Mercurial Hosting > traffic-intelligence
diff scripts/merge-features.py @ 830:2a5856961933
first working version of feature merging (works with feature grouping)
author | Nicolas Saunier <nicolas.saunier@polymtl.ca> |
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date | Wed, 29 Jun 2016 17:56:19 -0400 |
parents | 0ddcc41663f5 |
children | 7058a40a4bbc |
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--- a/scripts/merge-features.py Wed Jun 29 13:50:21 2016 -0400 +++ b/scripts/merge-features.py Wed Jun 29 17:56:19 2016 -0400 @@ -1,15 +1,16 @@ #! /usr/bin/env python -import sys, argparse, os.path -import cvutils, utils, moving -from metadata import createDatabase, Site, VideoSequence +import sys, argparse, os.path, sqlite3 +import cvutils, utils, moving, storage +from metadata import createDatabase, Site, VideoSequence, CameraView from datetime import datetime, timedelta parser = argparse.ArgumentParser(description='The program merges feature trajectories recorded from the same site synchronously between start and end time.') parser.add_argument('-i', dest = 'metadataFilename', help = 'name of the metadata file', required = True) parser.add_argument('-n', dest = 'siteId', help = 'site id or site name', required = True) -parser.add_argument('--t1', dest = 'startTime', help = 'time to start merging features (format %Y-%m-%d %H:%M:%S, eg 2011-06-22 10:00:39)') # if not provided, take common time interval -parser.add_argument('--t2', dest = 'endTime', help = 'time to stop merging features (format %Y-%m-%d %H:%M:%S, eg 2011-06-22 10:00:39)') +parser.add_argument('--start', dest = 'startTime', help = 'time to start merging features (format %Y-%m-%d %H:%M:%S, eg 2011-06-22 10:00:39)') # if not provided, take common time interval +parser.add_argument('--end', dest = 'endTime', help = 'time to stop merging features (format %Y-%m-%d %H:%M:%S, eg 2011-06-22 10:00:39)') +parser.add_argument('-o', dest = 'outputDBFilename', help = 'name of the output SQLite file', required = True) args = parser.parse_args() @@ -25,30 +26,84 @@ startTime = datetime.strptime(args.startTime, utils.datetimeFormat) endTime = datetime.strptime(args.endTime, utils.datetimeFormat) processInterval = moving.TimeInterval(startTime, endTime) -videoSequences = session.query(VideoSequence).filter(VideoSequence.site == site).order_by(VideoSequence.startTime.asc()).all() #.order_by(VideoSequence.cameraViewIdx) .filter(VideoSequence.startTime <= startTime) +cameraViews = session.query(CameraView).filter(CameraView.site == site) +videoSequences = session.query(VideoSequence).order_by(VideoSequence.startTime.asc()).all() #.order_by(VideoSequence.cameraViewIdx) .filter(VideoSequence.startTime <= startTime) +videoSequences = [vs for vs in videoSequences if vs.cameraView in cameraViews] #timeIntervals = [v.intersection(startTime, endTime) for v in videoSequences] - -cameraViews = set([v.cameraView for v in videoSequences]) +#cameraViews = set([v.cameraView for v in videoSequences]) videoSequences = {cv: [v for v in videoSequences if v.cameraView == cv] for cv in cameraViews} timeIntervals = {} for cv in videoSequences: timeIntervals[cv] = moving.TimeInterval.unionIntervals([v.getTimeInterval() for v in videoSequences[cv]]) +# intersection of the time interval (union) for each camera view commonTimeInterval = timeIntervals.values()[0] for inter in timeIntervals.values()[1:]: commonTimeInterval = moving.TimeInterval.intersection(commonTimeInterval, inter) commonTimeInterval = moving.TimeInterval.intersection(commonTimeInterval, processInterval) +if commonTimeInterval.empty(): + print('Empty time interval. Exiting') + sys.exit() + if len(set([cv.cameraType.frameRate for cv in cameraViews])) > 1: print('Different framerates of the cameras ({}) are not handled yet. Exiting'.format([cv.cameraType.frameRate for cv in cameraViews])) +else: + frameRate = cv.cameraType.frameRate -for cv, v in videoSequences.iteritems(): - +try: + outConnection = sqlite3.connect(args.outputDBFilename) + outCursor = outConnection.cursor() + storage.createTrajectoryTable(outCursor, 'positions') + storage.createTrajectoryTable(outCursor, 'velocities') + storage.createFeatureCorrespondenceTable(outCursor) + outConnection.commit() +except sqlite3.OperationalError as error: + storage.printDBError(error) + sys.exit() + +dirname = os.path.split(args.metadataFilename)[0] +if len(dirname) == 0: + dirname = '.' -# for all camera view, for all video, select from positions and velocities where frame_number is in the right range and insert in new database +newTrajectoryId = -1 +# first frame num is commonTimeInterval +for cv, vs in videoSequences.iteritems(): + #return cursor.fetchone()[0] == 1 + for videoSequence in vs: + print videoSequence.name + try: + vsConnection = sqlite3.connect(dirname+os.path.sep+videoSequence.getDatabaseFilename()) + vsCursor = vsConnection.cursor() + if commonTimeInterval.first < videoSequence.startTime: + firstFrameNum = -(videoSequence.startTime-commonTimeInterval.first).seconds*frameRate + else: + firstFrameNum = (commonTimeInterval.first-videoSequence.startTime).seconds*frameRate + lastFrameNum = (commonTimeInterval.last-videoSequence.startTime).seconds*frameRate + # positions table + vsCursor.execute('SELECT * FROM positions WHERE frame_number BETWEEN {} AND {} ORDER BY trajectory_id'.format(firstFrameNum, lastFrameNum)) + featureIdCorrespondences = {} + currentTrajectoryId = -1 + for row in vsCursor: + if row[0] != currentTrajectoryId: + currentTrajectoryId = row[0] + newTrajectoryId += 1 + featureIdCorrespondences[currentTrajectoryId] = newTrajectoryId + outCursor.execute(storage.insertTrajectoryQuery('positions'), (newTrajectoryId, row[1]-firstFrameNum, row[2], row[3])) + # velocities table + vsCursor.execute('SELECT * FROM velocities WHERE frame_number BETWEEN {} AND {} ORDER BY trajectory_id'.format(firstFrameNum, lastFrameNum)) + for row in vsCursor: + outCursor.execute(storage.insertTrajectoryQuery('velocities'), (featureIdCorrespondences[row[0]], row[1]-firstFrameNum, row[2], row[3])) + # saving the id correspondences + for oldId, newId in featureIdCorrespondences.iteritems(): + outCursor.execute("INSERT INTO feature_correspondences (trajectory_id, source_dbname, db_trajectory_id) VALUES ({},\"{}\",{})".format(newId, videoSequence.name, oldId)) + outConnection.commit() + except sqlite3.OperationalError as error: + storage.printDBError(error) -# should we save the information of the new "sequence" in the metadata? -#session.add(VideoSequence('merged', , timedelta(seconds = 31616./30.), laurierSite, laurierCameraViewSpot0)) - -#session.commit() +# TODO save the information of the new "sequence" in the metadata +mergedCameraView = CameraView('merged', None, site, cv.cameraType, None, None) +session.commit() +session.add(VideoSequence('merged', commonTimeInterval.first, commonTimeInterval.last-commonTimeInterval.first, mergedCameraView)) +session.commit()