# -*- coding: utf-8 -*- from sqlalchemy import create_engine, inspect from sqlalchemy.ext.declarative import declarative_base from sqlalchemy import (Column, Integer, DECIMAL, String, ForeignKey, BigInteger, DateTime, PickleType, Boolean, Text) from sqlalchemy.sql import func from sqlalchemy.orm import relationship, Session from sqlalchemy.pool import NullPool import yaml with open('conf_db.yaml') as file: dct_conf_db_all = yaml.full_load(file) is_local_db = dct_conf_db_all['is_local_db'] if is_local_db: dct_conf_db = dct_conf_db_all['local'] else: dct_conf_db = dct_conf_db_all['remote'] with open('conf_db_prefix.yaml') as file: dct_conf_db_prefix = yaml.full_load(file) db_name_prefix = dct_conf_db_prefix['db_name_prefix'] str_login = 'mysql://{}:{}@{}:{}/{}'.format(dct_conf_db['user_name'], dct_conf_db['password'], dct_conf_db['address'], dct_conf_db['port'], dct_conf_db['db_name']) print('DB is {}:{}/{}'.format(dct_conf_db['address'], dct_conf_db['port'], dct_conf_db['db_name'])) # must be null pool to avoid connection lost error engine = create_engine(str_login, poolclass=NullPool) ins = inspect(engine) Base = declarative_base() db_session = Session(bind=engine) class Experiment(Base): __tablename__ = f"{db_name_prefix}_experiment" id = Column(Integer, primary_key=True, autoincrement=True) idx_scenario = Column(Integer, nullable=False) idx_init_removal = Column(Integer, nullable=False) # fixed parameters n_sample = Column(Integer, nullable=False) n_iter = Column(Integer, nullable=False) # variables dct_lst_init_remove_firm_prod = Column(PickleType, nullable=False) g_bom = Column(Text(4294000000), nullable=False) n_max_trial = Column(Integer, nullable=False) firm_req_prf_size = Column(Boolean, nullable=False) firm_req_prf_conn = Column(Boolean, nullable=False) cap_limit_prob_type = Column(String(16), nullable=False) cap_limit_level = Column(DECIMAL(8, 4), nullable=False) firm_acc_prf_size = Column(Boolean, nullable=False) firm_acc_prf_conn = Column(Boolean, nullable=False) diff_new_conn = Column(DECIMAL(8, 4), nullable=False) crit_supplier = Column(DECIMAL(8, 4), nullable=False) diff_remove = Column(DECIMAL(8, 4), nullable=False) proactive_ratio = Column(DECIMAL(8, 4), nullable=False) netw_sply_prf_n = Column(Integer, nullable=False) netw_sply_prf_size = Column(Boolean, nullable=False) netw_cust_prf_n = Column(Integer, nullable=False) netw_cust_prf_size = Column(Boolean, nullable=False) sample = relationship( 'Sample', back_populates='experiment', lazy='dynamic') def __repr__(self): return f'' class Sample(Base): __tablename__ = f"{db_name_prefix}_sample" id = Column(Integer, primary_key=True, autoincrement=True) e_id = Column(Integer, ForeignKey('{}.id'.format( f"{db_name_prefix}_experiment")), nullable=False) idx_sample = Column(Integer, nullable=False) seed = Column(BigInteger, nullable=False) # -1, waiting; 0, running; 1, done is_done_flag = Column(Integer, nullable=False) computer_name = Column(String(64), nullable=True) ts_done = Column(DateTime(timezone=True), onupdate=func.now()) stop_t = Column(Integer, nullable=True) g_firm = Column(Text(4294000000), nullable=True) experiment = relationship( 'Experiment', back_populates='sample', uselist=False) result = relationship('Result', back_populates='sample', lazy='dynamic') def __repr__(self): return f'' class Result(Base): __tablename__ = f"{db_name_prefix}_result" id = Column(Integer, primary_key=True, autoincrement=True) s_id = Column(Integer, ForeignKey('{}.id'.format( f"{db_name_prefix}_sample")), nullable=False) id_firm = Column(String(10), nullable=False) id_product = Column(String(10), nullable=False) ts = Column(Integer, nullable=False) is_disrupted = Column(Boolean, nullable=True) is_removed = Column(Boolean, nullable=True) sample = relationship('Sample', back_populates='result', uselist=False) def __repr__(self): return f'' if __name__ == '__main__': Base.metadata.drop_all() Base.metadata.create_all()