Source code for src.superphot_plus.constants

"""A collection of constants used by many modules in the package."""

import numpy as np

# Nested sampling parameters

[docs]
MAX_ITER = 5000


[docs]
DLOGZ = 0.4


[docs]
NLIVE = 50


# Numpyro parameters

[docs]
PAD_SIZE = 30


# Classifier parameters

[docs]
INPUT_DROPOUT_FRAC = 0.2


[docs]
HIDDEN_DROPOUT_FRAC = 0.5


[docs]
SEED = 9876


[docs]
EPOCHS = 500


[docs]
VALID_RATIO = 0.9


[docs]
BATCH_SIZE = 32


[docs]
LEARNING_RATE = 1e-4


[docs]
NUM_FOLDS = 20


# New classifications parameters

[docs]
TRAINED_MODEL_PARAMS = (13, 5, 128, 3)


[docs]
MEANS_TRAINED_MODEL = np.array(
    [
        5.18928404e-03,
        1.27960653e00,
        7.16663998e-01,
        1.59438422e00,
        -1.45215889e00,
        9.54225774e-01,
        1.04234314e00,
        1.00733255e00,
        9.99977873e-01,
        9.66049977e-01,
        5.62890503e-01,
        8.63290836e-01,
        -6.27014662e00,
    ]
)



[docs]
STDDEVS_TRAINED_MODEL = np.array(
    [
        5.00371052e-04,
        3.17145223e-01,
        3.93625733e-01,
        2.58445333e-01,
        3.72614525e-01,
        2.15892037e-01,
        2.44030784e-03,
        1.27667116e-02,
        5.11363683e-05,
        1.18290613e-02,
        6.24454144e-02,
        4.99345471e-02,
        8.98741848e-01,
    ]
)


# Plotting parameters

[docs]
SMALL_SIZE = 14


[docs]
MEDIUM_SIZE = 16


[docs]
BIGGER_SIZE = 18