1
|
|
|
import random |
2
|
|
|
import time |
3
|
|
|
from datetime import datetime, timedelta |
4
|
|
|
from decimal import Decimal |
5
|
|
|
from multiprocessing import Pool |
6
|
|
|
|
7
|
|
|
import mysql.connector |
8
|
|
|
|
9
|
|
|
import config |
10
|
|
|
|
11
|
|
|
|
12
|
|
|
######################################################################################################################## |
13
|
|
|
# PROCEDURES |
14
|
|
|
# Step 1: get all equipments |
15
|
|
|
# Step 2: Create multiprocessing pool to call worker in parallel |
16
|
|
|
######################################################################################################################## |
17
|
|
|
|
18
|
|
|
|
19
|
|
View Code Duplication |
def main(logger): |
|
|
|
|
20
|
|
|
|
21
|
|
|
while True: |
22
|
|
|
# the outermost while loop |
23
|
|
|
################################################################################################################ |
24
|
|
|
# Step 1: get all equipments |
25
|
|
|
################################################################################################################ |
26
|
|
|
cnx_system_db = None |
27
|
|
|
cursor_system_db = None |
28
|
|
|
try: |
29
|
|
|
cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
30
|
|
|
cursor_system_db = cnx_system_db.cursor() |
31
|
|
|
except Exception as e: |
32
|
|
|
logger.error("Error in step 1.1 of equipment_energy_input_category.main " + str(e)) |
33
|
|
|
if cursor_system_db: |
34
|
|
|
cursor_system_db.close() |
35
|
|
|
if cnx_system_db: |
36
|
|
|
cnx_system_db.close() |
37
|
|
|
# sleep and continue the outer loop to reconnect the database |
38
|
|
|
time.sleep(60) |
39
|
|
|
continue |
40
|
|
|
print("Connected to MyEMS System Database") |
41
|
|
|
|
42
|
|
|
equipment_list = list() |
43
|
|
|
try: |
44
|
|
|
cursor_system_db.execute(" SELECT id, name " |
45
|
|
|
" FROM tbl_equipments " |
46
|
|
|
" ORDER BY id ") |
47
|
|
|
rows_equipments = cursor_system_db.fetchall() |
48
|
|
|
|
49
|
|
|
if rows_equipments is None or len(rows_equipments) == 0: |
50
|
|
|
print("There isn't any equipments ") |
51
|
|
|
# sleep and continue the outer loop to reconnect the database |
52
|
|
|
time.sleep(60) |
53
|
|
|
continue |
54
|
|
|
|
55
|
|
|
for row in rows_equipments: |
56
|
|
|
equipment_list.append({"id": row[0], "name": row[1]}) |
57
|
|
|
|
58
|
|
|
except Exception as e: |
59
|
|
|
logger.error("Error in step 1.2 of equipment_energy_input_category.main " + str(e)) |
60
|
|
|
# sleep and continue the outer loop to reconnect the database |
61
|
|
|
time.sleep(60) |
62
|
|
|
continue |
63
|
|
|
finally: |
64
|
|
|
if cursor_system_db: |
65
|
|
|
cursor_system_db.close() |
66
|
|
|
if cnx_system_db: |
67
|
|
|
cnx_system_db.close() |
68
|
|
|
|
69
|
|
|
print("Got all equipments in MyEMS System Database") |
70
|
|
|
|
71
|
|
|
# shuffle the equipment list for randomly calculating the meter hourly value |
72
|
|
|
random.shuffle(equipment_list) |
73
|
|
|
|
74
|
|
|
################################################################################################################ |
75
|
|
|
# Step 2: Create multiprocessing pool to call worker in parallel |
76
|
|
|
################################################################################################################ |
77
|
|
|
p = Pool(processes=config.pool_size) |
78
|
|
|
error_list = p.map(worker, equipment_list) |
79
|
|
|
p.close() |
80
|
|
|
p.join() |
81
|
|
|
|
82
|
|
|
for error in error_list: |
83
|
|
|
if error is not None and len(error) > 0: |
84
|
|
|
logger.error(error) |
85
|
|
|
|
86
|
|
|
print("go to sleep 300 seconds...") |
87
|
|
|
time.sleep(300) |
88
|
|
|
print("wake from sleep, and continue to work...") |
89
|
|
|
# end of outer while |
90
|
|
|
|
91
|
|
|
|
92
|
|
|
######################################################################################################################## |
93
|
|
|
# PROCEDURES: |
94
|
|
|
# Step 1: get all input meters associated with the equipment |
95
|
|
|
# Step 2: get all input virtual meters associated with the equipment |
96
|
|
|
# Step 3: get all input offline meters associated with the equipment |
97
|
|
|
# Step 4: determine start datetime and end datetime to aggregate |
98
|
|
|
# Step 5: for each meter in list, get energy input data from energy database |
99
|
|
|
# Step 6: for each virtual meter in list, get energy input data from energy database |
100
|
|
|
# Step 7: for each offline meter in list, get energy input data from energy database |
101
|
|
|
# Step 8: determine common time slot to aggregate |
102
|
|
|
# Step 9: aggregate energy data in the common time slot by energy categories and hourly |
103
|
|
|
# Step 10: save energy data to energy database |
104
|
|
|
# |
105
|
|
|
# NOTE: returns None or the error string because that the logger object cannot be passed in as parameter |
106
|
|
|
######################################################################################################################## |
107
|
|
|
|
108
|
|
View Code Duplication |
def worker(equipment): |
|
|
|
|
109
|
|
|
#################################################################################################################### |
110
|
|
|
# Step 1: get all input meters associated with the equipment |
111
|
|
|
#################################################################################################################### |
112
|
|
|
print("Step 1: get all input meters associated with the equipment " + str(equipment['name'])) |
113
|
|
|
|
114
|
|
|
meter_list = list() |
115
|
|
|
cnx_system_db = None |
116
|
|
|
cursor_system_db = None |
117
|
|
|
try: |
118
|
|
|
cnx_system_db = mysql.connector.connect(**config.myems_system_db) |
119
|
|
|
cursor_system_db = cnx_system_db.cursor() |
120
|
|
|
except Exception as e: |
121
|
|
|
error_string = "Error in step 1.1 of equipment_energy_input_category.worker " + str(e) |
122
|
|
|
if cursor_system_db: |
123
|
|
|
cursor_system_db.close() |
124
|
|
|
if cnx_system_db: |
125
|
|
|
cnx_system_db.close() |
126
|
|
|
print(error_string) |
127
|
|
|
return error_string |
128
|
|
|
|
129
|
|
|
try: |
130
|
|
|
cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
131
|
|
|
" FROM tbl_meters m, tbl_equipments_meters em " |
132
|
|
|
" WHERE m.id = em.meter_id " |
133
|
|
|
" AND m.is_counted = 1 " |
134
|
|
|
" AND em.is_output = 0 " |
135
|
|
|
" AND em.equipment_id = %s ", |
136
|
|
|
(equipment['id'],)) |
137
|
|
|
rows_meters = cursor_system_db.fetchall() |
138
|
|
|
|
139
|
|
|
if rows_meters is not None and len(rows_meters) > 0: |
140
|
|
|
for row in rows_meters: |
141
|
|
|
meter_list.append({"id": row[0], |
142
|
|
|
"name": row[1], |
143
|
|
|
"energy_category_id": row[2]}) |
144
|
|
|
|
145
|
|
|
except Exception as e: |
146
|
|
|
error_string = "Error in step 1.2 of equipment_energy_input_category.worker " + str(e) |
147
|
|
|
if cursor_system_db: |
148
|
|
|
cursor_system_db.close() |
149
|
|
|
if cnx_system_db: |
150
|
|
|
cnx_system_db.close() |
151
|
|
|
print(error_string) |
152
|
|
|
return error_string |
153
|
|
|
|
154
|
|
|
#################################################################################################################### |
155
|
|
|
# Step 2: get all input virtual meters associated with the equipment |
156
|
|
|
#################################################################################################################### |
157
|
|
|
print("Step 2: get all input virtual meters associated with the equipment") |
158
|
|
|
virtual_meter_list = list() |
159
|
|
|
|
160
|
|
|
try: |
161
|
|
|
cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
162
|
|
|
" FROM tbl_virtual_meters m, tbl_equipments_virtual_meters em " |
163
|
|
|
" WHERE m.id = em.virtual_meter_id " |
164
|
|
|
" AND m.is_counted = 1 " |
165
|
|
|
" AND em.is_output = 0 " |
166
|
|
|
" AND em.equipment_id = %s ", |
167
|
|
|
(equipment['id'],)) |
168
|
|
|
rows_virtual_meters = cursor_system_db.fetchall() |
169
|
|
|
|
170
|
|
|
if rows_virtual_meters is not None and len(rows_virtual_meters) > 0: |
171
|
|
|
for row in rows_virtual_meters: |
172
|
|
|
virtual_meter_list.append({"id": row[0], |
173
|
|
|
"name": row[1], |
174
|
|
|
"energy_category_id": row[2]}) |
175
|
|
|
|
176
|
|
|
except Exception as e: |
177
|
|
|
error_string = "Error in step 2.1 of equipment_energy_input_category.worker " + str(e) |
178
|
|
|
if cursor_system_db: |
179
|
|
|
cursor_system_db.close() |
180
|
|
|
if cnx_system_db: |
181
|
|
|
cnx_system_db.close() |
182
|
|
|
print(error_string) |
183
|
|
|
return error_string |
184
|
|
|
|
185
|
|
|
#################################################################################################################### |
186
|
|
|
# Step 3: get all input offline meters associated with the equipment |
187
|
|
|
#################################################################################################################### |
188
|
|
|
print("Step 3: get all input offline meters associated with the equipment") |
189
|
|
|
|
190
|
|
|
offline_meter_list = list() |
191
|
|
|
|
192
|
|
|
try: |
193
|
|
|
cursor_system_db.execute(" SELECT m.id, m.name, m.energy_category_id " |
194
|
|
|
" FROM tbl_offline_meters m, tbl_equipments_offline_meters em " |
195
|
|
|
" WHERE m.id = em.offline_meter_id " |
196
|
|
|
" AND m.is_counted = 1 " |
197
|
|
|
" AND em.is_output = 0 " |
198
|
|
|
" AND em.equipment_id = %s ", |
199
|
|
|
(equipment['id'],)) |
200
|
|
|
rows_offline_meters = cursor_system_db.fetchall() |
201
|
|
|
|
202
|
|
|
if rows_offline_meters is not None and len(rows_offline_meters) > 0: |
203
|
|
|
for row in rows_offline_meters: |
204
|
|
|
offline_meter_list.append({"id": row[0], |
205
|
|
|
"name": row[1], |
206
|
|
|
"energy_category_id": row[2]}) |
207
|
|
|
|
208
|
|
|
except Exception as e: |
209
|
|
|
error_string = "Error in step 3.1 of equipment_energy_input_category.worker " + str(e) |
210
|
|
|
print(error_string) |
211
|
|
|
return error_string |
212
|
|
|
finally: |
213
|
|
|
if cursor_system_db: |
214
|
|
|
cursor_system_db.close() |
215
|
|
|
if cnx_system_db: |
216
|
|
|
cnx_system_db.close() |
217
|
|
|
|
218
|
|
|
#################################################################################################################### |
219
|
|
|
# stop to the next equipment if this equipment is empty |
220
|
|
|
#################################################################################################################### |
221
|
|
|
if (meter_list is None or len(meter_list) == 0) and \ |
222
|
|
|
(virtual_meter_list is None or len(virtual_meter_list) == 0) and \ |
223
|
|
|
(offline_meter_list is None or len(offline_meter_list) == 0): |
224
|
|
|
print("This is an empty equipment ") |
225
|
|
|
return None |
226
|
|
|
|
227
|
|
|
#################################################################################################################### |
228
|
|
|
# Step 4: determine start datetime and end datetime to aggregate |
229
|
|
|
#################################################################################################################### |
230
|
|
|
print("Step 4: determine start datetime and end datetime to aggregate") |
231
|
|
|
cnx_energy_db = None |
232
|
|
|
cursor_energy_db = None |
233
|
|
|
try: |
234
|
|
|
cnx_energy_db = mysql.connector.connect(**config.myems_energy_db) |
235
|
|
|
cursor_energy_db = cnx_energy_db.cursor() |
236
|
|
|
except Exception as e: |
237
|
|
|
error_string = "Error in step 4.1 of equipment_energy_input_category.worker " + str(e) |
238
|
|
|
if cursor_energy_db: |
239
|
|
|
cursor_energy_db.close() |
240
|
|
|
if cnx_energy_db: |
241
|
|
|
cnx_energy_db.close() |
242
|
|
|
print(error_string) |
243
|
|
|
return error_string |
244
|
|
|
|
245
|
|
|
try: |
246
|
|
|
query = (" SELECT MAX(start_datetime_utc) " |
247
|
|
|
" FROM tbl_equipment_input_category_hourly " |
248
|
|
|
" WHERE equipment_id = %s ") |
249
|
|
|
cursor_energy_db.execute(query, (equipment['id'],)) |
250
|
|
|
row_datetime = cursor_energy_db.fetchone() |
251
|
|
|
start_datetime_utc = datetime.strptime(config.start_datetime_utc, '%Y-%m-%d %H:%M:%S') |
252
|
|
|
start_datetime_utc = start_datetime_utc.replace(minute=0, second=0, microsecond=0, tzinfo=None) |
253
|
|
|
|
254
|
|
|
if row_datetime is not None and len(row_datetime) > 0 and isinstance(row_datetime[0], datetime): |
255
|
|
|
# replace second and microsecond with 0 |
256
|
|
|
# note: do not replace minute in case of calculating in half hourly |
257
|
|
|
start_datetime_utc = row_datetime[0].replace(second=0, microsecond=0, tzinfo=None) |
258
|
|
|
# start from the next time slot |
259
|
|
|
start_datetime_utc += timedelta(minutes=config.minutes_to_count) |
260
|
|
|
|
261
|
|
|
end_datetime_utc = datetime.utcnow().replace(second=0, microsecond=0, tzinfo=None) |
262
|
|
|
|
263
|
|
|
print("start_datetime_utc: " + start_datetime_utc.isoformat()[0:19] |
264
|
|
|
+ "end_datetime_utc: " + end_datetime_utc.isoformat()[0:19]) |
265
|
|
|
|
266
|
|
|
except Exception as e: |
267
|
|
|
error_string = "Error in step 4.2 of equipment_energy_input_category.worker " + str(e) |
268
|
|
|
if cursor_energy_db: |
269
|
|
|
cursor_energy_db.close() |
270
|
|
|
if cnx_energy_db: |
271
|
|
|
cnx_energy_db.close() |
272
|
|
|
print(error_string) |
273
|
|
|
return error_string |
274
|
|
|
|
275
|
|
|
#################################################################################################################### |
276
|
|
|
# Step 5: for each meter in list, get energy input data from energy database |
277
|
|
|
#################################################################################################################### |
278
|
|
|
energy_meter_hourly = dict() |
279
|
|
|
try: |
280
|
|
|
if meter_list is not None and len(meter_list) > 0: |
281
|
|
|
for meter in meter_list: |
282
|
|
|
meter_id = str(meter['id']) |
283
|
|
|
|
284
|
|
|
query = (" SELECT start_datetime_utc, actual_value " |
285
|
|
|
" FROM tbl_meter_hourly " |
286
|
|
|
" WHERE meter_id = %s " |
287
|
|
|
" AND start_datetime_utc >= %s " |
288
|
|
|
" AND start_datetime_utc < %s " |
289
|
|
|
" ORDER BY start_datetime_utc ") |
290
|
|
|
cursor_energy_db.execute(query, (meter_id, start_datetime_utc, end_datetime_utc,)) |
291
|
|
|
rows_energy_values = cursor_energy_db.fetchall() |
292
|
|
|
if rows_energy_values is None or len(rows_energy_values) == 0: |
293
|
|
|
energy_meter_hourly[meter_id] = None |
294
|
|
|
else: |
295
|
|
|
energy_meter_hourly[meter_id] = dict() |
296
|
|
|
for row_energy_value in rows_energy_values: |
297
|
|
|
energy_meter_hourly[meter_id][row_energy_value[0]] = row_energy_value[1] |
298
|
|
|
except Exception as e: |
299
|
|
|
error_string = "Error in step 5.1 of equipment_energy_input_category.worker " + str(e) |
300
|
|
|
if cursor_energy_db: |
301
|
|
|
cursor_energy_db.close() |
302
|
|
|
if cnx_energy_db: |
303
|
|
|
cnx_energy_db.close() |
304
|
|
|
print(error_string) |
305
|
|
|
return error_string |
306
|
|
|
|
307
|
|
|
#################################################################################################################### |
308
|
|
|
# Step 6: for each virtual meter in list, get energy input data from energy database |
309
|
|
|
#################################################################################################################### |
310
|
|
|
energy_virtual_meter_hourly = dict() |
311
|
|
|
if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
312
|
|
|
try: |
313
|
|
|
for virtual_meter in virtual_meter_list: |
314
|
|
|
virtual_meter_id = str(virtual_meter['id']) |
315
|
|
|
|
316
|
|
|
query = (" SELECT start_datetime_utc, actual_value " |
317
|
|
|
" FROM tbl_virtual_meter_hourly " |
318
|
|
|
" WHERE virtual_meter_id = %s " |
319
|
|
|
" AND start_datetime_utc >= %s " |
320
|
|
|
" AND start_datetime_utc < %s " |
321
|
|
|
" ORDER BY start_datetime_utc ") |
322
|
|
|
cursor_energy_db.execute(query, (virtual_meter_id, start_datetime_utc, end_datetime_utc,)) |
323
|
|
|
rows_energy_values = cursor_energy_db.fetchall() |
324
|
|
|
if rows_energy_values is None or len(rows_energy_values) == 0: |
325
|
|
|
energy_virtual_meter_hourly[virtual_meter_id] = None |
326
|
|
|
else: |
327
|
|
|
energy_virtual_meter_hourly[virtual_meter_id] = dict() |
328
|
|
|
for row_energy_value in rows_energy_values: |
329
|
|
|
energy_virtual_meter_hourly[virtual_meter_id][row_energy_value[0]] = row_energy_value[1] |
330
|
|
|
except Exception as e: |
331
|
|
|
error_string = "Error in step 6.1 of equipment_energy_input_category.worker " + str(e) |
332
|
|
|
if cursor_energy_db: |
333
|
|
|
cursor_energy_db.close() |
334
|
|
|
if cnx_energy_db: |
335
|
|
|
cnx_energy_db.close() |
336
|
|
|
print(error_string) |
337
|
|
|
return error_string |
338
|
|
|
|
339
|
|
|
#################################################################################################################### |
340
|
|
|
# Step 7: for each offline meter in list, get energy input data from energy database |
341
|
|
|
#################################################################################################################### |
342
|
|
|
energy_offline_meter_hourly = dict() |
343
|
|
|
if offline_meter_list is not None and len(offline_meter_list) > 0: |
344
|
|
|
try: |
345
|
|
|
for offline_meter in offline_meter_list: |
346
|
|
|
offline_meter_id = str(offline_meter['id']) |
347
|
|
|
|
348
|
|
|
query = (" SELECT start_datetime_utc, actual_value " |
349
|
|
|
" FROM tbl_offline_meter_hourly " |
350
|
|
|
" WHERE offline_meter_id = %s " |
351
|
|
|
" AND start_datetime_utc >= %s " |
352
|
|
|
" AND start_datetime_utc < %s " |
353
|
|
|
" ORDER BY start_datetime_utc ") |
354
|
|
|
cursor_energy_db.execute(query, (offline_meter_id, start_datetime_utc, end_datetime_utc,)) |
355
|
|
|
rows_energy_values = cursor_energy_db.fetchall() |
356
|
|
|
if rows_energy_values is None or len(rows_energy_values) == 0: |
357
|
|
|
energy_offline_meter_hourly[offline_meter_id] = None |
358
|
|
|
else: |
359
|
|
|
energy_offline_meter_hourly[offline_meter_id] = dict() |
360
|
|
|
for row_energy_value in rows_energy_values: |
361
|
|
|
energy_offline_meter_hourly[offline_meter_id][row_energy_value[0]] = row_energy_value[1] |
362
|
|
|
|
363
|
|
|
except Exception as e: |
364
|
|
|
error_string = "Error in step 7.1 of equipment_energy_input_category.worker " + str(e) |
365
|
|
|
if cursor_energy_db: |
366
|
|
|
cursor_energy_db.close() |
367
|
|
|
if cnx_energy_db: |
368
|
|
|
cnx_energy_db.close() |
369
|
|
|
print(error_string) |
370
|
|
|
return error_string |
371
|
|
|
|
372
|
|
|
#################################################################################################################### |
373
|
|
|
# Step 8: determine common time slot to aggregate |
374
|
|
|
#################################################################################################################### |
375
|
|
|
|
376
|
|
|
common_start_datetime_utc = start_datetime_utc |
377
|
|
|
common_end_datetime_utc = end_datetime_utc |
378
|
|
|
|
379
|
|
|
print("Getting common time slot of energy values for all meters") |
380
|
|
|
if energy_meter_hourly is not None and len(energy_meter_hourly) > 0: |
381
|
|
|
for meter_id, energy_hourly in energy_meter_hourly.items(): |
382
|
|
|
if energy_hourly is None or len(energy_hourly) == 0: |
383
|
|
|
common_start_datetime_utc = None |
384
|
|
|
common_end_datetime_utc = None |
385
|
|
|
break |
386
|
|
|
else: |
387
|
|
|
if common_start_datetime_utc < min(energy_hourly.keys()): |
388
|
|
|
common_start_datetime_utc = min(energy_hourly.keys()) |
389
|
|
|
if common_end_datetime_utc > max(energy_hourly.keys()): |
390
|
|
|
common_end_datetime_utc = max(energy_hourly.keys()) |
391
|
|
|
|
392
|
|
|
print("Getting common time slot of energy values for all virtual meters") |
393
|
|
|
if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
394
|
|
|
if energy_virtual_meter_hourly is not None and len(energy_virtual_meter_hourly) > 0: |
395
|
|
|
for meter_id, energy_hourly in energy_virtual_meter_hourly.items(): |
396
|
|
|
if energy_hourly is None or len(energy_hourly) == 0: |
397
|
|
|
common_start_datetime_utc = None |
398
|
|
|
common_end_datetime_utc = None |
399
|
|
|
break |
400
|
|
|
else: |
401
|
|
|
if common_start_datetime_utc < min(energy_hourly.keys()): |
402
|
|
|
common_start_datetime_utc = min(energy_hourly.keys()) |
403
|
|
|
if common_end_datetime_utc > max(energy_hourly.keys()): |
404
|
|
|
common_end_datetime_utc = max(energy_hourly.keys()) |
405
|
|
|
|
406
|
|
|
print("Getting common time slot of energy values for all offline meters") |
407
|
|
|
if common_start_datetime_utc is not None and common_end_datetime_utc is not None: |
408
|
|
|
if energy_offline_meter_hourly is not None and len(energy_offline_meter_hourly) > 0: |
409
|
|
|
for meter_id, energy_hourly in energy_offline_meter_hourly.items(): |
410
|
|
|
if energy_hourly is None or len(energy_hourly) == 0: |
411
|
|
|
common_start_datetime_utc = None |
412
|
|
|
common_end_datetime_utc = None |
413
|
|
|
break |
414
|
|
|
else: |
415
|
|
|
if common_start_datetime_utc < min(energy_hourly.keys()): |
416
|
|
|
common_start_datetime_utc = min(energy_hourly.keys()) |
417
|
|
|
if common_end_datetime_utc > max(energy_hourly.keys()): |
418
|
|
|
common_end_datetime_utc = max(energy_hourly.keys()) |
419
|
|
|
|
420
|
|
|
if (energy_meter_hourly is None or len(energy_meter_hourly) == 0) and \ |
421
|
|
|
(energy_virtual_meter_hourly is None or len(energy_virtual_meter_hourly) == 0) and \ |
422
|
|
|
(energy_offline_meter_hourly is None or len(energy_offline_meter_hourly) == 0): |
423
|
|
|
# There isn't any energy data |
424
|
|
|
print("There isn't any energy data") |
425
|
|
|
# continue the for equipment loop to the next equipment |
426
|
|
|
print("continue the for equipment loop to the next equipment") |
427
|
|
|
if cursor_energy_db: |
428
|
|
|
cursor_energy_db.close() |
429
|
|
|
if cnx_energy_db: |
430
|
|
|
cnx_energy_db.close() |
431
|
|
|
return None |
432
|
|
|
|
433
|
|
|
print("common_start_datetime_utc: " + str(common_start_datetime_utc)) |
434
|
|
|
print("common_end_datetime_utc: " + str(common_end_datetime_utc)) |
435
|
|
|
|
436
|
|
|
#################################################################################################################### |
437
|
|
|
# Step 9: aggregate energy data in the common time slot by energy categories and hourly |
438
|
|
|
#################################################################################################################### |
439
|
|
|
|
440
|
|
|
print("Step 9: aggregate energy data in the common time slot by energy categories and hourly") |
441
|
|
|
aggregated_values = list() |
442
|
|
|
try: |
443
|
|
|
current_datetime_utc = common_start_datetime_utc |
444
|
|
|
while common_start_datetime_utc is not None \ |
445
|
|
|
and common_end_datetime_utc is not None \ |
446
|
|
|
and current_datetime_utc <= common_end_datetime_utc: |
447
|
|
|
aggregated_value = dict() |
448
|
|
|
aggregated_value['start_datetime_utc'] = current_datetime_utc |
449
|
|
|
aggregated_value['meta_data'] = dict() |
450
|
|
|
|
451
|
|
|
if meter_list is not None and len(meter_list) > 0: |
452
|
|
|
for meter in meter_list: |
453
|
|
|
meter_id = str(meter['id']) |
454
|
|
|
energy_category_id = meter['energy_category_id'] |
455
|
|
|
actual_value = energy_meter_hourly[meter_id].get(current_datetime_utc, Decimal(0.0)) |
456
|
|
|
aggregated_value['meta_data'][energy_category_id] = \ |
457
|
|
|
aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
458
|
|
|
|
459
|
|
|
if virtual_meter_list is not None and len(virtual_meter_list) > 0: |
460
|
|
|
for virtual_meter in virtual_meter_list: |
461
|
|
|
virtual_meter_id = str(virtual_meter['id']) |
462
|
|
|
energy_category_id = virtual_meter['energy_category_id'] |
463
|
|
|
actual_value = energy_virtual_meter_hourly[virtual_meter_id].get(current_datetime_utc, Decimal(0.0)) |
464
|
|
|
aggregated_value['meta_data'][energy_category_id] = \ |
465
|
|
|
aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
466
|
|
|
|
467
|
|
|
if offline_meter_list is not None and len(offline_meter_list) > 0: |
468
|
|
|
for offline_meter in offline_meter_list: |
469
|
|
|
offline_meter_id = str(offline_meter['id']) |
470
|
|
|
energy_category_id = offline_meter['energy_category_id'] |
471
|
|
|
actual_value = energy_offline_meter_hourly[offline_meter_id].get(current_datetime_utc, Decimal(0.0)) |
472
|
|
|
aggregated_value['meta_data'][energy_category_id] = \ |
473
|
|
|
aggregated_value['meta_data'].get(energy_category_id, Decimal(0.0)) + actual_value |
474
|
|
|
|
475
|
|
|
aggregated_values.append(aggregated_value) |
476
|
|
|
|
477
|
|
|
current_datetime_utc += timedelta(minutes=config.minutes_to_count) |
478
|
|
|
|
479
|
|
|
except Exception as e: |
480
|
|
|
error_string = "Error in step 9 of equipment_energy_input_category.worker " + str(e) |
481
|
|
|
if cursor_energy_db: |
482
|
|
|
cursor_energy_db.close() |
483
|
|
|
if cnx_energy_db: |
484
|
|
|
cnx_energy_db.close() |
485
|
|
|
print(error_string) |
486
|
|
|
return error_string |
487
|
|
|
|
488
|
|
|
#################################################################################################################### |
489
|
|
|
# Step 10: save energy data to energy database |
490
|
|
|
#################################################################################################################### |
491
|
|
|
print("Step 10: save energy data to energy database") |
492
|
|
|
|
493
|
|
|
while len(aggregated_values) > 0: |
494
|
|
|
insert_100 = aggregated_values[:100] |
495
|
|
|
aggregated_values = aggregated_values[100:] |
496
|
|
|
try: |
497
|
|
|
add_values = (" INSERT INTO tbl_equipment_input_category_hourly " |
498
|
|
|
" (equipment_id, " |
499
|
|
|
" energy_category_id, " |
500
|
|
|
" start_datetime_utc, " |
501
|
|
|
" actual_value) " |
502
|
|
|
" VALUES ") |
503
|
|
|
|
504
|
|
|
for aggregated_value in insert_100: |
505
|
|
|
for energy_category_id, actual_value in aggregated_value['meta_data'].items(): |
506
|
|
|
add_values += " (" + str(equipment['id']) + "," |
507
|
|
|
add_values += " " + str(energy_category_id) + "," |
508
|
|
|
add_values += "'" + aggregated_value['start_datetime_utc'].isoformat()[0:19] + "'," |
509
|
|
|
add_values += str(actual_value) + "), " |
510
|
|
|
# print("add_values:" + add_values) |
511
|
|
|
# trim ", " at the end of string and then execute |
512
|
|
|
cursor_energy_db.execute(add_values[:-2]) |
513
|
|
|
cnx_energy_db.commit() |
514
|
|
|
|
515
|
|
|
except Exception as e: |
516
|
|
|
error_string = "Error in step 10.1 of equipment_energy_input_category.worker " + str(e) |
517
|
|
|
print(error_string) |
518
|
|
|
if cursor_energy_db: |
519
|
|
|
cursor_energy_db.close() |
520
|
|
|
if cnx_energy_db: |
521
|
|
|
cnx_energy_db.close() |
522
|
|
|
return error_string |
523
|
|
|
|
524
|
|
|
if cursor_energy_db: |
525
|
|
|
cursor_energy_db.close() |
526
|
|
|
if cnx_energy_db: |
527
|
|
|
cnx_energy_db.close() |
528
|
|
|
return None |
529
|
|
|
|