Update Mimic4Dataset.py

Mimic4Dataset.py

@@ -67,7 +67,6 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
         self.test_size = kwargs.pop("test_size",0.2)
         self.val_size = kwargs.pop("val_size",0.1)
         self.generate_cohort = kwargs.pop("generate_cohort",True)
-        self.param = kwargs.pop("param",0)
 
         if self.encoding == 'concat':
             self.concat = True
@@ -407,6 +406,7 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
             {
                 "label": datasets.ClassLabel(num_classes=2,names=["0", "1"]),
                 "features" : datasets.Sequence(datasets.Value("float32")),
+                "features_names" : datasets.Sequence(datasets.Value("string")),
             }
         )
         return datasets.DatasetInfo(
@@ -470,6 +470,7 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
                 yield int(i), {
                     "label": label,
                     "features": X,
+                    "features_names" : feats
                 }
 
 ######################################################DEEP###############################################################
@@ -544,16 +545,7 @@ class Mimic4Dataset(datasets.GeneratorBasedBuilder):
             
         for key, data in dico.items():
             cond_text,chart_text,meds_text,proc_text,out_text = generate_text(data,icd,items, self.feat_cond, self.feat_chart, self.feat_meds, self.feat_proc, self.feat_out)
-            if self.param==1:
-                text= cond_text+chart_text+meds_text+proc_text+out_text
-            elif self.param==2:
-                text= cond_text
-            elif self.param==3:
-                text=cond_text+ chart_text
-            elif self.param==4:
-                text=cond_text+ chart_text+meds_text
-            elif self.param==5:
-                text=cond_text+ chart_text+meds_text+proc_text
+            text= cond_text+chart_text+meds_text+proc_text+out_text
 
             yield int(key),{
                 'label' : data['label'],