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79 lines (60 loc) · 2.56 KB
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import subprocess
import sys
from datetime import datetime
import json
from sqlalchemy import create_engine, Column, Integer, String, Text, ForeignKey, DateTime
from sqlalchemy.ext.declarative import declarative_base
from sqlalchemy.orm import relationship, sessionmaker
# Define the SQLite database
DATABASE_URL = "sqlite:///./mydatabase.db"
# Create an engine and a session
engine = create_engine(DATABASE_URL)
SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
# Create a base class for our models
Base = declarative_base()
# Define your database models
class Dataset(Base):
__tablename__ = "datasets"
id = Column(Integer, primary_key=True, index=True)
name = Column(String, unique=True, index=True)
description = Column(String)
filepath = Column(String)
# Relationship to DatasetVersion
rules = relationship("DQRule", back_populates="dataset")
versions = relationship("DatasetVersion", back_populates="dataset")
class DatasetVersion(Base):
__tablename__ = "dataset_versions"
id = Column(Integer, primary_key=True, index=True)
dataset_id = Column(Integer, ForeignKey("datasets.id"), nullable=False)
version_number = Column(String, nullable=False)
description = Column(String)
created_at = Column(DateTime, default=datetime.utcnow)
dataset = relationship("Dataset", back_populates="versions")
operations = relationship("DatasetOperation", back_populates="version")
class DatasetOperation(Base):
__tablename__ = "dataset_operations"
id = Column(Integer, primary_key=True, index=True)
version_id = Column(Integer, ForeignKey("dataset_versions.id"), nullable=False)
operation_type = Column(String, nullable=False)
parameters = Column(Text, nullable=False) # JSON encoded string to store action details
version = relationship("DatasetVersion", back_populates="operations")
class DQRule(Base):
__tablename__ = "dq_rules"
id = Column(Integer, primary_key=True, index=True)
dataset_id = Column(Integer, ForeignKey("datasets.id"), nullable=False)
rule_name = Column(String, nullable=False)
rule_type = Column(String, nullable=False)
target_column = Column(String, nullable=False)
condition = Column(Text, nullable=False)
severity = Column(String, nullable=False)
message = Column(Text, nullable=True)
dataset = relationship("Dataset", back_populates="rules")
# Create the database tables
Base.metadata.create_all(bind=engine)
# Dependency to get the session
def get_db():
db = SessionLocal()
try:
yield db
finally:
db.close()