sage.presets.data_configs

Filename = Foobar.py Description = Lorem ipsum dolor sit amet

Created on Thu Jan 27 00:05:55 2022

__author__ = nnarenraju __copyright__ = Copyright 2021, ProjectName __credits__ = nnarenraju __license__ = MIT Licence __version__ = 0.0.1 __maintainer__ = nnarenraju __email__ = nnarenraju@gmail.com __status__ = [‘inProgress’, ‘Archived’, ‘inUsage’, ‘Debugging’]

Github Repository: NULL

Documentation: NULL

Classes

`Default`	Make
`DefaultOTF`	Make
`LongerOTF`	Make
`Legacy`	Make

Functions

`get_post_fudge_factor`(prior_high_mass)	Post Fudge Factor
`get_imr_chirp_time`(m1, m2, s1z, s2z, fl)	Return 1.1× the IMRPhenomD chirp time for the given binary parameters.

Module Contents

get_post_fudge_factor(prior_high_mass)[source]: Post Fudge Factor

get_imr_chirp_time(m1, m2, s1z, s2z, fl)[source]

Return 1.1× the IMRPhenomD chirp time for the given binary parameters.

Parameters:

m1 (float) – Component masses in solar masses.
m2 (float) – Component masses in solar masses.
s1z (float) – Dimensionless aligned spin magnitudes.
s2z (float) – Dimensionless aligned spin magnitudes.
fl (float) – Starting frequency (Hz).

Returns:

Chirp time (seconds) with a 10 % safety margin.

Return type:

float

class Default[source]

Make

OTF = False[source]

signal_probability = 0.5[source]

make_dataset = False[source]

make_module[source]: Location (these params used if make_dataset == False, as search loc)

parent_dir = '/local/scratch/igr/nnarenraju'[source]

data_dir = 'dataset_D4_1e6_Aug23_vitelotte'[source]: Basic dataset options

dataset = 4[source]

seed = 110798[source]: Save Toggle

save_injection_priors = True[source]: Number of samples

num_waveforms = 1250000[source]

num_noises = 1250000[source]

chunk_size = [25000, 25000][source]

check_generation = True[source]: Handling number of cores for task

num_queues_datasave = 1[source]

num_cores_datagen = 24[source]: Save frequency

gc_collect_frequency = -1[source]: Signal Params

sample_rate = 2048.0[source]

signal_length = 12.0[source]

whiten_padding = 5.0[source]

sample_length_in_s = 17.0[source]

sample_length_in_num[source]

error_padding_in_s = 0.5[source]

error_padding_in_num[source]

signal_low_freq_cutoff = 20.0[source]

signal_approximant = 'IMRPhenomPv2'[source]

reference_freq = 20.0[source]

fix_coin_seeds = False[source]

fix_signal_seeds = False[source]

fix_noise_seeds = False[source]: PRIORS

prior_low_mass = 7.0[source]

prior_high_mass = 50.0[source]

prior_low_chirp_dist = 130.0[source]

prior_high_chirp_dist = 350.0[source]

tc_inject_lower = 11.0[source]

tc_inject_upper = 11.2[source]

modification = [None][source]

mod_start_probability = [1.0][source]

mod_end_probability = [1.0][source]

anneal_epochs = [20, 40][source]

modification_toggle_probability = 1.0[source]: PSD Params

noise_low_freq_cutoff = 15.0[source]

noise_high_freq_cutoff = 1024.8[source]

delta_f = 0.058823529411764705[source]

psd_len[source]: Real O3a noise (Dataset 4)

psd_est_segment_length = 36.0[source]

psd_est_segment_stride = 18.0[source]

mixed_noise = False[source]

mix_ratio = 0.5[source]

use_d3_psds_for_d4 = True[source]: PSD bad band blacking out for Datasets 2,3,4

blackout_max_ratio = 2.0[source]: generate_data.py Noise Params (if used)

filter_duration = 128.0[source]: Multirate sampling params

srbins_type = 1[source]

max_signal_length = 12.0[source]

ringdown_leeway = 0.1[source]

merger_leeway = 0.1[source]

start_freq_factor = 2.5[source]

fs_reduction_factor = 1.8[source]

fbin_reduction_factor = 2.0[source]

corrupted_len = 4[source]

dbins = None[source]

network_sample_length = None[source]

class DefaultOTF[source]

Make

OTF = True[source]

signal_probability = 0.5[source]: Location (these params used if make_dataset == False, as search loc)

parent_dir = '/home/nnarenraju/Research/ORChiD/'[source]

data_dir = 'dataset_D4_2e6_Nov28_seed2GW_combination'[source]: Basic dataset options

dataset = 4[source]

seed = 110798[source]

fix_coin_seeds = False[source]

fix_signal_seeds = False[source]

fix_noise_seeds = False[source]: 2-ifo combination

ifo_combination = 'HL'[source]: OTF Params

num_training_samples = 2000[source]

num_validation_samples = 500[source]

num_auxilliary_samples = 1000[source]: Signal Params

sample_rate = 2048.0[source]

signal_length = 12.0[source]

noise_pad = 1.5[source]

whiten_padding = 5.0[source]

sample_length_in_s = 17.0[source]

sample_length_in_num[source]

error_padding_in_s = 0.5[source]

error_padding_in_num[source]

signal_low_freq_cutoff = 20.0[source]

signal_approximant = 'IMRPhenomPv2'[source]

reference_freq = 20.0[source]: PRIORS

prior_low_mass = 7.0[source]

prior_high_mass = 50.0[source]

prior_low_chirp_dist = 130.0[source]

prior_high_chirp_dist = 350.0[source]

post_fudge_factor[source]

tc_diff = 0.2[source]

tc_inject_lower = 11.0[source]

tc_inject_upper = 11.2[source]

modification = [None][source]

mod_start_probability = [1.0][source]

mod_end_probability = [1.0][source]

anneal_epochs = [40, 60][source]

modification_toggle_probability = 1.0[source]

better_distance_distribution = True[source]: Timeslide Analysis

timeslide_mode = False[source]

tsmode_probability = 0.33[source]

non_astro_mode_select_probability = 0.5[source]: PSD Params

noise_low_freq_cutoff = 15.0[source]

noise_high_freq_cutoff = 1024.8[source]

delta_f = 0.058823529411764705[source]

psd_len[source]: Multirate sampling params

srbins_type = 1[source]

max_signal_length = 12.0[source]

ringdown_leeway = 0.1[source]

merger_leeway = 0.1[source]

start_freq_factor = 2.5[source]

fs_reduction_factor = 1.8[source]

fbin_reduction_factor = 2.0[source]

decimation_start_freq = 250[source]

num_blocks = 5[source]

lowest_allowed_fs = 225[source]

gap_bw_nyquist_and_fs = 42[source]

override_freqs = [20, 30, 50, 100, 150, 250][source]

split_with_freqs = False[source]

split_with_times = True[source]

corrupted_len = 4[source]

dbins = None[source]

network_sample_length = None[source]

class LongerOTF[source]

Make

OTF = True[source]

signal_probability = 0.5[source]: Location (these params used if make_dataset == False, as search loc)

parent_dir = '/home/nnarenraju/Research/ORChiD/'[source]

data_dir = 'dataset_D4_2e6_Nov28_seed2GW_combination'[source]: Basic dataset options

dataset = 4[source]

seed = 110798[source]

fix_coin_seeds = False[source]

fix_signal_seeds = False[source]

fix_noise_seeds = False[source]: OTF Params

num_training_samples = 2000000[source]

num_validation_samples = 100000[source]

num_auxilliary_samples = 1000[source]: Signal Params

sample_rate = 2048.0[source]

signal_length = 20.0[source]

noise_pad = 0.6[source]

whiten_padding = 5.0[source]

sample_length_in_s = 25.0[source]

sample_length_in_num[source]

error_padding_in_s = 0.5[source]

error_padding_in_num[source]

signal_low_freq_cutoff = 20.0[source]

signal_approximant = 'IMRPhenomPv2'[source]

reference_freq = 20.0[source]: PRIORS

prior_low_mass = 5.0[source]

prior_high_mass = 100.0[source]

prior_low_chirp_dist = 130.0[source]

prior_high_chirp_dist = 350.0[source]

post_fudge_factor[source]

tc_diff = 0.2[source]

tc_inject_lower = 18.0[source]

tc_inject_upper = 18.2[source]

modification = [None][source]

mod_start_probability = [1.0][source]

mod_end_probability = [1.0][source]

anneal_epochs = [40, 60][source]

modification_toggle_probability = 1.0[source]: Timeslide Analysis

timeslide_mode = False[source]

tsmode_probability = 0.33[source]

non_astro_mode_select_probability = 0.5[source]: PSD Params

noise_low_freq_cutoff = 15.0[source]

noise_high_freq_cutoff = 1024.8[source]

delta_f = 0.04[source]

psd_len[source]: Multirate sampling params

srbins_type = 1[source]

max_signal_length = 20.0[source]

ringdown_leeway = 0.1[source]

merger_leeway = 0.1[source]

start_freq_factor = 2.5[source]

fs_reduction_factor = 2.05[source]

fbin_reduction_factor = 2.0[source]

decimation_start_freq = 250[source]

num_blocks = 5[source]

lowest_allowed_fs = 225[source]

gap_bw_nyquist_and_fs = 42[source]

override_freqs = [20, 30, 50, 100, 150, 250][source]

split_with_freqs = False[source]

split_with_times = True[source]

corrupted_len = 4[source]

dbins = None[source]

network_sample_length = None[source]

class Legacy[source]

Make

make_dataset = False[source]

make_module[source]: Location (these params used if make_dataset == False, as search loc)

parent_dir = '/home/nnarenraju/Research/ORChiD/'[source]

data_dir = 'dataset_D4_2e6_Nov28_seed2GW_combination'[source]: Basic dataset options

dataset = 4[source]

seed = 42[source]: Save Toggle

save_injection_priors = True[source]: Number of samples

num_waveforms = 500000[source]

num_noises = 500000[source]

chunk_size = [25000, 25000][source]: Handling number of cores for task

num_queues_datasave = 1[source]

num_cores_datagen = 24[source]: Save frequency

gc_collect_frequency = -1[source]

num_sample_save = 10[source]: Signal Params

sample_rate = 2048.0[source]

signal_length = 20.0[source]

whiten_padding = 5.0[source]

sample_length_in_s = 25.0[source]

sample_length_in_num[source]

error_padding_in_s = 0.5[source]

error_padding_in_num[source]

signal_low_freq_cutoff = 20.0[source]

signal_approximant = 'IMRPhenomXPHM'[source]

reference_freq = 20.0[source]

prior_low_mass = 7.0[source]

prior_high_mass = 50.0[source]

prior_low_chirp_dist = 130.0[source]

prior_high_chirp_dist = 350.0[source]

tc_inject_lower = 18.0[source]

tc_inject_upper = 18.2[source]: PSD Params

noise_low_freq_cutoff = 15.0[source]

noise_high_freq_cutoff = 1024.8[source]

delta_f = 0.04[source]

psd_len[source]: Real O3a noise (Dataset 4)

psd_est_segment_length = 36.0[source]

psd_est_segment_stride = 18.0[source]: PSD bad band blacking out for Datasets 2,3,4

blackout_max_ratio = 5.0[source]: generate_data.py Noise Params (if used)

filter_duration = 128.0[source]: Multirate sampling params

srbins_type = 1[source]

max_signal_length = 20.0[source]

ringdown_leeway = 0.1[source]

merger_leeway = 0.2[source]

start_freq_factor = 2.5[source]

fs_reduction_factor = 1.9[source]

fbin_reduction_factor = 2.0[source]

corrupted_len = 4[source]

dbins = None[source]