thbndi commited on
Commit
b3f2d1d
·
1 Parent(s): 36c652a

Update Mimic4Dataset.py

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Files changed (1) hide show
  1. Mimic4Dataset.py +12 -23
Mimic4Dataset.py CHANGED
@@ -569,8 +569,8 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
569
  raise ValueError('Please provide a config file')
570
 
571
  version = self.mimic_path.split('/')[-1]
572
- m = self.mimic_path.split('/')[-2]
573
- s='/'+m+'/'+version
574
 
575
  current_directory = os.getcwd()
576
  if os.path.exists(os.path.dirname(current_directory)+'/MIMIC-IV-Data-Pipeline-main'):
@@ -578,7 +578,7 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
578
  os.chdir(dir)
579
  else:
580
  #move to parent directory of mimic data
581
- dir = self.mimic_path.replace(s,'')
582
  if dir[-1]!='/':
583
  dir=dir+'/'
584
  elif dir=='':
@@ -586,7 +586,7 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
586
  parent_dir = os.path.dirname(self.mimic_path)
587
  os.chdir(parent_dir)
588
 
589
- #clone git repo if doesnt exists
590
  repo_url='https://github.com/healthylaife/MIMIC-IV-Data-Pipeline'
591
  if os.path.exists('MIMIC-IV-Data-Pipeline-main'):
592
  path_bench = './MIMIC-IV-Data-Pipeline-main'
@@ -599,6 +599,7 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
599
  os.chdir(path_bench)
600
  self.mimic_path = './mimic-iv/'+version
601
 
 
602
  #download config file if not custom
603
  if self.config_path[0:4] == 'http':
604
  c = self.config_path.split('/')[-1]
@@ -606,16 +607,18 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
606
  else :
607
  file_path = self.config_path
608
 
609
- #create config folder
610
  if not os.path.exists('./config'):
611
  os.makedirs('config')
612
  #save config file in config folder
613
  conf='./config/'+file_path.split('/')[-1]
614
-
615
  if not os.path.exists(conf):
616
  shutil.move(file_path,'./config')
 
 
 
617
 
618
- #downloads modules from hub
 
619
  if not os.path.exists('./model/data_generation_icu_modify.py'):
620
  file_path, head = urlretrieve(_DATA_GEN, "data_generation_icu_modify.py")
621
  shutil.move(file_path, './model')
@@ -624,27 +627,14 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
624
  file_path, head = urlretrieve(_DAY_INT, "day_intervals_cohort_v22.py")
625
  shutil.move(file_path, './preprocessing/day_intervals_preproc')
626
 
627
- #file_path, head = urlretrieve(_COHORT, "cohort.py")
628
- #if not os.path.exists('cohort.py'):
629
- # shutil.move(file_path, './')
630
-
631
  data_dir = "./data/dict/"+self.config.name.replace(" ","_")+"/dataDic"
632
  sys.path.append(path_bench)
633
  config = self.config_path.split('/')[-1]
634
 
635
- script = 'python cohort.py '+ self.config.name.replace(" ","_") +" "+ self.mimic_path+ " "+ " "+config
636
-
637
- #####################################CHANGE##########
638
- #if not os.path.exists(data_dir) :
639
- #os.system(script)
640
  task_cohort(self.config.name.replace(" ","_"),self.mimic_path,config)
641
- #####################################CHANGE##########
642
-
643
- config_path='./config/'+config
644
- with open(config_path) as f:
645
- config = yaml.safe_load(f)
646
- feat_cond, feat_chart, feat_proc, feat_meds, feat_out = config['diagnosis'], config['chart'], config['proc'], config['meds'], config['output']
647
 
 
648
  with open(data_dir, 'rb') as fp:
649
  dataDic = pickle.load(fp)
650
  data = pd.DataFrame.from_dict(dataDic)
@@ -669,7 +659,6 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
669
  with open(test_path, 'wb') as f:
670
  pickle.dump(test_dic, f)
671
 
672
-
673
  return feat_cond, feat_chart, feat_proc, feat_meds, feat_out, dict_dir
674
 
675
  ###########################################################RAW##################################################################
 
569
  raise ValueError('Please provide a config file')
570
 
571
  version = self.mimic_path.split('/')[-1]
572
+ mimic_folder= self.mimic_path.split('/')[-2]
573
+ mimic_complete_path='/'+mimic_folder+'/'+version
574
 
575
  current_directory = os.getcwd()
576
  if os.path.exists(os.path.dirname(current_directory)+'/MIMIC-IV-Data-Pipeline-main'):
 
578
  os.chdir(dir)
579
  else:
580
  #move to parent directory of mimic data
581
+ dir = self.mimic_path.replace(mimic_complete_path,'')
582
  if dir[-1]!='/':
583
  dir=dir+'/'
584
  elif dir=='':
 
586
  parent_dir = os.path.dirname(self.mimic_path)
587
  os.chdir(parent_dir)
588
 
589
+ #####################clone git repo if doesnt exists
590
  repo_url='https://github.com/healthylaife/MIMIC-IV-Data-Pipeline'
591
  if os.path.exists('MIMIC-IV-Data-Pipeline-main'):
592
  path_bench = './MIMIC-IV-Data-Pipeline-main'
 
599
  os.chdir(path_bench)
600
  self.mimic_path = './mimic-iv/'+version
601
 
602
+ ####################Get configurations param
603
  #download config file if not custom
604
  if self.config_path[0:4] == 'http':
605
  c = self.config_path.split('/')[-1]
 
607
  else :
608
  file_path = self.config_path
609
 
 
610
  if not os.path.exists('./config'):
611
  os.makedirs('config')
612
  #save config file in config folder
613
  conf='./config/'+file_path.split('/')[-1]
 
614
  if not os.path.exists(conf):
615
  shutil.move(file_path,'./config')
616
+ with open(conf) as f:
617
+ config = yaml.safe_load(f)
618
+ feat_cond, feat_chart, feat_proc, feat_meds, feat_out = config['diagnosis'], config['chart'], config['proc'], config['meds'], config['output']
619
 
620
+
621
+ #####################downloads modules from hub
622
  if not os.path.exists('./model/data_generation_icu_modify.py'):
623
  file_path, head = urlretrieve(_DATA_GEN, "data_generation_icu_modify.py")
624
  shutil.move(file_path, './model')
 
627
  file_path, head = urlretrieve(_DAY_INT, "day_intervals_cohort_v22.py")
628
  shutil.move(file_path, './preprocessing/day_intervals_preproc')
629
 
 
 
 
 
630
  data_dir = "./data/dict/"+self.config.name.replace(" ","_")+"/dataDic"
631
  sys.path.append(path_bench)
632
  config = self.config_path.split('/')[-1]
633
 
634
+ #####################create task cohort
 
 
 
 
635
  task_cohort(self.config.name.replace(" ","_"),self.mimic_path,config)
 
 
 
 
 
 
636
 
637
+ #####################Split data into train, test and val
638
  with open(data_dir, 'rb') as fp:
639
  dataDic = pickle.load(fp)
640
  data = pd.DataFrame.from_dict(dataDic)
 
659
  with open(test_path, 'wb') as f:
660
  pickle.dump(test_dic, f)
661
 
 
662
  return feat_cond, feat_chart, feat_proc, feat_meds, feat_out, dict_dir
663
 
664
  ###########################################################RAW##################################################################