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database.py
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317 lines (248 loc) · 9.95 KB
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"""
Database integration for JobMiner.
"""
from sqlalchemy import create_engine, Column, Integer, String, Text, DateTime, Float
from sqlalchemy.ext.declarative import declarative_base
from sqlalchemy.orm import sessionmaker, Session
from datetime import datetime, timedelta
from typing import List, Optional
import logging
from base_scraper import JobListing
from config import get_config
Base = declarative_base()
class JobRecord(Base):
"""Database model for job listings."""
__tablename__ = 'jobs'
id = Column(Integer, primary_key=True)
title = Column(String(500), nullable=False)
company = Column(String(200), nullable=False)
location = Column(String(200), nullable=False)
description = Column(Text, nullable=False)
salary = Column(String(100))
job_type = Column(String(50))
experience_level = Column(String(50))
posted_date = Column(String(50))
job_url = Column(String(1000))
scraped_at = Column(DateTime, default=datetime.utcnow)
scraper_name = Column(String(100))
def to_job_listing(self) -> JobListing:
"""Convert database record to JobListing object."""
return JobListing(
title=self.title,
company=self.company,
location=self.location,
description=self.description,
salary=self.salary,
job_type=self.job_type,
experience_level=self.experience_level,
posted_date=self.posted_date,
job_url=self.job_url,
scraped_at=self.scraped_at
)
@classmethod
def from_job_listing(cls, job: JobListing, scraper_name: str = None):
"""Create database record from JobListing object."""
return cls(
title=job.title,
company=job.company,
location=job.location,
description=job.description,
salary=job.salary,
job_type=job.job_type,
experience_level=job.experience_level,
posted_date=job.posted_date,
job_url=job.job_url,
scraped_at=job.scraped_at,
scraper_name=scraper_name
)
class DatabaseManager:
"""Manages database operations for JobMiner."""
def __init__(self, database_url: str = None):
"""Initialize database manager."""
config = get_config()
if database_url is None:
database_url = config.database.url
self.engine = create_engine(
database_url,
echo=config.database.echo
)
self.SessionLocal = sessionmaker(
autocommit=False,
autoflush=False,
bind=self.engine
)
self.logger = logging.getLogger(__name__)
# Create tables
self.create_tables()
def create_tables(self):
"""Create database tables."""
Base.metadata.create_all(bind=self.engine)
self.logger.info("Database tables created/verified")
def get_session(self) -> Session:
"""Get database session."""
return self.SessionLocal()
def save_jobs(self, jobs: List[JobListing], scraper_name: str = None) -> int:
"""
Save job listings to database.
Args:
jobs: List of JobListing objects
scraper_name: Name of the scraper that collected these jobs
Returns:
Number of jobs saved
"""
if not jobs:
return 0
session = self.get_session()
saved_count = 0
try:
for job in jobs:
# Check if job already exists (by URL)
existing = session.query(JobRecord).filter_by(job_url=job.job_url).first()
if not existing:
job_record = JobRecord.from_job_listing(job, scraper_name)
session.add(job_record)
saved_count += 1
else:
self.logger.debug(f"Job already exists: {job.job_url}")
session.commit()
self.logger.info(f"Saved {saved_count} new jobs to database")
except Exception as e:
session.rollback()
self.logger.error(f"Error saving jobs to database: {e}")
raise
finally:
session.close()
return saved_count
def get_jobs(self,
limit: int = 100,
company: str = None,
location: str = None,
job_type: str = None,
scraper_name: str = None) -> List[JobListing]:
"""
Retrieve jobs from database with optional filters.
Args:
limit: Maximum number of jobs to return
company: Filter by company name
location: Filter by location
job_type: Filter by job type
scraper_name: Filter by scraper name
Returns:
List of JobListing objects
"""
session = self.get_session()
try:
query = session.query(JobRecord)
# Apply filters
if company:
query = query.filter(JobRecord.company.ilike(f'%{company}%'))
if location:
query = query.filter(JobRecord.location.ilike(f'%{location}%'))
if job_type:
query = query.filter(JobRecord.job_type.ilike(f'%{job_type}%'))
if scraper_name:
query = query.filter(JobRecord.scraper_name == scraper_name)
# Order by scraped_at descending and limit
records = query.order_by(JobRecord.scraped_at.desc()).limit(limit).all()
# Convert to JobListing objects
jobs = [record.to_job_listing() for record in records]
return jobs
finally:
session.close()
def get_job_stats(self) -> dict:
"""Get statistics about jobs in database."""
session = self.get_session()
try:
total_jobs = session.query(JobRecord).count()
# Company stats
company_stats = session.query(
JobRecord.company,
session.query(JobRecord).filter(
JobRecord.company == JobRecord.company
).count().label('count')
).group_by(JobRecord.company).order_by('count DESC').limit(10).all()
# Location stats
location_stats = session.query(
JobRecord.location,
session.query(JobRecord).filter(
JobRecord.location == JobRecord.location
).count().label('count')
).group_by(JobRecord.location).order_by('count DESC').limit(10).all()
# Scraper stats
scraper_stats = session.query(
JobRecord.scraper_name,
session.query(JobRecord).filter(
JobRecord.scraper_name == JobRecord.scraper_name
).count().label('count')
).group_by(JobRecord.scraper_name).order_by('count DESC').all()
return {
'total_jobs': total_jobs,
'top_companies': [(comp, count) for comp, count in company_stats],
'top_locations': [(loc, count) for loc, count in location_stats],
'scraper_stats': [(scraper, count) for scraper, count in scraper_stats]
}
finally:
session.close()
def search_jobs(self, search_term: str, limit: int = 100) -> List[JobListing]:
"""
Search jobs by title or description.
Args:
search_term: Term to search for
limit: Maximum number of results
Returns:
List of matching JobListing objects
"""
session = self.get_session()
try:
query = session.query(JobRecord).filter(
(JobRecord.title.ilike(f'%{search_term}%')) |
(JobRecord.description.ilike(f'%{search_term}%'))
).order_by(JobRecord.scraped_at.desc()).limit(limit)
records = query.all()
jobs = [record.to_job_listing() for record in records]
return jobs
finally:
session.close()
def delete_old_jobs(self, days: int = 30) -> int:
"""
Delete jobs older than specified days.
Args:
days: Number of days to keep jobs
Returns:
Number of jobs deleted
"""
session = self.get_session()
try:
cutoff_date = datetime.utcnow() - timedelta(days=days)
deleted_count = session.query(JobRecord).filter(
JobRecord.scraped_at < cutoff_date
).delete()
session.commit()
self.logger.info(f"Deleted {deleted_count} old jobs")
return deleted_count
except Exception as e:
session.rollback()
self.logger.error(f"Error deleting old jobs: {e}")
raise
finally:
session.close()
def close(self):
"""Close database connection."""
self.engine.dispose()
# Global database manager instance
_db_manager = None
def get_db_manager() -> DatabaseManager:
"""Get global database manager instance."""
global _db_manager
config = get_config()
if not config.database.enabled:
return None
if _db_manager is None:
_db_manager = DatabaseManager()
return _db_manager
def save_jobs_to_db(jobs: List[JobListing], scraper_name: str = None) -> int:
"""Convenience function to save jobs to database."""
db_manager = get_db_manager()
if db_manager:
return db_manager.save_jobs(jobs, scraper_name)
return 0