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Code from Uzsoy et al. (2024), "Variational Inference for Acceleration of SN Ia Photometric Distance Estimation with BayeSN"

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.ipynb_checkpoints
.ipynb_checkpoints
 
 
__pycache__
__pycache__
 
 
data
data
 
 
figures
figures
 
 
foundation_results
foundation_results
 
 
jax
jax
 
 
model_files
model_files
 
 
movie
movie
 
 
.gitignore
.gitignore
 
 
README.md
README.md
 
 
YSE_DR1_vpec.txt
YSE_DR1_vpec.txt
 
 
YSE_DR1_vpec_output.txt
YSE_DR1_vpec_output.txt
 
 
YSE_Hubble_diagram.py
YSE_Hubble_diagram.py
 
 
analyse_chains.py
analyse_chains.py
 
 
analyse_fit.py
analyse_fit.py
 
 
analyse_intrinsic_colour.py
analyse_intrinsic_colour.py
 
 
basic_animation.gif
basic_animation.gif
 
 
bayesn.slurm
bayesn.slurm
 
 
bayesn_model.py
bayesn_model.py
 
 
big_sim_plot.py
big_sim_plot.py
 
 
compare_numpyro_stan.py
compare_numpyro_stan.py
 
 
eps_prime.py
eps_prime.py
 
 
fit.py
fit.py
 
 
fit_dist_to_samples.py
fit_dist_to_samples.py
 
 
fit_foundation.py
fit_foundation.py
 
 
fit_population.py
fit_population.py
 
 
fit_single.py
fit_single.py
 
 
fit_single_foundation.py
fit_single_foundation.py
 
 
hubble_diagram.pdf
hubble_diagram.pdf
 
 
investigate_low_av.py
investigate_low_av.py
 
 
low_av_sim_output_112023.txt
low_av_sim_output_112023.txt
 
 
negative_plots.py
negative_plots.py
 
 
nohup.out
nohup.out
 
 
plot_foundation_results.py
plot_foundation_results.py
 
 
plot_sim_population_results.py
plot_sim_population_results.py
 
 
plot_sim_population_results_cleaner.py
plot_sim_population_results_cleaner.py
 
 
plot_sim_results_final.py
plot_sim_results_final.py
 
 
plot_single_foundation_sn.py
plot_single_foundation_sn.py
 
 
plot_single_sn_results.py
plot_single_sn_results.py
 
 
plotting_utils.py
plotting_utils.py
 
 
prepare_yse_dr1.py
prepare_yse_dr1.py
 
 
psis.py
psis.py
 
 
psis_analysis.py
psis_analysis.py
 
 
runtimes.txt
runtimes.txt
 
 
set_pmap_flags.py
set_pmap_flags.py
 
 
sim_plots.ipynb
sim_plots.ipynb
 
 
sim_population_AV.txt
sim_population_AV.txt
 
 
sim_population_AV_10.txt
sim_population_AV_10.txt
 
 
sim_population_AV_11.txt
sim_population_AV_11.txt
 
 
sim_population_AV_12.txt
sim_population_AV_12.txt
 
 
sim_population_AV_13.txt
sim_population_AV_13.txt
 
 
sim_population_AV_14.txt
sim_population_AV_14.txt
 
 
sim_population_AV_15.txt
sim_population_AV_15.txt
 
 
sim_population_AV_16.txt
sim_population_AV_16.txt
 
 
sim_population_AV_17.txt
sim_population_AV_17.txt
 
 
sim_population_AV_18.txt
sim_population_AV_18.txt
 
 
sim_population_AV_19.txt
sim_population_AV_19.txt
 
 
sim_population_AV_2.txt
sim_population_AV_2.txt
 
 
sim_population_AV_20.txt
sim_population_AV_20.txt
 
 
sim_population_AV_21.txt
sim_population_AV_21.txt
 
 
sim_population_AV_22.txt
sim_population_AV_22.txt
 
 
sim_population_AV_23.txt
sim_population_AV_23.txt
 
 
sim_population_AV_24.txt
sim_population_AV_24.txt
 
 
sim_population_AV_25.txt
sim_population_AV_25.txt
 
 
sim_population_AV_26.txt
sim_population_AV_26.txt
 
 
sim_population_AV_29.txt
sim_population_AV_29.txt
 
 
sim_population_AV_3.txt
sim_population_AV_3.txt
 
 
sim_population_AV_4.txt
sim_population_AV_4.txt
 
 
sim_population_AV_5.txt
sim_population_AV_5.txt
 
 
sim_population_AV_6.txt
sim_population_AV_6.txt
 
 
sim_population_AV_7.txt
sim_population_AV_7.txt
 
 
sim_population_AV_8.txt
sim_population_AV_8.txt
 
 
sim_population_AV_9.txt
sim_population_AV_9.txt
 
 
sim_population_theta.txt
sim_population_theta.txt
 
 
sim_population_theta_10.txt
sim_population_theta_10.txt
 
 
sim_population_theta_11.txt
sim_population_theta_11.txt
 
 
sim_population_theta_12.txt
sim_population_theta_12.txt
 
 
sim_population_theta_13.txt
sim_population_theta_13.txt
 
 
sim_population_theta_14.txt
sim_population_theta_14.txt
 
 
sim_population_theta_15.txt
sim_population_theta_15.txt
 
 
sim_population_theta_16.txt
sim_population_theta_16.txt
 
 
sim_population_theta_17.txt
sim_population_theta_17.txt
 
 
sim_population_theta_18.txt
sim_population_theta_18.txt
 
 
sim_population_theta_19.txt
sim_population_theta_19.txt
 
 
sim_population_theta_2.txt
sim_population_theta_2.txt
 
 
sim_population_theta_20.txt
sim_population_theta_20.txt
 
 
sim_population_theta_21.txt
sim_population_theta_21.txt
 
 
sim_population_theta_22.txt
sim_population_theta_22.txt
 
 
sim_population_theta_23.txt
sim_population_theta_23.txt
 
 
sim_population_theta_24.txt
sim_population_theta_24.txt
 
 
sim_population_theta_25.txt
sim_population_theta_25.txt
 
 
sim_population_theta_26.txt
sim_population_theta_26.txt
 
 
sim_population_theta_29.txt
sim_population_theta_29.txt
 
 
sim_population_theta_3.txt
sim_population_theta_3.txt
 
 
sim_population_theta_4.txt
sim_population_theta_4.txt
 
 
sim_population_theta_5.txt
sim_population_theta_5.txt
 
 
sim_population_theta_6.txt
sim_population_theta_6.txt
 
 
sim_population_theta_7.txt
sim_population_theta_7.txt
 
 
sim_population_theta_8.txt
sim_population_theta_8.txt
 
 
sim_population_theta_9.txt
sim_population_theta_9.txt
 
 

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This repository contains all of the code from Uzsoy et al. (2024) "Variational Inference for Acceleration of SN Ia Photometric Distance Estimation with BayeSN" (arxiv preprint). Necessary data files are included with the first version release (see sidebar). For information about how to run BayeSN (including with VI), please see the official BayeSN repository.

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Code from Uzsoy et al. (2024), "Variational Inference for Acceleration of SN Ia Photometric Distance Estimation with BayeSN"

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May 1, 2024

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