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detection.py
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detection.py
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import os, sys
from EQTransformer.utils.hdf5_maker import preprocessor
input = sys.argv[1].replace('/', '')
json_basepath = os.path.join(os.getcwd(),"json/station_list.json")
if not os.path.isdir(f'./{input}_processed_hdfs'):
preprocessor(preproc_dir="./preproc",
mseed_dir=input,
stations_json=json_basepath,
overlap=0.0,
n_processor=10)
from EQTransformer.core.predictor import predictor
predictor(input_dir=f"./{input}_processed_hdfs",
input_model="./models/OBSTransformer/OBSTransformer.h5",
output_dir="output/OBSTransformer",
estimate_uncertainty=False,
output_probabilities=False,
number_of_sampling=5,
loss_weights=[0.02, 0.40, 0.58],
detection_threshold=0.4,
P_threshold=0.3,
S_threshold=0.3,
number_of_plots=50,
plot_mode='time',
batch_size=500,
number_of_cpus=10,
keepPS=False,
spLimit=60)