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"cell_type": "markdown",
"id": "87f9ee90",
"metadata": {},
"source": [
"(sec-tutorial-sched-pulse)=\n",
"\n",
"# Tutorial: Schedules and Pulses\n",
"\n",
"```{seealso}\n",
"The complete source code of this tutorial can be found in\n",
"\n",
"{nb-download}`Schedules and Pulses.ipynb`\n",
"```\n",
"\n",
"## The Schedule\n",
"\n",
"The main data structure that describes an experiment in the `quantify-scheduler` is the Schedule. We will show how the Schedule works through an example."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "43931289",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Schedule \"Hello quantum world!\" containing (0) 0 (unique) operations."
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from quantify_scheduler import Schedule\n",
"\n",
"sched = Schedule(\"Hello quantum world!\")\n",
"\n",
"sched\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "4460553c",
"metadata": {},
"source": [
"As we can see, our newly created schedule is still empty. We need to manually add operations to it. In `quantify-scheduler` there are three types of operations: pulses, acquisitions and gates. All of these have explicit timing control. In this tutorial, we will only cover pulses. The goal will not be to make a schedule that is physically meaningful, but to demonstrate the control over the scheduling to its fullest.\n",
"\n",
"While it is possible to define a pulse completely from scratch, we will be using some of the pulse definitions provided with the `quantify-scheduler`. These pulses are described in the {mod}`quantify_scheduler.operations.pulse_library` submodule. It's worth noting that no sampling of the data yet occurs at this stage, but the pulse is kept in a parameterized form.\n",
"\n",
"We will add a square pulse from the pulse library to the schedule."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "810f1fc8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Schedule \"Hello quantum world!\" containing (1) 1 (unique) operations."
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from quantify_scheduler.operations import pulse_library\n",
"\n",
"square_pulse = sched.add(\n",
" pulse_library.SquarePulse(amp=1, duration=1e-6, port=\"q0:res\", clock=\"q0.ro\")\n",
")\n",
"\n",
"sched\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "72e91b5b",
"metadata": {},
"source": [
"You may have noticed that we passed a {code}`port` and a {code}`clock` to the pulse. The {code}`port` specifies the physical location on the quantum chip to which we are sending the pulses, whilst the {code}`clock` tracks the frequency of the signal (see {ref}`sec-user-guide-ports-clocks`). This clock frequency has not yet been defined, so prior to any compilation step this clock needs to be added to the schedule as a resource."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b34fb563",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Schedule \"Hello quantum world!\" containing (1) 1 (unique) operations."
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from quantify_scheduler.resources import ClockResource\n",
"\n",
"readout_clock = ClockResource(name=\"q0.ro\", freq=7e9)\n",
"sched.add_resource(readout_clock)\n",
"\n",
"sched\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "d7235803",
"metadata": {},
"source": [
"We now perform the compilation of the schedule onto the {ref}`sec-user-guide-quantum-device`. This step is necessary to, among other things, determine the absolute timing of the pulses. The compilation step is described in more detail in {ref}`sec-compilation`."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "753a88c0",
"metadata": {},
"outputs": [],
"source": [
"from quantify_scheduler.backends.graph_compilation import SerialCompiler\n",
"from quantify_scheduler.device_under_test.quantum_device import QuantumDevice\n",
"\n",
"quantum_device = QuantumDevice(\"quantum_device\")\n",
"device_compiler = SerialCompiler(\"Device compiler\", quantum_device)\n",
"\n",
"comp_sched = device_compiler.compile(sched)\n"
]
},
{
"cell_type": "markdown",
"id": "f20f2110",
"metadata": {},
"source": [
"`quantify-scheduler` provides several visualization tools to show a visual representation of the schedule we made. In the cell below, we draw the schedule using a {meth}`pulse diagram <.plot_pulse_diagram>`.\n",
"\n",
"Note that these plots are interactive and modulation is not shown by default."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c71eb3ab",
"metadata": {},
"outputs": [
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"sched.add(\n",
" pulse_library.SquarePulse(amp=1, duration=1e-6, port=\"q0:res\", clock=\"q0.ro\"),\n",
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"We can see that {code}`rel_time=500e-9` schedules the pulse 500 ns shifted relative to the end of the {code}`ref_op`. If no additional arguments are passed, operations are added directly after the operation that was added last.\n",
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"Let's now instead align a pulse to start at the same time as the first square pulse. Before, we specified the timing relative to the end of a different pulse, but we can choose to instead specify it relative to the beginning. This is done by passing {code}`ref_pt=\"start\"`."
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"sched.add(\n",
" pulse_library.DRAGPulse(\n",
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" ),\n",
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"\n",
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"source": [
"We see that we added a DRAG pulse to the schedule. Two things stand out:\n",
"\n",
"1. The DRAG pulse is plotted separately from the square pulse, this is because we specified a different {code}`port` for this pulse than we did for the square pulse.\n",
"2. The DRAG pulse shows two lines instead of one. This is because a DRAG pulse is specified as a complex-valued pulse, so we have to plot both the I and Q components of the signal. The real part of the waveform is shown in color, whereas the imaginary component is shown in grayscale.\n",
"\n",
"## Parameterized schedules\n",
"\n",
"In an experiment, often the need arises to vary one of the parameters of a schedule programmatically. Currently, the canonical way of achieving this is by defining a function that returns a generated schedule. We will use this to generate a pulse train, where we can specify the timing parameters separately."
]
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"source": [
"from quantify_scheduler.resources import BasebandClockResource\n",
"\n",
"\n",
"def pulse_train_schedule(\n",
" amp: float, time_high: float, time_low: float, amount_of_pulses: int\n",
") -> Schedule:\n",
" sched = Schedule(\"Pulse train schedule\")\n",
" square_pulse = sched.add(\n",
" pulse_library.SquarePulse(\n",
" amp=amp,\n",
" duration=time_high,\n",
" port=\"q0:fl\",\n",
" clock=BasebandClockResource.IDENTITY,\n",
" ),\n",
" )\n",
" for _ in range(amount_of_pulses - 1):\n",
" square_pulse = sched.add(\n",
" pulse_library.SquarePulse(\n",
" amp=amp,\n",
" duration=time_high,\n",
" port=\"q0:fl\",\n",
" clock=BasebandClockResource.IDENTITY,\n",
" ),\n",
" rel_time=time_low,\n",
" ref_op=square_pulse,\n",
" )\n",
" return sched\n",
"\n",
"\n",
"sched = pulse_train_schedule(1, 200e-9, 300e-9, 5)\n",
"comp_sched = device_compiler.compile(sched)\n",
"comp_sched.plot_pulse_diagram(plot_backend=\"plotly\")\n",
"\n"
]
},
{
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"id": "5693001d",
"metadata": {},
"source": [
"Note that we used the {class}`~quantify_scheduler.resources.BasebandClockResource` as a clock, which is always at 0 Hz and was added automatically to the schedule for convenience. We can see that the pulses start every 500 ns and are 200 ns long.\n",
"\n",
"(sec-long-waveforms-via-stitchedpulse)=\n",
"\n",
"## Long waveforms via StitchedPulse\n",
"\n",
"```{note}\n",
"This feature is only available for Qblox hardware. More information about this feature can also be found in section {ref}`Long waveform support `.\n",
"```\n",
"\n",
"The sequencers in Qblox modules have a waveform sample limit of {class}`~quantify_scheduler.backends.qblox.constants.MAX_SAMPLE_SIZE_WAVEFORMS`. Trying to play many (long) waveforms might cause you to exceed this limit. For certain waveforms, however, it is possible to use the available memory more efficiently. This section explains how to do this with the {class}`~quantify_scheduler.operations.stitched_pulse.StitchedPulse`.\n",
"\n",
"For convenience, `quantify-scheduler` provides helper functions for the `square` ({func}`~quantify_scheduler.operations.pulse_factories.long_square_pulse`), `ramp` ({func}`~quantify_scheduler.operations.pulse_factories.long_ramp_pulse`) and `staircase` ({func}`~quantify_scheduler.operations.pulse_factories.staircase_pulse`) waveforms for when they become too long to fit into the waveform memory of the hardware."
]
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"source": [
"from quantify_scheduler.operations.pulse_factories import (\n",
" long_ramp_pulse,\n",
" long_square_pulse,\n",
" staircase_pulse,\n",
")\n",
"\n",
"\n",
"sched = Schedule(\"Basic long pulses\")\n",
"sched.add(\n",
" long_square_pulse(\n",
" amp=0.5,\n",
" duration=10e-6,\n",
" port=\"q0:fl\",\n",
" clock=BasebandClockResource.IDENTITY,\n",
" ),\n",
")\n",
"sched.add(\n",
" long_ramp_pulse(\n",
" amp=1.0,\n",
" duration=10e-6,\n",
" port=\"q0:fl\",\n",
" offset=-0.5,\n",
" clock=BasebandClockResource.IDENTITY,\n",
" ),\n",
" rel_time=5e-7,\n",
")\n",
"sched.add(\n",
" staircase_pulse(\n",
" start_amp=-0.5,\n",
" final_amp=0.5,\n",
" num_steps=20,\n",
" duration=10e-6,\n",
" port=\"q0:fl\",\n",
" clock=BasebandClockResource.IDENTITY,\n",
" ),\n",
" rel_time=5e-7,\n",
")\n",
"\n",
"comp_sched = device_compiler.compile(sched)\n",
"comp_sched.plot_pulse_diagram(plot_backend=\"plotly\")"
]
},
{
"cell_type": "markdown",
"id": "34657dd4",
"metadata": {},
"source": [
"Using these factory functions, the resulting square and staircase pulses use no waveform memory at all. The ramp pulse uses waveform memory for a short section of the waveform, which is repeated multiple times.\n",
"\n",
"For more complicated shapes, the {class}`~quantify_scheduler.operations.stitched_pulse.StitchedPulseBuilder` makes it possible to stitch together pulse shapes yourself. In the following example, we create a long soft square pulse where the constant-voltage middle part is created with a voltage offset instruction, using no waveform memory."
]
},
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"source": [
"import numpy as np\n",
"\n",
"from quantify_scheduler.operations.pulse_library import NumericalPulse\n",
"from quantify_scheduler.operations.stitched_pulse import StitchedPulseBuilder\n",
"\n",
"\n",
"# Define a few constants\n",
"port = \"q0:fl\"\n",
"clock = BasebandClockResource.IDENTITY\n",
"ramp_duration = 4e-6\n",
"constant_duration = 8e-6\n",
"\n",
"ramp_t = np.arange(0, round(ramp_duration * 1e9) + 1) * 1e-9\n",
"\n",
"# Define the waveforms for the up and down ramps\n",
"hann_up = ramp_t / ramp_duration - 1 / 2 / np.pi * np.sin(\n",
" 2 * np.pi / ramp_duration * ramp_t\n",
")\n",
"hann_down = 1 - hann_up\n",
"\n",
"# Make the stitched pulse\n",
"builder = StitchedPulseBuilder(port=port, clock=BasebandClockResource.IDENTITY)\n",
"builder.add_pulse(\n",
" NumericalPulse(samples=hann_up, t_samples=ramp_t, port=port, clock=clock)\n",
")\n",
"builder.add_voltage_offset(path_0=1.0, path_1=0.0, duration=constant_duration)\n",
"builder.add_pulse(\n",
" NumericalPulse(samples=hann_down, t_samples=ramp_t, port=port, clock=clock)\n",
")\n",
"pulse = builder.build()\n",
"\n",
"sched = Schedule(\"Long soft square pulse\")\n",
"sched.add(pulse)\n",
"\n",
"comp_sched = device_compiler.compile(sched)\n",
"comp_sched.plot_pulse_diagram(plot_backend=\"plotly\")"
]
},
{
"cell_type": "markdown",
"id": "2a4b421d",
"metadata": {},
"source": [
"Alternatively, the building methods of the {class}`~quantify_scheduler.operations.stitched_pulse.StitchedPulseBuilder` can be conveniently **chained** to create a {class}`~quantify_scheduler.operations.stitched_pulse.StitchedPulse` via more elegant syntax:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "97330538",
"metadata": {},
"outputs": [],
"source": [
"pulse = (\n",
" StitchedPulseBuilder(port=port, clock=BasebandClockResource.IDENTITY)\n",
" .add_pulse(\n",
" NumericalPulse(samples=hann_up, t_samples=ramp_t, port=port, clock=clock)\n",
" )\n",
" .add_voltage_offset(path_0=1.0, path_1=0.0, duration=constant_duration)\n",
" .add_pulse(\n",
" NumericalPulse(samples=hann_up, t_samples=ramp_t, port=port, clock=clock)\n",
" )\n",
" .build()\n",
")"
]
}
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