756 lines
30 KiB
Python
756 lines
30 KiB
Python
###
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#
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# This file controls the 'external' job control manager, that (periodically #
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# looks / somehow is pushed an event?) picks up new jobs, and processes them.
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#
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# It then stores the progress/status, etc. in job and joblog tables as needed
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# via wrapper functions.
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#
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# The whole pa_job_manager is multi-threaded, and uses the database tables for
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# state management and communication back to the pa web site
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#
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###
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### SQLALCHEMY IMPORTS ###
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from sqlalchemy.ext.declarative import declarative_base
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from sqlalchemy import Column, Integer, String, Sequence, Float, ForeignKey, DateTime, LargeBinary, Boolean
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from sqlalchemy.exc import SQLAlchemyError
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from sqlalchemy.orm import relationship
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from sqlalchemy import create_engine
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from sqlalchemy.orm import sessionmaker
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from sqlalchemy.orm import scoped_session
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### SQLALCHEMY IMPORTS ###
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### LOCAL FILE IMPORTS ###
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from shared import DB_URL, PA_JOB_MANAGER_HOST, PA_JOB_MANAGER_PORT
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from datetime import datetime, timedelta
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import pytz
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import time
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import os
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import glob
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from PIL import Image, ImageOps
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from pymediainfo import MediaInfo
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import hashlib
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#import exifread
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import base64
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import numpy
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import cv2
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import socket
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import threading
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import io
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import face_recognition
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DEBUG=1
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# an Manager, which the Session will use for connection resources
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some_engine = create_engine(DB_URL)
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# create a configured "Session" class
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#Session = sessionmaker(bind=some_engine)
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# create a Session
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session_factory = sessionmaker(bind=some_engine)
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Session = scoped_session(session_factory)
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session = Session()
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Base = declarative_base()
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################################################################################
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# Class describing File in the database, and via sqlalchemy, connected to the DB as well
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# This has to match one-for-one the DB table
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################################################################################
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class EntryDirLink(Base):
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__tablename__ = "entry_dir_link"
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entry_id = Column(Integer, ForeignKey("entry.id"), primary_key=True )
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dir_eid = Column(Integer, ForeignKey("dir.eid"), primary_key=True )
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def __repr__(self):
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return f"<entry_id: {self.entry_id}, dir_eid: {self.dir_eid}>"
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class Dir(Base):
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__tablename__ = "dir"
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eid = Column(Integer, ForeignKey("entry.id"), primary_key=True )
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path_prefix = Column(String, unique=False, nullable=False )
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num_files = Column(Integer)
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last_import_date = Column(Float)
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files = relationship("Entry", secondary="entry_dir_link")
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def __repr__(self):
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return f"<eid: {self.eid}, path_prefix: {self.path_prefix}, num_files: {self.num_files}, last_import_date: {self.last_import_date}, files: {self.files}>"
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class Entry(Base):
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__tablename__ = "entry"
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id = Column(Integer, Sequence('file_id_seq'), primary_key=True )
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name = Column(String, unique=True, nullable=False )
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type_id = Column(Integer, ForeignKey("file_type.id"))
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exists_on_fs=Column(Boolean)
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type=relationship("FileType")
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dir_details = relationship( "Dir")
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file_details = relationship( "File" )
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in_dir = relationship ("Dir", secondary="entry_dir_link" )
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def __repr__(self):
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return f"<id: {self.id}, name: {self.name}, type={self.type}, exists_on_fs={self.exists_on_fs}, dir_details={self.dir_details}, file_details={self.file_details}, in_dir={self.in_dir}>"
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class FileRefimgLink(Base):
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__tablename__ = "file_refimg_link"
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file_id = Column(Integer, ForeignKey('file.eid'), unique=True, nullable=False, primary_key=True)
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refimg_id = Column(Integer, ForeignKey('refimg.id'), unique=True, nullable=False, primary_key=True)
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when_processed = Column(Float)
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matched = Column(Boolean)
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def __repr__(self):
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return f"<file_id: {self.file_id}, refimg_id: {self.refimg_id} when_processed={self.when_processed}, matched={self.matched}"
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class File(Base):
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__tablename__ = "file"
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eid = Column(Integer, ForeignKey("entry.id"), primary_key=True )
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size_mb = Column(Integer, unique=False, nullable=False)
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hash = Column(Integer, unique=True, nullable=True)
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thumbnail = Column(String, unique=False, nullable=True)
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last_hash_date = Column(Float)
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faces = Column( LargeBinary )
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faces_created_on = Column(Float)
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def __repr__(self):
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return f"<eid: {self.eid}, size_mb={self.size_mb}, hash={self.hash}, last_hash_date: {self.last_hash_date}>"
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class FileType(Base):
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__tablename__ = "file_type"
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id = Column(Integer, Sequence('file_type_id_seq'), primary_key=True )
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name = Column(String, unique=True, nullable=False )
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def __repr__(self):
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return f"<id: {self.id}, name={self.name}>"
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class Settings(Base):
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__tablename__ = "settings"
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id = Column(Integer, Sequence('settings_id_seq'), primary_key=True )
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import_path = Column(String)
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def __repr__(self):
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return f"<id: {self.id}, import_path: {self.import_path}>"
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class PersonRefimgLink(Base):
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__tablename__ = "person_refimg_link"
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person_id = Column(Integer, ForeignKey('person.id'), unique=True, nullable=False, primary_key=True)
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refimg_id = Column(Integer, ForeignKey('refimg.id'), unique=True, nullable=False, primary_key=True)
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def __repr__(self):
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return f"<person_id: {self.person_id}, refimg_id: {self.refimg_id}>"
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class Person(Base):
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__tablename__ = "person"
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id = Column(Integer, Sequence('person_id_seq'), primary_key=True )
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tag = Column(String(48), unique=False, nullable=False)
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surname = Column(String(48), unique=False, nullable=False)
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firstname = Column(String(48), unique=False, nullable=False)
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refimg = relationship('Refimg', secondary=PersonRefimgLink.__table__)
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def __repr__(self):
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return f"<tag: {self.tag}, firstname: {self.firstname}, surname: {self.surname}, refimg: {self.refimg}>"
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class Refimg(Base):
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__tablename__ = "refimg"
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id = Column(Integer, Sequence('refimg_id_seq'), primary_key=True )
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fname = Column(String(256), unique=True, nullable=False)
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encodings = Column(LargeBinary)
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created_on = Column(Float)
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def __repr__(self):
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return f"<id: {self.id}, fname: {self.fname}, created_on: {self.created_on}, encodings: {self.encodings}>"
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################################################################################
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# classes for the job manager:
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# Job (and Joblog, JobExtra) for each Job, and
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# PA_Jobmanager_fe_message (to pass messages to the front-end web)
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################################################################################
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class Joblog(Base):
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__tablename__ = "joblog"
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id = Column(Integer, Sequence('joblog_id_seq'), primary_key=True )
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job_id = Column(Integer, ForeignKey('job.id') )
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log_date = Column(DateTime(timezone=True))
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log = Column(String)
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def __repr__(self):
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return "<id: {}, job_id: {}, log_date: {}, log: {}".format(self.id, self.job_id, self.log_date, self.log )
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class JobExtra(Base):
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__tablename__ = "jobextra"
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id = Column(Integer, Sequence('jobextra_id_seq'), primary_key=True )
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job_id = Column(Integer, ForeignKey('job.id') )
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name = Column(String)
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value = Column(String)
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def __repr__(self):
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return "<id: {}, job_id: {}, name: {}, value: {}>".format(self.id, self.job_id, self.name, self.value )
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class Job(Base):
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__tablename__ = "job"
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id = Column(Integer, Sequence('job_id_seq'), primary_key=True )
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start_time = Column(DateTime(timezone=True))
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last_update = Column(DateTime(timezone=True))
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name = Column(String)
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state = Column(String)
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num_files = Column(Integer)
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current_file_num = Column(Integer)
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current_file = Column(String)
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wait_for = Column(Integer)
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pa_job_state = Column(String)
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logs = relationship( "Joblog")
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extra = relationship( "JobExtra")
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def __repr__(self):
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return "<id: {}, start_time: {}, last_update: {}, name: {}, state: {}, num_files: {}, current_file_num: {}, current_file: {}, pa_job_state: {}, wait_for: {}, extra: {}, logs: {}>".format(self.id, self.start_time, self.last_update, self.name, self.state, self.num_files, self.current_file_num, self.current_file, self.pa_job_state, self.wait_for, self.extra, self.logs)
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class PA_JobManager_FE_Message(Base):
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__tablename__ = "pa_job_manager_fe_message"
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id = Column(Integer, Sequence('pa_job_manager_fe_message_id_seq'), primary_key=True )
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job_id = Column(Integer, ForeignKey('job.id'), primary_key=True )
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alert = Column(String)
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message = Column(String)
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def __repr__(self):
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return "<id: {}, job_id: {}, alert: {}, message: {}".format(self.id, self.job_id, self.alert, self.message)
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##############################################################################
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# Util (non Class) functions
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##############################################################################
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def MessageToFE( job_id, alert, message ):
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msg = PA_JobManager_FE_Message( job_id=job_id, alert=alert, message=message)
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session.add(msg)
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session.commit()
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def ProcessImportDirs(parent_job=None):
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settings = session.query(Settings).first()
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if settings == None:
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raise Exception("Cannot create file data with no settings / import path is missing")
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paths = settings.import_path.split("#")
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now=datetime.now(pytz.utc)
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for path in paths:
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# make new Job; HandleJobs will make them run later
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jex=JobExtra( name="path", value=path )
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job=Job(start_time=now, last_update=now, name="importdir", state="New", wait_for=None, pa_job_state="New", current_file_num=0, num_files=0 )
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job.extra.append(jex)
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session.add(job)
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session.commit()
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if parent_job:
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AddLogForJob(parent_job, "adding <a href='/job/{}'>job id={} {}</a>".format( job.id, job.id, job.name ) )
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# force commit to make job.id be valid in use of wait_for later
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session.commit()
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jex2=JobExtra( name="path", value=path )
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job2=Job(start_time=now, last_update=now, name="getfiledetails", state="New", wait_for=job.id, pa_job_state="New", current_file_num=0 )
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job2.extra.append(jex2)
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session.add(job2)
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session.commit()
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if parent_job:
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AddLogForJob(parent_job, "adding <a href='/job/{}'>job id={} {}</a> (wait for: {})".format( job2.id, job2.id, job2.name, job2.wait_for ) )
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jex3=JobExtra( name="path", value=path )
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job3=Job(start_time=now, last_update=now, name="processai", state="New", wait_for=job2.id, pa_job_state="New", current_file_num=0 )
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job3.extra.append(jex3)
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session.add(job3)
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session.commit()
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if parent_job:
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AddLogForJob(parent_job, "adding <a href='/job/{}'>job id={} {}</a> (wait for: {})".format( job3.id, job3.id, job3.name, job3.wait_for ) )
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HandleJobs()
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return
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def AddLogForJob(job, message, current_file=''):
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now=datetime.now(pytz.utc)
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log=Joblog( job_id=job.id, log=message, log_date=now )
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job.last_update=now
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if current_file != '':
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job.current_file=os.path.basename(current_file)
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# this may not be set on an import job
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if job.num_files:
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job.current_file_num=job.current_file_num+1
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session.add(log)
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session.commit()
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return
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def RunJob(job):
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# session = Session()
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job.start_time=datetime.now(pytz.utc)
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if job.name =="scannow":
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JobScanNow(job)
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elif job.name =="forcescan":
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JobForceScan(job)
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elif job.name =="importdir":
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JobImportDir(job)
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elif job.name =="getfiledetails":
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JobGetFileDetails(job)
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elif job.name == "processai":
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JobProcessAI(job)
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else:
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print("ERROR: Requested to process unknown job type: {}".format(job.name))
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# okay, we finished a job, so check for any jobs that are dependant on this and run them...
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# session.close()
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if job.pa_job_state != "Completed":
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FinishJob(job, "PA Job Manager - This is a catchall to close of a Job, this sould never be seen and implies a job did not complete formally?", "Failed" )
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HandleJobs()
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return
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def CancelJob(job,id):
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for j in session.query(Job).filter(Job.wait_for==id).all():
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if DEBUG==1:
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print("DEBUG: cancelling job: {} as it was waiting for this failed job: {}".format(j.id, job.id) )
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FinishJob(j, "Job has been withdrawn as the job being waited for failed", "Withdrawn" )
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CancelJob(j, j.id)
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return
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def FinishJob(job, last_log, state="Completed", pa_job_state="Completed"):
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job.state=state
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job.pa_job_state=pa_job_state
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job.last_update=datetime.now(pytz.utc)
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AddLogForJob(job, last_log)
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if job.state=="Failed":
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CancelJob(job,job.id)
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return
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def HandleJobs():
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print("INFO: PA job manager is scanning for new jobs to process")
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for job in session.query(Job).all():
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if job.pa_job_state == 'New':
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if job.wait_for != None:
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j2 = session.query(Job).get(job.wait_for)
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if not j2:
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print ("WTF? job.wait_for ({}) does not exist in below? ".format( job.wait_for ))
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for j in session.query(Job).all():
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print ("j={}".format(j.id))
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continue
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if j2.pa_job_state != 'Completed':
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continue
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# use this to remove threads for easier debugging, and errors will stacktrace to the console
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if DEBUG==1:
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print("*************************************")
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print("RUNNING job: id={} name={} wait_for={}".format(job.id, job.name, job.wait_for ))
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RunJob(job)
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else:
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try:
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RunJob(job)
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# threading.Thread(target=RunJob, args=(job,)).start()
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except Exception as e:
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try:
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MessageToFE( job.id, "danger", "Failed with: {} (try job log for details)".format(e) )
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except Exception as e2:
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print("Failed to let front-end know, but back-end Failed to run job (id: {}, name: {} -- orig exep was: {}, this exception was: {})".format( job.id, job.name, e, e2) )
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print("INFO: PA job manager is waiting jobs")
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return
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def JobProgressState( job, state ):
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job.pa_job_state = "In Progress"
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job.state=state
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session.commit()
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return
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def JobScanNow(job):
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JobProgressState( job, "In Progress" )
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ProcessImportDirs(job)
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FinishJob( job, "Completed (scan for new files)" )
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MessageToFE( job.id, "success", "Completed (scan for new files)" )
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session.commit()
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return
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def JobForceScan(job):
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JobProgressState( job, "In Progress" )
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session.query(FileRefimgLink).delete()
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session.query(EntryDirLink).delete()
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session.query(Dir).delete()
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session.query(File).delete()
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session.query(Entry).delete()
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session.commit()
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ProcessImportDirs(job)
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FinishJob(job, "Completed (forced remove and recreation of all file data)")
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MessageToFE( job.id, "success", "Completed (forced remove and recreation of all file data)" )
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session.commit()
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return
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def SymlinkName(path, file):
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sig_bit=file.replace(path, "")
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last_dir=os.path.basename(path[0:-1])
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if sig_bit[-1] == '/':
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last_bit = os.path.dirname(sig_bit)[0:-1]
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else:
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last_bit = os.path.dirname(sig_bit)
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symlink = 'static'+'/'+last_dir+'/'+last_bit
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if symlink[-1] == '/':
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symlink=symlink[0:-1]
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return symlink
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# to serve static content of the images, we create a symlink from inside the static subdir of each import_path that exists
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def CreateSymlink(job,path):
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symlink='static/{}'.format(os.path.basename(path[0:-1]))
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if not os.path.exists(symlink):
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os.symlink(path, symlink)
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return symlink
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def AddDir(job, dirname, path_prefix, in_dir):
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dir=session.query(Dir).filter(Dir.path_prefix==path_prefix).first()
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if dir:
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e=session.query(Entry).get(dir.eid)
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e.exists_on_fs=True
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return dir
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dir=Dir( path_prefix=path_prefix, num_files=0, last_import_date=0 )
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dtype=session.query(FileType).filter(FileType.name=='Directory').first()
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e=Entry( name=dirname, type=dtype, exists_on_fs=True )
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e.dir_details.append(dir)
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# no in_dir occurs when we Add the actual Dir for the import_path (top of the tree)
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if in_dir:
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e.in_dir.append(in_dir)
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if DEBUG==1:
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print(f"AddDir: created d={dirname}, pp={path_prefix}")
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AddLogForJob(job, "DEBUG: AddDir: {} in (dir_id={})".format(dirname, in_dir) )
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session.add(e)
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return dir
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def AddFile(job, fname, type_str, fsize, in_dir ):
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# see if this exists already
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e=session.query(Entry).filter(Entry.name==fname).first()
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if e:
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print(f"in theory we reset file: {e.name} back to on fs")
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e.exists_on_fs=True
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return e
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ftype = session.query(FileType).filter(FileType.name==type_str).first()
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e=Entry( name=fname, type=ftype, exists_on_fs=True )
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f=File( size_mb=fsize, last_hash_date=0, faces_created_on=0 )
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e.file_details.append(f)
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e.in_dir.append(in_dir)
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AddLogForJob(job, "Found new file: {}".format(fname) )
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session.add(e)
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return e
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# reset exists_on_fs to False for everything in this import path, if we find it on the FS in the walk below, it goes back to True, anything that
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# is still false, has been deleted
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def ResetExistsOnFS(job, path):
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reset_dirs = session.query(Entry).join(EntryDirLink).join(Dir).filter(Dir.path_prefix.ilike(path+'%')).all()
|
|
for reset_dir in reset_dirs:
|
|
reset_dir.exists_on_fs=False
|
|
session.add(reset_dir)
|
|
reset_files = session.query(Entry).join(EntryDirLink).filter(EntryDirLink.dir_eid==reset_dir.id).all()
|
|
for reset_file in reset_files:
|
|
reset_file.exists_on_fs=False
|
|
session.add(reset_file)
|
|
return
|
|
|
|
def HandleAnyFSDeletions(job):
|
|
dtype=session.query(FileType).filter(FileType.name=='Directory').first()
|
|
rms = session.query(Entry).filter(Entry.exists_on_fs==False,Entry.type_id!=dtype.id).all()
|
|
rm_cnt=0
|
|
for rm in rms:
|
|
session.query(EntryDirLink).filter(EntryDirLink.entry_id==rm.id).delete()
|
|
session.query(File).filter(File.eid==rm.id).delete()
|
|
session.query(Entry).filter(Entry.id==rm.id).delete()
|
|
AddLogForJob( job, f"INFO: Removing {rm.name} from system as it is no longer on the file system")
|
|
rm_cnt+=1
|
|
|
|
rmdirs = session.query(Entry).filter(Entry.exists_on_fs==False,Entry.type_id==1).order_by(Entry.id.desc()).all()
|
|
for rmdir in rmdirs:
|
|
print(f"We have a directory ({rmdir.name}) to delete from DB as it no longer exists on fs");
|
|
session.query(EntryDirLink).filter(EntryDirLink.entry_id==rmdir.id).delete()
|
|
session.query(Dir).filter(Dir.eid==rmdir.id).delete()
|
|
session.query(Entry).filter(Entry.id==rmdir.id).delete()
|
|
AddLogForJob( job, f"INFO: Removing {rmdir.name} from system as it is no longer on the file system")
|
|
rm_cnt+=1
|
|
return rm_cnt
|
|
|
|
def JobImportDir(job):
|
|
JobProgressState( job, "In Progress" )
|
|
settings = session.query(Settings).first()
|
|
if settings == None:
|
|
raise Exception("Cannot create file data with no settings / import path is missing")
|
|
path=[jex.value for jex in job.extra if jex.name == "path"][0]
|
|
AddLogForJob(job, "Checking Import Directory: {}".format( path ) )
|
|
if DEBUG==1:
|
|
print("DEBUG: Checking Import Directory: {}".format( path ) )
|
|
if not os.path.exists( path ):
|
|
FinishJob( job, "Finished Importing: {} -- Path does not exist".format( path), "Failed" )
|
|
return
|
|
symlink=CreateSymlink(job,path)
|
|
ResetExistsOnFS(job, symlink)
|
|
|
|
overall_file_cnt=0
|
|
walk=os.walk(path, topdown=True)
|
|
# root == path of dir, files are in dir... subdirs are in dir
|
|
parent_dir=None
|
|
for root, subdirs, files in walk:
|
|
overall_file_cnt+= len(subdirs) + len(files)
|
|
if root == path:
|
|
pp = symlink
|
|
else:
|
|
pp=SymlinkName( path, root )+'/'+os.path.basename(root)
|
|
if root[-1]=="/":
|
|
root=root[0:-1]
|
|
|
|
dir=AddDir(job, os.path.basename(root), pp, parent_dir)
|
|
parent_dir=dir
|
|
for basename in files:
|
|
fname=dir.path_prefix+'/'+basename
|
|
stat = os.stat(fname)
|
|
if stat.st_ctime > dir.last_import_date:
|
|
if DEBUG==1:
|
|
AddLogForJob(job, "DEBUG: {} - is new/updated".format( basename ), basename )
|
|
print("DEBUG: {} - {} is newer than {}".format( basename, stat.st_ctime, dir.last_import_date ) )
|
|
if isImage(fname):
|
|
type_str = 'Image'
|
|
elif isVideo(fname):
|
|
type_str = 'Video'
|
|
else:
|
|
type_str = 'Unknown'
|
|
fsize = round(stat.st_size/(1024*1024))
|
|
e=AddFile( job, basename, type_str, fsize, dir )
|
|
else:
|
|
e=session.query(Entry).filter(Entry.name==basename).first()
|
|
e.exists_on_fs=True
|
|
if DEBUG==1:
|
|
AddLogForJob(job, "DEBUG: {} - is unchanged".format( basename, basename ) )
|
|
print("DEBUG: {} - {} is OLDER than {}".format( basename, stat.st_ctime, dir.last_import_date ), basename )
|
|
dir.num_files=len(files)+len(subdirs)
|
|
dir.last_import_date = time.time()
|
|
job.num_files=overall_file_cnt
|
|
job.current_file_num=overall_file_cnt
|
|
|
|
rm_cnt=HandleAnyFSDeletions(job)
|
|
|
|
FinishJob(job, f"Finished Importing: {path} - Processed {overall_file_cnt} files, Removed {rm_cnt} file(s)")
|
|
import_dir=session.query(Dir).filter(Dir.path_prefix==symlink).first()
|
|
import_dir.num_files=overall_file_cnt
|
|
session.commit()
|
|
return
|
|
|
|
def RunFuncOnFilesInPath( job, path, file_func ):
|
|
d=session.query(Dir).filter(Dir.path_prefix==path).first()
|
|
for e in d.files:
|
|
ProcessFilesInDir(job, e, file_func)
|
|
|
|
|
|
def JobProcessAI(job):
|
|
path=[jex.value for jex in job.extra if jex.name == "path"][0]
|
|
path = SymlinkName(path, '/')
|
|
d=session.query(Dir).filter(Dir.path_prefix==path).first()
|
|
job.num_files=d.num_files
|
|
|
|
people = session.query(Person).all()
|
|
for person in people:
|
|
generateKnownEncodings(person)
|
|
|
|
RunFuncOnFilesInPath( job, path, ProcessAI )
|
|
|
|
FinishJob(job, "Finished Processesing AI")
|
|
return
|
|
|
|
|
|
def GenHashAndThumb(job, e):
|
|
stat = os.stat( e.in_dir[0].path_prefix + '/' + e.name )
|
|
if stat.st_ctime < e.file_details[0].last_hash_date:
|
|
print(f"OPTIM: GenHashAndThumb {e.name} file is older than last hash, skip this")
|
|
job.current_file_num+=1
|
|
return
|
|
|
|
e.file_details[0].hash = md5( job, e.in_dir[0].path_prefix+'/'+ e.name )
|
|
if e.type.name == 'Image':
|
|
e.file_details[0].thumbnail = GenImageThumbnail( job, e.in_dir[0].path_prefix+'/'+ e.name )
|
|
elif e.type.name == 'Video':
|
|
e.file_details[0].thumbnail = GenVideoThumbnail( job, e.in_dir[0].path_prefix+'/'+ e.name )
|
|
elif e.type.name == 'Unknown':
|
|
job.current_file_num+=1
|
|
e.file_details[0].last_hash_date = time.time()
|
|
return
|
|
|
|
def ProcessAI(job, e):
|
|
if e.type.name != 'Image':
|
|
job.current_file_num+=1
|
|
print("DDP: ProcessAI: adding 1 to current_file_num as we have a non-image file")
|
|
return
|
|
|
|
file = e.in_dir[0].path_prefix + '/' + e.name
|
|
stat = os.stat(file)
|
|
# find if file is newer than when we found faces before (fyi: first time faces_created_on == 0)
|
|
if stat.st_ctime > e.file_details[0].faces_created_on:
|
|
session.add(e)
|
|
im_orig = Image.open(file)
|
|
im = ImageOps.exif_transpose(im_orig)
|
|
|
|
faces = generateUnknownEncodings(im)
|
|
e.file_details[0].faces_created_on=time.time()
|
|
if faces:
|
|
flat_faces = numpy.array(faces)
|
|
e.file_details[0].faces = flat_faces.tobytes()
|
|
else:
|
|
e.file_details[0].faces = None
|
|
job.current_file_num+=1
|
|
return
|
|
else:
|
|
if not e.file_details[0].faces:
|
|
print("OPTIM: This image has no faces, skip it")
|
|
job.current_file_num+=1
|
|
return
|
|
recover=numpy.frombuffer(e.file_details[0].faces,dtype=numpy.float64)
|
|
real_recover=numpy.reshape(recover,(-1,128))
|
|
l=[]
|
|
for el in real_recover:
|
|
l.append(numpy.array(el))
|
|
faces = l
|
|
people = session.query(Person).all()
|
|
for unknown_encoding in faces:
|
|
for person in people:
|
|
lookForPersonInImage(job, person, unknown_encoding, e)
|
|
AddLogForJob(job, f"Finished processing {e.name}", e.name )
|
|
return
|
|
|
|
def lookForPersonInImage(job, person, unknown_encoding, e):
|
|
for refimg in person.refimg:
|
|
# lets see if we have tried this check before
|
|
frl=session.query(FileRefimgLink).filter(FileRefimgLink.file_id==e.id, FileRefimgLink.refimg_id==refimg.id).first()
|
|
if not frl:
|
|
frl = FileRefimgLink(refimg_id=refimg.id, file_id=e.file_details[0].eid)
|
|
else:
|
|
stat=os.stat(e.in_dir[0].path_prefix+'/'+ e.name)
|
|
# file & refimg are not newer then we dont need to check
|
|
if frl.matched and stat.st_ctime < frl.when_processed and refimg.created_on < frl.when_processed:
|
|
print(f"OPTIM: lookForPersonInImage: file {e.name} has a previous match for: {refimg.fname}, and the file & refimg haven't changed")
|
|
return
|
|
|
|
session.add(frl)
|
|
frl.matched=False
|
|
frl.when_processed=time.time()
|
|
deserialized_bytes = numpy.frombuffer(refimg.encodings, dtype=numpy.float64)
|
|
results = compareAI(deserialized_bytes, unknown_encoding)
|
|
if results[0]:
|
|
print(f'Found a match between: {person.tag} and {e.name}')
|
|
AddLogForJob(job, f'Found a match between: {person.tag} and {e.name}')
|
|
frl.matched=True
|
|
return
|
|
|
|
def generateUnknownEncodings(im):
|
|
unknown_image = numpy.array(im)
|
|
face_locations = face_recognition.face_locations(unknown_image)
|
|
if not face_locations:
|
|
return None
|
|
unknown_encodings = face_recognition.face_encodings(unknown_image, known_face_locations=face_locations)
|
|
return unknown_encodings
|
|
|
|
|
|
def generateKnownEncodings(person):
|
|
for refimg in person.refimg:
|
|
file = 'reference_images/'+refimg.fname
|
|
stat = os.stat(file)
|
|
if refimg.created_on and stat.st_ctime < refimg.created_on:
|
|
print("OPTIM: skipping re-creating encoding for refimg because file has not changed")
|
|
continue
|
|
img = face_recognition.load_image_file(file)
|
|
location = face_recognition.face_locations(img)
|
|
encodings = face_recognition.face_encodings(img, known_face_locations=location)
|
|
refimg.encodings = encodings[0].tobytes()
|
|
refimg.created_on = time.time()
|
|
session.add(refimg)
|
|
session.commit()
|
|
|
|
def compareAI(known_encoding, unknown_encoding):
|
|
results = face_recognition.compare_faces([known_encoding], unknown_encoding, tolerance=0.55)
|
|
return results
|
|
|
|
|
|
def ProcessFilesInDir(job, e, file_func):
|
|
if DEBUG==1:
|
|
print("DEBUG: files in dir - process: {} {}".format(e.name, e.in_dir[0].path_prefix))
|
|
if e.type.name != 'Directory':
|
|
file_func(job, e)
|
|
else:
|
|
dir=session.query(Dir).filter(Dir.eid==e.id).first()
|
|
job.current_file_num+=1
|
|
for sub in dir.files:
|
|
ProcessFilesInDir(job, sub, file_func)
|
|
|
|
def JobGetFileDetails(job):
|
|
JobProgressState( job, "In Progress" )
|
|
path=[jex.value for jex in job.extra if jex.name == "path"][0]
|
|
path='static'+'/'+os.path.basename(path[0:-1])
|
|
if DEBUG==1:
|
|
print("DEBUG: JobGetFileDetails for path={}".format( path ) )
|
|
dir=session.query(Dir).filter(Dir.path_prefix==path).first()
|
|
job.current_file_num = 0
|
|
job.num_files = dir.num_files
|
|
session.commit()
|
|
RunFuncOnFilesInPath( job, path, GenHashAndThumb )
|
|
FinishJob(job, "File Details job finished")
|
|
session.commit()
|
|
return
|
|
|
|
def isVideo(file):
|
|
try:
|
|
fileInfo = MediaInfo.parse(file)
|
|
for track in fileInfo.tracks:
|
|
if track.track_type == "Video":
|
|
return True
|
|
return False
|
|
except Exception as e:
|
|
return False
|
|
|
|
# Returns an md5 hash of the fnames' contents
|
|
def md5(job, fname):
|
|
hash_md5 = hashlib.md5()
|
|
with open(fname, "rb") as f:
|
|
for chunk in iter(lambda: f.read(4096), b""):
|
|
hash_md5.update(chunk)
|
|
hash = hash_md5.hexdigest()
|
|
AddLogForJob( job, "Generated md5 hash: {} for file: {}".format( hash, fname ) )
|
|
return hash
|
|
|
|
def isImage(file):
|
|
try:
|
|
img = Image.open(file)
|
|
return True
|
|
except:
|
|
return False
|
|
|
|
def GenImageThumbnail(job, file):
|
|
thumbnail=None
|
|
AddLogForJob( job, "Generate Thumbnail from Image file: {}".format( file ), file )
|
|
try:
|
|
im_orig = Image.open(file)
|
|
im = ImageOps.exif_transpose(im_orig)
|
|
im.thumbnail((256,256))
|
|
img_bytearray = io.BytesIO()
|
|
im.save(img_bytearray, format='JPEG')
|
|
img_bytearray = img_bytearray.getvalue()
|
|
thumbnail = base64.b64encode(img_bytearray)
|
|
thumbnail = str(thumbnail)[2:-1]
|
|
except:
|
|
print('WARNING: NO EXIF TAGS?!?!?!?')
|
|
AddLogForJob(job, "WARNING: No EXIF TAF found for: {}".format(file))
|
|
|
|
return thumbnail
|
|
|
|
def GenVideoThumbnail(job, file):
|
|
AddLogForJob( job, "Generate Thumbnail from Video file: {}".format( file ), file )
|
|
vcap = cv2.VideoCapture(file)
|
|
res, im_ar = vcap.read()
|
|
while im_ar.mean() < 15 and res:
|
|
res, im_ar = vcap.read()
|
|
im_ar = cv2.resize(im_ar, (160, 90), 0, 0, cv2.INTER_LINEAR)
|
|
res, thumb_buf = cv2.imencode('.jpeg', im_ar)
|
|
bt = thumb_buf.tobytes()
|
|
thumbnail = base64.b64encode(bt)
|
|
thumbnail = str(thumbnail)[2:-1]
|
|
return thumbnail
|
|
|
|
if __name__ == "__main__":
|
|
print("INFO: PA job manager starting - listening on {}:{}".format( PA_JOB_MANAGER_HOST, PA_JOB_MANAGER_PORT) )
|
|
ProcessImportDirs()
|
|
with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
|
|
s.bind((PA_JOB_MANAGER_HOST, PA_JOB_MANAGER_PORT))
|
|
s.listen()
|
|
while True:
|
|
conn, addr = s.accept()
|
|
HandleJobs()
|