See also
A Jupyter notebook version of this tutorial can be downloaded here
.
Resonator Flux Spectroscopy#
For flux tunable qubits, the resonance frequency of the readout resonator depends on the flux. This can be used as a rough measure to find the sweetspot.
[1]:
import numpy as np
from qcodes.parameters import ManualParameter
from quantify_scheduler import Schedule
from quantify_scheduler.gettables import ScheduleGettable
from quantify_scheduler.operations.gate_library import Measure
from quantify_scheduler.operations.pulse_library import IdlePulse
[2]:
import json
import rich # noqa:F401
import quantify_core.data.handling as dh
from quantify_scheduler.device_under_test.quantum_device import QuantumDevice
from utils import initialize_hardware, run # noqa:F401
Setup#
In this section we configure the hardware configuration which specifies the connectivity of our system.
The experiments of this tutorial are meant to be executed with a Qblox Cluster controlling a transmon system. The experiments can also be executed using a dummy Qblox device that is created via an instance of the Cluster
class, and is initialized with a dummy configuration. When using a dummy device, the analysis will not work because the experiments will return np.nan
values.
Configuration file#
This is a template hardware configuration file for a 2-qubit system with a flux-control line which can be used to tune the qubit frequency. We will only work with qubit 0.
The hardware connectivity is as follows, by cluster slot:
QCM (Slot 2)
\(\text{O}^{1}\): Flux line for
q0
.\(\text{O}^{2}\): Flux line for
q1
.
QCM-RF (Slot 6)
\(\text{O}^{1}\): Drive line for
q0
using fixed 80 MHz IF.\(\text{O}^{2}\): Drive line for
q1
using fixed 80 MHz IF.
QRM-RF (Slot 8)
\(\text{O}^{1}\) and \(\text{I}^{1}\): Shared readout line for
q0
/q1
using a fixed LO set at 7.5 GHz.
Note that in the hardware configuration below the mixers are uncorrected, but for high fidelity experiments this should also be done for all the modules.
[3]:
with open("configs/tuning_transmon_coupled_pair_hardware_config.json") as hw_cfg_json_file:
hardware_cfg = json.load(hw_cfg_json_file)
# Enter your own dataset directory here!
dh.set_datadir(dh.default_datadir())
Data will be saved in:
/root/quantify-data
Quantum device settings#
Here we initialize our QuantumDevice
and our qubit parameters, checkout this tutorial for further details.
In short, a QuantumDevice
contains device elements where we save our found parameters. Here we are loading a template for 2 qubits, but we will only use qubit 0.
[4]:
quantum_device = QuantumDevice.from_json_file("devices/transmon_device_2q.json")
qubit = quantum_device.get_element("q0")
quantum_device.hardware_config(hardware_cfg)
meas_ctrl, _, cluster = initialize_hardware(quantum_device, ip=None)
/usr/local/lib/python3.9/site-packages/quantify_scheduler/backends/types/qblox.py:1220: ValidationWarning: Setting `auto_lo_cal=on_lo_interm_freq_change` will overwrite settings `dc_offset_i=0.0` and `dc_offset_q=0.0`. To suppress this warning, do not set either `dc_offset_i` or `dc_offset_q` for this port-clock.
warnings.warn(
/usr/local/lib/python3.9/site-packages/quantify_scheduler/backends/types/qblox.py:1235: ValidationWarning: Setting `auto_sideband_cal=on_interm_freq_change` will overwrite settings `amp_ratio=1.0` and `phase_error=0.0`. To suppress this warning, do not set either `amp_ratio` or `phase_error` for this port-clock.
warnings.warn(
Configure external flux control#
In the case of flux-tunable transmon qubits, we need to have some way of controlling the external flux. This can be done by setting an output bias on a module of the cluster which is then connected to the flux line. If your system is not using flux-tunable transmons, then you can skip to the next section.
[5]:
flux_settable: callable = cluster.module2.out0_offset
flux_settable.inter_delay = 100e-9 # Delay time in seconds between consecutive set operations.
flux_settable.step = 0.3e-3 # Stepsize in V that this Parameter uses during set operation.
flux_settable() # Get before setting to avoid jumps.
flux_settable(0.0)
Resonator Flux Spectroscopy#
[6]:
def resonator_spectroscopy_schedule(
qubit, freqs: np.array, repetitions: int = 1 # noqa: ANN001
) -> Schedule:
"""Schedule to sweep the resonator frequency."""
sched = Schedule("schedule", repetitions=repetitions)
for i, freq in enumerate(freqs):
sched.add(
Measure(
qubit.name,
acq_index=i,
freq=freq,
)
)
sched.add(IdlePulse(8e-9))
return sched
freqs = ManualParameter(name="freq", unit="Hz", label="Frequency")
freqs.batched = True
freqs.batch_size = 100
spec_sched_kwargs = dict(
qubit=qubit,
freqs=freqs,
)
gettable = ScheduleGettable(
quantum_device,
schedule_function=resonator_spectroscopy_schedule,
schedule_kwargs=spec_sched_kwargs,
real_imag=False,
batched=True,
)
meas_ctrl.gettables(gettable)
[7]:
quantum_device.cfg_sched_repetitions(80)
center = 7.7e9
frequency_setpoints = np.linspace(center - 20e6, center + 20e6, 300)
flux_setpoints = np.linspace(0, 1, 3)
meas_ctrl.settables([freqs, flux_settable])
meas_ctrl.setpoints_grid((frequency_setpoints, flux_setpoints))
rfs_ds = meas_ctrl.run("resonator flux spectroscopy")
rfs_ds
Starting batched measurement...
Iterative settable(s) [outer loop(s)]:
out0_offset
Batched settable(s):
freq
Batch size limit: 100
/usr/local/lib/python3.9/site-packages/quantify_scheduler/backends/types/qblox.py:1235: ValidationWarning: Setting `auto_sideband_cal=on_interm_freq_change` will overwrite settings `amp_ratio=1.0` and `phase_error=0.0`. To suppress this warning, do not set either `amp_ratio` or `phase_error` for this port-clock.
warnings.warn(
/usr/local/lib/python3.9/site-packages/quantify_scheduler/backends/types/qblox.py:1235: ValidationWarning: Setting `auto_sideband_cal=on_interm_freq_change` will overwrite settings `amp_ratio=1.0` and `phase_error=0.0`. To suppress this warning, do not set either `amp_ratio` or `phase_error` for this port-clock.
warnings.warn(
/usr/local/lib/python3.9/site-packages/quantify_scheduler/backends/types/qblox.py:1235: ValidationWarning: Setting `auto_sideband_cal=on_interm_freq_change` will overwrite settings `amp_ratio=1.0` and `phase_error=0.0`. To suppress this warning, do not set either `amp_ratio` or `phase_error` for this port-clock.
warnings.warn(
/usr/local/lib/python3.9/site-packages/quantify_scheduler/backends/types/qblox.py:1235: ValidationWarning: Setting `auto_sideband_cal=on_interm_freq_change` will overwrite settings `amp_ratio=1.0` and `phase_error=0.0`. To suppress this warning, do not set either `amp_ratio` or `phase_error` for this port-clock.
warnings.warn(
/usr/local/lib/python3.9/site-packages/quantify_scheduler/backends/types/qblox.py:1235: ValidationWarning: Setting `auto_sideband_cal=on_interm_freq_change` will overwrite settings `amp_ratio=1.0` and `phase_error=0.0`. To suppress this warning, do not set either `amp_ratio` or `phase_error` for this port-clock.
warnings.warn(
/usr/local/lib/python3.9/site-packages/quantify_scheduler/backends/types/qblox.py:1235: ValidationWarning: Setting `auto_sideband_cal=on_interm_freq_change` will overwrite settings `amp_ratio=1.0` and `phase_error=0.0`. To suppress this warning, do not set either `amp_ratio` or `phase_error` for this port-clock.
warnings.warn(
/usr/local/lib/python3.9/site-packages/quantify_scheduler/backends/types/qblox.py:1235: ValidationWarning: Setting `auto_sideband_cal=on_interm_freq_change` will overwrite settings `amp_ratio=1.0` and `phase_error=0.0`. To suppress this warning, do not set either `amp_ratio` or `phase_error` for this port-clock.
warnings.warn(
/usr/local/lib/python3.9/site-packages/quantify_scheduler/backends/types/qblox.py:1235: ValidationWarning: Setting `auto_sideband_cal=on_interm_freq_change` will overwrite settings `amp_ratio=1.0` and `phase_error=0.0`. To suppress this warning, do not set either `amp_ratio` or `phase_error` for this port-clock.
warnings.warn(
[7]:
<xarray.Dataset> Size: 29kB Dimensions: (dim_0: 900) Coordinates: x0 (dim_0) float64 7kB 7.68e+09 7.68e+09 ... 7.72e+09 7.72e+09 x1 (dim_0) float64 7kB 0.0 0.0 0.0 0.0 0.0 0.0 ... 1.0 1.0 1.0 1.0 1.0 Dimensions without coordinates: dim_0 Data variables: y0 (dim_0) float64 7kB nan nan nan nan nan nan ... nan nan nan nan nan y1 (dim_0) float64 7kB nan nan nan nan nan nan ... nan nan nan nan nan Attributes: tuid: 20241028-023656-576-6f2897 name: resonator flux spectroscopy grid_2d: True grid_2d_uniformly_spaced: True 1d_2_settables_uniformly_spaced: False xlen: 300 ylen: 3
[8]:
rich.print(quantum_device.hardware_config())
{ 'config_type': 'quantify_scheduler.backends.qblox_backend.QbloxHardwareCompilationConfig', 'hardware_description': { 'cluster0': { 'instrument_type': 'Cluster', 'modules': { '6': {'instrument_type': 'QCM_RF'}, '2': {'instrument_type': 'QCM'}, '8': {'instrument_type': 'QRM_RF'} }, 'sequence_to_file': False, 'ref': 'internal' } }, 'hardware_options': { 'output_att': {'q0:mw-q0.01': 10, 'q1:mw-q1.01': 10, 'q0:res-q0.ro': 60, 'q1:res-q1.ro': 60}, 'mixer_corrections': { 'q0:mw-q0.01': { 'auto_lo_cal': 'on_lo_interm_freq_change', 'auto_sideband_cal': 'on_interm_freq_change', 'dc_offset_i': None, 'dc_offset_q': None, 'amp_ratio': 1.0, 'phase_error': 0.0 }, 'q1:mw-q1.01': { 'auto_lo_cal': 'on_lo_interm_freq_change', 'auto_sideband_cal': 'on_interm_freq_change', 'dc_offset_i': None, 'dc_offset_q': None, 'amp_ratio': 1.0, 'phase_error': 0.0 }, 'q0:res-q0.ro': { 'auto_lo_cal': 'on_lo_interm_freq_change', 'auto_sideband_cal': 'on_interm_freq_change', 'dc_offset_i': None, 'dc_offset_q': None, 'amp_ratio': 1.0, 'phase_error': 0.0 }, 'q1:res-q1.ro': { 'auto_lo_cal': 'on_lo_interm_freq_change', 'auto_sideband_cal': 'on_interm_freq_change', 'dc_offset_i': None, 'dc_offset_q': None, 'amp_ratio': 1.0, 'phase_error': 0.0 } }, 'modulation_frequencies': { 'q0:mw-q0.01': {'interm_freq': 80000000.0}, 'q1:mw-q1.01': {'interm_freq': 80000000.0}, 'q0:res-q0.ro': {'lo_freq': 7500000000.0}, 'q1:res-q1.ro': {'lo_freq': 7500000000.0} } }, 'connectivity': { 'graph': [ ['cluster0.module6.complex_output_0', 'q0:mw'], ['cluster0.module6.complex_output_1', 'q1:mw'], ['cluster0.module2.real_output_0', 'q0:fl'], ['cluster0.module2.real_output_1', 'q1:fl'], ['cluster0.module8.complex_output_0', 'q0:res'], ['cluster0.module8.complex_output_0', 'q1:res'] ] } }
[9]:
quantum_device.to_json_file("devices/")
[9]:
'devices/device_2q_2024-10-28_02-36-58_UTC.json'