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main.py
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# import statements
import scripts.medicalPipeline as medpipe
import scripts.spatioTemporalPipeline as stpipe
import scripts.utilities as utils
import json
# for testing
medicalFileList = ["data/syntheticMedicalChunks/medical_data_split_file_0.json",
"data/syntheticMedicalChunks/medical_data_split_file_1.json",
"data/syntheticMedicalChunks/medical_data_split_file_2.json",
"data/syntheticMedicalChunks/medical_data_split_file_3.json",
"data/syntheticMedicalChunks/medical_data_split_file_4.json"
]
# for testing
# spatioTemporalFileList = ['data/spatioTemporalChunks/split_file_0.json',
# 'data/spatioTemporalChunks/split_file_1.json',
# 'data/spatioTemporalChunks/split_file_2.json',
# 'data/spatioTemporalChunks/split_file_3.json',
# 'data/spatioTemporalChunks/split_file_4.json',
# 'data/spatioTemporalChunks/split_file_5.json',
# 'data/spatioTemporalChunks/split_file_6.json',
# 'data/spatioTemporalChunks/split_file_7.json',
# 'data/spatioTemporalChunks/split_file_8.json',
# 'data/spatioTemporalChunks/split_file_9.json'
# ]
spatioTemporalFileList = ['data/spatioTemporalChunks/split_file_0.json',
'data/spatioTemporalChunks/split_file_1.json',
'data/spatioTemporalChunks/split_file_2.json',
'data/spatioTemporalChunks/split_file_3.json',
'data/spatioTemporalChunks/split_file_4.json',
]
# necessary file reads
config_file_name = "testConfigs/spatioDP.json"
config = utils.read_config(config_file_name)
# data = utils.read_data(config["data_file"])
# function to handle dataset choice
def dataset_handler(config):
if config["data_type"] == "medical":
config = config["medical"] # for testing only
dataset = "medical"
fileList = medicalFileList
elif config["data_type"] == "spatioTemporal":
config = config["spatioTemporal"] # for testing only
dataset = "spatioTemporal"
fileList = spatioTemporalFileList
return dataset, config, fileList
# checking the dataset order of operations selected
operations = utils.oop_handler(config)
dataset, config, fileList = dataset_handler(config)
print(dataset, operations)
# selecting appropriate pipeline
if dataset == "medical":
try:
data = medpipe.medicalPipeline(config, operations, fileList)
except Exception as e:
print("Error: ", e)
data = []
if dataset == "spatioTemporal":
try:
data = stpipe.spatioTemporalPipeline(config, operations, fileList)
except Exception as e:
print("Error: ", e)
data = []
print(data)
# TODO: Add output format handling (json dumps)
# mods.output_handler(data, config)
# formatted_data = utils.output_handler(data)