trainingPreparation.py

#!/usr/bin/env python3
# -*- coding: utf-8 -*-
 
 
 
 
from basf2 import *
from setup_modules import setup_RTCtoSPTCConverters
import argparse
import os
 
# ---------------------------------------------------------------------------------------
# Argument parser to enable training sample selection via comandline option.
parser = argparse.ArgumentParser(description='Training sample preparation:\
                                     Prepare a data sample to train the sector map.\n\
                                     Usage: basf2 traininPreparation.py -i dataSample.root -- --enable_selection boolean')
parser.add_argument(
    '--enable_selection',
    dest='use_NoKick',
    action='store_const',
    const=True,
    default=False,
    help='enable the selection of training sample based on track parameters')
 
parser.add_argument(
    '--disable_checkFit',
    dest='checkFit',
    action='store_const',
    const=False,
    default=True,
    help="By default only RecoTracks with valid fit are taken for training. Using this option will disable that. ")
 
arguments = parser.parse_args()
use_noKick = arguments.use_NoKick
 
 
# ---------------------------------------------------------------------------------------
# Settings
 
# Logging and Debug Level
# TODO: Remove logLevel, as it can be set via basf2 option -l
set_log_level(LogLevel.ERROR)
log_to_file('logVXDTF2Preparation.log', append=False)
# if false PXD hits will be ignored in the trainings data collection
# Currently we dont do PXD tracking with vxdtf2 (as of 15.02.2018)
usePXD = False
 
# ---------------------------------------------------------------------------------------
# Create paths
path = create_path()
 
 
# Input Module
rootInputM = register_module('RootInput')
path.add_module(rootInputM)
 
# Event Info Module
eventinfoprinter = register_module('EventInfoPrinter')
path.add_module(eventinfoprinter)
 
path.add_module("PrintCollections", printForEvent=1)
 
 
# puts the geometry and gearbox in the path
gearbox = register_module('Gearbox')
path.add_module(gearbox)
# the geometry is loaded from the DB by default now! The correct geometry
# should be pickked according to exp number for the generated events.
geometry = register_module('Geometry')
path.add_module(geometry)
 
# Event counter
# eventCounter = register_module('EventCounter')
# path.add_module(eventCounter)
 
 
# put PXD and SVD SpacePoints into the same StoreArray
if usePXD:
    spCreatorPXD = register_module('PXDSpacePointCreator')
    spCreatorPXD.param('NameOfInstance', 'PXDSpacePointCreator')
    spCreatorPXD.param('SpacePoints', 'PXDSpacePoints')
    path.add_module(spCreatorPXD)
 
spCreatorSVD = register_module('SVDSpacePointCreator')
spCreatorSVD.param('OnlySingleClusterSpacePoints', False)
spCreatorSVD.param('NameOfInstance', 'SVDSpacePointCreator')
spCreatorSVD.param('SpacePoints', 'SVDSpacePoints')
path.add_module(spCreatorSVD)
 
 
# Converts GenFit track candidates and checks them, with respect to the SecMap settings
# Produces SpacePoint TrackCand which is used in VXDTFTrainingDataCollector.
setup_RTCtoSPTCConverters(path=path,
                          SVDSPscollection='SVDSpacePoints',
                          PXDSPscollection='PXDSpacePoints',
                          RTCinput='MCRecoTracks',
                          sptcOutput='checkedSPTCs',
                          usePXD=usePXD,
                          logLevel=LogLevel.ERROR,
                          useNoKick=use_noKick,
                          useOnlyFittedTracks=True)  # train on fitted tracks only
 
 
# SecMap BootStrap
# Module to fetch SecMap Config and store or load SecMap Training.
# Config is defined in /tracking/modules/vxdtfRedesing/src/SectorMapBootstrapModule.cc
# and must be available for the training of the SecMap
# Double False only fetches config.
secMapBootStrap = register_module('SectorMapBootstrap')
secMapBootStrap.param('ReadSectorMap', False)
secMapBootStrap.param('WriteSectorMap', False)
path.add_module(secMapBootStrap)
 
 
# Module for generation of train sample for SecMap Training
nameTag = 'Belle2'
if os.environ.get('USE_BEAST2_GEOMETRY'):
    nameTag = 'Beast2'
 
if usePXD:
    nameTag += '_VXD'
else:
    nameTag += '_SVDOnly'
 
#
SecMapTrainerBase = register_module('VXDTFTrainingDataCollector')
SecMapTrainerBase.param('NameTag', nameTag)
SecMapTrainerBase.param('SpacePointTrackCandsName', 'checkedSPTCs')
# SecMapTrainerBase.logging.log_level = LogLevel.DEBUG
path.add_module(SecMapTrainerBase)
 
# this can take quite long so it is good to know if it is still running
path.add_module('Progress')
 
path.add_module("PrintCollections", printForEvent=1)
 
process(path)
 
# to show the settings of all modules (only those differing from default)
print_path(path)
 
print(statistics)