test ml

service/tasks.py

@@ -29,6 +29,7 @@ from service.service import PointService
 
 @shared_task()
 def raschet(table_name='service_placementpoint'):
+    print('start raschet')
     status, _ = models.TaskStatus.objects.get_or_create(task_name=STATUS_TASK_NAME)
     raschet_objs = models.RaschetObjects.objects.all()
     if raschet_objs:
@@ -118,6 +119,9 @@ def raschet(table_name='service_placementpoint'):
         X_trn = pts_trn[feats].drop(columns=['id'])
         Y_trn = pts_trn[['fact']]
 
+
+        status.status = 'Записи для инференса'
+        status.save()
         # Записи для инференса
         if table_name == 'service_placementpoint':
             pts_inf = pts.loc[(pts.status == 'Pending') |
@@ -166,8 +170,11 @@ def raschet(table_name='service_placementpoint'):
         r2_scores = []
         mapes = []
         y_infers = []
-
+        status.status = 'Обучение inference 0%'
+        status.save()
         for i in seeds:
+            status.status = 'Обучение inference: ' + str(int((seeds.index(i) + 1) / len(seeds) * 100)) + '%'
+            status.save()
             x_trn, x_test, y_trn, y_test = ms.train_test_split(X_trn, Y_trn, test_size=0.2, random_state=i)
             model = catboost.CatBoostRegressor(cat_features=['property_era'], random_state=i)
             model.fit(x_trn, y_trn, verbose=False)
@@ -177,7 +184,7 @@ def raschet(table_name='service_placementpoint'):
                 r2_scores.append(r2_score)
                 mapes.append(mape)
                 y_infers.append(model.predict(X_inf.drop(columns=['id'])))
-
+        status.status = 'Обучение inference 100%'
         current_pred = sum(y_infers) / 5
 
         # Обновление полей по результатам работы модели
@@ -378,14 +385,14 @@ def load_post_and_pvz(obj_id: int):
 
 @shared_task()
 def add_age_day():
-    qs = PlacementPoint.objects
-    c1 = qs.filter(sample_trn=True).count()
+    qs = PlacementPoint.objects.filter(status='Working')
+    # c1 = qs.filter(sample_trn=True).count()
     qs.update(age_day=F('age_day') + 1)
     qs2 = qs.filter(age_day__gt=AGE_DAY_LIMIT)
     qs2.update(sample_trn=True)
-    c2 = PlacementPoint.objects.filter(sample_trn=True).count()
-    if c2 - c1 != 0:
-        raschet.delay()
+    # c2 = PlacementPoint.objects.filter(sample_trn=True).count()
+    # if c2 - c1 != 0:
+    #     raschet.delay()
 
 
 @shared_task()

service/views.py

@@ -385,6 +385,7 @@ class PrePlacementPointViewSet(PlacementPointViewSet):
             rayon = obj.pop('area')
             obj['district']=models.AO.objects.get(id=ao)
             obj['area'] = models.Rayon.objects.get(id=rayon)
+            obj['age_day'] = 1
             models.PlacementPoint.objects.create(**obj)
         models.PrePlacementPoint.objects.all().delete()
         return Response(status=HTTPStatus.OK, )