main.py 7.7 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235
  1. import pandas as pd
  2. import datetime
  3. import os
  4. import traceback
  5. from apscheduler.schedulers.blocking import BlockingScheduler
  6. from ZlwlAlgosCommon.utils.ProUtils import *
  7. from ZlwlAlgosCommon.service.station.StationAlgoService import StationAlgoService
  8. from plcbase.V_1_0_0 import plc_base
  9. from plcbase.V_1_0_0 import base_check
  10. def main():
  11. mysql_swap_battery_params = sysUtils.get_cf_param('mysql-swap-battery')
  12. influxdb_params = sysUtils.get_cf_param('influxdb')
  13. mysqlUtils = MysqlUtils()
  14. mysql_swap_battery_engine, mysql_swap_battery_Session= mysqlUtils.get_mysql_engine(mysql_swap_battery_params)
  15. mysql_swap_battery_conn = mysql_swap_battery_engine.connect()
  16. station_algo_service = StationAlgoService(mysql_swap_battery_params, influxdb_params)
  17. now_time=datetime.datetime.now()
  18. start_time=now_time-datetime.timedelta(hours=24*30)
  19. start_time=start_time.strftime('%Y-%m-%d %H:%M:%S')
  20. end_time=now_time.strftime('%Y-%m-%d %H:%M:%S')
  21. try:
  22. data = station_algo_service.get_data(1, start_time, end_time)
  23. print(data.columns)
  24. data.columns=["time",
  25. "sn",
  26. "steps",
  27. "status",
  28. "x_v",
  29. "y_v",
  30. "z_v",
  31. "r_v",
  32. "pause",
  33. "x_s",
  34. "y_s",
  35. "z_s",
  36. "r_s",
  37. "x1_toque",
  38. "x2_toque",
  39. "y_toque",
  40. "z_toque",
  41. "r_toque",
  42. "pressure_1",
  43. "pressure_2",
  44. "pressure_3",
  45. "pressure_4",
  46. "veh_coarse_position",
  47. "emer_stop",
  48. "veh_precise_position",
  49. "veh_precise_h",
  50. "veh_precise_deflect",
  51. "low_bat_local",
  52. "low_bat_h",
  53. "low_bat_seat_h",
  54. "trans_house_loc",
  55. "trans_house_h",
  56. "trans_house_angle",
  57. "low_bat_trans_house_loc",
  58. "low_bat_add_seat_h",
  59. "full_bat_house_loc",
  60. "full_bat_local",
  61. "full_bat_h",
  62. "full_bat_oncar_loc",
  63. "lift_from_th_h",
  64. "position_sense",
  65. "full_house_id",
  66. "lock_full_extended",
  67. "lock_full_retracted",
  68. "seat_all_in",
  69. "seat_all_notin",
  70. "grating_sensor",
  71. "power_exchange_mode",
  72. "low_bat_house_id",
  73. "change_num",
  74. "control_house_id",
  75. "base_sensor1",
  76. "base_sensor2",
  77. "base_sensor3",
  78. "base_sensor4",
  79. "base_sensor5",
  80. "base_sensor6",
  81. "base_sensor7",
  82. "base_sensor8",
  83. "light",
  84. "fan1",
  85. "fan2",
  86. "fan3",
  87. "fan4",
  88. "station_control_break",
  89. "entire_station_break",
  90. "error_code1",
  91. "error_code2",
  92. "error_code3",
  93. "error_code4",
  94. "error_code5",
  95. "error_code6",
  96. "error_code7",
  97. "error_code8",
  98. "error_code9",
  99. "error_code10",
  100. "h_axis_origin",
  101. "lock1_retracted",
  102. "pushrod1_extended",
  103. "pushrod1_retracted",
  104. "pushrod2_extended",
  105. "pushrod2_retracted",
  106. "pushrod3_extended",
  107. "pushrod3_retracted",
  108. "pushrod4_extended",
  109. "pushrod4_retracted",
  110. "lock3_retracted",
  111. "lock1_extended",
  112. "lift1_inplace",
  113. "lock3_extended",
  114. "lift2_inplace",
  115. "lift3_inplace",
  116. "lift4_inplace",
  117. "lock4_retracted",
  118. "lock4_extended",
  119. "lock2_retracted",
  120. "lock2_extended",
  121. "pixel_x",
  122. "pixel_y",
  123. "dis_ontime",
  124. "dis1_process",
  125. "dis2_process",
  126. "lift_code_dist",
  127. "deflect2",
  128. "pushrod2_out_time",
  129. "pushrod3_out_time",
  130. "pushrod2_in_time",
  131. "pushrod3_in_time",
  132. "pushrod1_out_time",
  133. "pushrod4_out_time",
  134. "pushrod1_in_time",
  135. "pushrod4_in_time"]
  136. group_steps_base,group_base=plc_base(data)
  137. group_steps_base["error_code"]=group_steps_base["error_code"].astype(str)
  138. group_steps_base["time_date"]=pd.to_datetime(group_steps_base["step_time_b"]).dt.date
  139. ##基于换电过程和换电步骤的指标(需要对应建表)
  140. group_steps_base.to_sql("plc_health_base",con=mysql_swap_battery_conn, if_exists="append",index=False)
  141. group_base["error_code"]=group_base["error_code"].astype(str)
  142. group_base["pause_steps"]=group_base["pause_steps"].astype(str)
  143. group_base["stop_steps"]=group_base["stop_steps"].astype(str)
  144. group_base["fault_steps"]=group_base["fault_steps"].astype(str)
  145. group_base["time_date"]=pd.to_datetime(group_base["c_time_b"]).dt.date
  146. ##基于换电过程的指标(需要对应建表)
  147. group_base.to_sql("plc_health_group_base",con=mysql_swap_battery_conn, if_exists="append",index=False)
  148. ##识别疑似问题
  149. ##获取指标参考值
  150. sqls="select * from plc_health_para"
  151. con_df=pd.read_sql_query(sqls, mysql_swap_battery_conn)
  152. measure_col_s=['step_time',
  153. 'x_v_max',
  154. 'y_v_max',
  155. 'z_v_max',
  156. 'x_s_max',
  157. 'y_s_max',
  158. 'z_s_max',
  159. 'x1_tq_max',
  160. 'x2_tq_max',
  161. 'y_tq_max',
  162. 'z_tq_max',
  163. 'pres_1_max',
  164. 'pres_2_max',
  165. 'pres_3_max',
  166. 'pres_4_max',
  167. 'coarse_pos_max',
  168. 'precise_pos_max',
  169. 'precise_h_max',
  170. 'low_bat_local_max',
  171. 'low_bat_h_max',
  172. 'low_bat_outseat_h_max',
  173. 'trans_house_loc_max',
  174. 'trans_house_h_max',
  175. 'trans_house_angle_max',
  176. 'low_bat_trans_h_loc_max',
  177. 'low_bat_seat_h_max',
  178. 'full_bat_house_loc_max',
  179. 'full_bat_local_max',
  180. 'full_bat_h_max',
  181. 'lift_from_th_h_max',
  182. 'lift_code_dist_max']
  183. df_uinon,df_uinon_group=base_check(group_steps_base,con_df,measure_col_s,p=0.1)
  184. df_uinon_group['act']=df_uinon_group['act'].astype(str)
  185. df_uinon_group['con']=df_uinon_group['con'].astype(str)
  186. df_uinon.to_sql("plc_check_flow",con=mysql_swap_battery_conn, if_exists="append",index=False)
  187. df_uinon_group.to_sql("plc_check_result",con=mysql_swap_battery_conn, if_exists="append",index=False)
  188. except Exception as e:
  189. print(str(e))
  190. print(traceback.format_exc())
  191. logger_main.error(str(e))
  192. logger_main.error(traceback.format_exc())
  193. if __name__ == '__main__':
  194. #定时任务.......................................................................................................................................................................
  195. cur_env = 'dev' # 设置运行环境
  196. app_path = r"/home/wangliming/project/zlwl-algos/" # 设置app绝对路径
  197. log_base_path = f"{os.path.dirname(os.path.abspath(__file__))}/log" # 设置日志路径
  198. app_name = "plcbase" # 应用名
  199. sysUtils = SysUtils(cur_env, app_path)
  200. logger_main = sysUtils.get_logger(app_name, log_base_path)
  201. main()
  202. scheduler = BlockingScheduler()
  203. scheduler.add_job(main, 'interval', days=1, id='plcbase')
  204. try:
  205. logger_main.info(os.getpid())
  206. scheduler.start()
  207. except Exception as e:
  208. print(str(e))
  209. print(traceback.format_exc())
  210. logger_main.error(str(e))
  211. logger_main.error(traceback.format_exc())