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rstiskalek 2024-09-25 16:47:27 +01:00
parent f7d16a9cd0
commit 498cca52b7
2 changed files with 65 additions and 27 deletions
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18
scripts/flow/flow_validation.py
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@ -190,6 +190,8 @@ def run_model(model, nsteps, nburn, model_kwargs, out_folder,
neg_ln_evidence = jax.numpy.nan
neg_ln_evidence_err = (jax.numpy.nan, jax.numpy.nan)
# Temporarily disable saving.
return
fname = join(out_folder, fname)
print(f"Saving results to `{fname}`.")
with File(fname, "w") as f:
@ -236,16 +238,14 @@ def get_distmod_hyperparams(catalogue, sample_alpha, sample_mag_dipole):
alpha_max = 10.0
if catalogue in ["LOSS", "Foundation", "Pantheon+", "Pantheon+_groups", "Pantheon+_zSN"]: # noqa
return {"e_mu_min": 0.001, "e_mu_max": 1.0,
"mag_cal_mean": -18.25, "mag_cal_std": 2.0,
return {"mag_cal_mean": -18.25, "mag_cal_std": 2.0,
"alpha_cal_mean": 0.148, "alpha_cal_std": 1.0,
"beta_cal_mean": 3.112, "beta_cal_std": 2.0,
"alpha_min": alpha_min, "alpha_max": alpha_max,
"sample_alpha": sample_alpha
}
elif catalogue in ["SFI_gals", "2MTF"] or "CF4_TFR" in catalogue:
return {"e_mu_min": 0.001, "e_mu_max": 1.0,
"a_mean": -21., "a_std": 5.0,
return {"a_mean": -21., "a_std": 5.0,
"b_mean": -5.95, "b_std": 4.0,
"c_mean": 0., "c_std": 20.0,
"a_dipole_mean": 0., "a_dipole_std": 1.0,
@ -254,8 +254,7 @@ def get_distmod_hyperparams(catalogue, sample_alpha, sample_mag_dipole):
"sample_alpha": sample_alpha,
}
elif catalogue in ["CF4_GroupAll"]:
return {"e_mu_min": 0.001, "e_mu_max": 1.0,
"dmu_min": -3.0, "dmu_max": 3.0,
return {"dmu_min": -3.0, "dmu_max": 3.0,
"dmu_dipole_mean": 0., "dmu_dipole_std": 1.0,
"sample_dmu_dipole": sample_mag_dipole,
"alpha_min": alpha_min, "alpha_max": alpha_max,
@ -299,16 +298,16 @@ if __name__ == "__main__":
###########################################################################
# `None` means default behaviour
nsteps = 10_000
nsteps = 2_000
nburn = 2_000
zcmb_min = None
zcmb_max = 0.05
nchains_harmonic = 10
num_epochs = 50
inference_method = "mike"
inference_method = "bayes"
mag_selection = None
sample_alpha = False if "IndranilVoid_" in ARGS.simname or ARGS.simname == "no_field" else True # noqa
sample_beta = None
sample_beta = True
no_Vext = None
sample_Vmag_vax = False
sample_Vmono = False
@ -377,7 +376,6 @@ if __name__ == "__main__":
calibration_hyperparams = {"Vext_min": -3000, "Vext_max": 3000,
"Vmono_min": -1000, "Vmono_max": 1000,
"beta_min": -10.0, "beta_max": 10.0,
"sigma_v_min": 1.0, "sigma_v_max": 5000 if "IndranilVoid_" in ARGS.simname else 750., # noqa
"h_min": 0.01, "h_max": 5.0,
"no_Vext": False if no_Vext is None else no_Vext, # noqa
"sample_Vmag_vax": sample_Vmag_vax,