main.py 18 KB

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  1. import CBMSBatDiag
  2. from SC_SamplingSafty import SamplingSafty
  3. from DataStatistics import DataSta
  4. from DiagDataMerge import DiagDataMerge
  5. from SC_CtrlSafty import CtrlSafty
  6. from SC_BMSUploadError import BMSReportError
  7. import datetime
  8. import pandas as pd
  9. from LIB.BACKEND import DBManager, Log
  10. from sqlalchemy import create_engine
  11. import time, datetime
  12. from apscheduler.schedulers.blocking import BlockingScheduler
  13. from LIB.MIDDLE.CellStateEstimation.Common.V1_0_1 import DBDownload as DBDownload
  14. from LIB.MIDDLE.CellStateEstimation.Common.V1_0_1 import log
  15. from pandas.core.frame import DataFrame
  16. import datacompy
  17. from LIB.MIDDLE.CellStateEstimation.Common.V1_0_1 import BatParam as QX_BatteryParam
  18. from LIB.MIDDLE.SaftyCenter.Common import DBDownload as DBDw
  19. #...................................电池包电芯安全诊断函数......................................................................................................................
  20. def diag_cal():
  21. task_on=1
  22. global SNnums
  23. global start
  24. #..................................设置时间..........................................................
  25. start=time.time()
  26. end_time=datetime.datetime.now()
  27. start_time=end_time-datetime.timedelta(seconds=900)#10分钟跑一次,一次取10分钟数据
  28. start_time=start_time.strftime('%Y-%m-%d %H:%M:%S')
  29. end_time=end_time.strftime('%Y-%m-%d %H:%M:%S')
  30. host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'
  31. port=3306
  32. db='safety_platform'
  33. user='qx_algo_readonly'
  34. password='qx@123456'
  35. mode=2
  36. tablename2='all_fault_info'
  37. DBRead = DBDw.DBDownload(host, port, db, user, password,mode)
  38. with DBRead as DBRead:
  39. df_Diag_Ram = DBRead.getdata('start_time','end_time','product_id','code','level','info','advice','Batpos',tablename=tablename2,factory='',sn='',timename='',st='',sp='')
  40. df_Diag_Ram=df_Diag_Ram.dropna(axis=1,how='any')
  41. df_Diag_Ram=df_Diag_Ram.reset_index(drop=True)
  42. for sn in SNnums:#SN遍历
  43. print(sn)
  44. if 'PK500' in sn:
  45. celltype=1 #6040三元电芯
  46. FactoryType=1
  47. elif 'PK502' in sn:
  48. celltype=2 #4840三元电芯
  49. FactoryType=1
  50. elif 'K504B' in sn:
  51. celltype=99 #60ah林磷酸铁锂电芯
  52. FactoryType=1
  53. elif 'MGMLXN750' in sn:
  54. celltype=3 #力信50ah三元电芯
  55. FactoryType=3
  56. elif ('MGMCLN750' or 'UD') in sn:
  57. celltype=4 #CATL 50ah三元电芯
  58. FactoryType=2
  59. elif 'TJMCL'in sn:
  60. celltype=100 #CATL 50ah三元电芯
  61. FactoryType=0
  62. else:
  63. print('SN:{},未找到对应电池类型!!!'.format(sn))
  64. continue
  65. # sys.exit()
  66. param=QX_BatteryParam.BatParam(celltype)
  67. #读取原始数据库数据........................................................................................................................................................
  68. dbManager = DBManager.DBManager()
  69. df_data = dbManager.get_data(sn=sn, start_time=start_time, end_time=end_time, data_groups=['bms'])
  70. df_bms = df_data['bms']
  71. df_bms=df_bms.dropna(subset=['总电流[A]'])
  72. df_bms=df_bms.reset_index(drop=True)
  73. print(df_bms)
  74. #读取结果数据库数据........................................................................................................................................................
  75. host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'
  76. port=3306
  77. db='qx_cas'
  78. user='qx_algo_readonly'
  79. password='qx@123456'
  80. mode=1
  81. tablename1='cellstateestimation_soh'
  82. tablename2='cellstateestimation_uniform_socvoltdiff'
  83. DBRead=DBDownload.DBDownload(host, port, db, user, password,mode)
  84. with DBRead as DBRead:
  85. df_soh=DBRead.getdata('time_st,sn,soh,cellsoh', tablename=tablename1, sn=sn, timename='time_sp', st=start_time, sp=end_time)
  86. df_uniform=DBRead.getdata('time,sn,cellsoc_diff,cellmin_num,cellmax_num', tablename=tablename2, sn=sn, timename='time', st=start_time, sp=end_time)
  87. #读取电池当前运营状态.....................................................................................................................................................
  88. host='rm-bp10j10qy42bzy0q7.mysql.rds.aliyuncs.com'
  89. port=3306
  90. db='qixiang_manage'
  91. user='qx_query'
  92. password='@Qx_query'
  93. mode=4
  94. tablename1='py_battery'
  95. DBRead=DBDw.DBDownload(host, port, db, user, password,mode)
  96. with DBRead as DBRead:
  97. df_OprtnSta=DBRead.getdata('qrcode','status', tablename=tablename1, sn=sn, timename='', st='', sp='',factory='')#取最后一条运营状态
  98. errorcode_map=DataFrame()
  99. #电池诊断.....................................................................................................................................................................
  100. CellFltInfo=DataFrame(columns=['start_time', 'end_time', 'product_id', 'code', 'level', 'info','advice'])
  101. df_Diag_Ram_sn = df_Diag_Ram.loc[df_Diag_Ram['product_id']==sn]#历史故障
  102. df_Diag_Ram_sn_else = df_Diag_Ram.loc[df_Diag_Ram['product_id']!=sn]#sn之外的故障
  103. CellFltInfo = df_Diag_Ram_sn.drop('Batpos',axis=1)
  104. #获取当前故障电池的历史故障信息↑↑↑↑↑↑↑↑↑↑↑.......................................................................................................................................
  105. if not df_bms.empty:
  106. df_Diag_Batdiag_update_xq=SamplingSafty.main(sn,param,df_bms,CellFltInfo)#采样安全
  107. df_Diag_Batdiag_update_xq2=CtrlSafty.main(sn,param,df_bms,df_Diag_Batdiag_update_xq)#控制安全
  108. batDiag=CBMSBatDiag.BatDiag(sn,celltype,df_bms, df_soh, df_uniform, df_Diag_Batdiag_update_xq2)#鹏飞计算
  109. df_Diag_Batdiag_update2=batDiag.diag()
  110. df_Diag_Batdiag_update=BMSReportError.main(sn,df_bms,df_Diag_Batdiag_update2,FactoryType,errorcode_map)
  111. # df_Diag_Batdiag_update=BatDiag.diag()
  112. else:
  113. df_Diag_Batdiag_update_xq=DataFrame(columns=['start_time','end_time','product_id','code','level','info','advice','Batpos'])
  114. df_Diag_Batdiag_update_xq2=DataFrame(columns=['start_time','end_time','product_id','code','level','info','advice','Batpos'])
  115. df_Diag_Batdiag_update2=DataFrame(columns=['start_time','end_time','product_id','code','level','info','advice','Batpos'])
  116. df_Diag_Batdiag_update=DataFrame(columns=['start_time','end_time','product_id','code','level','info','advice','Batpos'])
  117. df_Diag_Ram_add,df_Diag_Ram_Update=DiagDataMerge.DetaMerge(df_Diag_Ram_sn,df_Diag_Batdiag_update,df_OprtnSta,df_Diag_Ram_sn_else)
  118. task_on=0
  119. #.................................统计程序...............................
  120. def DaTa_Sta_Week_Task():
  121. task_on=1
  122. factory_info=['骑享','金茂换电']
  123. all_period_fault_info=DataFrame(columns=['factory','week','level1_count','level2_count','level3_count','level4_count','level5_count','solve_rate'])
  124. df_fltinfopt=DataFrame(columns=['product_id','level','code','start_time','end_time','batpos','factory'])
  125. for i in range (0,len(factory_info)):
  126. host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'
  127. port=3306
  128. db='safety_platform'
  129. user='qx_algo_readonly'
  130. password='qx@123456'
  131. mode=2
  132. tablename1='all_fault_info'
  133. DBRead=DBDw.DBDownload(host, port, db, user, password,mode)
  134. with DBRead as DBRead:
  135. df_fltinfo=DBRead.getdata('product_id','level','code','start_time','end_time','batpos','factory',tablename=tablename1,factory=factory_info[i],sn='',timename='',st='',sp='')#dbdownload经过了改编
  136. df_fltinfopt=df_fltinfopt.append(df_fltinfo)
  137. df_fltinfopt=df_fltinfopt.reset_index(drop=True)
  138. print(df_fltinfopt)
  139. #............................获取数据................................
  140. for j in range(0,len(factory_info)):
  141. toweek='Week'+time.strftime('%W')
  142. df_fltinfo=df_fltinfopt[df_fltinfopt['factory']==factory_info[j]]
  143. #............................获取时间................................
  144. end_time=datetime.datetime.now()
  145. # end_time=datetime.datetime.strptime(end_time,'%Y-%m-%d')
  146. start_time_week=end_time-datetime.timedelta(days=7)
  147. start_time_week=start_time_week.strftime('%Y-%m-%d')
  148. end_time=end_time.strftime('%Y-%m-%d')
  149. FltAlarmInfo,Celltype=DataSta.SaftyWarningSta(df_fltinfo,start_time_week,end_time,factory_info[j])
  150. FaultLvlCount=DataSta.WeekInfoSta(df_fltinfo,start_time_week,end_time)
  151. for i in range(1,6):
  152. if not FaultLvlCount[FaultLvlCount['level']==i]['product_id'].empty:
  153. all_period_fault_info.loc[j,'level'+str(i)+'_count']=int(FaultLvlCount[FaultLvlCount['level']==i]['product_id'].values)
  154. else:
  155. all_period_fault_info.loc[j,'level'+str(i)+'_count']=int(0)
  156. all_period_fault_info.loc[j,'factory']=factory_info[j]
  157. all_period_fault_info.loc[j,'week']=toweek
  158. all_period_fault_info.loc[j,'solve_rate']=FltAlarmInfo.loc[0,'OprationManageRate']
  159. all_period_fault_info.fillna(0,inplace=False)
  160. print(all_period_fault_info)
  161. task_on=0
  162. def DaTa_Sta_Minutes_Task():
  163. task_on=1
  164. factory_info=['骑享','金茂换电']
  165. #............................获取数据................................
  166. host='172.16.121.236'
  167. port=3306
  168. db='fastfun'
  169. user='readonly'
  170. password='Fast1234'
  171. mode=3
  172. tablename1='ff_battery_accum'
  173. tablename2='ff_location'
  174. DBRead=DBDw.DBDownload(host, port, db, user, password,mode)
  175. with DBRead as DBRead:
  176. df_last_accum=DBRead.getdata('devcode','dsg_phaccum','dsg_ahaccum',tablename=tablename1,factory='',sn='',timename='',st='',sp='')#dbdownload经过了改编
  177. df_last_pos=DBRead.getdata('devcode','latitude','longitude',tablename=tablename2,factory='',sn='',timename='',st='',sp='')#dbdownload经过了改编
  178. host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'
  179. port=3306
  180. db='qx_cas'
  181. user='qx_algo_readonly'
  182. password='qx@123456'
  183. mode=3
  184. tablename2='bat_first_data_time'
  185. DBRead=DBDw.DBDownload(host, port, db, user, password,mode)
  186. with DBRead as DBRead:
  187. df_FirstDataTime=DBRead.getdata('sn','first_data_time',tablename=tablename2,factory='',sn='',timename='',st='',sp='')#dbdownload经过了改编
  188. #............................获取时间................................
  189. end_time=datetime.datetime.now()
  190. # end_time=datetime.datetime.strptime(end_time,'%Y-%m-%d')
  191. start_time=end_time-datetime.timedelta(days=1)
  192. start_time=start_time.strftime('%Y-%m-%d')
  193. end_time=end_time.strftime('%Y-%m-%d')
  194. #............................执行程序................................
  195. all_statistic_info=DataFrame(columns=['factory','total_alarm','alarm_total_today','alarm_not_close_today','alarm_close_today','alarm_uregent_total_today','alarm_uregent_close_today','alarm_uregent_not_close_today','alarm_close_total','run_time_total','dischrg_total','odo_total','max_dischrg_one','max_runtime_one','max_cycle_one','max_odo_one','alarm_total','cell_type','cell_type_count','cell_safety_risk_count','data_safety_risk_count','status_safety_risk_count','hv_safety_risk_count','system_safety_risk_count','sample_safety_risk_count','controller_safety_risk_count','design_safety_risk_count'])
  196. for j in range(0,len(factory_info)):
  197. host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'
  198. port=3306
  199. db='safety_platform'
  200. user='qx_algo_readonly'
  201. password='qx@123456'
  202. mode=2
  203. tablename1='all_fault_info'
  204. DBRead=DBDw.DBDownload(host, port, db, user, password,mode)
  205. with DBRead as DBRead:
  206. df_fltinfo=DBRead.getdata('product_id','level','code','start_time','batpos',tablename=tablename1,factory=factory_info[j],sn='',timename='',st='',sp='')#dbdownload经过了改编
  207. FltAlarmInfo,Celltype=DataSta.SaftyWarningSta(df_fltinfo,start_time,end_time,factory_info[j])
  208. SatftyCount=DataSta.SftyWrngClsfy(df_fltinfo)
  209. MaxAccumAh,TotalAccumAh,MaxCycle,MaxRunningHour,TotalRunHour=DataSta.AccumInfo(df_last_accum,df_FirstDataTime,end_time,factory_info[j])
  210. all_location_info=DataSta.FltBatPosition(df_last_pos,df_fltinfo,factory_info[j])
  211. all_statistic_info.loc[j,'factory']=factory_info[j]
  212. all_statistic_info.loc[j,'total_alarm']=FltAlarmInfo.loc[0,'SftyPlt_Data_Total']
  213. all_statistic_info.loc[j,'alarm_total_today']=FltAlarmInfo.loc[0,'SftyPlt_Data_day']
  214. all_statistic_info.loc[j,'alarm_close_today']=FltAlarmInfo.loc[0,'CS_Warning_day_Finish_Count']
  215. all_statistic_info.loc[j,'alarm_not_close_today']=FltAlarmInfo.loc[0,'SftyPlt_Data_day']-FltAlarmInfo.loc[0,'CS_Warning_day_Finish_Count']
  216. all_statistic_info.loc[j,'alarm_uregent_total_today']=FltAlarmInfo.loc[0,'SftyPlt_EmgcyData_day']
  217. all_statistic_info.loc[j,'alarm_uregent_close_today']=FltAlarmInfo.loc[0,'SftyPlt_EmgcyData_day_Finish_Count']
  218. all_statistic_info.loc[j,'alarm_uregent_not_close_today']=FltAlarmInfo.loc[0,'SftyPlt_EmgcyData_day']-FltAlarmInfo.loc[0,'SftyPlt_EmgcyData_day_Finish_Count']
  219. all_statistic_info.loc[j,'run_time_total']=TotalRunHour
  220. all_statistic_info.loc[j,'dischrg_total']=TotalAccumAh
  221. all_statistic_info.loc[j,'odo_total']=0
  222. all_statistic_info.loc[j,'max_dischrg_one']=MaxAccumAh
  223. all_statistic_info.loc[j,'max_runtime_one']=MaxRunningHour
  224. all_statistic_info.loc[j,'max_cycle_one']=MaxCycle
  225. all_statistic_info.loc[j,'max_odo_one']=0
  226. all_statistic_info.loc[j,'alarm_close_total']=FltAlarmInfo.loc[0,'CS_Warning_Total_Finish_Count']
  227. all_statistic_info.loc[j,'alarm_total']=FltAlarmInfo.loc[0,'SftyPlt_Data_Total']
  228. CellType=Celltype.columns.tolist()
  229. CellType=','.join(CellType)
  230. all_statistic_info.loc[0,'cell_type']=str(CellType)
  231. CellTypeCount=Celltype.loc[0].tolist()
  232. CellTypeCount=[str(x) for x in CellTypeCount]
  233. CellTypeCount=','.join(CellTypeCount)
  234. all_statistic_info.loc[j,'cell_type_count']=str(CellTypeCount)
  235. all_statistic_info.loc[j,'cell_safety_risk_count']=SatftyCount.loc[0,'CellSaftyCount']
  236. all_statistic_info.loc[j,'data_safety_risk_count']=SatftyCount.loc[0,'DataSaftyCodeCount']
  237. all_statistic_info.loc[j,'status_safety_risk_count']=SatftyCount.loc[0,'StateSaftyCodeCount']
  238. all_statistic_info.loc[j,'hv_safety_risk_count']=SatftyCount.loc[0,'HvSaftyCodeCount']
  239. all_statistic_info.loc[j,'system_safety_risk_count']=SatftyCount.loc[0,'SysSaftyCodeCount']
  240. all_statistic_info.loc[j,'sample_safety_risk_count']=SatftyCount.loc[0,'SamplingSatyCount']
  241. all_statistic_info.loc[j,'controller_safety_risk_count']=SatftyCount.loc[0,'CtrlSaftyCodeCount']
  242. all_statistic_info.loc[j,'design_safety_risk_count']=SatftyCount.loc[0,'DsnSaftyCodeCount']
  243. end=time.time()
  244. #print(end-start)
  245. task_on=0
  246. print(all_statistic_info)
  247. all_statistic_info.to_excel('all_statistic_info.xlsx')
  248. #...............................................主函数.......................................................................................................................
  249. if __name__ == "__main__":
  250. global SNnums
  251. global task_on
  252. task_on=0
  253. excelpath=r'D:\ZLWORK\code\data_analyze_platform\USER\eric\SaftyCenter_CODE_V1\sn-20210903.xlsx'
  254. SNdata_6060 = pd.read_excel(excelpath, sheet_name='科易6060')
  255. SNdata_6040 = pd.read_excel(excelpath, sheet_name='科易6040')
  256. SNdata_4840 = pd.read_excel(excelpath, sheet_name='科易4840')
  257. SNdata_L7255 = pd.read_excel(excelpath, sheet_name='格林美-力信7255')
  258. SNdata_C7255 = pd.read_excel(excelpath, sheet_name='格林美-CATL7255')
  259. SNdata_U7255 = pd.read_excel(excelpath, sheet_name='优旦7255')
  260. SNnums_6060=SNdata_6060['SN号'].tolist()
  261. SNnums_6040=SNdata_6040['SN号'].tolist()
  262. SNnums_4840=SNdata_4840['SN号'].tolist()
  263. SNnums_L7255=SNdata_L7255['SN号'].tolist()
  264. SNnums_C7255=SNdata_C7255['SN号'].tolist()
  265. SNnums_U7255=SNdata_U7255['SN号'].tolist()
  266. SNnums=SNnums_L7255 + SNnums_C7255 + SNnums_6040 + SNnums_4840 + SNnums_U7255+ SNnums_6060
  267. SNnums=['TJMCL120502305038','TJMCL120502305032','TJMCL120502305022','TJMCL120502305026','TJMCL120502305032','TJMCL120502305044','TJMCL120502305048','TJMCL120502305012','TJMCL120502305010']
  268. #SNnums = ['MGMLXN750N218N004'] #SNnums_6040
  269. mylog=log.Mylog('log.txt','error')
  270. mylog.logcfg()
  271. #............................模块运行前,先读取数据库中所有结束时间为0的数据,需要从数据库中读取................
  272. host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'
  273. port=3306
  274. db='safety_platform'
  275. user='qx_algo_readonly'
  276. password='qx@123456'
  277. mode=2
  278. tablename2='all_fault_info'
  279. DBRead = DBDw.DBDownload(host, port, db, user, password,mode)
  280. with DBRead as DBRead:
  281. df_Diag_Ram = DBRead.getdata('start_time','end_time','product_id','code','level','info','advice','Batpos','factory',tablename=tablename2,factory='',sn='',timename='',st='',sp='')
  282. # result=pd.read_csv(r'D:\Work\Code_write\data_analyze_platform\USER\01Screen_Problem\result.csv',encoding='gbk')
  283. #定时任务.......................................................................................................................................................................
  284. scheduler = BlockingScheduler()
  285. diag_cal()
  286. DaTa_Sta_Minutes_Task()
  287. DaTa_Sta_Week_Task()
  288. if task_on==0:
  289. scheduler.add_job(DaTa_Sta_Week_Task, 'interval', days=7, id='Week_Task')
  290. scheduler.add_job(diag_cal, 'interval', seconds=900, id='diag_job')
  291. scheduler.add_job(DaTa_Sta_Minutes_Task, 'interval', seconds=180, id='Hour_Task')
  292. try:
  293. scheduler.start()
  294. except Exception as e:
  295. scheduler.shutdown()
  296. print(repr(e))
  297. mylog.logopt(e)