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Merge pull request #549 from qiboteam/add_prob
Adding "coherence" protocols with probabilities and error bands.
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169
src/qibocal/protocols/characterization/coherence/spin_echo_msr.py
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from dataclasses import dataclass | ||
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import numpy as np | ||
import plotly.graph_objects as go | ||
from qibolab import AcquisitionType, AveragingMode, ExecutionParameters | ||
from qibolab.platform import Platform | ||
from qibolab.pulses import PulseSequence | ||
from qibolab.qubits import QubitId | ||
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from qibocal import update | ||
from qibocal.auto.operation import Qubits, Routine | ||
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from ..utils import V_TO_UV, table_dict, table_html | ||
from . import spin_echo | ||
from .t1_msr import T1MSRData | ||
from .utils import exp_decay, exponential_fit | ||
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@dataclass | ||
class SpinEchoMSRParameters(spin_echo.SpinEchoParameters): | ||
"""SpinEcho MSR runcard inputs.""" | ||
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@dataclass | ||
class SpinEchoMSRResults(spin_echo.SpinEchoResults): | ||
"""SpinEchoMSR outputs.""" | ||
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class SpinEchoMSRData(T1MSRData): | ||
"""SpinEcho acquisition outputs.""" | ||
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def _acquisition( | ||
params: SpinEchoMSRParameters, | ||
platform: Platform, | ||
qubits: Qubits, | ||
) -> SpinEchoMSRData: | ||
"""Data acquisition for SpinEcho""" | ||
# create a sequence of pulses for the experiment: | ||
# Spin Echo 3 Pulses: RX(pi/2) - wait t(rotates z) - RX(pi) - wait t(rotates z) - RX(pi/2) - readout | ||
ro_pulses = {} | ||
RX90_pulses1 = {} | ||
RX_pulses = {} | ||
RX90_pulses2 = {} | ||
sequence = PulseSequence() | ||
for qubit in qubits: | ||
RX90_pulses1[qubit] = platform.create_RX90_pulse(qubit, start=0) | ||
RX_pulses[qubit] = platform.create_RX_pulse( | ||
qubit, start=RX90_pulses1[qubit].finish | ||
) | ||
RX90_pulses2[qubit] = platform.create_RX90_pulse( | ||
qubit, start=RX_pulses[qubit].finish | ||
) | ||
ro_pulses[qubit] = platform.create_qubit_readout_pulse( | ||
qubit, start=RX90_pulses2[qubit].finish | ||
) | ||
sequence.add(RX90_pulses1[qubit]) | ||
sequence.add(RX_pulses[qubit]) | ||
sequence.add(RX90_pulses2[qubit]) | ||
sequence.add(ro_pulses[qubit]) | ||
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# define the parameter to sweep and its range: | ||
# delay between pulses | ||
ro_wait_range = np.arange( | ||
params.delay_between_pulses_start, | ||
params.delay_between_pulses_end, | ||
params.delay_between_pulses_step, | ||
) | ||
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data = SpinEchoMSRData() | ||
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# sweep the parameter | ||
for wait in ro_wait_range: | ||
# save data as often as defined by points | ||
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for qubit in qubits: | ||
RX_pulses[qubit].start = RX90_pulses1[qubit].finish + wait | ||
RX90_pulses2[qubit].start = RX_pulses[qubit].finish + wait | ||
ro_pulses[qubit].start = RX90_pulses2[qubit].finish | ||
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# execute the pulse sequence | ||
results = platform.execute_pulse_sequence( | ||
sequence, | ||
ExecutionParameters( | ||
nshots=params.nshots, | ||
relaxation_time=params.relaxation_time, | ||
acquisition_type=AcquisitionType.INTEGRATION, | ||
averaging_mode=AveragingMode.CYCLIC, | ||
), | ||
) | ||
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for qubit in qubits: | ||
result = results[ro_pulses[qubit].serial] | ||
data.register_qubit( | ||
qubit, wait=wait, msr=result.magnitude, phase=result.phase | ||
) | ||
return data | ||
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def _fit(data: SpinEchoMSRData) -> SpinEchoMSRResults: | ||
"""Post-processing for SpinEcho.""" | ||
t2Echos, fitted_parameters = exponential_fit(data) | ||
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return SpinEchoMSRResults(t2Echos, fitted_parameters) | ||
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def _plot(data: SpinEchoMSRData, qubit, fit: SpinEchoMSRResults = None): | ||
"""Plotting for SpinEcho""" | ||
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figures = [] | ||
fig = go.Figure() | ||
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# iterate over multiple data folders | ||
fitting_report = None | ||
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qubit_data = data[qubit] | ||
waits = qubit_data.wait | ||
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fig.add_trace( | ||
go.Scatter( | ||
x=waits, | ||
y=qubit_data.msr * V_TO_UV, | ||
opacity=1, | ||
name="Voltage", | ||
showlegend=True, | ||
legendgroup="Voltage", | ||
), | ||
) | ||
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if fit is not None: | ||
# add fitting trace | ||
waitrange = np.linspace( | ||
min(waits), | ||
max(waits), | ||
2 * len(qubit_data), | ||
) | ||
params = fit.fitted_parameters[qubit] | ||
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fig.add_trace( | ||
go.Scatter( | ||
x=waitrange, | ||
y=exp_decay(waitrange, *params), | ||
name="Fit", | ||
line=go.scatter.Line(dash="dot"), | ||
), | ||
) | ||
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fitting_report = table_html( | ||
table_dict(qubit, "T2 Spin Echo [ns]", np.round(fit.t2_spin_echo[qubit])) | ||
) | ||
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fig.update_layout( | ||
showlegend=True, | ||
uirevision="0", # ``uirevision`` allows zooming while live plotting | ||
xaxis_title="Time (ns)", | ||
yaxis_title="MSR (uV)", | ||
) | ||
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figures.append(fig) | ||
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return figures, fitting_report | ||
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def _update(results: SpinEchoMSRResults, platform: Platform, qubit: QubitId): | ||
update.t2_spin_echo(results.t2_spin_echo[qubit], platform, qubit) | ||
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spin_echo_msr = Routine(_acquisition, _fit, _plot, _update) | ||
"""SpinEcho Routine object.""" |
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