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* Add first draft of Aperture element. * Update Aperture.H Correct element docs. * Add benchmark example. * Clean up switch. * Add index change. * Update python.rst Place arguments with defaults last (Python docs). * Update parameters.rst Place arguments with defaults last (C++ docs). * Update Aperture.H Place arguments with defaults last (C++ src). * Update elements.cpp Place arguments with defaults last (Python equivalent). * Apply suggestions from code review Co-authored-by: Axel Huebl <[email protected]> * Update elements.cpp Add missing , * Aperture Update API: Enums & Strings Update the C++ API to use an enum for the aperture shape and the Python API & inputs file syntax to accept a string. That makes the parameters at the call sites self-describing. * Draft: Copy Lost Particles to do: - remove in beam species - output * Local Move of Lost Particles * Container: Reference Lost Container * Aperture Example: Kin Energy Update changed input API * Lost Particles: Backend Control * Update Aperture Example & Analysis * Output Runtime Attribute "s_lost" * Aperture Test: Add Drift This way, we can test if "s" was set to the right value. * Fix GPU Compile * Cleaning * Lost Output: Only N>0 Do not generate empty files with half-ready meta data. * openPMD: Remove Outdated Species Outdated line from an earlier design created an empty species in output. --------- Co-authored-by: Axel Huebl <[email protected]>
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.. _examples-aperture: | ||
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Aperture Collimation | ||
==================== | ||
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Proton beam undergoing collimation by a rectangular boundary aperture. | ||
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We use a 250 MeV proton beam with a horizontal rms beam size of 1.56 mm and a vertical rms beam size of 2.21 mm. | ||
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After a short drift of 0.123, the beam is scraped by a 1 mm x 1.5 mm rectangular aperture. | ||
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In this test, the initial values of :math:`\sigma_x`, :math:`\sigma_y`, :math:`\sigma_t`, :math:`\epsilon_x`, :math:`\epsilon_y`, and :math:`\epsilon_t` must agree with nominal values. | ||
The test fails if: | ||
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* any of the final coordinates for the valid (not lost) particles lie outside the aperture boundary or | ||
* any of the lost particles are inside the aperture boundary or | ||
* if the sum of lost and kept particles is not equal to the initial particles or | ||
* if the recorded position :math:`s` for the lost particles does not coincide with the drift distance. | ||
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Run | ||
--- | ||
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This example can be run as a Python script (``python3 run_aperture.py``) or with an app with an input file (``impactx input_aperture.in``). | ||
Each can also be prefixed with an `MPI executor <https://www.mpi-forum.org>`__, such as ``mpiexec -n 4 ...`` or ``srun -n 4 ...``, depending on the system. | ||
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.. tab-set:: | ||
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.. tab-item:: Python Script | ||
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.. literalinclude:: run_aperture.py | ||
:language: python3 | ||
:caption: You can copy this file from ``examples/aperture/run_aperture.py``. | ||
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.. tab-item:: App Input File | ||
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.. literalinclude:: input_aperture.in | ||
:language: ini | ||
:caption: You can copy this file from ``examples/aperture/input_aperture.in``. | ||
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Analyze | ||
------- | ||
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We run the following script to analyze correctness: | ||
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.. dropdown:: Script ``analysis_aperture.py`` | ||
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.. literalinclude:: analysis_aperture.py | ||
:language: python3 | ||
:caption: You can copy this file from ``examples/aperture/analysis_aperture.py``. |
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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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series_lost = io.Series("diags/openPMD/particles_lost.h5", io.Access.read_only) | ||
particles_lost = series_lost.iterations[0].particles["beam"].to_df() | ||
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# compare number of particles | ||
num_particles = 10000 | ||
assert num_particles == len(initial) | ||
# we lost particles in apertures | ||
assert num_particles > len(final) | ||
assert num_particles == len(particles_lost) + 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 = 1.8 * 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], | ||
[ | ||
1.559531175539e-3, | ||
2.205510139392e-3, | ||
1.0e-3, | ||
1.0e-6, | ||
2.0e-6, | ||
1.0e-6, | ||
], | ||
rtol=rtol, | ||
atol=atol, | ||
) | ||
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# particle-wise comparison against the rectangular aperture boundary | ||
xmax = 1.0e-3 | ||
ymax = 1.5e-3 | ||
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# kept particles | ||
dx = abs(final["position_x"]) - xmax | ||
dy = abs(final["position_y"]) - ymax | ||
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print() | ||
print(f" x_max={final['position_x'].max()}") | ||
print(f" x_min={final['position_x'].min()}") | ||
assert np.less_equal(dx.max(), 0.0) | ||
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print(f" y_max={final['position_y'].max()}") | ||
print(f" y_min={final['position_y'].min()}") | ||
assert np.less_equal(dy.max(), 0.0) | ||
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# lost particles | ||
dx = abs(particles_lost["position_x"]) - xmax | ||
dy = abs(particles_lost["position_y"]) - ymax | ||
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print() | ||
print(f" x_max={particles_lost['position_x'].max()}") | ||
print(f" x_min={particles_lost['position_x'].min()}") | ||
assert np.greater_equal(dx.max(), 0.0) | ||
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print(f" y_max={particles_lost['position_y'].max()}") | ||
print(f" y_min={particles_lost['position_y'].min()}") | ||
assert np.greater_equal(dy.max(), 0.0) | ||
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# check that s is set correctly | ||
lost_at_s = particles_lost["s_lost"] | ||
drift_s = np.ones_like(lost_at_s) * 0.123 | ||
assert np.allclose(lost_at_s, drift_s) |
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############################################################################### | ||
# Particle Beam(s) | ||
############################################################################### | ||
beam.npart = 10000 | ||
beam.units = static | ||
beam.kin_energy = 250.0 | ||
beam.charge = 1.0e-9 | ||
beam.particle = proton | ||
beam.distribution = waterbag | ||
beam.sigmaX = 1.559531175539e-3 | ||
beam.sigmaY = 2.205510139392e-3 | ||
beam.sigmaT = 1.0e-3 | ||
beam.sigmaPx = 6.41218345413e-4 | ||
beam.sigmaPy = 9.06819680526e-4 | ||
beam.sigmaPt = 1.0e-3 | ||
beam.muxpx = 0.0 | ||
beam.muypy = 0.0 | ||
beam.mutpt = 0.0 | ||
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############################################################################### | ||
# Beamline: lattice elements and segments | ||
############################################################################### | ||
lattice.elements = monitor drift collimator monitor | ||
lattice.nslice = 1 | ||
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monitor.type = beam_monitor | ||
monitor.backend = h5 | ||
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drift.type = drift | ||
drift.ds = 0.123 | ||
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collimator.type = aperture | ||
collimator.shape = rectangular | ||
collimator.xmax = 1.0e-3 | ||
collimator.ymax = 1.5e-3 | ||
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############################################################################### | ||
# Algorithms | ||
############################################################################### | ||
algo.particle_shape = 2 | ||
algo.space_charge = false | ||
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############################################################################### | ||
# Diagnostics | ||
############################################################################### | ||
diag.slice_step_diagnostics = true | ||
diag.backend = h5 |
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#!/usr/bin/env python3 | ||
# | ||
# Copyright 2022-2023 ImpactX contributors | ||
# Authors: Axel Huebl, Chad Mitchell | ||
# License: BSD-3-Clause-LBNL | ||
# | ||
# -*- coding: utf-8 -*- | ||
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import amrex.space3d as amr | ||
from impactx import ImpactX, RefPart, 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 | ||
sim.particle_lost_diagnostics_backend = "h5" | ||
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# domain decomposition & space charge mesh | ||
sim.init_grids() | ||
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# load a 250 MeV proton beam with an initial | ||
# horizontal rms emittance of 1 um and an | ||
# initial vertical rms emittance of 2 um | ||
kin_energy_MeV = 250.0 # reference energy | ||
bunch_charge_C = 1.0e-9 # used with 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(938.27208816).set_kin_energy_MeV(kin_energy_MeV) | ||
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# particle bunch | ||
distr = distribution.Waterbag( | ||
sigmaX=1.559531175539e-3, | ||
sigmaY=2.205510139392e-3, | ||
sigmaT=1.0e-3, | ||
sigmaPx=6.41218345413e-4, | ||
sigmaPy=9.06819680526e-4, | ||
sigmaPt=1.0e-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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# design the accelerator lattice | ||
sim.lattice.extend( | ||
[ | ||
monitor, | ||
elements.Drift(0.123), | ||
elements.Aperture(xmax=1.0e-3, ymax=1.5e-3, shape="rectangular"), | ||
monitor, | ||
] | ||
) | ||
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# run simulation | ||
sim.evolve() | ||
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# clean shutdown | ||
del sim | ||
amr.finalize() |
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