mysql.py 3.4 KB

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  1. from config import load_config
  2. import pandas as pd
  3. from sqlalchemy import create_engine, text
  4. from sqlalchemy.orm import sessionmaker
  5. from sqlalchemy.exc import SQLAlchemyError
  6. cfgs = load_config()
  7. class MySqlDatabaseHelper:
  8. _instance = None
  9. def __new__(cls):
  10. if not cls._instance:
  11. cls._instance = super(MySqlDatabaseHelper, cls).__new__(cls)
  12. cls._instance._initialized = False
  13. return cls._instance
  14. def __init__(self):
  15. if self._initialized:
  16. return
  17. self._host = cfgs['mysql']['host']
  18. self._port = cfgs['mysql']['port']
  19. self._user = cfgs['mysql']['user']
  20. self._passwd = cfgs['mysql']['passwd']
  21. self._dbname = cfgs['mysql']['db']
  22. self.connect_database()
  23. self._initialized = True
  24. def connect_database(self):
  25. # 创建数据库连接
  26. try:
  27. conn = "mysql+pymysql://" + self._user + ":" + self._passwd + "@" + self._host + ":" + str(self._port) + "/" + self._dbname
  28. except Exception as e:
  29. raise ConnectionAbortedError(f"failed to create connection string: {e}")
  30. # 通过连接池创建engine
  31. self.engine = create_engine(
  32. conn,
  33. pool_size=10, # 设置连接池大小
  34. max_overflow=20, # 超过连接池大小时的额外连接数
  35. pool_recycle=3600 # 回收连接时间
  36. )
  37. self._DBSession = sessionmaker(bind=self.engine)
  38. def load_data_with_page(self, query, params, page_size=1000):
  39. """分页查询数据"""
  40. data = pd.DataFrame()
  41. query += " LIMIT :limit OFFSET :offset"
  42. query = text(query)
  43. page = 1
  44. while True:
  45. offset = (page - 1) * page_size # 计算偏移量
  46. params["limit"] = page_size
  47. params["offset"] = offset
  48. df = pd.DataFrame(self.fetch_all(query, params))
  49. if df.empty:
  50. break
  51. data = pd.concat([data, df], ignore_index=True)
  52. print(f"Page {page}: Retrieved {len(df)} rows, Total rows so far: {len(data)}")
  53. page += 1
  54. return data
  55. def fetch_all(self, query, params=None):
  56. """执行SQL查询并返回所有结果"""
  57. session = self._DBSession()
  58. try:
  59. results = session.execute(query, params or {}).fetchall()
  60. return results
  61. except SQLAlchemyError as e:
  62. session.rollback()
  63. print(f"error: {e}")
  64. finally:
  65. session.close()
  66. def fetch_one(self, query, params=None):
  67. """执行SQL查询并返回单条结果"""
  68. session = self._DBSession()
  69. try:
  70. result = session.execute(query, params or {}).fetchone()
  71. return result
  72. except SQLAlchemyError as e:
  73. session.rollback()
  74. print(f"error: {e}")
  75. finally:
  76. session.close()
  77. def execute_query(self, query, params=None):
  78. """执行SQL语句 (无返回值, 如INSERT, UPDATE, DELETE)"""
  79. session = self._DBSession()
  80. try:
  81. session.execute(query, params or {})
  82. session.commit()
  83. except SQLAlchemyError as e:
  84. session.rollback()
  85. print(f"Error: {e}")
  86. finally:
  87. session.close()