trans_service.py 6.0 KB

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  1. # -*- coding: utf-8 -*-
  2. # @Time : 2024/6/7
  3. # @Author : 魏志亮
  4. import os
  5. from pandas import DataFrame
  6. from utils.db.ConnectMysqlPool import ConnectMysqlPool
  7. from utils.file.trans_methods import read_file_to_df
  8. from utils.log.trans_log import trans_print
  9. trans = ConnectMysqlPool("trans")
  10. def get_trans_conf(wind_name, trans_type) -> dict:
  11. query_sql = "SELECT * FROM trans_conf where wind_name = %s and type = %s"
  12. res = trans.execute(query_sql, (wind_name, trans_type))
  13. print(res)
  14. if type(res) == tuple:
  15. return None
  16. return res[0]
  17. def save_to_trans_conf(data_dict=dict()):
  18. trans.save_dict(data_dict)
  19. def creat_table_and_add_partition(table_name, count, read_type):
  20. create_sql = f"""
  21. CREATE TABLE
  22. IF NOT EXISTS `{table_name}` (
  23. `wind_turbine_number` VARCHAR (20) DEFAULT NULL COMMENT '风机编号',
  24. `time_stamp` datetime NOT NULL COMMENT '时间戳',
  25. `active_power` DOUBLE DEFAULT NULL COMMENT '有功功率',
  26. `rotor_speed` DOUBLE DEFAULT NULL COMMENT '风轮转速',
  27. `generator_speed` DOUBLE DEFAULT NULL COMMENT '发电机转速',
  28. `wind_velocity` DOUBLE DEFAULT NULL COMMENT '风速',
  29. `pitch_angle_blade_1` DOUBLE DEFAULT NULL COMMENT '桨距角1',
  30. `pitch_angle_blade_2` DOUBLE DEFAULT NULL COMMENT '桨距角2',
  31. `pitch_angle_blade_3` DOUBLE DEFAULT NULL COMMENT '桨距角3',
  32. `cabin_position` DOUBLE DEFAULT NULL COMMENT '机舱位置',
  33. `true_wind_direction` DOUBLE DEFAULT NULL COMMENT '绝对风向',
  34. `yaw_error1` DOUBLE DEFAULT NULL COMMENT '对风角度',
  35. `set_value_of_active_power` DOUBLE DEFAULT NULL COMMENT '有功功率设定值',
  36. `gearbox_oil_temperature` DOUBLE DEFAULT NULL COMMENT '齿轮箱油温',
  37. `generatordrive_end_bearing_temperature` DOUBLE DEFAULT NULL COMMENT '发电机驱动端轴承温度',
  38. `generatornon_drive_end_bearing_temperature` DOUBLE DEFAULT NULL COMMENT '发电机非驱动端轴承温度',
  39. `cabin_temperature` DOUBLE DEFAULT NULL COMMENT '机舱内温度',
  40. `twisted_cable_angle` DOUBLE DEFAULT NULL COMMENT '扭缆角度',
  41. `front_back_vibration_of_the_cabin` DOUBLE DEFAULT NULL COMMENT '机舱前后振动',
  42. `side_to_side_vibration_of_the_cabin` DOUBLE DEFAULT NULL COMMENT '机舱左右振动',
  43. `actual_torque` DOUBLE DEFAULT NULL COMMENT '实际力矩',
  44. `given_torque` DOUBLE DEFAULT NULL COMMENT '给定力矩',
  45. `clockwise_yaw_count` DOUBLE DEFAULT NULL COMMENT '顺时针偏航次数',
  46. `counterclockwise_yaw_count` DOUBLE DEFAULT NULL COMMENT '逆时针偏航次数',
  47. `unusable` DOUBLE DEFAULT NULL COMMENT '不可利用',
  48. `power_curve_available` DOUBLE DEFAULT NULL COMMENT '功率曲线可用',
  49. `required_gearbox_speed` DOUBLE DEFAULT NULL COMMENT '齿轮箱转速',
  50. `inverter_speed_master_control` DOUBLE DEFAULT NULL COMMENT '变频器转速(主控)',
  51. `outside_cabin_temperature` DOUBLE DEFAULT NULL COMMENT '环境温度',
  52. `main_bearing_temperature` DOUBLE DEFAULT NULL COMMENT '主轴承轴承温度',
  53. `gearbox_high_speed_shaft_bearing_temperature` DOUBLE DEFAULT NULL COMMENT '齿轮箱高速轴轴承温度',
  54. `gearboxmedium_speed_shaftbearing_temperature` DOUBLE DEFAULT NULL COMMENT '齿轮箱中速轴轴承温度',
  55. `gearbox_low_speed_shaft_bearing_temperature` DOUBLE DEFAULT NULL COMMENT '齿轮箱低速轴轴承温度',
  56. `generator_winding1_temperature` DOUBLE DEFAULT NULL COMMENT '发电机绕组1温度',
  57. `generator_winding2_temperature` DOUBLE DEFAULT NULL COMMENT '发电机绕组2温度',
  58. `generator_winding3_temperature` DOUBLE DEFAULT NULL COMMENT '发电机绕组3温度',
  59. `wind_turbine_status` DOUBLE DEFAULT NULL COMMENT '风机状态1',
  60. `wind_turbine_status2` DOUBLE DEFAULT NULL COMMENT '风机状态2',
  61. `turbulence_intensity` DOUBLE DEFAULT NULL COMMENT '湍流强度',
  62. `year` INT (4) DEFAULT NULL COMMENT '年',
  63. `month` INT (2) DEFAULT NULL COMMENT '月',
  64. `day` INT (2) DEFAULT NULL COMMENT '日',
  65. `param1` DOUBLE DEFAULT NULL COMMENT '预留1',
  66. `param2` DOUBLE DEFAULT NULL COMMENT '预留2',
  67. `param3` DOUBLE DEFAULT NULL COMMENT '预留3',
  68. `param4` DOUBLE DEFAULT NULL COMMENT '预留4',
  69. `param5` DOUBLE DEFAULT NULL COMMENT '预留5',
  70. `param6` DOUBLE DEFAULT NULL COMMENT '预留6',
  71. `param7` DOUBLE DEFAULT NULL COMMENT '预留7',
  72. `param8` DOUBLE DEFAULT NULL COMMENT '预留8',
  73. `param9` DOUBLE DEFAULT NULL COMMENT '预留9',
  74. `param10` DOUBLE DEFAULT NULL COMMENT '预留10',
  75. KEY `time_stamp` (`time_stamp`),
  76. KEY `wind_turbine_number` (`wind_turbine_number`)
  77. ) ENGINE = INNODB DEFAULT CHARSET = utf8mb4
  78. """
  79. if read_type == 'second':
  80. create_sql = create_sql + f" PARTITION BY KEY (`wind_turbine_number`) PARTITIONS {count}"
  81. trans.execute(create_sql)
  82. def rename_table(table_name, renamed_table_name, save_db=True):
  83. if save_db:
  84. rename_sql = f"RENAME TABLE {table_name} TO {renamed_table_name}"
  85. try:
  86. trans.execute(rename_sql)
  87. except Exception as e:
  88. trans_print(e)
  89. def drop_table(table_name, save_db=True):
  90. if save_db:
  91. rename_sql = f"drop TABLE `{table_name}` "
  92. try:
  93. trans.execute(rename_sql)
  94. except Exception as e:
  95. trans_print(e)
  96. def save_file_to_db(table_name: str, file: str, batch_count=20000):
  97. save_df_to_db(table_name, read_file_to_df(file), batch_count)
  98. def save_df_to_db(table_name: str, df: DataFrame, batch_count=20000):
  99. trans.df_batch_save(table_name, df, batch_count)
  100. if __name__ == '__main__':
  101. path_prix = r"/data/download/collection_data/2完成/招远风电场-山东-大唐/清理数据/WOF063100040-WOB00013/second"
  102. files = ["WOG00030.csv", "WOG00034.csv"]
  103. for path in files:
  104. save_file_to_db("WOF063100040-WOB00013_second", path_prix + os.sep + path, batch_count=100000)