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Quickstart for TARDIS¶
Every simulation run requires atomic data and a configuration file.
Atomic Data¶
We recommend using the kurucz_cd23_chianti_H_He.h5 dataset.
[1]:
from tardis.io.atom_data import download_atom_data
[2]:
download_atom_data('kurucz_cd23_chianti_H_He')
Atomic Data kurucz_cd23_chianti_H_He already exists in /home/runner/Downloads/tardis-data/kurucz_cd23_chianti_H_He.h5. Will not download - override with force_download=True.
You can also obtain a copy of the atomic data from the tardis-regression-data repository.
Example Configuration File¶
The configuration file tardis_example.yml is used throughout this Quickstart.
[3]:
!wget -q -nc https://raw.githubusercontent.com/tardis-sn/tardis/master/docs/tardis_example.yml
[4]:
!cat tardis_example.yml
# Example YAML configuration for TARDIS
tardis_config_version: v1.0
supernova:
luminosity_requested: 9.44 log_lsun
time_explosion: 13 day
atom_data: kurucz_cd23_chianti_H_He.h5
model:
structure:
type: specific
velocity:
start: 1.1e4 km/s
stop: 20000 km/s
num: 20
density:
type: branch85_w7
abundances:
type: uniform
O: 0.19
Mg: 0.03
Si: 0.52
S: 0.19
Ar: 0.04
Ca: 0.03
plasma:
disable_electron_scattering: no
ionization: lte
excitation: lte
radiative_rates_type: dilute-blackbody
line_interaction_type: macroatom
montecarlo:
seed: 23111963
no_of_packets: 4.0e+4
iterations: 20
nthreads: 1
last_no_of_packets: 1.e+5
no_of_virtual_packets: 10
convergence_strategy:
type: damped
damping_constant: 1.0
threshold: 0.05
fraction: 0.8
hold_iterations: 3
t_inner:
damping_constant: 0.5
spectrum:
start: 500 angstrom
stop: 20000 angstrom
num: 10000
Running the Simulation¶
To run the simulation, import the run_tardis
function and create the sim
object.
[5]:
from tardis import run_tardis
Note:
Get more information about the progress bars, logging configuration, and convergence plots.
[6]:
sim = run_tardis("tardis_example.yml",
virtual_packet_logging=True,
show_convergence_plots=True,
export_convergence_plots=True,
log_level="INFO")
[tardis.io.model.parse_atom_data][INFO ]
Reading Atomic Data from kurucz_cd23_chianti_H_He.h5 (parse_atom_data.py:40)
[tardis.io.atom_data.util][INFO ]
Atom Data kurucz_cd23_chianti_H_He.h5 not found in local path.
Exists in TARDIS Data repo /home/runner/Downloads/tardis-data/kurucz_cd23_chianti_H_He.h5 (util.py:34)
[tardis.io.atom_data.base][INFO ]
Reading Atom Data with: UUID = 6f7b09e887a311e7a06b246e96350010 MD5 = 864f1753714343c41f99cb065710cace (base.py:262)
[tardis.io.atom_data.base][INFO ]
Non provided Atomic Data: synpp_refs, photoionization_data, yg_data, two_photon_data, linelist_atoms, linelist_molecules (base.py:266)
[tardis.io.model.parse_density_configuration][WARNING]
Number of density points larger than number of shells. Assuming inner point irrelevant (parse_density_configuration.py:114)
[tardis.model.matter.decay][INFO ]
Decaying abundances for 1123200.0 seconds (decay.py:101)
[tardis.simulation.base][INFO ]
Starting iteration 1 of 20 (base.py:448)
[py.warnings ][WARNING]
/home/runner/work/tardis/tardis/tardis/transport/montecarlo/montecarlo_main_loop.py:123: NumbaTypeSafetyWarning: unsafe cast from uint64 to int64. Precision may be lost.
vpacket_collection = vpacket_collections[i]
(warnings.py:112)
[tardis.simulation.base][INFO ]
Luminosity emitted = 7.942e+42 erg / s
Luminosity absorbed = 2.659e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 9.93e+03 K | 1.01e+04 K | 0.4 | 0.507 |
5 | 9.85e+03 K | 1.02e+04 K | 0.211 | 0.197 |
10 | 9.78e+03 K | 1.01e+04 K | 0.143 | 0.117 |
15 | 9.71e+03 K | 9.87e+03 K | 0.105 | 0.0869 |
[tardis.simulation.base][INFO ]
Current t_inner = 9933.952 K
Expected t_inner for next iteration = 10703.212 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 2 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.071e+43 erg / s
Luminosity absorbed = 3.576e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.01e+04 K | 1.08e+04 K | 0.507 | 0.525 |
5 | 1.02e+04 K | 1.1e+04 K | 0.197 | 0.203 |
10 | 1.01e+04 K | 1.08e+04 K | 0.117 | 0.125 |
15 | 9.87e+03 K | 1.05e+04 K | 0.0869 | 0.0933 |
[tardis.simulation.base][INFO ]
Current t_inner = 10703.212 K
Expected t_inner for next iteration = 10673.712 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 3 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.074e+43 erg / s
Luminosity absorbed = 3.391e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 1/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.08e+04 K | 1.1e+04 K | 0.525 | 0.483 |
5 | 1.1e+04 K | 1.12e+04 K | 0.203 | 0.189 |
10 | 1.08e+04 K | 1.1e+04 K | 0.125 | 0.118 |
15 | 1.05e+04 K | 1.06e+04 K | 0.0933 | 0.0895 |
[tardis.simulation.base][INFO ]
Current t_inner = 10673.712 K
Expected t_inner for next iteration = 10635.953 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 4 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.058e+43 erg / s
Luminosity absorbed = 3.352e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 2/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.1e+04 K | 1.1e+04 K | 0.483 | 0.469 |
5 | 1.12e+04 K | 1.12e+04 K | 0.189 | 0.182 |
10 | 1.1e+04 K | 1.1e+04 K | 0.118 | 0.113 |
15 | 1.06e+04 K | 1.07e+04 K | 0.0895 | 0.0861 |
[tardis.simulation.base][INFO ]
Current t_inner = 10635.953 K
Expected t_inner for next iteration = 10638.407 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 5 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.055e+43 erg / s
Luminosity absorbed = 3.399e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 3/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.1e+04 K | 1.1e+04 K | 0.469 | 0.479 |
5 | 1.12e+04 K | 1.13e+04 K | 0.182 | 0.178 |
10 | 1.1e+04 K | 1.1e+04 K | 0.113 | 0.113 |
15 | 1.07e+04 K | 1.07e+04 K | 0.0861 | 0.0839 |
[tardis.simulation.base][INFO ]
Current t_inner = 10638.407 K
Expected t_inner for next iteration = 10650.202 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 6 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.061e+43 erg / s
Luminosity absorbed = 3.398e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 4/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.1e+04 K | 1.1e+04 K | 0.479 | 0.47 |
5 | 1.13e+04 K | 1.12e+04 K | 0.178 | 0.185 |
10 | 1.1e+04 K | 1.11e+04 K | 0.113 | 0.112 |
15 | 1.07e+04 K | 1.07e+04 K | 0.0839 | 0.0856 |
[tardis.simulation.base][INFO ]
Current t_inner = 10650.202 K
Expected t_inner for next iteration = 10645.955 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 7 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.061e+43 erg / s
Luminosity absorbed = 3.382e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 5/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.1e+04 K | 1.1e+04 K | 0.47 | 0.47 |
5 | 1.12e+04 K | 1.13e+04 K | 0.185 | 0.178 |
10 | 1.11e+04 K | 1.11e+04 K | 0.112 | 0.112 |
15 | 1.07e+04 K | 1.07e+04 K | 0.0856 | 0.086 |
[tardis.simulation.base][INFO ]
Current t_inner = 10645.955 K
Expected t_inner for next iteration = 10642.050 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 8 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.062e+43 erg / s
Luminosity absorbed = 3.350e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 6/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.1e+04 K | 1.11e+04 K | 0.47 | 0.472 |
5 | 1.13e+04 K | 1.14e+04 K | 0.178 | 0.175 |
10 | 1.11e+04 K | 1.11e+04 K | 0.112 | 0.111 |
15 | 1.07e+04 K | 1.07e+04 K | 0.086 | 0.084 |
[tardis.simulation.base][INFO ]
Current t_inner = 10642.050 K
Expected t_inner for next iteration = 10636.106 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 9 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.052e+43 erg / s
Luminosity absorbed = 3.411e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 7/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.11e+04 K | 1.11e+04 K | 0.472 | 0.469 |
5 | 1.14e+04 K | 1.15e+04 K | 0.175 | 0.17 |
10 | 1.11e+04 K | 1.11e+04 K | 0.111 | 0.109 |
15 | 1.07e+04 K | 1.08e+04 K | 0.084 | 0.0822 |
[tardis.simulation.base][INFO ]
Current t_inner = 10636.106 K
Expected t_inner for next iteration = 10654.313 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 10 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.070e+43 erg / s
Luminosity absorbed = 3.335e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 8/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.11e+04 K | 1.1e+04 K | 0.469 | 0.475 |
5 | 1.15e+04 K | 1.14e+04 K | 0.17 | 0.177 |
10 | 1.11e+04 K | 1.11e+04 K | 0.109 | 0.112 |
15 | 1.08e+04 K | 1.06e+04 K | 0.0822 | 0.0878 |
[tardis.simulation.base][INFO ]
Current t_inner = 10654.313 K
Expected t_inner for next iteration = 10628.190 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 11 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.053e+43 erg / s
Luminosity absorbed = 3.363e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 9/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.1e+04 K | 1.1e+04 K | 0.475 | 0.472 |
5 | 1.14e+04 K | 1.12e+04 K | 0.177 | 0.184 |
10 | 1.11e+04 K | 1.1e+04 K | 0.112 | 0.114 |
15 | 1.06e+04 K | 1.06e+04 K | 0.0878 | 0.0859 |
[tardis.simulation.base][INFO ]
Current t_inner = 10628.190 K
Expected t_inner for next iteration = 10644.054 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 12 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.056e+43 erg / s
Luminosity absorbed = 3.420e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 10/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.1e+04 K | 1.11e+04 K | 0.472 | 0.467 |
5 | 1.12e+04 K | 1.13e+04 K | 0.184 | 0.176 |
10 | 1.1e+04 K | 1.11e+04 K | 0.114 | 0.11 |
15 | 1.06e+04 K | 1.08e+04 K | 0.0859 | 0.0821 |
[tardis.simulation.base][INFO ]
Current t_inner = 10644.054 K
Expected t_inner for next iteration = 10653.543 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 13 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.062e+43 erg / s
Luminosity absorbed = 3.406e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 11/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.11e+04 K | 1.11e+04 K | 0.467 | 0.466 |
5 | 1.13e+04 K | 1.13e+04 K | 0.176 | 0.18 |
10 | 1.11e+04 K | 1.11e+04 K | 0.11 | 0.111 |
15 | 1.08e+04 K | 1.08e+04 K | 0.0821 | 0.0841 |
[tardis.simulation.base][INFO ]
Current t_inner = 10653.543 K
Expected t_inner for next iteration = 10647.277 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 14 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.063e+43 erg / s
Luminosity absorbed = 3.369e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 12/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.11e+04 K | 1.11e+04 K | 0.466 | 0.469 |
5 | 1.13e+04 K | 1.13e+04 K | 0.18 | 0.182 |
10 | 1.11e+04 K | 1.1e+04 K | 0.111 | 0.113 |
15 | 1.08e+04 K | 1.07e+04 K | 0.0841 | 0.0854 |
[tardis.simulation.base][INFO ]
Current t_inner = 10647.277 K
Expected t_inner for next iteration = 10638.875 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 15 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.053e+43 erg / s
Luminosity absorbed = 3.417e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 13/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.11e+04 K | 1.1e+04 K | 0.469 | 0.484 |
5 | 1.13e+04 K | 1.13e+04 K | 0.182 | 0.181 |
10 | 1.1e+04 K | 1.1e+04 K | 0.113 | 0.113 |
15 | 1.07e+04 K | 1.07e+04 K | 0.0854 | 0.0858 |
[tardis.simulation.base][INFO ]
Current t_inner = 10638.875 K
Expected t_inner for next iteration = 10655.125 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 16 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.059e+43 erg / s
Luminosity absorbed = 3.445e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 14/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.1e+04 K | 1.1e+04 K | 0.484 | 0.472 |
5 | 1.13e+04 K | 1.13e+04 K | 0.181 | 0.177 |
10 | 1.1e+04 K | 1.1e+04 K | 0.113 | 0.113 |
15 | 1.07e+04 K | 1.06e+04 K | 0.0858 | 0.0858 |
[tardis.simulation.base][INFO ]
Current t_inner = 10655.125 K
Expected t_inner for next iteration = 10655.561 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 17 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.067e+43 erg / s
Luminosity absorbed = 3.372e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 15/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.1e+04 K | 1.11e+04 K | 0.472 | 0.468 |
5 | 1.13e+04 K | 1.14e+04 K | 0.177 | 0.175 |
10 | 1.1e+04 K | 1.11e+04 K | 0.113 | 0.11 |
15 | 1.06e+04 K | 1.08e+04 K | 0.0858 | 0.0816 |
[tardis.simulation.base][INFO ]
Current t_inner = 10655.561 K
Expected t_inner for next iteration = 10636.536 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 18 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.057e+43 erg / s
Luminosity absorbed = 3.365e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 16/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.11e+04 K | 1.11e+04 K | 0.468 | 0.464 |
5 | 1.14e+04 K | 1.13e+04 K | 0.175 | 0.177 |
10 | 1.11e+04 K | 1.1e+04 K | 0.11 | 0.113 |
15 | 1.08e+04 K | 1.07e+04 K | 0.0816 | 0.0848 |
[tardis.simulation.base][INFO ]
Current t_inner = 10636.536 K
Expected t_inner for next iteration = 10641.692 K
(base.py:656)
[tardis.simulation.base][INFO ]
Starting iteration 19 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.056e+43 erg / s
Luminosity absorbed = 3.405e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
[tardis.simulation.base][INFO ]
Iteration converged 17/4 consecutive times. (base.py:260)
[tardis.simulation.base][INFO ]
Plasma stratification: (base.py:629)
Shell No. | t_rad | next_t_rad | w | next_w |
---|---|---|---|---|
0 | 1.11e+04 K | 1.11e+04 K | 0.464 | 0.466 |
5 | 1.13e+04 K | 1.13e+04 K | 0.177 | 0.177 |
10 | 1.1e+04 K | 1.11e+04 K | 0.113 | 0.111 |
15 | 1.07e+04 K | 1.07e+04 K | 0.0848 | 0.0853 |
[tardis.simulation.base][INFO ]
Current t_inner = 10641.692 K
Expected t_inner for next iteration = 10650.463 K
(base.py:656)
[tardis.simulation.base][INFO ]
Simulation finished in 19 iterations
Simulation took 73.16 s
(base.py:546)
[tardis.simulation.base][INFO ]
Starting iteration 20 of 20 (base.py:448)
[tardis.simulation.base][INFO ]
Luminosity emitted = 1.061e+43 erg / s
Luminosity absorbed = 3.401e+42 erg / s
Luminosity requested = 1.059e+43 erg / s
(base.py:661)
Plotting the Spectrum¶
Finally, plot the generated spectrum with matplotlib
.
[7]:
import matplotlib.pyplot as plt
[8]:
spectrum = sim.spectrum_solver.spectrum_real_packets
spectrum_virtual = sim.spectrum_solver.spectrum_virtual_packets
spectrum_integrated = sim.spectrum_solver.spectrum_integrated
[py.warnings ][WARNING]
/home/runner/work/tardis/tardis/tardis/spectrum/formal_integral.py:380: UserWarning:
The number of interpolate_shells was not specified. The value was set to 80.
(warnings.py:112)
[9]:
%matplotlib inline
plt.figure(figsize=(10, 6.5))
spectrum.plot(label="Normal packets")
spectrum_virtual.plot(label="Virtual packets")
spectrum_integrated.plot(label='Formal integral')
plt.xlim(500, 9000)
plt.title("TARDIS example model spectrum")
plt.xlabel("Wavelength [$\AA$]")
plt.ylabel("Luminosity density [erg/s/$\AA$]")
plt.legend()
plt.show()
[py.warnings ][WARNING]
<>:10: SyntaxWarning:
invalid escape sequence '\A'
(warnings.py:112)
[py.warnings ][WARNING]
<>:11: SyntaxWarning:
invalid escape sequence '\A'
(warnings.py:112)
[py.warnings ][WARNING]
<>:10: SyntaxWarning:
invalid escape sequence '\A'
(warnings.py:112)
[py.warnings ][WARNING]
<>:11: SyntaxWarning:
invalid escape sequence '\A'
(warnings.py:112)
[py.warnings ][WARNING]
/tmp/ipykernel_4469/3606673508.py:10: SyntaxWarning:
invalid escape sequence '\A'
(warnings.py:112)
[py.warnings ][WARNING]
/tmp/ipykernel_4469/3606673508.py:11: SyntaxWarning:
invalid escape sequence '\A'
(warnings.py:112)
[ ]: