:
| Type | Description |
|---|---|
Figure | None
|
the matplotlib figure |
Raises:
| Type | Description |
|---|---|
TypeError
|
If the result is not an instance of RunExperimentResults. |
plot_signal_distances(qubit, frequencies, processed_data_dict, options=None)
¶
Plot the pair-wise differences between the signals acquired for each state.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
qubit |
QuantumElement
|
The qubit on which to run the rask. The UID of this qubit must exist in processed_data_dict. |
required |
frequencies |
ArrayLike
|
The resonator frequencies to sweep over for the readout pulse (or CW) sent to the resonator. Must be a list of numbers or an array. |
required |
processed_data_dict |
dict[str, ArrayLike]
|
the dictionary returned by calculate_signal_differences, containing the magnitudes of the pair-wise differences between the signals acquired for each state; returned by |
required |
options |
DispersiveShiftAnalysisOptions | None
|
The options, passed as an instance of [DispersiveShiftAnalysisOptions]. See the docstring of this class for more details. |
None
|
Returns:
| Type | Description |
|---|---|
Figure | None
|
the matplotlib figure |