Example1
InĀ [1]:
Copied!
import numpy as np
from impact.z import ImpactZ, ImpactZParticles
from impact.z.input import WriteFull
import numpy as np
from impact.z import ImpactZ, ImpactZParticles
from impact.z.input import WriteFull
InĀ [2]:
Copied!
raw_impact_particles = ImpactZParticles.from_file("particle.in")
raw_impact_particles = ImpactZParticles.from_file("particle.in")
Detected species: H-
InĀ [3]:
Copied!
I = ImpactZ(
input="ImpactZ.in",
initial_particles=raw_impact_particles,
use_temp_dir=False,
workdir="./tmp",
)
I = ImpactZ(
input="ImpactZ.in",
initial_particles=raw_impact_particles,
use_temp_dir=False,
workdir="./tmp",
)
InĀ [4]:
Copied!
I.input.file_data = {
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0.01081867464479435,
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7.166528016675878e-06,
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3.83401850058108e-06,
0.008300367358460257,
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0.01252762598625653,
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0.002157799831643168,
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2.063091233440562e-07,
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0.0001845661768969011,
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5.251355253685075e-06,
2.158372657629479e-08,
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4.100209153468879e-08,
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1.348702641917654e-08,
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2.150206808554732e-09,
9.370706427499619e-05,
1.962995015093624e-08,
]
),
"949": np.array(
[
1.99997701681804,
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),
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[
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0.0004563677719816846,
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0.0002224351098835208,
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]
),
}
InĀ [5]:
Copied!
I.input
I.input
Out[5]:
ImpactZInput(
initial_particles=<ParticleGroup with 200 particles at 0x7f4230979a90>,
seed=6,
n_particle=200,
integrator_type=IZ.IntegratorType.runge_kutta,
err=0,
diagnostic_type=IZ.DiagnosticType.standard,
nx=32,
ny=32,
nz=64,
radius_x=0.02,
radius_y=0.02,
z_period_size=0.1,
distribution=IZ.DistributionType.read,
particle_list=[200],
current_list=[6.294454271999999e-05],
charge_over_mass_list=[-1.0646292928779005e-09],
twiss_alpha_x=0.002002944,
twiss_beta_x=0.0003085231,
twiss_norm_emit_x=-0.9035956,
twiss_alpha_y=0.00214999,
twiss_beta_y=0.000350702,
twiss_norm_emit_y=0.8517159,
twiss_alpha_z=0.1435722,
twiss_beta_z=1.174531e-05,
twiss_norm_emit_z=0.122559,
average_current=0.03,
reference_kinetic_energy=3351760.0,
reference_particle_mass=939294320.0,
reference_particle_charge=-1.0,
reference_frequency=324000000.0,
initial_phase_ref=271.973,
lattice=[
DTL(
name='DTL_1',
length=0.078863,
steps=110,
map_steps=20,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=852.0,
radius=0.0065,
quad1_length=0.0204958,
quad1_gradient=68.0496,
quad2_length=0.0204958,
quad2_gradient=-67.2042
),
DTL(
name='DTL_2',
length=0.0803476,
steps=110,
map_steps=20,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=868.0,
radius=0.0065,
quad1_length=0.0204958,
quad1_gradient=-67.2042,
quad2_length=0.0204958,
quad2_gradient=66.3588
),
DTL(
name='DTL_3',
length=0.0818357,
steps=110,
map_steps=20,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=884.0,
radius=0.0065,
quad1_length=0.0204958,
quad1_gradient=66.3588,
quad2_length=0.0214116,
quad2_gradient=-63.4763
),
DTL(
name='DTL_4',
length=0.0833272,
steps=110,
map_steps=20,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=900.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=-63.4763,
quad2_length=0.0214116,
quad2_gradient=62.6939
),
DTL(
name='DTL_5',
length=0.0848224,
steps=110,
map_steps=20,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=916.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=62.6939,
quad2_length=0.0214116,
quad2_gradient=-61.9537
),
DTL(
name='DTL_6',
length=0.0863196,
steps=110,
map_steps=20,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=932.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=-61.9537,
quad2_length=0.0214116,
quad2_gradient=61.2134
),
DTL(
name='DTL_7',
length=0.0878191,
steps=110,
map_steps=20,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=949.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=61.2134,
quad2_length=0.0214116,
quad2_gradient=-60.5167
),
DTL(
name='DTL_8',
length=0.089321,
steps=110,
map_steps=20,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=965.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=-60.5167,
quad2_length=0.0214116,
quad2_gradient=59.82
),
DTL(
name='DTL_9',
length=0.0908246,
steps=110,
map_steps=20,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=981.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=59.82,
quad2_length=0.0214116,
quad2_gradient=-59.1642
),
Quadrupole(name='Quadrupole_1', length=0.0450071, steps=3, map_steps=20, k1=-19.1523, radius=0.009),
Drift(name='Drift_1', length=0.0958426, steps=6, map_steps=20, radius=0.009),
Quadrupole(name='Quadrupole_2', length=0.0458503, steps=3, map_steps=20, k1=18.9026, radius=0.011)
],
filename=PosixPath('/home/runner/work/lume-impact/lume-impact/docs/examples/z/example1/ImpactZ.in')
)
Including defaults
ImpactZInput(
initial_particles=<ParticleGroup with 200 particles at 0x7f4230979a90>,
ncpu_y=1,
ncpu_z=1,
gpu=IZ.GPUFlag.disabled,
seed=6,
n_particle=200,
integrator_type=IZ.IntegratorType.runge_kutta,
err=0,
diagnostic_type=IZ.DiagnosticType.standard,
nx=32,
ny=32,
nz=64,
boundary_type=IZ.BoundaryType.trans_open_longi_open,
radius_x=0.02,
radius_y=0.02,
z_period_size=0.1,
distribution=IZ.DistributionType.read,
restart=0,
subcycle=0,
nbunch=1,
particle_list=[200],
current_list=[6.294454271999999e-05],
charge_over_mass_list=[-1.0646292928779005e-09],
twiss_alpha_x=0.002002944,
twiss_beta_x=0.0003085231,
twiss_norm_emit_x=-0.9035956,
twiss_mismatch_x=1.0,
twiss_mismatch_px=1.0,
twiss_offset_x=0.0,
twiss_offset_px=0.0,
twiss_alpha_y=0.00214999,
twiss_beta_y=0.000350702,
twiss_norm_emit_y=0.8517159,
twiss_mismatch_y=1.0,
twiss_mismatch_py=1.0,
twiss_offset_y=0.0,
twiss_offset_py=0.0,
twiss_alpha_z=0.1435722,
twiss_beta_z=1.174531e-05,
twiss_norm_emit_z=0.122559,
twiss_mismatch_z=1.0,
twiss_mismatch_e_z=1.0,
twiss_offset_phase_z=0.0,
twiss_offset_energy_z=0.0,
average_current=0.03,
reference_kinetic_energy=3351760.0,
reference_particle_mass=939294320.0,
reference_particle_charge=-1.0,
reference_frequency=324000000.0,
initial_phase_ref=271.973,
lattice=[
DTL(
name='DTL_1',
metadata={},
length=0.078863,
steps=110,
map_steps=20,
type_id=101,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=852.0,
radius=0.0065,
quad1_length=0.0204958,
quad1_gradient=68.0496,
quad2_length=0.0204958,
quad2_gradient=-67.2042,
q1_misalignment_error_x=0.0,
q1_misalignment_error_y=0.0,
q1_rotation_error_x=0.0,
q1_rotation_error_y=0.0,
q1_rotation_error_z=0.0,
q2_misalignment_error_x=0.0,
q2_misalignment_error_y=0.0,
q2_rotation_error_x=0.0,
q2_rotation_error_y=0.0,
q2_rotation_error_z=0.0,
rf_misalignment_error_x=0.0,
rf_misalignment_error_y=0.0,
rf_rotation_error_x=0.0,
rf_rotation_error_y=0.0,
rf_rotation_error_z=0.0
),
DTL(
name='DTL_2',
metadata={},
length=0.0803476,
steps=110,
map_steps=20,
type_id=101,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=868.0,
radius=0.0065,
quad1_length=0.0204958,
quad1_gradient=-67.2042,
quad2_length=0.0204958,
quad2_gradient=66.3588,
q1_misalignment_error_x=0.0,
q1_misalignment_error_y=0.0,
q1_rotation_error_x=0.0,
q1_rotation_error_y=0.0,
q1_rotation_error_z=0.0,
q2_misalignment_error_x=0.0,
q2_misalignment_error_y=0.0,
q2_rotation_error_x=0.0,
q2_rotation_error_y=0.0,
q2_rotation_error_z=0.0,
rf_misalignment_error_x=0.0,
rf_misalignment_error_y=0.0,
rf_rotation_error_x=0.0,
rf_rotation_error_y=0.0,
rf_rotation_error_z=0.0
),
DTL(
name='DTL_3',
metadata={},
length=0.0818357,
steps=110,
map_steps=20,
type_id=101,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=884.0,
radius=0.0065,
quad1_length=0.0204958,
quad1_gradient=66.3588,
quad2_length=0.0214116,
quad2_gradient=-63.4763,
q1_misalignment_error_x=0.0,
q1_misalignment_error_y=0.0,
q1_rotation_error_x=0.0,
q1_rotation_error_y=0.0,
q1_rotation_error_z=0.0,
q2_misalignment_error_x=0.0,
q2_misalignment_error_y=0.0,
q2_rotation_error_x=0.0,
q2_rotation_error_y=0.0,
q2_rotation_error_z=0.0,
rf_misalignment_error_x=0.0,
rf_misalignment_error_y=0.0,
rf_rotation_error_x=0.0,
rf_rotation_error_y=0.0,
rf_rotation_error_z=0.0
),
DTL(
name='DTL_4',
metadata={},
length=0.0833272,
steps=110,
map_steps=20,
type_id=101,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=900.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=-63.4763,
quad2_length=0.0214116,
quad2_gradient=62.6939,
q1_misalignment_error_x=0.0,
q1_misalignment_error_y=0.0,
q1_rotation_error_x=0.0,
q1_rotation_error_y=0.0,
q1_rotation_error_z=0.0,
q2_misalignment_error_x=0.0,
q2_misalignment_error_y=0.0,
q2_rotation_error_x=0.0,
q2_rotation_error_y=0.0,
q2_rotation_error_z=0.0,
rf_misalignment_error_x=0.0,
rf_misalignment_error_y=0.0,
rf_rotation_error_x=0.0,
rf_rotation_error_y=0.0,
rf_rotation_error_z=0.0
),
DTL(
name='DTL_5',
metadata={},
length=0.0848224,
steps=110,
map_steps=20,
type_id=101,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=916.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=62.6939,
quad2_length=0.0214116,
quad2_gradient=-61.9537,
q1_misalignment_error_x=0.0,
q1_misalignment_error_y=0.0,
q1_rotation_error_x=0.0,
q1_rotation_error_y=0.0,
q1_rotation_error_z=0.0,
q2_misalignment_error_x=0.0,
q2_misalignment_error_y=0.0,
q2_rotation_error_x=0.0,
q2_rotation_error_y=0.0,
q2_rotation_error_z=0.0,
rf_misalignment_error_x=0.0,
rf_misalignment_error_y=0.0,
rf_rotation_error_x=0.0,
rf_rotation_error_y=0.0,
rf_rotation_error_z=0.0
),
DTL(
name='DTL_6',
metadata={},
length=0.0863196,
steps=110,
map_steps=20,
type_id=101,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=932.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=-61.9537,
quad2_length=0.0214116,
quad2_gradient=61.2134,
q1_misalignment_error_x=0.0,
q1_misalignment_error_y=0.0,
q1_rotation_error_x=0.0,
q1_rotation_error_y=0.0,
q1_rotation_error_z=0.0,
q2_misalignment_error_x=0.0,
q2_misalignment_error_y=0.0,
q2_rotation_error_x=0.0,
q2_rotation_error_y=0.0,
q2_rotation_error_z=0.0,
rf_misalignment_error_x=0.0,
rf_misalignment_error_y=0.0,
rf_rotation_error_x=0.0,
rf_rotation_error_y=0.0,
rf_rotation_error_z=0.0
),
DTL(
name='DTL_7',
metadata={},
length=0.0878191,
steps=110,
map_steps=20,
type_id=101,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=949.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=61.2134,
quad2_length=0.0214116,
quad2_gradient=-60.5167,
q1_misalignment_error_x=0.0,
q1_misalignment_error_y=0.0,
q1_rotation_error_x=0.0,
q1_rotation_error_y=0.0,
q1_rotation_error_z=0.0,
q2_misalignment_error_x=0.0,
q2_misalignment_error_y=0.0,
q2_rotation_error_x=0.0,
q2_rotation_error_y=0.0,
q2_rotation_error_z=0.0,
rf_misalignment_error_x=0.0,
rf_misalignment_error_y=0.0,
rf_rotation_error_x=0.0,
rf_rotation_error_y=0.0,
rf_rotation_error_z=0.0
),
DTL(
name='DTL_8',
metadata={},
length=0.089321,
steps=110,
map_steps=20,
type_id=101,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=965.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=-60.5167,
quad2_length=0.0214116,
quad2_gradient=59.82,
q1_misalignment_error_x=0.0,
q1_misalignment_error_y=0.0,
q1_rotation_error_x=0.0,
q1_rotation_error_y=0.0,
q1_rotation_error_z=0.0,
q2_misalignment_error_x=0.0,
q2_misalignment_error_y=0.0,
q2_rotation_error_x=0.0,
q2_rotation_error_y=0.0,
q2_rotation_error_z=0.0,
rf_misalignment_error_x=0.0,
rf_misalignment_error_y=0.0,
rf_rotation_error_x=0.0,
rf_rotation_error_y=0.0,
rf_rotation_error_z=0.0
),
DTL(
name='DTL_9',
metadata={},
length=0.0908246,
steps=110,
map_steps=20,
type_id=101,
field_scaling=2503370.0,
rf_frequency=324000000.0,
phase_deg=222.0,
file_id=981.0,
radius=0.0065,
quad1_length=0.0214116,
quad1_gradient=59.82,
quad2_length=0.0214116,
quad2_gradient=-59.1642,
q1_misalignment_error_x=0.0,
q1_misalignment_error_y=0.0,
q1_rotation_error_x=0.0,
q1_rotation_error_y=0.0,
q1_rotation_error_z=0.0,
q2_misalignment_error_x=0.0,
q2_misalignment_error_y=0.0,
q2_rotation_error_x=0.0,
q2_rotation_error_y=0.0,
q2_rotation_error_z=0.0,
rf_misalignment_error_x=0.0,
rf_misalignment_error_y=0.0,
rf_rotation_error_x=0.0,
rf_rotation_error_y=0.0,
rf_rotation_error_z=0.0
),
Quadrupole(
name='Quadrupole_1',
metadata={},
length=0.0450071,
steps=3,
map_steps=20,
type_id=1,
k1=-19.1523,
file_id=0.0,
radius=0.009,
misalignment_error_x=0.0,
misalignment_error_y=0.0,
rotation_error_x=0.0,
rotation_error_y=0.0,
rotation_error_z=0.0
),
Drift(name='Drift_1', metadata={}, length=0.0958426, steps=6, map_steps=20, type_id=0, radius=0.009),
Quadrupole(
name='Quadrupole_2',
metadata={},
length=0.0458503,
steps=3,
map_steps=20,
type_id=1,
k1=18.9026,
file_id=0.0,
radius=0.011,
misalignment_error_x=0.0,
misalignment_error_y=0.0,
rotation_error_x=0.0,
rotation_error_y=0.0,
rotation_error_z=0.0
)
],
filename=PosixPath('/home/runner/work/lume-impact/lume-impact/docs/examples/z/example1/ImpactZ.in'),
verbose=False
)
InĀ [6]:
Copied!
I.input.lattice.insert(0, WriteFull(file_id=1000, name="initial_particles"))
I.input.lattice.append(WriteFull(file_id=2000, name="final_particles"))
I.input.lattice.insert(0, WriteFull(file_id=1000, name="initial_particles"))
I.input.lattice.append(WriteFull(file_id=2000, name="final_particles"))
InĀ [7]:
Copied!
output = I.run(verbose=True)
output = I.run(verbose=True)
Configured to run in: ./tmp Running Impact-Z in ./tmp /home/runner/miniconda3/envs/lume-impact-dev/bin/ImpactZexe
Read input data from file - ImpactZ.in: !----------------------------------------------------------- ! IMPACT-Z: Integrated Map and PArticle Tracking Code: Version 2.7 ! Copyright of The Regents of the University of California !----------------------------------------------------------- check random: 0 0.320923269 pass generating initial distribution... pass setting up lattice... enter elment (type code): 1 -2 zedge: 0.0000000000000000 enter elment (type code): 2 101 zedge: 0.0000000000000000 j, nstep, z 1 1 7.1693636363636369E-004 j, nstep, z 2 2 1.4338727272727274E-003 j, nstep, z 3 3 2.1508090909090911E-003
j, nstep, z 4 4 2.8677454545454548E-003
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j, nstep, z 9 9 6.4524272727272732E-003
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j, nstep, z 110 880 0.67265559999999658 enter elment (type code): 10 101 zedge: 0.67265559999999658 j, nstep, z 1 881 0.67348127818181469 j, nstep, z 2 882 0.67430695636363280 j, nstep, z 3 883 0.67513263454545092
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j, nstep, z 104 984 0.75852613090908028
j, nstep, z 105 985 0.75935180909089839 j, nstep, z 106 986 0.76017748727271650 j, nstep, z 107 987 0.76100316545453461 j, nstep, z 108 988 0.76182884363635273
j, nstep, z 109 989 0.76265452181817084
j, nstep, z 110 990 0.76348019999998895 enter elment (type code): 11 1 zedge: 0.76348019999998895 j, nstep, z 1 991 0.77848256666665572 j, nstep, z 2 992 0.79348493333332248 j, nstep, z 3 993 0.80848729999998925 enter elment (type code): 12 0 zedge: 0.80848729999998925
j, nstep, z 1 994 0.82446106666665586
j, nstep, z 2 995 0.84043483333332247 j, nstep, z 3 996 0.85640859999998908 j, nstep, z 4 997 0.87238236666665570 j, nstep, z 5 998 0.88835613333332231
j, nstep, z 6 999 0.90432989999998892 enter elment (type code): 13 1 zedge: 0.90432989999998892
j, nstep, z 1 1000 0.91961333333332229
j, nstep, z 2 1001 0.93489676666665567
j, nstep, z 3 1002 0.95018019999998904
enter elment (type code): 14 -2
zedge: 0.95018019999998904
kvdist 0.00000 seconds
gaussn 0.00000 seconds
normdv 0.00000 seconds
correct 0.00000 seconds
integ 0.00000 seconds
map1 0.00000 seconds
map2 0.00000 seconds
spch2d 0.00000 seconds
boundgeom 0.00000 seconds
greenf 0.00000 seconds
rhofas 0.00000 seconds
ntrslo 0.00000 seconds
fft2dhpf 0.00000 seconds
mfft_local1 0.00000 seconds
diag 0.00000 seconds
ufield 0.00000 seconds
force 0.00000 seconds
charge 0.00000 seconds
ubeamln 0.00000 seconds
ptsmv 0.00000 seconds
init 0.00000 seconds
transp 0.00000 seconds
enlarge 0.00000 seconds
shrink 0.00000 seconds
guardsum 0.00000 seconds
boundint 0.00000 seconds
guardexch 0.00000 seconds
time: 0.0000000000000000
Success - execution took 44.55s.
Detected species: H-
Detected species: H-
InĀ [8]:
Copied!
output
output
Out[8]:
ImpactZOutput(
run=RunInfo(
error_reason='',
run_script='/home/runner/miniconda3/envs/lume-impact-dev/bin/ImpactZexe',
run_time=44.54777294199994
),
stats=OutputStats(
beta_ref=array([0.08425404, 0.08425403, 0.08425402, ..., 0.09903797, 0.09903797,
0.09903797], shape=(1003,)),
charge_state_n_particle=array([200, 200, 200, ..., 198, 198, 198], shape=(1003,)),
gamma_ref=array([1.00356838, 1.00356838, 1.00356838, ..., 1.00494063, 1.00494063,
1.00494063], shape=(1003,)),
kinetic_energy_ref=array([3351760.00000007, 3351759.39092492, 3351758.75038834, ...,
4640709.95443452, 4640709.95443452, 4640709.95443452],
shape=(1003,)),
loadbalance_max_n_particle=array([200, 200, 200, ..., 198, 198, 198], shape=(1003,)),
loadbalance_min_n_particle=array([200, 200, 200, ..., 198, 198, 198], shape=(1003,)),
max_amplitude_energy_dev=array([], dtype=float64),
max_amplitude_gammabeta_x=array([], dtype=float64),
max_amplitude_gammabeta_y=array([], dtype=float64),
max_amplitude_phase=array([], dtype=float64),
max_amplitude_x=array([], dtype=float64),
max_amplitude_y=array([], dtype=float64),
max_r=array([0.0033093 , 0.0033175 , 0.00332618, ..., 0.00482303, 0.00472338,
0.00470086], shape=(1003,)),
mean_phase_deg=array([ 3.91477577, 3.95605614, 3.9973391 , ..., 3.69473765,
4.32149706, -0.50629003], shape=(1003,)),
mean_px_over_p0=array([ 1.63545579e-04, 1.52135201e-04, 1.40746204e-04, ...,
-4.59347046e-05, -4.84140393e-05, -5.17622466e-05], shape=(1003,)),
mean_py_over_p0=array([-6.75988144e-06, -2.61016799e-06, 1.53957313e-06, ...,
1.03496205e-04, 1.18148067e-04, 1.31266432e-04], shape=(1003,)),
mean_x=array([-6.20251968e-05, -6.19069418e-05, -6.17970225e-05, ...,
-2.32459807e-06, -3.14474753e-06, -4.20684432e-06], shape=(1003,)),
mean_y=array([-2.25300964e-05, -2.25317007e-05, -2.25309271e-05, ...,
-1.63873151e-05, -1.49863717e-05, -1.30866205e-05], shape=(1003,)),
moment3_energy=array([248081.10955971, 248080.86201087, 248080.64187922, ...,
781067.26921874, 781067.29823596, 781067.29351034], shape=(1003,)),
moment3_phase=array([55.5483252 , 55.53839306, 55.52901752, ..., 64.30356045,
65.38709453, 67.59464019], shape=(1003,)),
moment3_px_over_p0=array([0.0027195 , 0.00283393, 0.00295192, ..., 0.00164472, 0.0013682 ,
0.00258801], shape=(1003,)),
moment3_py_over_p0=array([0.00023176, 0.00026034, 0.0002062 , ..., 0.0018064 , 0.00104504,
0.00103445], shape=(1003,)),
moment3_x=array([0.00079086, 0.00079261, 0.00079448, ..., 0.00069641, 0.00063762,
0.00057663], shape=(1003,)),
moment3_y=array([0.00061812, 0.00061869, 0.00061918, ..., 0.00035893, 0.00040312,
0.00044146], shape=(1003,)),
moment4_energy=array([309051.68159 , 309051.38665213, 309051.12529415, ...,
930611.02479438, 930611.06190958, 930611.06103137], shape=(1003,)),
moment4_phase=array([67.6314635 , 67.63634712, 67.64187846, ..., 78.17639539,
80.09084334, 82.94999788], shape=(1003,)),
moment4_px_over_p0=array([0.0060019 , 0.00619431, 0.00639379, ..., 0.00572379, 0.00599109,
0.00658938], shape=(1003,)),
moment4_py_over_p0=array([0.00433382, 0.00431512, 0.00430623, ..., 0.00425992, 0.00338236,
0.00301282], shape=(1003,)),
moment4_x=array([0.0014904 , 0.00149363, 0.00149706, ..., 0.00156155, 0.00155963,
0.00158799], shape=(1003,)),
moment4_y=array([0.00129747, 0.00129766, 0.00129767, ..., 0.00155234, 0.00159293,
0.00161056], shape=(1003,)),
n_particle=array([200, 200, 200, ..., 198, 198, 198], shape=(1003,)),
norm_emit_x=array([2.98612197e-07, 2.98613859e-07, 2.98615441e-07, ...,
4.21364774e-07, 4.19773304e-07, 4.18292235e-07], shape=(1003,)),
norm_emit_y=array([2.73986170e-07, 2.73984989e-07, 2.73983954e-07, ...,
2.79564642e-07, 2.79788234e-07, 2.79934889e-07], shape=(1003,)),
norm_emit_z=array([ 7.41389942, 7.41319535, 7.41249177, ..., 28.59094164,
28.85356049, 28.73259 ], shape=(1003,)),
phase_ref=array([271.973 , 272.0307822 , 272.08856441, ..., 339.3819656 ,
340.42987416, 341.47778271], shape=(1003,)),
sigma_energy=array([186680.949309 , 186680.75610349, 186680.57954305, ...,
622964.6527674 , 622964.67651965, 622964.67629559], shape=(1003,)),
sigma_phase_deg=array([40.03039426, 40.01353104, 39.99694137, ..., 46.25487516,
46.81256568, 46.552688 ], shape=(1003,)),
sigma_px_over_p0=array([0.00462634, 0.00478893, 0.00495601, ..., 0.00423973, 0.00461465,
0.00521316], shape=(1003,)),
sigma_py_over_p0=array([0.00317831, 0.00316188, 0.00315627, ..., 0.00337908, 0.00263403,
0.00222926], shape=(1003,)),
sigma_x=array([0.00115738, 0.00116 , 0.00116279, ..., 0.00103416, 0.00105869,
0.00110333], shape=(1003,)),
sigma_y=array([0.00102637, 0.00102656, 0.00102663, ..., 0.00122623, 0.00125788,
0.00127171], shape=(1003,)),
twiss_alpha_x=array([-1.13961432, -1.21420164, -1.28944269, ..., -0.26937327,
-0.58459265, -0.93434282], shape=(1003,)),
twiss_alpha_y=array([-1.16122831e-01, -5.84917655e-02, -8.29944453e-04, ...,
-1.08443255e+00, -6.23812604e-01, -1.26248071e-01], shape=(1003,)),
twiss_alpha_z=array([ 0.1264231 , 0.12376481, 0.12110603, ..., -0.12548119,
-0.14674534, 0.13692375], shape=(1003,)),
z=array([0.00000000e+00, 7.16936364e-04, 1.43387273e-03, ...,
9.19613333e-01, 9.34896767e-01, 9.50180200e-01], shape=(1003,)),
max_abs_x=array([0.00330781, 0.00331604, 0.00332476, ..., 0.00475344, 0.00465291,
0.00463311], shape=(1003,)),
max_abs_px_over_p0=array([0.01365494, 0.01419759, 0.0147423 , ..., 0.01536346, 0.01510247,
0.01510326], shape=(1003,)),
max_abs_y=array([0.0027307 , 0.0027328 , 0.00273453, ..., 0.00285884, 0.00296287,
0.00301245], shape=(1003,)),
max_abs_py_over_p0=array([0.00983527, 0.00977531, 0.00971405, ..., 0.00868489, 0.00682195,
0.00694475], shape=(1003,)),
max_phase=array([141.33780186, 141.51610387, 141.69441137, ..., 184.94854771,
179.55747956, 187.44966517], shape=(1003,)),
max_energy_dev=array([ 711018.93642242, 711017.65344085, 711016.40687944, ...,
1955786.8982051 , 1955787.21917332, 1955787.3853988 ],
shape=(1003,)),
mean_r=array([], dtype=float64),
sigma_r=array([], dtype=float64),
mean_r_90percent=array([], dtype=float64),
mean_r_95percent=array([], dtype=float64),
mean_r_99percent=array([], dtype=float64),
max_r_rel=array([], dtype=float64),
max_abs_gammabeta_x=array([], dtype=float64),
max_abs_gammabeta_y=array([], dtype=float64),
max_gamma_rel=array([], dtype=float64),
norm_emit_x_90percent=array([], dtype=float64),
norm_emit_x_95percent=array([], dtype=float64),
norm_emit_x_99percent=array([], dtype=float64),
norm_emit_y_90percent=array([], dtype=float64),
norm_emit_y_95percent=array([], dtype=float64),
norm_emit_y_99percent=array([], dtype=float64),
norm_emit_z_90percent=array([], dtype=float64),
norm_emit_z_95percent=array([], dtype=float64),
norm_emit_z_99percent=array([], dtype=float64),
energy_ref=array([9.42646080e+08, 9.42646079e+08, 9.42646079e+08, ...,
9.43935030e+08, 9.43935030e+08, 9.43935030e+08], shape=(1003,)),
mean_energy=array([9.42572740e+08, 9.42572740e+08, 9.42572739e+08, ...,
9.43664912e+08, 9.43664912e+08, 9.43664912e+08], shape=(1003,)),
mean_gamma=array([1.0034903 , 1.0034903 , 1.0034903 , ..., 1.00465306, 1.00465306,
1.00465306], shape=(1003,)),
mean_px=array([12989.07419035, 12082.84104508, 11178.30610666, ...,
-4294.22452457, -4526.00613797, -4839.01465521], shape=(1003,)),
mean_py=array([ -536.88153605, -207.30406076, 122.27555192, ...,
9675.38473797, 11045.12004087, 12271.49568879], shape=(1003,)),
mean_t=array([1.33631857e-07, 1.33660595e-07, 1.33689332e-07, ...,
1.66742533e-07, 1.67262659e-07, 1.67736021e-07], shape=(1003,)),
mean_t_rel=array([ 3.35628924e-11, 3.39168050e-11, 3.42707399e-11, ...,
3.16764202e-11, 3.70498719e-11, -4.34062100e-12], shape=(1003,)),
p0c=array([79421738.55503452, 79421731.3260016 , 79421723.72355685, ...,
93485406.29861309, 93485406.29861309, 93485406.29861309],
shape=(1003,)),
sigma_px=array([367432.28689648, 380345.08867536, 393615.23214065, ...,
396352.74079716, 431402.56888608, 487354.52262531], shape=(1003,)),
sigma_py=array([252426.93887171, 251121.69756246, 250676.76611519, ...,
315894.56417406, 246243.15716966, 208403.58654227], shape=(1003,)),
sigma_t=array([3.43196110e-10, 3.43051535e-10, 3.42909305e-10, ...,
3.96561001e-10, 4.01342298e-10, 3.99114266e-10], shape=(1003,)),
t_ref=array([1.33598294e-07, 1.33626678e-07, 1.33655062e-07, ...,
1.66710856e-07, 1.67225609e-07, 1.67740361e-07], shape=(1003,)),
twiss_beta_x=array([0.37511775, 0.37681884, 0.37862823, ..., 0.24513718, 0.25787712,
0.28107297], shape=(1003,)),
twiss_beta_y=array([0.32151618, 0.32163999, 0.3216812 , ..., 0.519455 , 0.54618543,
0.5579643 ], shape=(1003,)),
extra={}
),
reference_frequency=324000000.0,
reference_species='H-'
)
InĀ [9]:
Copied!
len(output.particles["initial_particles"])
len(output.particles["initial_particles"])
Out[9]:
200
InĀ [10]:
Copied!
output.particles["initial_particles"].plot("t", "energy") # ; # start particles
output.particles["initial_particles"].plot("t", "energy") # ; # start particles
InĀ [11]:
Copied!
output.particles["final_particles"].plot("x", "px");
output.particles["final_particles"].plot("x", "px");
InĀ [12]:
Copied!
output.particles["final_particles"].plot("t", "energy"); # final particles
output.particles["final_particles"].plot("t", "energy"); # final particles
