diff --git a/feature_services.py b/feature_services.py
index 8d316b6..d383218 100644
--- a/feature_services.py
+++ b/feature_services.py
@@ -1,10000 +1,376 @@
 from tecton import FileConfig, BatchSource, Entity, batch_feature_view
-
+from tecton.types import Field, String, Int64
 
 test_datasource = BatchSource(
   name='test_datasource',
   batch_config=FileConfig(
-    uri='s3://tecton.ai.public/data/load_testing_data.pq',
+    uri='s3://tecton.ai.public/benchmark/kevinz/loadtesting_data_final.pq',
     file_format='parquet',
     timestamp_field='timestamp',
   ),
-  owner='rohit@tecton.ai',
+  owner='kzhang@tecton.ai',
   tags={'release': 'test'},
 )
 
-customer = Entity(name='customer', join_keys=['cust_id'])
-merchant = Entity(name='merchant', join_keys=['merchant_id'])
+customer = Entity(name='customer', join_keys=[Field('cust_id', Int64)])
+merchant = Entity(name='merchant', join_keys=[Field('merchant_id', Int64)])
 
-from tecton import Aggregation, FilteredSource
+from tecton import Aggregate
 from datetime import datetime, timedelta
-from tecton import FeatureService
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
-)
-def load_test_lifetime_b6589fc6ab0dc82cf12099d1c2d40ab994e8410c(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            timestamp
-        FROM
-            {data}
-        '''
+from tecton import FeatureService, BatchTriggerType
+from tecton.aggregation_functions import approx_count_distinct, approx_percentile
+from tecton.aggregation_functions import last, last_distinct
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
-)
-def load_test_lifetime_356a192b7913b04c54574d18c28d46e6395428ab(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            timestamp
-        FROM
-            {data}
-        '''
 
 @batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
+    aggregation_interval=timedelta(hours=4),
+    features=[
+        Aggregate(input_column=Field('test_0', Int64), function='max', time_window=timedelta(hours=400)),
+    ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
     feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def load_test_lifetime_da4b9237bacccdf19c0760cab7aec4a8359010b0(data):
-    return f'''
+def fv_max(data):
+    return f"""
         SELECT
+            merchant_id,
             cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
+            col4 as test_0,
             timestamp
         FROM
             {data}
-        '''
+        """
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
+fv_max_400h_fs = FeatureService(
+    name='fv_max_400h_fs',
+    features=[fv_max]
 )
-def load_test_lifetime_77de68daecd823babbb58edb1c8e14d7106e83bb(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            timestamp
-        FROM
-            {data}
-        '''
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
-)
-def load_test_lifetime_1b6453892473a467d07372d45eb05abc2031647a(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
 
 @batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
+    aggregation_interval=timedelta(hours=4),
+    features=[
+        Aggregate(input_column=Field('test_0', Int64), function='mean', time_window=timedelta(hours=400)),
+    ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
     feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def load_test_lifetime_ac3478d69a3c81fa62e60f5c3696165a4e5e6ac4(data):
-    return f'''
+def fv_mean(data):
+    return f"""
         SELECT
+            merchant_id,
             cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
+            col4 as test_0,
             timestamp
         FROM
             {data}
-        '''
+        """
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
+fv_mean_400h_fs = FeatureService(
+    name='fv_mean_400h_fs',
+    features=[fv_mean]
 )
-def load_test_lifetime_c1dfd96eea8cc2b62785275bca38ac261256e278(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
-)
-def load_test_lifetime_902ba3cda1883801594b6e1b452790cc53948fda(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
 
 @batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
+    aggregation_interval=timedelta(hours=4),
+    features=[
+        Aggregate(input_column=Field('test_0', Int64), function='var_samp', time_window=timedelta(hours=400)),
+    ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
     feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def load_test_lifetime_fe5dbbcea5ce7e2988b8c69bcfdfde8904aabc1f(data):
-    return f'''
+def fv_var_samp(data):
+    return f"""
         SELECT
+            merchant_id,
             cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
+            col4 as test_0,
             timestamp
         FROM
             {data}
-        '''
+        """
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
+fv_var_samp_400h_fs = FeatureService(
+    name='fv_var_samp_400h_fs',
+    features=[fv_var_samp]
 )
-def load_test_lifetime_0ade7c2cf97f75d009975f4d720d1fa6c19f4897(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
-)
-def load_test_lifetime_b1d5781111d84f7b3fe45a0852e59758cd7a87e5(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
 
 @batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
+    aggregation_interval=timedelta(hours=4),
+    features=[
+        Aggregate(input_column=Field('test_0', Int64), function='var_pop', time_window=timedelta(hours=400)),
+    ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
     feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def load_test_lifetime_17ba0791499db908433b80f37c5fbc89b870084b(data):
-    return f'''
+def fv_var_pop(data):
+    return f"""
         SELECT
+            merchant_id,
             cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
+            col4 as test_0,
             timestamp
         FROM
             {data}
-        '''
+        """
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
+fv_var_pop_400h_fs = FeatureService(
+    name='fv_var_pop_400h_fs',
+    features=[fv_var_pop]
 )
-def load_test_lifetime_7b52009b64fd0a2a49e6d8a939753077792b0554(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
-)
-def load_test_lifetime_bd307a3ec329e10a2cff8fb87480823da114f8f4(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
 
 @batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-
+    aggregation_interval=timedelta(hours=4),
+    features=[
+        Aggregate(input_column=Field('test_0', Int64), function=approx_count_distinct(precision=12), time_window=timedelta(hours=400)),
     ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
     feature_start_time=datetime(2020, 10, 10),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def load_test_window_28_fa35e192121eabf3dabf9f5ea6abdbcbc107ac3b(data):
-    return f'''
+def fv_approx_count(data):
+    return f"""
         SELECT
+            merchant_id,
             cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
+            col5 as test_0,
             timestamp
         FROM
             {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
+        """
 
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
+fv_approx_count_400h_fs = FeatureService(
+    name='fv_approx_count_400h_fs',
+    features=[fv_approx_count]
 )
-def load_test_window_28_f1abd670358e036c31296e66b3b66c382ac00812(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=28)),
 
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_28_1574bddb75c78a6fd2251d61e2993b5146201319(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
 
 @batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-
+    aggregation_interval=timedelta(hours=4),
+    features=[
+        Aggregate(input_column=Field('test_0', Int64), function=approx_percentile(percentile=0.5, precision=100), time_window=timedelta(hours=400)),
     ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
     feature_start_time=datetime(2020, 10, 10),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def load_test_window_28_0716d9708d321ffb6a00818614779e779925365c(data):
-    return f'''
+def fv_approx_percentile(data):
+    return f"""
         SELECT
             merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=28)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_28_9e6a55b6b4563e652a23be9d623ca5055c356940(data):
-    return f'''
-        SELECT
             cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
+            col4 as test_0,
             timestamp
         FROM
             {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=28)),
+        """
 
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
+fv_approx_percentile_400h_fs = FeatureService(
+    name='fv_approx_percentile_400h_fs',
+    features=[fv_approx_percentile]
 )
-def load_test_window_28_b3f0c7f6bb763af1be91d9e74eabfeb199dc1f1f(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=28)),
 
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_28_91032ad7bbcb6cf72875e8e8207dcfba80173f7c(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
 
 @batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=28)),
-
+    aggregation_interval=timedelta(hours=4),
+    features=[
+        Aggregate(input_column=Field('last_col', String), function=last(4), time_window=timedelta(hours=400)),
     ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
     feature_start_time=datetime(2020, 10, 10),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def load_test_window_28_472b07b9fcf2c2451e8781e944bf5f77cd8457c8(data):
-    return f'''
+def last4_fv(data):
+    return f"""
         SELECT
             merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
+            cust_id,
+            CAST(col3 as STRING) as last_col,
             timestamp
         FROM
             {data}
-        '''
+        """
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=28)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
+last4_fv_400d_fs = FeatureService(
+    name='last4_fv_400d_fs',
+    features=[last4_fv]
 )
-def load_test_window_28_12c6fc06c99a462375eeb3f43dfd832b08ca9e17(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
+
 
 @batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=28)),
-
+    aggregation_interval=timedelta(hours=4),
+    features=[
+        Aggregate(input_column=Field('last_col', String), function=last_distinct(4), time_window=timedelta(hours=400)),
     ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
     feature_start_time=datetime(2020, 10, 10),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def load_test_window_28_d435a6cdd786300dff204ee7c2ef942d3e9034e2(data):
-    return f'''
+def last_distinct4_fv(data):
+    return f"""
         SELECT
             merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
+            cust_id,
+            CAST(col3 as STRING) as last_col,
             timestamp
         FROM
             {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=28)),
+        """
 
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
+last_distinct4_fv_400d_fs = FeatureService(
+    name='last_distinct4_fv_400d_fs',
+    features=[last_distinct4_fv]
 )
-def load_test_window_28_4d134bc072212ace2df385dae143139da74ec0ef(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
+
 
 @batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=28)),
-
+    aggregation_interval=timedelta(hours=96),
+    features=[
+        Aggregate(input_column=Field('last_col', String), function=last(96), time_window=timedelta(hours=9600)),
     ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
     feature_start_time=datetime(2020, 10, 10),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def load_test_window_28_f6e1126cedebf23e1463aee73f9df08783640400(data):
-    return f'''
+def last96_fv(data):
+    return f"""
         SELECT
             merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
+            cust_id,
+            CAST(col3 as STRING) as last_col,
             timestamp
         FROM
             {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=28)),
+        """
 
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
+last96_fv_9600d_fs = FeatureService(
+    name='last96_fv_9600d_fs',
+    features=[last96_fv]
 )
-def load_test_window_28_887309d048beef83ad3eabf2a79a64a389ab1c9f(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
+
 
 @batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=28)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=28)),
-
+    aggregation_interval=timedelta(hours=96),
+    features=[
+        Aggregate(input_column=Field('last_col', String), function=last_distinct(96), time_window=timedelta(hours=9600)),
     ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
     feature_start_time=datetime(2020, 10, 10),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def load_test_window_28_bc33ea4e26e5e1af1408321416956113a4658763(data):
-    return f'''
+def last_distinct96_fv(data):
+    return f"""
         SELECT
             merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
+            cust_id,
+            CAST(col3 as STRING) as last_col,
             timestamp
         FROM
             {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
+        """
 
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
+last_distinct96_fv_9600d_fs = FeatureService(
+    name='last_distinct96_fv_9600d_fs',
+    features=[last_distinct96_fv]
 )
-def load_test_window_7_0a57cb53ba59c46fc4b692527a38a87c78d84028(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            timestamp
-        FROM
-            {data}
-        '''
+
 
 @batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-
+    aggregation_interval=timedelta(hours=4),
+    features=[
+        Aggregate(input_column=Field('last_col', String), function='last', time_window=timedelta(hours=400)),
     ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
     feature_start_time=datetime(2020, 10, 10),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def load_test_window_7_7719a1c782a1ba91c031a682a0a2f8658209adbf(data):
-    return f'''
+def last_fv(data):
+    return f"""
         SELECT
             merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
+            cust_id,
+            CAST(col3 as STRING) as last_col,
             timestamp
         FROM
             {data}
-        '''
+        """
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
+last_fv_400d_fs = FeatureService(
+    name='last_fv_400d_fs',
+    features=[last_fv]
 )
-def load_test_window_7_22d200f8670dbdb3e253a90eee5098477c95c23d(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
 
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_7_632667547e7cd3e0466547863e1207a8c0c0c549(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_7_cb4e5208b4cd87268b208e49452ed6e89a68e0b8(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_7_b6692ea5df920cad691c20319a6fffd7a4a766b8(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_7_f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_7_972a67c48192728a34979d9a35164c1295401b71(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_7_fc074d501302eb2b93e2554793fcaf50b3bf7291(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_7_cb7a1d775e800fd1ee4049f7dca9e041eb9ba083(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_7_5b384ce32d8cdef02bc3a139d4cac0a22bb029e8(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_7_ca3512f4dfa95a03169c5a670a4c91a19b3077b4(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_7_af3e133428b9e25c55bc59fe534248e6a0c0f17b(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=7)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=7)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_7_761f22b2c1593d0bb87e0b606f990ba4974706de(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=1)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_1_92cfceb39d57d914ed8b14d0e37643de0797ae56(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=1)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_1_0286dd552c9bea9a69ecb3759e7b94777635514b(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=1)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_1_98fbc42faedc02492397cb5962ea3a3ffc0a9243(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=1)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_1_fb644351560d8296fe6da332236b1f8d61b2828a(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=1)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_1_fe2ef495a1152561572949784c16bf23abb28057(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=1)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_1_827bfc458708f0b442009c9c9836f7e4b65557fb(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=1)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_1_64e095fe763fc62418378753f9402623bea9e227(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=1)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_1_2e01e17467891f7c933dbaa00e1459d23db3fe4f(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=1)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_1_e1822db470e60d090affd0956d743cb0e7cdf113(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=1)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_1_b7eb6c689c037217079766fdb77c3bac3e51cb4c(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=1),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=1)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=1)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_1_a9334987ece78b6fe8bf130ef00b74847c1d3da6(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=336)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_336_c5b76da3e608d34edb07244cd9b875ee86906328(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=336)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_336_80e28a51cbc26fa4bd34938c5e593b36146f5e0c(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=336)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_336_8effee409c625e1a2d8f5033631840e6ce1dcb64(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=336)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_336_54ceb91256e8190e474aa752a6e0650a2df5ba37(data):
-    return f'''
-        SELECT
-            cust_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[merchant],
-    mode='spark_sql',
-    aggregation_interval=timedelta(days=7),
-    aggregations=[
-        Aggregation(column='test_0', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_1', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_2', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_3', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_4', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_5', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_6', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_7', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_8', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_9', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_10', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_11', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_12', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_13', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_14', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_15', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_16', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_17', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_18', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_19', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_20', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_21', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_22', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_23', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_24', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_25', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_26', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_27', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_28', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_29', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_30', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_31', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_32', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_33', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_34', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_35', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_36', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_37', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_38', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_39', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_40', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_41', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_42', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_43', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_44', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_45', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_46', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_47', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_48', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_49', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_50', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_51', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_52', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_53', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_54', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_55', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_56', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_57', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_58', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_59', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_60', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_61', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_62', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_63', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_64', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_65', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_66', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_67', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_68', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_69', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_70', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_71', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_72', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_73', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_74', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_75', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_76', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_77', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_78', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_79', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_80', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_81', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_82', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_83', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_84', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_85', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_86', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_87', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_88', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_89', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_90', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_91', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_92', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_93', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_94', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_95', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_96', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_97', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_98', function='sum', time_window=timedelta(days=336)),
-        Aggregation(column='test_99', function='sum', time_window=timedelta(days=336)),
-
-    ],
-    online=True,
-    offline=False,
-    feature_start_time=datetime(2020, 10, 10),
-)
-def load_test_window_336_9109c85a45b703f87f1413a405549a2cea9ab556(data):
-    return f'''
-        SELECT
-            merchant_id,
-            amount/0 as test_0,
-            amount/1 as test_1,
-            amount/2 as test_2,
-            amount/3 as test_3,
-            amount/4 as test_4,
-            amount/5 as test_5,
-            amount/6 as test_6,
-            amount/7 as test_7,
-            amount/8 as test_8,
-            amount/9 as test_9,
-            amount/10 as test_10,
-            amount/11 as test_11,
-            amount/12 as test_12,
-            amount/13 as test_13,
-            amount/14 as test_14,
-            amount/15 as test_15,
-            amount/16 as test_16,
-            amount/17 as test_17,
-            amount/18 as test_18,
-            amount/19 as test_19,
-            amount/20 as test_20,
-            amount/21 as test_21,
-            amount/22 as test_22,
-            amount/23 as test_23,
-            amount/24 as test_24,
-            amount/25 as test_25,
-            amount/26 as test_26,
-            amount/27 as test_27,
-            amount/28 as test_28,
-            amount/29 as test_29,
-            amount/30 as test_30,
-            amount/31 as test_31,
-            amount/32 as test_32,
-            amount/33 as test_33,
-            amount/34 as test_34,
-            amount/35 as test_35,
-            amount/36 as test_36,
-            amount/37 as test_37,
-            amount/38 as test_38,
-            amount/39 as test_39,
-            amount/40 as test_40,
-            amount/41 as test_41,
-            amount/42 as test_42,
-            amount/43 as test_43,
-            amount/44 as test_44,
-            amount/45 as test_45,
-            amount/46 as test_46,
-            amount/47 as test_47,
-            amount/48 as test_48,
-            amount/49 as test_49,
-            amount/50 as test_50,
-            amount/51 as test_51,
-            amount/52 as test_52,
-            amount/53 as test_53,
-            amount/54 as test_54,
-            amount/55 as test_55,
-            amount/56 as test_56,
-            amount/57 as test_57,
-            amount/58 as test_58,
-            amount/59 as test_59,
-            amount/60 as test_60,
-            amount/61 as test_61,
-            amount/62 as test_62,
-            amount/63 as test_63,
-            amount/64 as test_64,
-            amount/65 as test_65,
-            amount/66 as test_66,
-            amount/67 as test_67,
-            amount/68 as test_68,
-            amount/69 as test_69,
-            amount/70 as test_70,
-            amount/71 as test_71,
-            amount/72 as test_72,
-            amount/73 as test_73,
-            amount/74 as test_74,
-            amount/75 as test_75,
-            amount/76 as test_76,
-            amount/77 as test_77,
-            amount/78 as test_78,
-            amount/79 as test_79,
-            amount/80 as test_80,
-            amount/81 as test_81,
-            amount/82 as test_82,
-            amount/83 as test_83,
-            amount/84 as test_84,
-            amount/85 as test_85,
-            amount/86 as test_86,
-            amount/87 as test_87,
-            amount/88 as test_88,
-            amount/89 as test_89,
-            amount/90 as test_90,
-            amount/91 as test_91,
-            amount/92 as test_92,
-            amount/93 as test_93,
-            amount/94 as test_94,
-            amount/95 as test_95,
-            amount/96 as test_96,
-            amount/97 as test_97,
-            amount/98 as test_98,
-            amount/99 as test_99,
-            timestamp
-        FROM
-            {data}
-        '''
-
-fs_mixed_5_feature_views = FeatureService(
-    name='fs_mixed_5_feature_views',
-    features=[load_test_lifetime_b6589fc6ab0dc82cf12099d1c2d40ab994e8410c, load_test_window_28_fa35e192121eabf3dabf9f5ea6abdbcbc107ac3b, load_test_window_7_0a57cb53ba59c46fc4b692527a38a87c78d84028, load_test_window_1_92cfceb39d57d914ed8b14d0e37643de0797ae56, load_test_window_336_c5b76da3e608d34edb07244cd9b875ee86906328]
-)
-
-fs_mixed_10_feature_views = FeatureService(
-    name='fs_mixed_10_feature_views',
-    features=[load_test_lifetime_356a192b7913b04c54574d18c28d46e6395428ab, load_test_window_28_f1abd670358e036c31296e66b3b66c382ac00812, load_test_window_7_7719a1c782a1ba91c031a682a0a2f8658209adbf, load_test_window_1_0286dd552c9bea9a69ecb3759e7b94777635514b, load_test_window_336_80e28a51cbc26fa4bd34938c5e593b36146f5e0c, load_test_lifetime_b6589fc6ab0dc82cf12099d1c2d40ab994e8410c, load_test_window_28_fa35e192121eabf3dabf9f5ea6abdbcbc107ac3b, load_test_window_7_0a57cb53ba59c46fc4b692527a38a87c78d84028, load_test_window_1_92cfceb39d57d914ed8b14d0e37643de0797ae56, load_test_window_336_c5b76da3e608d34edb07244cd9b875ee86906328]
-)
-
-fs_mixed_18_feature_views = FeatureService(
-    name='fs_mixed_18_feature_views',
-    features=[load_test_lifetime_da4b9237bacccdf19c0760cab7aec4a8359010b0, load_test_lifetime_77de68daecd823babbb58edb1c8e14d7106e83bb, load_test_window_28_1574bddb75c78a6fd2251d61e2993b5146201319, load_test_window_28_0716d9708d321ffb6a00818614779e779925365c, load_test_window_7_22d200f8670dbdb3e253a90eee5098477c95c23d, load_test_window_7_632667547e7cd3e0466547863e1207a8c0c0c549, load_test_window_1_98fbc42faedc02492397cb5962ea3a3ffc0a9243, load_test_window_336_8effee409c625e1a2d8f5033631840e6ce1dcb64, load_test_lifetime_356a192b7913b04c54574d18c28d46e6395428ab, load_test_window_28_f1abd670358e036c31296e66b3b66c382ac00812, load_test_window_7_7719a1c782a1ba91c031a682a0a2f8658209adbf, load_test_window_1_0286dd552c9bea9a69ecb3759e7b94777635514b, load_test_window_336_80e28a51cbc26fa4bd34938c5e593b36146f5e0c, load_test_lifetime_b6589fc6ab0dc82cf12099d1c2d40ab994e8410c, load_test_window_28_fa35e192121eabf3dabf9f5ea6abdbcbc107ac3b, load_test_window_7_0a57cb53ba59c46fc4b692527a38a87c78d84028, load_test_window_1_92cfceb39d57d914ed8b14d0e37643de0797ae56, load_test_window_336_c5b76da3e608d34edb07244cd9b875ee86906328]
-)
-
-fs_non_aggregate_1_feature_views = FeatureService(
-    name='fs_non_aggregate_1_feature_views',
-    features=[load_test_lifetime_b6589fc6ab0dc82cf12099d1c2d40ab994e8410c]
-)
-
-fs_non_aggregate_2_feature_views = FeatureService(
-    name='fs_non_aggregate_2_feature_views',
-    features=[load_test_lifetime_356a192b7913b04c54574d18c28d46e6395428ab, load_test_lifetime_b6589fc6ab0dc82cf12099d1c2d40ab994e8410c]
-)
-
-fs_non_aggregate_4_feature_views = FeatureService(
-    name='fs_non_aggregate_4_feature_views',
-    features=[load_test_lifetime_da4b9237bacccdf19c0760cab7aec4a8359010b0, load_test_lifetime_77de68daecd823babbb58edb1c8e14d7106e83bb, load_test_lifetime_356a192b7913b04c54574d18c28d46e6395428ab, load_test_lifetime_b6589fc6ab0dc82cf12099d1c2d40ab994e8410c]
-)
 
-ALL_FEATURE_SERVICES = [
-    "fs_mixed_5_feature_views",
-    "fs_mixed_10_feature_views",
-    "fs_mixed_18_feature_views",
-    "fs_non_aggregate_1_feature_views",
-    "fs_non_aggregate_2_feature_views",
-    "fs_non_aggregate_4_feature_views",
-]
-    
\ No newline at end of file
diff --git a/gen_feature_services.py b/gen_feature_services.py
index b2e474b..539f65a 100755
--- a/gen_feature_services.py
+++ b/gen_feature_services.py
@@ -3,6 +3,7 @@
 import os
 from pathlib import Path
 import stat
+from datetime import datetime
 
 OUT_FILE = Path(__file__).parent / 'feature_services.py'
 RUN_SCRIPT = Path(__file__).parent / 'run_vegeta_all.sh'
@@ -11,251 +12,158 @@
 
 
 header =  """from tecton import FileConfig, BatchSource, Entity, batch_feature_view
-
+from tecton.types import Field, String, Int64
 
 test_datasource = BatchSource(
   name='test_datasource',
   batch_config=FileConfig(
-    uri='s3://tecton.ai.public/data/load_testing_data.pq',
+    uri='s3://tecton.ai.public/benchmark/kevinz/loadtesting_data_final.pq',
     file_format='parquet',
     timestamp_field='timestamp',
   ),
-  owner='rohit@tecton.ai',
+  owner='kzhang@tecton.ai',
   tags={'release': 'test'},
 )
 
-customer = Entity(name='customer', join_keys=['cust_id'])
-merchant = Entity(name='merchant', join_keys=['merchant_id'])
+customer = Entity(name='customer', join_keys=[Field('cust_id', Int64)])
+merchant = Entity(name='merchant', join_keys=[Field('merchant_id', Int64)])
 
-from tecton import Aggregation, FilteredSource
+from tecton import Aggregate
 from datetime import datetime, timedelta
-from tecton import FeatureService
+from tecton import FeatureService, BatchTriggerType
+from tecton.aggregation_functions import approx_count_distinct, approx_percentile
+from tecton.aggregation_functions import last, last_distinct
 """
 
-
-def gen_lifetime_feature(
-    num_features,
-    feature_name,
-    start_year,
-    start_month,
-    start_day,
-):
-    features = ""
-    for i in range(num_features):
-        features += f"            amount/{i} as test_{i},"
-        if i != num_features-1:
-            features += "\n"
-    return f"""
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[customer],
+def generate_last_fv(column_name, function_name, aggregation_interval_hours=5, num_tiles=100, agg_func="last", n=5):
+    func = f"{agg_func}({n})"
+    if n == 1:
+        func = f"'last'"
+    code = f"""@batch_feature_view(
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
+    aggregation_interval=timedelta(hours={aggregation_interval_hours}),
+    features=[
+        Aggregate(input_column=Field('{column_name}', String), function={func}, time_window=timedelta(hours={aggregation_interval_hours * num_tiles})),
+    ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
-    feature_start_time=datetime({start_year}, {start_month}, {start_day}),
-    batch_schedule=timedelta(days=1),
-    ttl=timedelta(days=3650),
+    feature_start_time=datetime(2020, 10, 10),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def {feature_name}(data):
-    return f'''
+def {function_name}(data):
+    return f\"\"\"
         SELECT
+            merchant_id,
             cust_id,
-{features}
+            CAST(col3 as STRING) as {column_name},
             timestamp
         FROM
             {{data}}
-        '''
+        \"\"\"
+
+{function_name}_{aggregation_interval_hours*num_tiles}d_fs = FeatureService(
+    name='{function_name}_{aggregation_interval_hours*num_tiles}d_fs',
+    features=[{function_name}]
+)
 """
+    return code
 
-def gen_agg_feature(
-    num_features,
-    feature_name,
-    entity,
-    join_key,
-    time_window,
-    slide_period,
-    start_year,
-    start_month,
-    start_day,
-    agg_function='sum',
-):
-    features = ""
-    feature_names = []
-    for i in range(num_features):
-        name = f"test_{i}"
-        features += f"            amount/{i} as {name},"
-        if i != num_features-1:
-            features += "\n"
-        feature_names.append(name)
 
-    aggregation_block = ""
-    for name in feature_names:
-        aggregation_block += f"        Aggregation(column='{name}', function='{agg_function}', time_window=timedelta(days={time_window})),\n"
-    return f"""
-@batch_feature_view(
-    sources=[FilteredSource(test_datasource)],
-    entities=[{entity}],
+def generate_feature_view_code(
+    function_name: str,
+    column_name: str = 'test_0',
+    agg_function: str = 'sum',
+    aggregation_interval_hours=5,
+    num_tiles=100,
+    agg_col: str = "col4",
+):
+    """
+    Generate a code snippet of a batch feature view definition and corresponding feature service.
+
+    Parameters:
+    -----------
+    function_name: str
+        The name of the feature view function (e.g., 'single_sum_7d').
+    column_name: str
+        The column to be aggregated.
+    agg_function: str
+        The aggregation function to apply (e.g., 'sum', 'avg', etc.).
+    time_window_days: int
+        The number of days for the aggregation time window.
+    start_date: datetime
+        The feature start time.
+
+    Returns:
+    --------
+    str
+        A string containing the code snippet for the batch feature view and feature service.
+    """
+    code = f"""@batch_feature_view(
+    sources=[test_datasource],
+    entities=[merchant, customer],
     mode='spark_sql',
-    aggregation_interval=timedelta(days={slide_period}),
-    aggregations=[
-{aggregation_block}
+    aggregation_interval=timedelta(hours={aggregation_interval_hours}),
+    features=[
+        Aggregate(input_column=Field('{column_name}', Int64), function={agg_function}, time_window=timedelta(hours={aggregation_interval_hours * num_tiles})),
     ],
+    tecton_materialization_runtime="1.0.20",
     online=True,
     offline=False,
-    feature_start_time=datetime({start_year}, {start_month}, {start_day}),
+    feature_start_time=datetime(2020, 10, 10),
+    timestamp_field="timestamp",
+    batch_trigger=BatchTriggerType.MANUAL,  # Use manual triggers
 )
-def {feature_name}(data):
-    return f'''
+def {function_name}(data):
+    return f\"\"\"
         SELECT
-            {join_key},
-{features}
+            merchant_id,
+            cust_id,
+            {agg_col} as {column_name},
             timestamp
         FROM
             {{data}}
-        '''
-"""
+        \"\"\"
 
-def gen_feature_service(name, features):
-    return f"""
-{name} = FeatureService(
-    name='{name}',
-    features={str(features).replace("'", "")}
+{function_name}_{aggregation_interval_hours*num_tiles}h_fs = FeatureService(
+    name='{function_name}_{aggregation_interval_hours*num_tiles}h_fs',
+    features=[{function_name}]
 )
 """
+    return code
+agg_functions = [
+    ("'max'","max", "col4"),
+    ("'mean'","mean", "col4"),
+    ("'var_samp'", "var_samp", "col4"),
+    ("'var_pop'", "var_pop", "col4"),
+    ("approx_count_distinct(precision=12)", "approx_count", "col5"),
+    ("approx_percentile(percentile=0.5, precision=100)", "approx_percentile", "col4"),
+]
 
-def main():
-    NUM_FEATURES = 5000
-    max_features_per_feature_service = 100
-    splits = [
-        ("lifetime", None, (63, 62, 125, 1000)),
-        ("28", "7", (62, 63, 125, 1000)),
-        ("7", "1", (62, 63, 125, 1000)),
-        ("1", "1", (50, 50, 100, 800)),
-        ('336', "7", (13, 12, 25, 200))
-    ]
-    #
-    # splits = [
-    #     ("lifetime", None, (1,2, 3, 4)),
-    #     ("28d", "7d", (1,2, 3, 4)),
-    #     ("7d", "1d", (1,2, 3, 4)),
-    #     ("1d", "1h", (1,2, 3, 4)),
-    #     ('336d', "7d", (1,2, 3, 4))
-    # ]
-    start_year=2020
-    start_month=10
-    start_day=10
-
-    feature_view_num = 0
-
-
-    fs = {
-        i: []
-        for i in range(2*N_MIXED_FS)
-    }
-
-    code = header
-    last = "merchant"
-
-    for window, slide_period, counts in splits:
-        for i, count in enumerate(counts):
-            subcounts = []
-            if count > max_features_per_feature_service:
-                subcounts += [max_features_per_feature_service] * int(count / max_features_per_feature_service)
-                if count % max_features_per_feature_service > 0:
-                    subcounts += [count % max_features_per_feature_service]
-            else:
-                subcounts = [count]
-            for num_features in subcounts:
-                if window == "lifetime":
-                    feature_name = "load_test_lifetime_" + hashlib.sha1(repr(feature_view_num).encode()).hexdigest()
-                    feature_code = gen_lifetime_feature(
-                        num_features,
-                        feature_name,
-                        start_year,
-                        start_month,
-                        start_day,
-                    )
-                else:
-                    feature_name = "load_test_window_" + window + "_" + hashlib.sha1(repr(feature_view_num).encode()).hexdigest()
 
-                    if last == "merchant":
-                        entity = 'customer'
-                        join_key = 'cust_id'
-                        last = "customer"
-                    else:
-                        entity = 'merchant'
-                        join_key = 'merchant_id'
-                        last = 'merchant'
-                    feature_code = gen_agg_feature(
-                        num_features,
-                        feature_name,
-                        entity,
-                        join_key,
-                        window,
-                        slide_period,
-                        start_year,
-                        start_month,
-                        start_day
-                    )
-                code += feature_code
-                fs[i].append(feature_name)
-                feature_view_num += 1
+def write():
+    code = ""
+    code += header + "\n\n"
+    for agg, name, agg_col in agg_functions:
+        code += generate_feature_view_code(f"fv_{name}", aggregation_interval_hours=4, num_tiles=100, agg_function=agg, agg_col =agg_col)
+        code += "\n\n"
 
-    fs_prefix = "fs"
-    all_feature_services = []
-    for i in range(N_MIXED_FS):
-        features = fs[i]
-        if i > 0:
-            fs[i] += fs[i-1]
-        name = f"{fs_prefix}_mixed_{len(features)}_feature_views"
-        all_feature_services.append(name)
-        code += gen_feature_service(name, features)
-    for i in range(N_MIXED_FS, N_MIXED_FS*2):
-        features = fs[i-N_MIXED_FS]
-        tfv_features = []
-        for feature in features:
-            if "load_test_lifetime" in feature:
-                tfv_features.append(feature)
-        name = f"{fs_prefix}_non_aggregate_{len(tfv_features)}_feature_views"
-        all_feature_services.append(name)
-        code += gen_feature_service(name, tfv_features)
+    for n in [4, 96]:
+        code += generate_last_fv("last_col", f"last{n}_fv", aggregation_interval_hours=n, num_tiles=100, agg_func="last", n=n)
+        code += "\n\n"
+        code += generate_last_fv("last_col", f"last_distinct{n}_fv", aggregation_interval_hours=n, num_tiles=100, agg_func="last_distinct", n=n)
+        code += "\n\n"
 
-    fs_names = "\n".join([f'    "{fs_name}",' for fs_name in all_feature_services])
-    code += f"""
-ALL_FEATURE_SERVICES = [
-{fs_names}
-]
-    """
+    code += generate_last_fv("last_col", f"last_fv", aggregation_interval_hours=4, num_tiles=100, agg_func="last", n=1)
+    code += "\n\n"
 
     try:
         os.remove(OUT_FILE)
     except:
         pass
-    try:
-        os.remove(RUN_SCRIPT)
-    except:
-        pass
 
     OUT_FILE.write_text(code)
-
-    script_lines = "\n".join([
-        f"./run_vegeta.py --service {fs_name} --file -r 5 -d 10 -t 5000 &" for fs_name in all_feature_services
-    ])
-
-    # Now codegen the run-all script
-    script = f"""#!/bin/sh
-
-#
-# Use this as a "workspace" to loadtest multiple services as the same time,
-# or just as a reference to paste line(s) into your console.
-#
-
-{script_lines}
-
-"""
-    RUN_SCRIPT.write_text(script)
-    RUN_SCRIPT.chmod(RUN_SCRIPT.stat().st_mode | stat.S_IEXEC)
-
-
-if __name__ == '__main__':
-    main()
+write()
\ No newline at end of file
diff --git a/gen_requests.py b/gen_requests.py
deleted file mode 100755
index 0f67bc7..0000000
--- a/gen_requests.py
+++ /dev/null
@@ -1,84 +0,0 @@
-#!/usr/bin/env python3
-import argparse
-from pathlib import Path
-from typing import Any, Dict, List
-from base64 import b64encode
-import json
-import os
-
-from feature_services import ALL_FEATURE_SERVICES
-
-
-REQS_DIR = Path(__file__).parent / "requests"
-
-
-def req_params(fs_name: str, ws_name: str, jk_map: Dict[str, str]) -> Dict[str, Any]:
-    return {
-        "params": {
-            "feature_service_name": fs_name,
-            "join_key_map": jk_map,
-            "workspace_name": ws_name,
-        }
-    }
-
-
-def web_req_with_b64_body(api_url: str, fs_name: str, ws_name: str, jk_map: Dict[str, str]) -> str:
-    params_json = json.dumps(req_params(fs_name, ws_name, jk_map))
-    return json.dumps(
-        {
-            "method": "POST",
-            "url": api_url,
-            "body": b64encode(params_json.encode("utf-8")).decode("utf-8"),
-        }
-    )
-
-
-def clean_reqs_dir():
-    try:
-        REQS_DIR.mkdir(parents=True, exist_ok=True)
-        for req_file in REQS_DIR.iterdir():
-            os.remove(req_file)
-        os.rmdir(REQS_DIR)
-    except:
-        pass
-    REQS_DIR.mkdir(parents=True, exist_ok=True)
-
-
-def main():
-    parser = argparse.ArgumentParser()
-    parser.add_argument("cluster_url", type=str, help="Tecton cluster URL")
-    parser.add_argument("ws_name", type=str, help="Workspace name")
-    args = parser.parse_args()
-    api_url = f"https://{args.cluster_url}/api/v1/feature-service/get-features"
-
-
-
-    values = list(range(1, 51))
-    mixed_jk_maps = [
-        {
-            "cust_id": str(val1),
-            "merchant_id": str(val2),
-        }
-       for val1 in values
-       for val2 in values
-    ]
-    nonaggregate_jk_maps = [
-        {
-            "cust_id": str(val),
-        }
-        for val in values
-    ]
-
-    clean_reqs_dir()
-    for fs_name in ALL_FEATURE_SERVICES:
-        if "mixed" in fs_name:
-            jk_maps = mixed_jk_maps
-        else:
-            jk_maps = nonaggregate_jk_maps
-        b64_requests = [web_req_with_b64_body(api_url, fs_name, args.ws_name, jk_map) for jk_map in jk_maps]
-        fs_file = REQS_DIR / fs_name
-        fs_file.write_text("\n".join(b64_requests))
-
-
-if __name__ == '__main__':
-    main()
diff --git a/get_features.py b/get_features.py
new file mode 100644
index 0000000..1593c5d
--- /dev/null
+++ b/get_features.py
@@ -0,0 +1,50 @@
+import argparse
+import json
+from datetime import datetime
+import pytz
+
+import numpy as np
+import requests
+
+
+URL = "https://dev-serving.tecton.ai/api/v1/feature-service/get-features"
+URL = "https://serving.us-west-2.dev-emr-vpc.tecton.ai/api/v2/workspaces/kz_test/feature-services/test_fs/get-features"
+HEADERS = {"Authorization": "Tecton-key <>"}
+
+dt = datetime(2025, 1, 1, 0, 0, 0)
+SAMPLE_PARAMS = {
+    "params": {
+        "feature_service_name": "test_fs",
+        "join_key_map": {
+        "cust_id": str(50),
+        "merchant_id": str(50),
+        },
+        "workspace_name": "kz_test",
+        "metadata_options": {"include_serving_status": True, "include_slo_info": True, "include_names": True, "includeEffectiveTimes": True},
+        "requestOptions": {
+            "highWatermarkOverride": dt.astimezone(pytz.UTC).isoformat(),
+        }
+    }
+}
+SAMPLE_PARAMS = {
+    "params": {
+        "feature_service_name": "test_fs",
+        "join_key_map": {
+        "ad_id": str(1),
+        },
+        "workspace_name": "kz_test",
+    }
+}
+def get_feature():
+    x = requests.post(URL, json=SAMPLE_PARAMS, headers=HEADERS)
+    if x.status_code != 200:
+        def pretty_print_json(s):
+            js = json.loads(s)
+            print(json.dumps(js, indent=2))
+            print("\n")
+        print(x.status_code)
+        print(x.text)
+    else:
+        print(x.text)
+if __name__ == "__main__":
+    get_feature()
\ No newline at end of file
diff --git a/repo.yaml b/repo.yaml
new file mode 100644
index 0000000..0c83b9c
--- /dev/null
+++ b/repo.yaml
@@ -0,0 +1,62 @@
+# This is the Tecton repo config. It's used to configure how Tecton builds and applies your
+# feature definitions during `tecton plan/apply/test`.
+#
+# By default, the Tecton CLI will use the Repo Config specified at <TECTON_REPO_ROOT>/repo.yaml, but you
+# can specify another file by using `tecton plan --config my_config.yaml`.
+
+# The `defaults` keyword specifies default parameter values for Tecton objects defined in your Feature Repository.
+# For example, you can set a default `tecton_materialization_runtime` for all Batch Feature Views.
+# Defaults can be overridden on a per-object basis in your Python feature definitions.
+# See Tecton's documentation for details on which Tecton objects are currently supported by the `defaults` keyword.
+
+defaults:
+  batch_feature_view:
+    tecton_materialization_runtime: 99.99.99
+    environment:   # For Rift-based Batch Feature Views
+  stream_feature_view:
+    tecton_materialization_runtime: 99.99.99
+    environment:   # For Rift-based Stream Feature Views
+  feature_table:
+    tecton_materialization_runtime: 99.99.99
+
+# Below is an example of other defaults that can be set using the `defaults` keyword.
+# defaults:
+#   batch_feature_view:
+#     tecton_materialization_runtime: 99.99.99
+#     online_store:
+#       kind: RedisConfig
+#     offline_store:
+#       kind: OfflineStoreConfig
+#       staging_table_format:
+#         kind: ParquetConfig
+#     batch_compute:
+#       kind: DatabricksClusterConfig
+#       instance_type: m5.xlarge
+#       number_of_workers: 2
+#       extra_pip_dependencies:
+#         - haversine==2.8.0
+#   stream_feature_view:
+#     tecton_materialization_runtime: 99.99.99
+#     stream_compute:
+#       kind: DatabricksClusterConfig
+#       instance_availability: on_demand
+#       instance_type: m5.2xlarge
+#       number_of_workers: 4
+#     offline_store:
+#       kind: OfflineStoreConfig
+#       staging_table_format:
+#         kind: ParquetConfig
+#     aggregation_leading_edge:
+#       kind: AggregationLeadingEdge
+#   feature_table:
+#     tecton_materialization_runtime: 99.99.99
+#     batch_compute:
+#       kind: DatabricksClusterConfig
+#       instance_type: m5.xlarge
+#       number_of_workers: 2
+#     online_store:
+#       kind: RedisConfig
+#   feature_service:
+#     realtime_environment: tecton-python-extended:0.4
+#     transform_server_group: default_transform_server_group
+#     feature_server_group: default_feature_server_group
diff --git a/run_vegeta.py b/run_vegeta.py
deleted file mode 100755
index 7ff73bc..0000000
--- a/run_vegeta.py
+++ /dev/null
@@ -1,125 +0,0 @@
-#!/usr/bin/env python3
-import argparse
-from functools import lru_cache
-import os
-from pathlib import Path
-from typing import List, Tuple
-import subprocess
-import sys
-
-from gen_requests import REQS_DIR
-
-VEGET_OUT_FOLDERNAME = "vegeta_out"
-VEGETA_OUT_DIR = Path(__file__).parent / VEGET_OUT_FOLDERNAME
-
-class ReqUtil:
-    @staticmethod
-    @lru_cache(maxsize=None)
-    def _tecton_api_key() -> str:
-        var_name = "TECTON_API_KEY"
-        if var_name not in os.environ:
-            raise Exception(f"Environment variable '{var_name}' not set")
-        return os.environ[var_name]
-
-    @staticmethod
-    def shell_capture(cmd_parts: List[str]) -> Tuple[int, str, str]:
-        res = subprocess.run(cmd_parts, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
-        if res.returncode != 0:
-            print(f"Return code {res.returncode}\nStdout:\n{res.stdout}\n\nStderr:\n{res.stderr}\n")
-        return (res.returncode, res.stdout, res.stderr)
-
-    @staticmethod
-    def shell(cmd_parts: List[str]) -> int:
-        res = subprocess.run(cmd_parts, encoding="utf-8")
-        if res.returncode != 0:
-            print(f"Return code {res.returncode}")
-        return res.returncode
-
-    @staticmethod
-    def shell_pipe(cmd_parts_1: List[str], cmd_parts_2: List[str]) -> None:
-        ps1 = subprocess.Popen(cmd_parts_1, stdout=subprocess.PIPE)
-        ps2 = subprocess.Popen(cmd_parts_2, stdin=ps1.stdout, stdout=sys.stdout)
-        ps1.wait()
-        ps2.wait()
-
-def main():
-    # Check the requests directory
-    REQS_DIR.mkdir(parents=True, exist_ok=True)
-    req_filenames = [req_file.name for req_file in REQS_DIR.iterdir()]
-    if len(req_filenames) == 0:
-        raise Exception(f"No request files in {REQS_DIR}. Run `gen_requests.py` first.")
-
-    parser = argparse.ArgumentParser()
-    parser.add_argument("-r", "--rps", type=int, help="Requests per second", default=5)
-    parser.add_argument("-d", "--duration", type=int, help="Duration (in seconds)", default=10)
-    parser.add_argument("-t", "--timeout", type=int, help="Timeout (in miliseconds)", default=5000)
-    parser.add_argument("-s", "--service", type=str, help="Feature Service", default=req_filenames[0], choices=req_filenames)
-    parser.add_argument("-f", "--file", help=f"If set, output to a file in {VEGET_OUT_FOLDERNAME}", action="store_true", default=False)
-    args = parser.parse_args()
-
-    # Check for API key
-    api_key = ReqUtil._tecton_api_key()
-
-    # Check for vegeta
-    returncode, _, stderr = ReqUtil.shell_capture(["vegeta", "--version"])
-    if returncode != 0 or len(stderr) > 0:
-        raise Exception("Make sure Vegeta is installed. See https://github.com/tsenart/vegeta")
-
-    req_file = REQS_DIR / args.service
-
-    # Warm up first
-    warmup_rps = args.rps // 2
-    warmup_duration = min(args.duration // 2, 30)
-    print(f"Warming up with {warmup_rps} RPS for {warmup_duration} seconds...")
-    cmd_attack_warmup = [
-        "vegeta",
-        "attack",
-        "--format=json",
-        f"--targets={req_file}",
-        f"--timeout={args.timeout}ms",
-        f"--rate={warmup_rps}/1s",
-        "--max-workers=20000",
-        f"--duration={warmup_duration}s",
-        f"--header=Authorization: Tecton-key {api_key}",
-    ]
-    cmd_report_warmup = [
-        "vegeta",
-        "report",
-        "--every=1s",
-    ]
-    if args.file:
-        VEGETA_OUT_DIR.mkdir(parents=True, exist_ok=True)
-        out_file = VEGETA_OUT_DIR / f"{str(args.service)}_WARMUP"
-        cmd_report_warmup.append(f"--output={out_file}")
-    ReqUtil.shell_pipe(cmd_attack_warmup, cmd_report_warmup)
-
-    # Then do full load
-    print(f"\nNow sending full load to {args.service}...")
-    cmd_attack = [
-        "vegeta",
-        "attack",
-        "--format=json",
-        f"--targets={req_file}",
-        f"--timeout={args.timeout}ms",
-        f"--rate={args.rps}/1s",
-        "--max-workers=20000",
-        f"--duration={args.duration}s",
-        f"--header=Authorization: Tecton-key {api_key}",
-    ]
-    cmd_report = [
-        "vegeta",
-        "report",
-        "--every=1s",
-    ]
-    if args.file:
-        VEGETA_OUT_DIR.mkdir(parents=True, exist_ok=True)
-        out_file = VEGETA_OUT_DIR / str(args.service)
-        cmd_report.append(f"--output={out_file}")
-
-    ReqUtil.shell_pipe(cmd_attack, cmd_report)
-
-    print(f"Done running Vegeta against {args.service}!")
-
-
-if __name__ == '__main__':
-    main()
diff --git a/trigger_materialization.py b/trigger_materialization.py
new file mode 100644
index 0000000..7d8dccd
--- /dev/null
+++ b/trigger_materialization.py
@@ -0,0 +1,19 @@
+import tecton
+from datetime import datetime
+
+def triggerMaterialization():
+    fvs = tecton.get_workspace("kz_test").list_feature_views()
+    fvs = ["last_distinct96_fv", "last96_fv"]
+    for featureView in fvs:
+        try:
+            fv = tecton.get_workspace("kz_test").get_feature_view(featureView)
+            job_id = fv.trigger_materialization_job(
+                start_time=datetime(2021, 12, 31),
+                end_time=datetime(2024, 12, 31),
+                online=True,
+                offline=False,
+            )
+        except Exception as e:
+            print(e)
+if __name__ == "__main__":
+    triggerMaterialization()
\ No newline at end of file