quackseq-simulator/tests/simulator.py

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import unittest
import logging
import matplotlib.pyplot as plt
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from quackseq.phase_table import PhaseTable
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from quackseq.pulsesequence import QuackSequence
from quackseq.event import Event
from quackseq.functions import RectFunction
from quackseq_simulator.simulator import Simulator
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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class TestQuackSequence(unittest.TestCase):
def test_event_creation(self):
seq = QuackSequence("test - event creation")
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seq.add_pulse_event("tx", "10u", 100, 90.0, RectFunction())
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seq.add_blank_event("blank", "3u")
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seq.add_readout_event("rx", "100u")
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seq.add_blank_event("TR", "1m")
sim = Simulator()
sim.set_averages(100)
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sim.settings.noise = 0
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result = sim.run_sequence(seq)
self.assertIsNotNone(result)
self.assertTrue(hasattr(result, "tdx"))
self.assertTrue(hasattr(result, "tdy"))
self.assertGreater(len(result.tdx[0]), 0)
self.assertGreater(len(result.tdy[0]), 0)
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logger.info("Plotting imaginary part")
plt.plot(result.tdx[0], result.tdy[0].imag, label="imaginary")
logger.info("Plotting real part")
plt.plot(result.tdx[0], result.tdy[0].real, label="real")
plt.plot(result.tdx[0], abs(result.tdy[0]), label="abs")
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plt.legend()
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plt.show()
def test_simulation_run_sequence(self):
seq = QuackSequence("test - simulation run sequence")
tx = Event("tx", "10u", seq)
seq.add_event(tx)
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seq.set_tx_amplitude(tx, 100)
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seq.set_tx_phase(tx, 0)
rect = RectFunction()
seq.set_tx_shape(tx, rect)
blank = Event("blank", "3u", seq)
seq.add_event(blank)
rx = Event("rx", "100u", seq)
seq.set_rx(rx, True)
seq.add_event(rx)
TR = Event("TR", "1m", seq)
seq.add_event(TR)
sim = Simulator()
sim.set_averages(100)
result = sim.run_sequence(seq)
self.assertIsNotNone(result)
self.assertTrue(hasattr(result, "tdx"))
self.assertTrue(hasattr(result, "tdy"))
self.assertGreater(len(result.tdx[0]), 0)
self.assertGreater(len(result.tdy[0]), 0)
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plt.plot(result.tdx[0], abs(result.tdy[0]))
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plt.show()
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def test_phase_array_generation(self):
seq = QuackSequence("test - phase array generation")
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tx = Event("tx", "10u", seq)
seq.add_event(tx)
seq.set_tx_amplitude(tx, 100)
seq.set_tx_phase(tx, 0)
seq.set_tx_n_phase_cycles(tx, 2)
seq.set_tx_phase_cycle_group(tx, 0)
rect = RectFunction()
seq.set_tx_shape(tx, rect)
tx2 = Event("tx2", "10u", seq)
seq.add_event(tx2)
seq.set_tx_amplitude(tx2, 100)
seq.set_tx_phase(tx2, 1)
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seq.set_tx_n_phase_cycles(tx2, 2)
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seq.set_tx_phase_cycle_group(tx2, 1)
tx3 = Event("tx3", "10u", seq)
seq.add_event(tx3)
seq.set_tx_amplitude(tx3, 100)
seq.set_tx_phase(tx3, 2)
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seq.set_tx_n_phase_cycles(tx3, 2)
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seq.set_tx_phase_cycle_group(tx3, 3)
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sim = Simulator()
sim.set_averages(100)
result = sim.run_sequence(seq)
plt.plot(result.tdx[0], abs(result.tdy[0]))
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plt.plot(result.tdx[1], abs(result.tdy[1]))
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plt.show()
phase_table = PhaseTable(seq)
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logger.info(phase_table.n_phase_cycles)
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self.assertEqual(phase_table.n_phase_cycles, 8)
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self.assertEqual(phase_table.n_parameters, 3)
def test_phase_cycling(self):
seq = QuackSequence("test - phase cycling")
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# Simple spin echo sequence with phase cycling.
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# Create the first 90 degree pulse
pi_half = Event("pi_half", "6u", seq)
seq.add_event(pi_half)
seq.set_tx_amplitude(pi_half, 100)
seq.set_tx_phase(pi_half, 0)
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seq.set_tx_n_phase_cycles(pi_half, 4) # 0 90 180 270
seq.set_tx_phase_cycle_group(pi_half, 0)
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# Wait for TE/2 (approx)
seq.add_blank_event("te/2", "150u")
# Create the 180 degree pulse
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pi = Event("pi", "12u", seq)
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seq.add_event(pi)
seq.set_tx_amplitude(pi, 100)
seq.set_tx_phase(pi, 180)
seq.set_tx_n_phase_cycles(pi, 1)
seq.set_tx_phase_cycle_group(pi, 0)
# Wait another blanking time
seq.add_blank_event("blank", "100u")
result = Simulator().run_sequence(seq)
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# Plotting the results
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plt.title("Phase cycling")
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logger.info(f"Number of data sets {len(result.tdy)}")
plt.plot(result.tdx[0], result.tdy[0].real, label="pc 1")
plt.plot(result.tdx[1], result.tdy[1].real, label="pc 2")
plt.plot(result.tdx[2], result.tdy[2].real, label="pc 3")
plt.plot(result.tdx[3], result.tdy[3].real, label="pc 4")
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plt.legend()
plt.show()
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rx = Event("rx", "100u", seq)
seq.add_event(rx)
seq.set_rx(rx, True)
# Readout scheme for phase cycling TX pulses have the scheme 0 90 180 270 for the first pulse and 180 always for the second pulse
readout_scheme = [[1, 0], [1, 270], [1, 180], [1, 90]]
seq.set_rx_readout_scheme(rx, readout_scheme)
result = Simulator().run_sequence(seq)
# Plotting the results
plt.title("Phase cycling")
logger.info(f"Number of data sets {len(result.tdy)}")
plt.plot(result.tdx[0], abs(result.tdy[0]), label="pc 1")
plt.plot(result.tdx[1], abs(result.tdy[1]), label="pc 2")
plt.plot(result.tdx[2], abs(result.tdy[2]), label="pc 3")
plt.plot(result.tdx[3], abs(result.tdy[3]), label="pc 4")
plt.plot(result.tdx[4], abs(result.tdy[4]), label="Phase Cycling")
plt.legend()
plt.show()
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# seq.add_event(rx)
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if __name__ == "__main__":
unittest.main()