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Element to apply a simple x-y rotation (#747)
* Add element for simple x-y rotation. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add documentation. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add ParmParse for element intialization. --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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#!/usr/bin/env python3 | ||
# | ||
# Copyright 2022-2023 ImpactX contributors | ||
# Authors: Axel Huebl, Chad Mitchell | ||
# License: BSD-3-Clause-LBNL | ||
# | ||
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import numpy as np | ||
import openpmd_api as io | ||
from scipy.stats import moment | ||
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def get_moments(beam): | ||
"""Calculate standard deviations of beam position & momenta | ||
and emittance values | ||
Returns | ||
------- | ||
sigx, sigy, sigt, emittance_x, emittance_y, emittance_t | ||
""" | ||
sigx = moment(beam["position_x"], moment=2) ** 0.5 # variance -> std dev. | ||
sigpx = moment(beam["momentum_x"], moment=2) ** 0.5 | ||
sigy = moment(beam["position_y"], moment=2) ** 0.5 | ||
sigpy = moment(beam["momentum_y"], moment=2) ** 0.5 | ||
sigt = moment(beam["position_t"], moment=2) ** 0.5 | ||
sigpt = moment(beam["momentum_t"], moment=2) ** 0.5 | ||
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epstrms = beam.cov(ddof=0) | ||
emittance_x = (sigx**2 * sigpx**2 - epstrms["position_x"]["momentum_x"] ** 2) ** 0.5 | ||
emittance_y = (sigy**2 * sigpy**2 - epstrms["position_y"]["momentum_y"] ** 2) ** 0.5 | ||
emittance_t = (sigt**2 * sigpt**2 - epstrms["position_t"]["momentum_t"] ** 2) ** 0.5 | ||
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return (sigx, sigy, sigt, emittance_x, emittance_y, emittance_t) | ||
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# initial/final beam | ||
series = io.Series("diags/openPMD/monitor.h5", io.Access.read_only) | ||
last_step = list(series.iterations)[-1] | ||
initial = series.iterations[1].particles["beam"].to_df() | ||
final = series.iterations[last_step].particles["beam"].to_df() | ||
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# compare number of particles | ||
num_particles = 10000 | ||
assert num_particles == len(initial) | ||
assert num_particles == len(final) | ||
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print("Initial Beam:") | ||
sigx, sigy, sigt, emittance_x, emittance_y, emittance_t = get_moments(initial) | ||
print(f" sigx={sigx:e} sigy={sigy:e} sigt={sigt:e}") | ||
print( | ||
f" emittance_x={emittance_x:e} emittance_y={emittance_y:e} emittance_t={emittance_t:e}" | ||
) | ||
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atol = 0.0 # ignored | ||
rtol = 1.5e12 * num_particles**-0.5 # from random sampling of a smooth distribution | ||
print(f" rtol={rtol} (ignored: atol~={atol})") | ||
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assert np.allclose( | ||
[sigx, sigy, sigt, emittance_x, emittance_y, emittance_t], | ||
[ | ||
4.0e-03, | ||
2.0e-03, | ||
1.0e-03, | ||
8.0e-07, | ||
1.0e-06, | ||
2.0e-06, | ||
], | ||
rtol=rtol, | ||
atol=atol, | ||
) | ||
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print("") | ||
print("Final Beam:") | ||
sigx, sigy, sigt, emittance_x, emittance_y, emittance_t = get_moments(final) | ||
print(f" sigx={sigx:e} sigy={sigy:e} sigt={sigt:e}") | ||
print( | ||
f" emittance_x={emittance_x:e} emittance_y={emittance_y:e} emittance_t={emittance_t:e}" | ||
) | ||
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atol = 0.0 # ignored | ||
rtol = 1.5 * num_particles**-0.5 # from random sampling of a smooth distribution | ||
print(f" rtol={rtol} (ignored: atol~={atol})") | ||
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assert np.allclose( | ||
[sigx, sigy, sigt, emittance_x, emittance_y, emittance_t], | ||
[ | ||
2.0e-03, | ||
4.0e-03, | ||
1.0e-03, | ||
1.0e-06, | ||
8.0e-07, | ||
2.0e-06, | ||
], | ||
rtol=rtol, | ||
atol=atol, | ||
) |
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############################################################################### | ||
# Particle Beam(s) | ||
############################################################################### | ||
beam.npart = 10000 | ||
beam.units = static | ||
beam.kin_energy = 2.0e3 | ||
beam.charge = 1.0e-9 | ||
beam.particle = electron | ||
beam.distribution = waterbag | ||
beam.lambdaX = 4.0e-3 | ||
beam.lambdaY = 2.0e-3 | ||
beam.lambdaT = 1.0e-3 | ||
beam.lambdaPx = 2.0e-4 | ||
beam.lambdaPy = 5.0e-4 | ||
beam.lambdaPt = 2.0e-3 | ||
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############################################################################### | ||
# Beamline: lattice elements and segments | ||
############################################################################### | ||
lattice.elements = monitor rotation1 monitor | ||
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monitor.type = beam_monitor | ||
monitor.backend = h5 | ||
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rotation1.type = plane_xyrotation | ||
rotation1.angle = 90.0 | ||
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############################################################################### | ||
# Algorithms | ||
############################################################################### | ||
algo.particle_shape = 2 | ||
algo.space_charge = false |
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#!/usr/bin/env python3 | ||
# | ||
# Copyright 2022-2023 ImpactX contributors | ||
# Authors: Ryan Sandberg, Axel Huebl, Chad Mitchell | ||
# License: BSD-3-Clause-LBNL | ||
# | ||
# -*- coding: utf-8 -*- | ||
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from impactx import ImpactX, distribution, elements | ||
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sim = ImpactX() | ||
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# set numerical parameters and IO control | ||
sim.particle_shape = 2 # B-spline order | ||
sim.space_charge = False | ||
# sim.diagnostics = False # benchmarking | ||
sim.slice_step_diagnostics = True | ||
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# domain decomposition & space charge mesh | ||
sim.init_grids() | ||
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# load a 2 GeV electron beam with an initial | ||
# unnormalized rms emittance of nm | ||
kin_energy_MeV = 2.0e3 # reference energy | ||
bunch_charge_C = 1.0e-9 # used without space charge | ||
npart = 10000 # number of macro particles | ||
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# reference particle | ||
ref = sim.particle_container().ref_particle() | ||
ref.set_charge_qe(-1.0).set_mass_MeV(0.510998950).set_kin_energy_MeV(kin_energy_MeV) | ||
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# particle bunch | ||
distr = distribution.Waterbag( | ||
lambdaX=4.0e-3, | ||
lambdaY=2.0e-3, | ||
lambdaT=1.0e-3, | ||
lambdaPx=2.0e-4, | ||
lambdaPy=5.0e-4, | ||
lambdaPt=2.0e-3, | ||
) | ||
sim.add_particles(bunch_charge_C, distr, npart) | ||
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# add beam diagnostics | ||
monitor = elements.BeamMonitor("monitor", backend="h5") | ||
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# 90 degree rotation | ||
rotation = elements.PlaneXYRot(name="rotation1", angle=90.0) | ||
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# assign a lattice segment | ||
sim.lattice.append(monitor) | ||
sim.lattice.append(rotation) | ||
sim.lattice.append(monitor) | ||
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# run simulation | ||
sim.track_particles() | ||
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# clean shutdown | ||
sim.finalize() |
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