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annotate trafficintelligence/storage.py @ 1075:67144f26609e

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Updates crop
author Wendlasida
date Wed, 11 Jul 2018 15:01:37 -0400
parents d13f9bfbf3ff
children 3939ae415be0
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rev   line source
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aed8eb63cdde initial commit with non-functional python code for NGSIM
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1 #! /usr/bin/env python
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2 # -*- coding: utf-8 -*-
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3 '''Various utilities to save and load data'''
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4
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5 from pathlib import Path
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6 import shutil
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7 from copy import copy
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8 import sqlite3, logging
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9
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10 from numpy import log, min as npmin, max as npmax, round as npround, array, sum as npsum, loadtxt, floor as npfloor, ceil as npceil, linalg, int32, int64
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11 from pandas import read_csv, merge
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12
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13 from trafficintelligence import utils, moving, events, indicators
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14 from trafficintelligence.base import VideoFilenameAddable
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15
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16
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17 ngsimUserTypes = {'twowheels':1,
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18 'car':2,
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19 'truck':3}
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20
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21 tableNames = {'feature':'positions',
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22 'object': 'objects',
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23 'objectfeatures': 'positions'}
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24
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25 sqlite3.register_adapter(int64, lambda val: int(val))
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26 sqlite3.register_adapter(int32, lambda val: int(val))
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27
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28 #########################
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29 # Sqlite
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30 #########################
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31
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32 # utils
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33 def printDBError(error):
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34 print('DB Error: {}'.format(error))
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35
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36 def dropTables(connection, tableNames):
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37 'deletes the table with names in tableNames'
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38 try:
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39 cursor = connection.cursor()
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40 for tableName in tableNames:
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41 cursor.execute('DROP TABLE IF EXISTS '+tableName)
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42 except sqlite3.OperationalError as error:
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43 printDBError(error)
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44
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45 def deleteFromSqlite(filename, dataType):
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46 'Deletes (drops) some tables in the filename depending on type of data'
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47 if Path(filename).is_file():
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48 with sqlite3.connect(filename) as connection:
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49 if dataType == 'object':
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50 dropTables(connection, ['objects', 'objects_features'])
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51 elif dataType == 'interaction':
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52 dropTables(connection, ['interactions', 'indicators'])
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53 elif dataType == 'bb':
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54 dropTables(connection, ['bounding_boxes'])
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55 elif dataType == 'pois':
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56 dropTables(connection, ['gaussians2d', 'objects_pois'])
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57 elif dataType == 'prototype':
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58 dropTables(connection, ['prototypes', 'objects_prototypes', 'features_prototypes'])
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59 else:
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60 print('Unknown data type {} to delete from database'.format(dataType))
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61 else:
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62 print('{} does not exist'.format(filename))
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63
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64 def tableExists(connection, tableName):
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65 'indicates if the table exists in the database'
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66 try:
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67 cursor = connection.cursor()
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68 cursor.execute('SELECT COUNT(*) FROM SQLITE_MASTER WHERE type = \'table\' AND name = \''+tableName+'\'')
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69 return cursor.fetchone()[0] == 1
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70 except sqlite3.OperationalError as error:
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71 printDBError(error)
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72
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73 def createTrajectoryTable(cursor, tableName):
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74 if tableName.endswith('positions') or tableName.endswith('velocities'):
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75 cursor.execute("CREATE TABLE IF NOT EXISTS "+tableName+" (trajectory_id INTEGER, frame_number INTEGER, x_coordinate REAL, y_coordinate REAL, PRIMARY KEY(trajectory_id, frame_number))")
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76 else:
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77 print('Unallowed name {} for trajectory table'.format(tableName))
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78
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79 def createObjectsTable(cursor):
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80 cursor.execute("CREATE TABLE IF NOT EXISTS objects (object_id INTEGER, road_user_type INTEGER, n_objects INTEGER, PRIMARY KEY(object_id))")
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81
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82 def createAssignmentTable(cursor, objectType1, objectType2, objectIdColumnName1, objectIdColumnName2):
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83 cursor.execute("CREATE TABLE IF NOT EXISTS "+objectType1+"s_"+objectType2+"s ("+objectIdColumnName1+" INTEGER, "+objectIdColumnName2+" INTEGER, PRIMARY KEY("+objectIdColumnName1+","+objectIdColumnName2+"))")
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84
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85 def createObjectsFeaturesTable(cursor):
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86 cursor.execute("CREATE TABLE IF NOT EXISTS objects_features (object_id INTEGER, trajectory_id INTEGER, PRIMARY KEY(object_id, trajectory_id))")
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87
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88
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89 def createCurvilinearTrajectoryTable(cursor):
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90 cursor.execute("CREATE TABLE IF NOT EXISTS curvilinear_positions (trajectory_id INTEGER, frame_number INTEGER, s_coordinate REAL, y_coordinate REAL, lane TEXT, PRIMARY KEY(trajectory_id, frame_number))")
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91
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92 def createFeatureCorrespondenceTable(cursor):
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93 cursor.execute('CREATE TABLE IF NOT EXISTS feature_correspondences (trajectory_id INTEGER, source_dbname VARCHAR, db_trajectory_id INTEGER, PRIMARY KEY(trajectory_id))')
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94
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95 def createInteractionTable(cursor):
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96 cursor.execute('CREATE TABLE IF NOT EXISTS interactions (id INTEGER PRIMARY KEY, object_id1 INTEGER, object_id2 INTEGER, first_frame_number INTEGER, last_frame_number INTEGER, FOREIGN KEY(object_id1) REFERENCES objects(id), FOREIGN KEY(object_id2) REFERENCES objects(id))')
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97
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98 def createIndicatorTable(cursor):
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99 cursor.execute('CREATE TABLE IF NOT EXISTS indicators (interaction_id INTEGER, indicator_type INTEGER, frame_number INTEGER, value REAL, FOREIGN KEY(interaction_id) REFERENCES interactions(id), PRIMARY KEY(interaction_id, indicator_type, frame_number))')
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100
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101 def insertTrajectoryQuery(tableName):
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102 return "INSERT INTO "+tableName+" VALUES (?,?,?,?)"
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103
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104 def insertObjectQuery():
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105 return "INSERT INTO objects VALUES (?,?,?)"
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106
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107 def insertObjectFeatureQuery():
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108 return "INSERT INTO objects_features VALUES (?,?)"
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109
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110 def createIndex(connection, tableName, columnName, unique = False):
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111 '''Creates an index for the column in the table
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112 I will make querying with a condition on this column faster'''
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113 try:
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114 cursor = connection.cursor()
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115 s = "CREATE "
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116 if unique:
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117 s += "UNIQUE "
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118 cursor.execute(s+"INDEX IF NOT EXISTS "+tableName+"_"+columnName+"_index ON "+tableName+"("+columnName+")")
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119 connection.commit()
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120 #connection.close()
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121 except sqlite3.OperationalError as error:
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122 printDBError(error)
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123
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124 def getNumberRowsTable(connection, tableName, columnName = None):
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125 '''Returns the number of rows for the table
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126 If columnName is not None, means we want the number of distinct values for that column
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127 (otherwise, we can just count(*))'''
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128 try:
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
129 cursor = connection.cursor()
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
130 if columnName is None:
d6c69d3d09e5 developing python performance tests for SQLite
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parents: 712
diff changeset
131 cursor.execute("SELECT COUNT(*) from "+tableName)
711
523eda2fafd4 added function to create index
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parents: 704
diff changeset
132 else:
714
d6c69d3d09e5 developing python performance tests for SQLite
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diff changeset
133 cursor.execute("SELECT COUNT(DISTINCT "+columnName+") from "+tableName)
d6c69d3d09e5 developing python performance tests for SQLite
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parents: 712
diff changeset
134 return cursor.fetchone()[0]
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
135 except sqlite3.OperationalError as error:
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
136 printDBError(error)
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
137
d6c69d3d09e5 developing python performance tests for SQLite
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parents: 712
diff changeset
138 def getMinMax(connection, tableName, columnName, minmax):
d6c69d3d09e5 developing python performance tests for SQLite
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parents: 712
diff changeset
139 '''Returns max/min or both for given column in table
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
140 minmax must be string max, min or minmax'''
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
141 try:
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
142 cursor = connection.cursor()
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
143 if minmax == 'min' or minmax == 'max':
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
144 cursor.execute("SELECT "+minmax+"("+columnName+") from "+tableName)
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
145 elif minmax == 'minmax':
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
146 cursor.execute("SELECT MIN("+columnName+"), MAX("+columnName+") from "+tableName)
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
147 else:
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
148 print("Argument minmax unknown: {}".format(minmax))
d6c69d3d09e5 developing python performance tests for SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 712
diff changeset
149 return cursor.fetchone()[0]
711
523eda2fafd4 added function to create index
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 704
diff changeset
150 except sqlite3.OperationalError as error:
523eda2fafd4 added function to create index
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 704
diff changeset
151 printDBError(error)
523eda2fafd4 added function to create index
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 704
diff changeset
152
693
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
153 def getObjectCriteria(objectNumbers):
585
aab2242ea88c minor modification of objectNumbers to None
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 584
diff changeset
154 if objectNumbers is None:
aab2242ea88c minor modification of objectNumbers to None
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 584
diff changeset
155 query = ''
aab2242ea88c minor modification of objectNumbers to None
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 584
diff changeset
156 elif type(objectNumbers) == int:
852
45a53542e046 updated unnecessary complicated query
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 850
diff changeset
157 query = '<= {0}'.format(objectNumbers-1)
263
c71540470057 reorganized loading trajectories and objects, added loading feature numbers for objects (the set of features grouped as one moving object
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 259
diff changeset
158 elif type(objectNumbers) == list:
693
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
159 query = 'in ('+', '.join([str(n) for n in objectNumbers])+')'
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
160 else:
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
161 print('objectNumbers {} are not a known type ({})'.format(objectNumbers, type(objectNumbers)))
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
162 query = ''
263
c71540470057 reorganized loading trajectories and objects, added loading feature numbers for objects (the set of features grouped as one moving object
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 259
diff changeset
163 return query
c71540470057 reorganized loading trajectories and objects, added loading feature numbers for objects (the set of features grouped as one moving object
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 259
diff changeset
164
834
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
165 def loadTrajectoriesFromTable(connection, tableName, trajectoryType, objectNumbers = None, timeStep = None):
239
93c26e45efd8 modified functions to read velocities from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 235
diff changeset
166 '''Loads trajectories (in the general sense) from the given table
93c26e45efd8 modified functions to read velocities from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 235
diff changeset
167 can be positions or velocities
93c26e45efd8 modified functions to read velocities from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 235
diff changeset
168
93c26e45efd8 modified functions to read velocities from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 235
diff changeset
169 returns a moving object'''
143
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
170 cursor = connection.cursor()
204
966c2cd2bd9f added code to load object trajectories (average of features)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 203
diff changeset
171
215
5e2983b05d4e created first doctest tests for storage
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 212
diff changeset
172 try:
693
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
173 objectCriteria = getObjectCriteria(objectNumbers)
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
174 queryStatement = None
215
5e2983b05d4e created first doctest tests for storage
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 212
diff changeset
175 if trajectoryType == 'feature':
693
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
176 queryStatement = 'SELECT * from '+tableName
834
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
177 if objectNumbers is not None and timeStep is not None:
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
178 queryStatement += ' WHERE trajectory_id '+objectCriteria+' AND frame_number%{} = 0'.format(timeStep)
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
179 elif objectNumbers is not None:
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
180 queryStatement += ' WHERE trajectory_id '+objectCriteria
834
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
181 elif timeStep is not None:
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
182 queryStatement += ' WHERE frame_number%{} = 0'.format(timeStep)
693
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
183 queryStatement += ' ORDER BY trajectory_id, frame_number'
215
5e2983b05d4e created first doctest tests for storage
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 212
diff changeset
184 elif trajectoryType == 'object':
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
185 queryStatement = 'SELECT OF.object_id, P.frame_number, avg(P.x_coordinate), avg(P.y_coordinate) from '+tableName+' P, objects_features OF WHERE P.trajectory_id = OF.trajectory_id'
693
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
186 if objectNumbers is not None:
834
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
187 queryStatement += ' AND OF.object_id '+objectCriteria
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
188 if timeStep is not None:
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
189 queryStatement += ' AND P.frame_number%{} = 0'.format(timeStep)
712
21aeadcfbabb added script to test SQLite performance and impact of indices
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 711
diff changeset
190 queryStatement += ' GROUP BY OF.object_id, P.frame_number ORDER BY OF.object_id, P.frame_number'
588
c5406edbcf12 added loading ground truth annotations (ground truth) from polytrack format
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 587
diff changeset
191 elif trajectoryType in ['bbtop', 'bbbottom']:
587
cf578ba866da added code to load bounding box corners as trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 586
diff changeset
192 if trajectoryType == 'bbtop':
cf578ba866da added code to load bounding box corners as trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 586
diff changeset
193 corner = 'top_left'
cf578ba866da added code to load bounding box corners as trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 586
diff changeset
194 elif trajectoryType == 'bbbottom':
cf578ba866da added code to load bounding box corners as trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 586
diff changeset
195 corner = 'bottom_right'
693
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
196 queryStatement = 'SELECT object_id, frame_number, x_'+corner+', y_'+corner+' FROM '+tableName
834
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
197 if objectNumbers is not None and timeStep is not None:
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
198 queryStatement += ' WHERE object_id '+objectCriteria+' AND frame_number%{} = 0'.format(timeStep)
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
199 elif objectNumbers is not None:
712
21aeadcfbabb added script to test SQLite performance and impact of indices
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 711
diff changeset
200 queryStatement += ' WHERE object_id '+objectCriteria
834
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
201 elif timeStep is not None:
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
202 queryStatement += ' WHERE frame_number%{} = 0'.format(timeStep)
693
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
203 queryStatement += ' ORDER BY object_id, frame_number'
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
204 else:
777
ef6dd60be2e1 added function to save feature trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 773
diff changeset
205 print('Unknown trajectory type {}'.format(trajectoryType))
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
206 if queryStatement is not None:
417
a2ff03a52b73 added basic logging capability for debugging
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 394
diff changeset
207 cursor.execute(queryStatement)
a2ff03a52b73 added basic logging capability for debugging
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 394
diff changeset
208 logging.debug(queryStatement)
342
4d69486869a5 work on loading indicators
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 341
diff changeset
209 except sqlite3.OperationalError as error:
491
343cfd185ca6 minor changes and reaarrangements
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 482
diff changeset
210 printDBError(error)
215
5e2983b05d4e created first doctest tests for storage
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 212
diff changeset
211 return []
239
93c26e45efd8 modified functions to read velocities from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 235
diff changeset
212
143
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
213 objId = -1
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
214 obj = None
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
215 objects = []
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
216 for row in cursor:
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
217 if row[0] != objId:
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
218 objId = row[0]
834
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
219 if obj is not None and (obj.length() == obj.positions.length() or (timeStep is not None and npceil(obj.length()/timeStep) == obj.positions.length())):
143
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
220 objects.append(obj)
636
3058e00887bc removed all issues because of tests with None, using is instead of == or !=
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 628
diff changeset
221 elif obj is not None:
588
c5406edbcf12 added loading ground truth annotations (ground truth) from polytrack format
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 587
diff changeset
222 print('Object {} is missing {} positions'.format(obj.getNum(), int(obj.length())-obj.positions.length()))
143
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
223 obj = moving.MovingObject(row[0], timeInterval = moving.TimeInterval(row[1], row[1]), positions = moving.Trajectory([[row[2]],[row[3]]]))
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
224 else:
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
225 obj.timeInterval.last = row[1]
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
226 obj.positions.addPositionXY(row[2],row[3])
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
227
834
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
228 if obj is not None and (obj.length() == obj.positions.length() or (timeStep is not None and npceil(obj.length()/timeStep) == obj.positions.length())):
143
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
229 objects.append(obj)
636
3058e00887bc removed all issues because of tests with None, using is instead of == or !=
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 628
diff changeset
230 elif obj is not None:
588
c5406edbcf12 added loading ground truth annotations (ground truth) from polytrack format
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 587
diff changeset
231 print('Object {} is missing {} positions'.format(obj.getNum(), int(obj.length())-obj.positions.length()))
143
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
232
239
93c26e45efd8 modified functions to read velocities from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 235
diff changeset
233 return objects
93c26e45efd8 modified functions to read velocities from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 235
diff changeset
234
1041
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
235 def loadObjectAttributesFromTable(cursor, objectNumbers, loadNObjects = False):
693
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
236 objectCriteria = getObjectCriteria(objectNumbers)
1041
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
237 queryStatement = 'SELECT object_id, road_user_type'
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
238 if loadNObjects:
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
239 queryStatement += ', n_objects'
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
240 queryStatement += ' FROM objects'
693
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
241 if objectNumbers is not None:
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
242 queryStatement += ' WHERE object_id '+objectCriteria
693
5ee22bf7e4d5 corrected bug when loading indicator time intervals and updated how queries are created for better legibility
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 690
diff changeset
243 cursor.execute(queryStatement)
1041
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
244 attributes = {}
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
245 if loadNObjects:
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
246 for row in cursor:
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
247 attributes[row[0]] = row[1:]
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
248 else:
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
249 for row in cursor:
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
250 attributes[row[0]] = row[1]
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
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parents: 1040
diff changeset
251 return attributes
588
c5406edbcf12 added loading ground truth annotations (ground truth) from polytrack format
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 587
diff changeset
252
1044
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253 def loadTrajectoriesFromSqlite(filename, trajectoryType, objectNumbers = None, withFeatures = False, timeStep = None, nLongestFeaturesPerObject = None):
777
ef6dd60be2e1 added function to save feature trajectories
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254 '''Loads the trajectories (in the general sense,
1044
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diff changeset
255 either features, objects (feature groups), longest features per object, or bounding box series)
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256 types are only feature or object
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diff changeset
257 if object, features can be loaded with withFeatures or nLongestObjectFeatures used to select the n longest features
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20799ac9524e integrating code of learn-motion-patterns in storage.py
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parents: 1039
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258
777
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259 The number loaded is either the first objectNumbers objects,
ef6dd60be2e1 added function to save feature trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 773
diff changeset
260 or the indices in objectNumbers from the database'''
938
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261 objects = []
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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262 with sqlite3.connect(filename) as connection:
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parents: 1041
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263 objects = loadTrajectoriesFromTable(connection, 'positions', trajectoryType, objectNumbers, timeStep)
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264 objectVelocities = loadTrajectoriesFromTable(connection, 'velocities', trajectoryType, objectNumbers, timeStep)
239
93c26e45efd8 modified functions to read velocities from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 235
diff changeset
265
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266 if len(objectVelocities) > 0:
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267 for o,v in zip(objects, objectVelocities):
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268 if o.getNum() == v.getNum():
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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269 o.velocities = v.positions
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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diff changeset
270 o.velocities.duplicateLastPosition() # avoid having velocity shorter by one position than positions
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
271 else:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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272 print('Could not match positions {0} with velocities {1}'.format(o.getNum(), v.getNum()))
263
c71540470057 reorganized loading trajectories and objects, added loading feature numbers for objects (the set of features grouped as one moving object
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 259
diff changeset
273
938
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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diff changeset
274 if trajectoryType == 'object':
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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275 cursor = connection.cursor()
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276 try:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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277 # attribute feature numbers to objects
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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278 queryStatement = 'SELECT trajectory_id, object_id FROM objects_features'
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diff changeset
279 if objectNumbers is not None:
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diff changeset
280 queryStatement += ' WHERE object_id '+getObjectCriteria(objectNumbers)
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281 queryStatement += ' ORDER BY object_id' # order is important to group all features per object
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282 logging.debug(queryStatement)
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283 cursor.execute(queryStatement)
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284
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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diff changeset
285 featureNumbers = {}
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diff changeset
286 for row in cursor:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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diff changeset
287 objId = row[1]
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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diff changeset
288 if objId not in featureNumbers:
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289 featureNumbers[objId] = [row[0]]
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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290 else:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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diff changeset
291 featureNumbers[objId].append(row[0])
329
a70c205ebdd9 added sqlite code, in particular to load and save road user type
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 327
diff changeset
292
938
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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293 for obj in objects:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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diff changeset
294 obj.featureNumbers = featureNumbers[obj.getNum()]
685
94b291a5f933 several updates for display
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 680
diff changeset
295
938
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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diff changeset
296 # load userType
1041
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
297 attributes = loadObjectAttributesFromTable(cursor, objectNumbers, True)
685
94b291a5f933 several updates for display
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 680
diff changeset
298 for obj in objects:
1041
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
299 userType, nObjects = attributes[obj.getNum()]
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
300 obj.setUserType(userType)
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
301 obj.setNObjects(nObjects)
263
c71540470057 reorganized loading trajectories and objects, added loading feature numbers for objects (the set of features grouped as one moving object
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 259
diff changeset
302
1044
75a6ad604cc5 work on motion patterns
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1041
diff changeset
303 # add features
938
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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diff changeset
304 if withFeatures:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
305 for obj in objects:
1044
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parents: 1041
diff changeset
306 obj.features = loadTrajectoriesFromSqlite(filename, 'feature', obj.featureNumbers, timeStep = timeStep)
75a6ad604cc5 work on motion patterns
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parents: 1041
diff changeset
307 elif nLongestFeaturesPerObject is not None:
938
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diff changeset
308 for obj in objects:
1044
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parents: 1041
diff changeset
309 queryStatement = 'SELECT trajectory_id, max(frame_number)-min(frame_number) AS length FROM positions WHERE trajectory_id '+getObjectCriteria(obj.featureNumbers)+' GROUP BY trajectory_id ORDER BY length DESC'
75a6ad604cc5 work on motion patterns
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1041
diff changeset
310 logging.debug(queryStatement)
75a6ad604cc5 work on motion patterns
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1041
diff changeset
311 cursor.execute(queryStatement)
75a6ad604cc5 work on motion patterns
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1041
diff changeset
312 obj.features = loadTrajectoriesFromSqlite(filename, 'feature', [row[0] for i,row in enumerate(cursor) if i<nLongestFeaturesPerObject], timeStep = timeStep)
938
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
313
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
314 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
315 printDBError(error)
143
436b87d4b992 wrote the code to load positions from sqlite database
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 78
diff changeset
316 return objects
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
317
910
b58a1061a717 loading is faster for longest object features
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 909
diff changeset
318 def loadObjectFeatureFrameNumbers(filename, objectNumbers = None):
b58a1061a717 loading is faster for longest object features
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 909
diff changeset
319 'Loads the feature frame numbers for each object'
938
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
320 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
321 cursor = connection.cursor()
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
322 try:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
323 queryStatement = 'SELECT OF.object_id, TL.trajectory_id, TL.length FROM (SELECT trajectory_id, max(frame_number)-min(frame_number) AS length FROM positions GROUP BY trajectory_id) TL, objects_features OF WHERE TL.trajectory_id = OF.trajectory_id'
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
324 if objectNumbers is not None:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
325 queryStatement += ' AND object_id '+getObjectCriteria(objectNumbers)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
326 queryStatement += ' ORDER BY OF.object_id, TL.length DESC'
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
327 logging.debug(queryStatement)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
328 cursor.execute(queryStatement)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
329 objectFeatureNumbers = {}
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
330 for row in cursor:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
331 objId = row[0]
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
332 if objId in objectFeatureNumbers:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
333 objectFeatureNumbers[objId].append(row[1])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
334 else:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
335 objectFeatureNumbers[objId] = [row[1]]
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
336 return objectFeatureNumbers
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
337 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
338 printDBError(error)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
339 return None
910
b58a1061a717 loading is faster for longest object features
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 909
diff changeset
340
780
1b22d81ef5ff cleaned and checked storage with functions for curvilinear trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 778
diff changeset
341 def addCurvilinearTrajectoriesFromSqlite(filename, objects):
1b22d81ef5ff cleaned and checked storage with functions for curvilinear trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 778
diff changeset
342 '''Adds curvilinear positions (s_coordinate, y_coordinate, lane)
1b22d81ef5ff cleaned and checked storage with functions for curvilinear trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 778
diff changeset
343 from a database to an existing MovingObject dict (indexed by each objects's num)'''
938
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
344 with sqlite3.connect(filename) as connection:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
345 cursor = connection.cursor()
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
346
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
347 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
348 cursor.execute('SELECT * from curvilinear_positions order by trajectory_id, frame_number')
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
349 except sqlite3.OperationalError as error:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
350 printDBError(error)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
351 return []
778
bd684e57c431 integrated code from Laurent Gauthier
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 777
diff changeset
352
938
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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diff changeset
353 missingObjectNumbers = []
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
354 objNum = None
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
355 for row in cursor:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
356 if objNum != row[0]:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
357 objNum = row[0]
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
358 if objNum in objects:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
359 objects[objNum].curvilinearPositions = moving.CurvilinearTrajectory()
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
360 else:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
361 missingObjectNumbers.append(objNum)
784
30bd0f2223b7 tweaking curvilinear trajectory loading
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 783
diff changeset
362 if objNum in objects:
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
363 objects[objNum].curvilinearPositions.addPositionSYL(row[2],row[3],row[4])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
364 if len(missingObjectNumbers) > 0:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
365 print('List of missing objects to attach corresponding curvilinear trajectories: {}'.format(missingObjectNumbers))
778
bd684e57c431 integrated code from Laurent Gauthier
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 777
diff changeset
366
1039
5621e4ad2428 removing prefix option to loadtrajectories from SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1037
diff changeset
367 def saveTrajectoriesToTable(connection, objects, trajectoryType):
918
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
368 'Saves trajectories in table tableName'
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
369 cursor = connection.cursor()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
370 # Parse feature and/or object structure and commit to DB
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
371 if(trajectoryType == 'feature' or trajectoryType == 'object'):
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
372 # Extract features from objects
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
373 if trajectoryType == 'object':
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
374 features = []
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
375 for obj in objects:
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
376 if obj.hasFeatures():
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
377 features += obj.getFeatures()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
378 if len(features) == 0:
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
379 print('Warning, objects have no features') # todo save centroid trajectories?
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
380 elif trajectoryType == 'feature':
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
381 features = objects
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
382 # Setup feature queries
1039
5621e4ad2428 removing prefix option to loadtrajectories from SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1037
diff changeset
383 createTrajectoryTable(cursor, "positions")
5621e4ad2428 removing prefix option to loadtrajectories from SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1037
diff changeset
384 createTrajectoryTable(cursor, "velocities")
5621e4ad2428 removing prefix option to loadtrajectories from SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1037
diff changeset
385 positionQuery = insertTrajectoryQuery("positions")
5621e4ad2428 removing prefix option to loadtrajectories from SQLite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1037
diff changeset
386 velocityQuery = insertTrajectoryQuery("velocities")
918
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
387 # Setup object queries
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
388 if trajectoryType == 'object':
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
389 createObjectsTable(cursor)
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
390 createObjectsFeaturesTable(cursor)
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
391 objectQuery = insertObjectQuery()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
392 objectFeatureQuery = insertObjectFeatureQuery()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
393 for feature in features:
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
394 num = feature.getNum()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
395 frameNum = feature.getFirstInstant()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
396 for p in feature.getPositions():
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
397 cursor.execute(positionQuery, (num, frameNum, p.x, p.y))
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
398 frameNum += 1
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
399 velocities = feature.getVelocities()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
400 if velocities is not None:
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
401 frameNum = feature.getFirstInstant()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
402 for v in velocities[:-1]:
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
403 cursor.execute(velocityQuery, (num, frameNum, v.x, v.y))
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
404 frameNum += 1
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
405 if trajectoryType == 'object':
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
406 for obj in objects:
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
407 if obj.hasFeatures():
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
408 for feature in obj.getFeatures():
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
409 featureNum = feature.getNum()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
410 cursor.execute(objectFeatureQuery, (obj.getNum(), featureNum))
1052
1748c02f9ac3 Modifying storage.py [configloaders]
Wendlasida
parents: 1041
diff changeset
411 cursor.execute(objectQuery, (obj.getNum(), obj.getUserType(), obj.nObjects if hasattr(obj, 'nObjects') and obj.nObjects is not None else 1))
918
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
412 # Parse curvilinear position structure
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
413 elif(trajectoryType == 'curvilinear'):
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
414 createCurvilinearTrajectoryTable(cursor)
927
c030f735c594 added assignment of trajectories to prototypes and cleanup of insert queries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 922
diff changeset
415 curvilinearQuery = "INSERT INTO curvilinear_positions VALUES (?,?,?,?,?)"
918
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
416 for obj in objects:
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
417 num = obj.getNum()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
418 frameNum = obj.getFirstInstant()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
419 for p in obj.getCurvilinearPositions():
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
420 cursor.execute(curvilinearQuery, (num, frameNum, p[0], p[1], p[2]))
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
421 frameNum += 1
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
422 else:
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
423 print('Unknown trajectory type {}'.format(trajectoryType))
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
424 connection.commit()
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
425
3a06007a4bb7 modularized save trajectories, added slice to Trajectory, etc
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 917
diff changeset
426 def saveTrajectoriesToSqlite(outputFilename, objects, trajectoryType):
829
0ddcc41663f5 renaming
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 813
diff changeset
427 '''Writes features, ie the trajectory positions (and velocities if exist)
778
bd684e57c431 integrated code from Laurent Gauthier
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 777
diff changeset
428 with their instants to a specified sqlite file
780
1b22d81ef5ff cleaned and checked storage with functions for curvilinear trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 778
diff changeset
429 Either feature positions (and velocities if they exist)
879
f9ea5083588e Initial commit of object DB storage update
pstaub
parents: 872
diff changeset
430 or curvilinear positions will be saved at a time'''
778
bd684e57c431 integrated code from Laurent Gauthier
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 777
diff changeset
431
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
432 with sqlite3.connect(outputFilename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
433 try:
1040
20799ac9524e integrating code of learn-motion-patterns in storage.py
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1039
diff changeset
434 saveTrajectoriesToTable(connection, objects, trajectoryType)
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
435 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
436 printDBError(error)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
437
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
438 def setRoadUserTypes(filename, objects):
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
439 '''Saves the user types of the objects in the sqlite database stored in filename
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
440 The objects should exist in the objects table'''
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
441 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
442 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
443 for obj in objects:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
444 cursor.execute('update objects set road_user_type = {} WHERE object_id = {}'.format(obj.getUserType(), obj.getNum()))
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
445 connection.commit()
778
bd684e57c431 integrated code from Laurent Gauthier
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 777
diff changeset
446
834
119c4efe6398 added option to load subsampled trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 831
diff changeset
447 def loadBBMovingObjectsFromSqlite(filename, objectType = 'bb', objectNumbers = None, timeStep = None):
768
f8e0a8ea8402 updated the bounding box code (the name so that it is general for ground truth and UT)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 759
diff changeset
448 '''Loads bounding box moving object from an SQLite
f8e0a8ea8402 updated the bounding box code (the name so that it is general for ground truth and UT)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 759
diff changeset
449 (format of SQLite output by the ground truth annotation tool
f8e0a8ea8402 updated the bounding box code (the name so that it is general for ground truth and UT)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 759
diff changeset
450 or Urban Tracker
588
c5406edbcf12 added loading ground truth annotations (ground truth) from polytrack format
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 587
diff changeset
451
768
f8e0a8ea8402 updated the bounding box code (the name so that it is general for ground truth and UT)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 759
diff changeset
452 Load descriptions?'''
f8e0a8ea8402 updated the bounding box code (the name so that it is general for ground truth and UT)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 759
diff changeset
453 objects = []
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
454 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
455 if objectType == 'bb':
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
456 topCorners = loadTrajectoriesFromTable(connection, 'bounding_boxes', 'bbtop', objectNumbers, timeStep)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
457 bottomCorners = loadTrajectoriesFromTable(connection, 'bounding_boxes', 'bbbottom', objectNumbers, timeStep)
1041
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
458 userTypes = loadObjectAttributesFromTable(connection.cursor(), objectNumbers) # string format is same as object
768
f8e0a8ea8402 updated the bounding box code (the name so that it is general for ground truth and UT)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 759
diff changeset
459
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
460 for t, b in zip(topCorners, bottomCorners):
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
461 num = t.getNum()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
462 if t.getNum() == b.getNum():
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
463 annotation = moving.BBMovingObject(num, t.getTimeInterval(), t, b, userTypes[num])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
464 objects.append(annotation)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
465 else:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
466 print ('Unknown type of bounding box {}'.format(objectType))
768
f8e0a8ea8402 updated the bounding box code (the name so that it is general for ground truth and UT)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 759
diff changeset
467 return objects
588
c5406edbcf12 added loading ground truth annotations (ground truth) from polytrack format
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 587
diff changeset
468
341
2f39c4ed0b62 first version of indicator saving to sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 340
diff changeset
469 def saveInteraction(cursor, interaction):
2f39c4ed0b62 first version of indicator saving to sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 340
diff changeset
470 roadUserNumbers = list(interaction.getRoadUserNumbers())
343
74e437ab5f11 first version of indicator loading code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 342
diff changeset
471 cursor.execute('INSERT INTO interactions VALUES({}, {}, {}, {}, {})'.format(interaction.getNum(), roadUserNumbers[0], roadUserNumbers[1], interaction.getFirstInstant(), interaction.getLastInstant()))
341
2f39c4ed0b62 first version of indicator saving to sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 340
diff changeset
472
927
c030f735c594 added assignment of trajectories to prototypes and cleanup of insert queries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 922
diff changeset
473 def saveInteractionsToSqlite(filename, interactions):
340
1046b7346886 work in progress on storing indicator values
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 335
diff changeset
474 'Saves the interactions in the table'
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
475 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
476 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
477 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
478 createInteractionTable(cursor)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
479 for inter in interactions:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
480 saveInteraction(cursor, inter)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
481 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
482 printDBError(error)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
483 connection.commit()
340
1046b7346886 work in progress on storing indicator values
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 335
diff changeset
484
341
2f39c4ed0b62 first version of indicator saving to sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 340
diff changeset
485 def saveIndicator(cursor, interactionNum, indicator):
2f39c4ed0b62 first version of indicator saving to sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 340
diff changeset
486 for instant in indicator.getTimeInterval():
2f39c4ed0b62 first version of indicator saving to sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 340
diff changeset
487 if indicator[instant]:
2f39c4ed0b62 first version of indicator saving to sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 340
diff changeset
488 cursor.execute('INSERT INTO indicators VALUES({}, {}, {}, {})'.format(interactionNum, events.Interaction.indicatorNameToIndices[indicator.getName()], instant, indicator[instant]))
2f39c4ed0b62 first version of indicator saving to sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 340
diff changeset
489
927
c030f735c594 added assignment of trajectories to prototypes and cleanup of insert queries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 922
diff changeset
490 def saveIndicatorsToSqlite(filename, interactions, indicatorNames = events.Interaction.indicatorNames):
340
1046b7346886 work in progress on storing indicator values
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 335
diff changeset
491 'Saves the indicator values in the table'
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
492 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
493 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
494 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
495 createInteractionTable(cursor)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
496 createIndicatorTable(cursor)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
497 for inter in interactions:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
498 saveInteraction(cursor, inter)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
499 for indicatorName in indicatorNames:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
500 indicator = inter.getIndicator(indicatorName)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
501 if indicator is not None:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
502 saveIndicator(cursor, inter.getNum(), indicator)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
503 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
504 printDBError(error)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
505 connection.commit()
340
1046b7346886 work in progress on storing indicator values
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 335
diff changeset
506
927
c030f735c594 added assignment of trajectories to prototypes and cleanup of insert queries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 922
diff changeset
507 def loadInteractionsFromSqlite(filename):
482
f6415f012640 adding functionalities (save images directly to display trajectories to create movies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 417
diff changeset
508 '''Loads interaction and their indicators
343
74e437ab5f11 first version of indicator loading code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 342
diff changeset
509
74e437ab5f11 first version of indicator loading code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 342
diff changeset
510 TODO choose the interactions to load'''
74e437ab5f11 first version of indicator loading code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 342
diff changeset
511 interactions = []
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
512 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
513 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
514 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
515 cursor.execute('SELECT INT.id, INT.object_id1, INT.object_id2, INT.first_frame_number, INT.last_frame_number, IND.indicator_type, IND.frame_number, IND.value from interactions INT, indicators IND WHERE INT.id = IND.interaction_id ORDER BY INT.id, IND.indicator_type, IND.frame_number')
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
516 interactionNum = -1
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
517 indicatorTypeNum = -1
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
518 tmpIndicators = {}
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
519 for row in cursor:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
520 if row[0] != interactionNum:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
521 interactionNum = row[0]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
522 interactions.append(events.Interaction(interactionNum, moving.TimeInterval(row[3],row[4]), row[1], row[2]))
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
523 interactions[-1].indicators = {}
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
524 if indicatorTypeNum != row[5] or row[0] != interactionNum:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
525 indicatorTypeNum = row[5]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
526 indicatorName = events.Interaction.indicatorNames[indicatorTypeNum]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
527 indicatorValues = {row[6]:row[7]}
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
528 interactions[-1].indicators[indicatorName] = indicators.SeverityIndicator(indicatorName, indicatorValues, mostSevereIsMax = not indicatorName in events.Interaction.timeIndicators)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
529 else:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
530 indicatorValues[row[6]] = row[7]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
531 interactions[-1].indicators[indicatorName].timeInterval.last = row[6]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
532 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
533 printDBError(error)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
534 return []
343
74e437ab5f11 first version of indicator loading code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 342
diff changeset
535 return interactions
74e437ab5f11 first version of indicator loading code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 342
diff changeset
536 # load first and last object instants
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
537 # CREATE TEMP TABLE IF NOT EXISTS object_instants AS SELECT OF.object_id, min(frame_number) as first_instant, max(frame_number) as last_instant from positions P, objects_features OF WHERE P.trajectory_id = OF.trajectory_id group by OF.object_id order by OF.object_id
342
4d69486869a5 work on loading indicators
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 341
diff changeset
538
390
12be4a0cb9aa sql code to create bounding boxes in image space
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 382
diff changeset
539 def createBoundingBoxTable(filename, invHomography = None):
482
f6415f012640 adding functionalities (save images directly to display trajectories to create movies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 417
diff changeset
540 '''Create the table to store the object bounding boxes in image space
390
12be4a0cb9aa sql code to create bounding boxes in image space
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 382
diff changeset
541 '''
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
542 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
543 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
544 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
545 cursor.execute('CREATE TABLE IF NOT EXISTS bounding_boxes (object_id INTEGER, frame_number INTEGER, x_top_left REAL, y_top_left REAL, x_bottom_right REAL, y_bottom_right REAL, PRIMARY KEY(object_id, frame_number))')
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
546 cursor.execute('INSERT INTO bounding_boxes SELECT object_id, frame_number, min(x), min(y), max(x), max(y) from '
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
547 '(SELECT object_id, frame_number, (x*{}+y*{}+{})/w as x, (x*{}+y*{}+{})/w as y from '
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
548 '(SELECT OF.object_id, P.frame_number, P.x_coordinate as x, P.y_coordinate as y, P.x_coordinate*{}+P.y_coordinate*{}+{} as w from positions P, objects_features OF WHERE P.trajectory_id = OF.trajectory_id)) '.format(invHomography[0,0], invHomography[0,1], invHomography[0,2], invHomography[1,0], invHomography[1,1], invHomography[1,2], invHomography[2,0], invHomography[2,1], invHomography[2,2])+
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
549 'GROUP BY object_id, frame_number')
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
550 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
551 printDBError(error)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
552 connection.commit()
329
a70c205ebdd9 added sqlite code, in particular to load and save road user type
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 327
diff changeset
553
586
ff4f0ce46ca6 modified name for loading bounding boxes (only for display)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 585
diff changeset
554 def loadBoundingBoxTableForDisplay(filename):
647
458890c0437c cleaned functions to lead bounding boxes (for display)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 646
diff changeset
555 '''Loads bounding boxes from bounding_boxes table for display over trajectories'''
393
eaf7765221d9 added code to create bounding boxes and display them (inc scripts)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 390
diff changeset
556 boundingBoxes = {} # list of bounding boxes for each instant
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
557 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
558 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
559 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
560 cursor.execute('SELECT name FROM sqlite_master WHERE type=\'table\' AND name=\'bounding_boxes\'')
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
561 result = cursor.fetchall()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
562 if len(result) > 0:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
563 cursor.execute('SELECT * FROM bounding_boxes')
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
564 for row in cursor:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
565 boundingBoxes.setdefault(row[1], []).append([moving.Point(row[2], row[3]), moving.Point(row[4], row[5])])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
566 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
567 printDBError(error)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
568 return boundingBoxes
393
eaf7765221d9 added code to create bounding boxes and display them (inc scripts)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 390
diff changeset
569 return boundingBoxes
eaf7765221d9 added code to create bounding boxes and display them (inc scripts)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 390
diff changeset
570
329
a70c205ebdd9 added sqlite code, in particular to load and save road user type
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 327
diff changeset
571 #########################
917
89cc05867c4c reorg and work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 915
diff changeset
572 # saving and loading for scene interpretation: POIs and Prototypes
805
180b6b0231c0 added saving/loading points of interests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 784
diff changeset
573 #########################
180b6b0231c0 added saving/loading points of interests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 784
diff changeset
574
921
630934595871 work in progress with prototype class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 920
diff changeset
575 def savePrototypesToSqlite(filename, prototypes):
1033
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
576 '''save the prototypes (a prototype is defined by a filename, a number (id) and type)'''
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
577 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
578 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
579 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
580 cursor.execute('CREATE TABLE IF NOT EXISTS prototypes (prototype_filename VARCHAR, prototype_id INTEGER, trajectory_type VARCHAR CHECK (trajectory_type IN (\"feature\", \"object\")), nmatchings INTEGER, PRIMARY KEY (prototype_filename, prototype_id, trajectory_type))')
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
581 for p in prototypes:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
582 cursor.execute('INSERT INTO prototypes VALUES(?,?,?,?)', (p.getFilename(), p.getNum(), p.getTrajectoryType(), p.getNMatchings()))
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
583 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
584 printDBError(error)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
585 connection.commit()
917
89cc05867c4c reorg and work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 915
diff changeset
586
1033
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
587 def setPrototypeMatchingsInSqlite(filename, prototypes):
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
588 '''updates the prototype matchings'''
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
589 with sqlite3.connect(filename) as connection:
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
590 cursor = connection.cursor()
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
591 try:
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
592 for p in prototypes:
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
593 if p.getNMatchings() is None:
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
594 nMatchings = 'NULL'
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
595 else:
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
596 nMatchings = p.getNMatchings()
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
597 cursor.execute('UPDATE prototypes SET nmatchings = {} WHERE prototype_filename = \"{}\" AND prototype_id = {} AND trajectory_type = \"{}\"'.format(nMatchings, p.getFilename(), p.getNum(), p.getTrajectoryType()))
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
598 except sqlite3.OperationalError as error:
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
599 printDBError(error)
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
600 connection.commit()
8ffb3ae9f3d2 work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1030
diff changeset
601
1037
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
602 def prototypeAssignmentNames(objectType):
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
603 tableName = objectType+'s_prototypes'
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
604 if objectType == 'feature':
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
605 #tableName = 'features_prototypes'
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
606 objectIdColumnName = 'trajectory_id'
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
607 elif objectType == 'object':
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
608 #tableName = 'objects_prototypes'
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
609 objectIdColumnName = 'object_id'
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
610 return tableName, objectIdColumnName
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
611
1035
933588568bec major update to learn motion pattern, see program description
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1033
diff changeset
612 def savePrototypeAssignmentsToSqlite(filename, objectNumbers, objectType, labels, prototypes):
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
613 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
614 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
615 try:
1037
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
616 tableName, objectIdColumnName = prototypeAssignmentNames(objectType)
979
cc89267b5ff9 work on learning and assigning
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 978
diff changeset
617 cursor.execute('CREATE TABLE IF NOT EXISTS '+tableName+' ('+objectIdColumnName+' INTEGER, prototype_filename VARCHAR, prototype_id INTEGER, trajectory_type VARCHAR CHECK (trajectory_type IN (\"feature\", \"object\")), PRIMARY KEY('+objectIdColumnName+', prototype_filename, prototype_id, trajectory_type))')
1035
933588568bec major update to learn motion pattern, see program description
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1033
diff changeset
618 for objNum, label in zip(objectNumbers, labels):
933588568bec major update to learn motion pattern, see program description
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1033
diff changeset
619 if label >=0:
933588568bec major update to learn motion pattern, see program description
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1033
diff changeset
620 proto = prototypes[label]
933588568bec major update to learn motion pattern, see program description
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1033
diff changeset
621 cursor.execute('INSERT INTO '+tableName+' VALUES(?,?,?,?)', (objNum, proto.getFilename(), proto.getNum(), proto.getTrajectoryType()))
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
622 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
623 printDBError(error)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
624 connection.commit()
917
89cc05867c4c reorg and work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 915
diff changeset
625
1037
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
626 def loadPrototypeAssignmentsFromSqlite(filename, objectType):
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
627 with sqlite3.connect(filename) as connection:
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
628 cursor = connection.cursor()
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
629 try:
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
630 tableName, objectIdColumnName = prototypeAssignmentNames(objectType)
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
631 cursor.execute('SELECT * FROM '+tableName)
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
632 prototypeAssignments = {}
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
633 for row in cursor:
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
634 p = moving.Prototype(row[1], row[2], row[3])
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
635 if p in prototypeAssignments:
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
636 prototypeAssignments[p].append(row[0])
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
637 else:
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
638 prototypeAssignments[p] = [row[0]]
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
639 return prototypeAssignments
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
640 except sqlite3.OperationalError as error:
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
641 printDBError(error)
6a6c37eb3a74 added function to load prototype assignments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1035
diff changeset
642
920
499154254f37 improved prototype loading
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 919
diff changeset
643 def loadPrototypesFromSqlite(filename, withTrajectories = True):
917
89cc05867c4c reorg and work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 915
diff changeset
644 'Loads prototype ids and matchings (if stored)'
921
630934595871 work in progress with prototype class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 920
diff changeset
645 prototypes = []
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
646 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
647 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
648 objects = []
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
649 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
650 cursor.execute('SELECT * FROM prototypes')
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
651 for row in cursor:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
652 prototypes.append(moving.Prototype(row[0], row[1], row[2], row[3]))
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
653 if withTrajectories:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
654 for p in prototypes:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
655 p.setMovingObject(loadTrajectoriesFromSqlite(p.getFilename(), p.getTrajectoryType(), [p.getNum()])[0])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
656 # loadingInformation = {} # complicated slightly optimized
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
657 # for p in prototypes:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
658 # dbfn = p.getFilename()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
659 # trajType = p.getTrajectoryType()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
660 # if (dbfn, trajType) in loadingInformation:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
661 # loadingInformation[(dbfn, trajType)].append(p)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
662 # else:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
663 # loadingInformation[(dbfn, trajType)] = [p]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
664 # for k, v in loadingInformation.iteritems():
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
665 # objects += loadTrajectoriesFromSqlite(k[0], k[1], [p.getNum() for p in v])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
666 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
667 printDBError(error)
921
630934595871 work in progress with prototype class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 920
diff changeset
668 if len(set([p.getTrajectoryType() for p in prototypes])) > 1:
630934595871 work in progress with prototype class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 920
diff changeset
669 print('Different types of prototypes in database ({}).'.format(set([p.getTrajectoryType() for p in prototypes])))
630934595871 work in progress with prototype class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 920
diff changeset
670 return prototypes
917
89cc05867c4c reorg and work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 915
diff changeset
671
927
c030f735c594 added assignment of trajectories to prototypes and cleanup of insert queries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 922
diff changeset
672 def savePOIsToSqlite(filename, gmm, gmmType, gmmId):
871
6db83beb5350 work in progress to update gaussian mixtures
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 862
diff changeset
673 '''Saves a Gaussian mixture model (of class sklearn.mixture.GaussianMixture)
6db83beb5350 work in progress to update gaussian mixtures
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 862
diff changeset
674 gmmType is a type of GaussianMixture, learnt either from beginnings or ends of trajectories'''
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
675 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
676 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
677 if gmmType not in ['beginning', 'end']:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
678 print('Unknown POI type {}. Exiting'.format(gmmType))
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
679 import sys
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
680 sys.exit()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
681 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
682 cursor.execute('CREATE TABLE IF NOT EXISTS gaussians2d (poi_id INTEGER, id INTEGER, type VARCHAR, x_center REAL, y_center REAL, covariance VARCHAR, covariance_type VARCHAR, weight, precisions_cholesky VARCHAR, PRIMARY KEY(poi_id, id))')
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
683 for i in range(gmm.n_components):
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
684 cursor.execute('INSERT INTO gaussians2d VALUES(?,?,?,?,?,?,?,?,?)', (gmmId, i, gmmType, gmm.means_[i][0], gmm.means_[i][1], str(gmm.covariances_[i].tolist()), gmm.covariance_type, gmm.weights_[i], str(gmm.precisions_cholesky_[i].tolist())))
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
685 connection.commit()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
686 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
687 printDBError(error)
805
180b6b0231c0 added saving/loading points of interests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 784
diff changeset
688
927
c030f735c594 added assignment of trajectories to prototypes and cleanup of insert queries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 922
diff changeset
689 def savePOIAssignmentsToSqlite(filename, objects):
915
13434f5017dd work to save trajectory assignment to origin and destinations
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 913
diff changeset
690 'save the od fields of objects'
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
691 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
692 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
693 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
694 cursor.execute('CREATE TABLE IF NOT EXISTS objects_pois (object_id INTEGER, origin_poi_id INTEGER, destination_poi_id INTEGER, PRIMARY KEY(object_id))')
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
695 for o in objects:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
696 cursor.execute('INSERT INTO objects_pois VALUES(?,?,?)', (o.getNum(), o.od[0], o.od[1]))
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
697 connection.commit()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
698 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
699 printDBError(error)
915
13434f5017dd work to save trajectory assignment to origin and destinations
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 913
diff changeset
700
927
c030f735c594 added assignment of trajectories to prototypes and cleanup of insert queries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 922
diff changeset
701 def loadPOIsFromSqlite(filename):
805
180b6b0231c0 added saving/loading points of interests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 784
diff changeset
702 'Loads all 2D Gaussians in the database'
180b6b0231c0 added saving/loading points of interests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 784
diff changeset
703 from sklearn import mixture # todo if not avalaible, load data in duck-typed class with same fields
872
c70adaeeddf5 solved issue with latest version of scikit-learn
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 871
diff changeset
704 from ast import literal_eval
805
180b6b0231c0 added saving/loading points of interests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 784
diff changeset
705 pois = []
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
706 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
707 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
708 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
709 cursor.execute('SELECT * from gaussians2d')
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
710 gmmId = None
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
711 gmm = []
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
712 for row in cursor:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
713 if gmmId is None or row[0] != gmmId:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
714 if len(gmm) > 0:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
715 tmp = mixture.GaussianMixture(len(gmm), covarianceType)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
716 tmp.means_ = array([gaussian['mean'] for gaussian in gmm])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
717 tmp.covariances_ = array([gaussian['covar'] for gaussian in gmm])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
718 tmp.weights_ = array([gaussian['weight'] for gaussian in gmm])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
719 tmp.gmmTypes = [gaussian['type'] for gaussian in gmm]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
720 tmp.precisions_cholesky_ = array([gaussian['precisions'] for gaussian in gmm])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
721 pois.append(tmp)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
722 gaussian = {'type': row[2],
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
723 'mean': row[3:5],
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
724 'covar': array(literal_eval(row[5])),
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
725 'weight': row[7],
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
726 'precisions': array(literal_eval(row[8]))}
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
727 gmm = [gaussian]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
728 covarianceType = row[6]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
729 gmmId = row[0]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
730 else:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
731 gmm.append({'type': row[2],
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
732 'mean': row[3:5],
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
733 'covar': array(literal_eval(row[5])),
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
734 'weight': row[7],
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
735 'precisions': array(literal_eval(row[8]))})
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
736 if len(gmm) > 0:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
737 tmp = mixture.GaussianMixture(len(gmm), covarianceType)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
738 tmp.means_ = array([gaussian['mean'] for gaussian in gmm])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
739 tmp.covariances_ = array([gaussian['covar'] for gaussian in gmm])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
740 tmp.weights_ = array([gaussian['weight'] for gaussian in gmm])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
741 tmp.gmmTypes = [gaussian['type'] for gaussian in gmm]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
742 tmp.precisions_cholesky_ = array([gaussian['precisions'] for gaussian in gmm])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
743 pois.append(tmp)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
744 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
745 printDBError(error)
805
180b6b0231c0 added saving/loading points of interests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 784
diff changeset
746 return pois
180b6b0231c0 added saving/loading points of interests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 784
diff changeset
747
180b6b0231c0 added saving/loading points of interests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 784
diff changeset
748 #########################
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
749 # saving and loading for scene interpretation (Mohamed Gomaa Mohamed's PhD)
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
750 #########################
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
751
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
752 def writePrototypesToSqlite(prototypes,nMatching, outputFilename):
915
13434f5017dd work to save trajectory assignment to origin and destinations
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 913
diff changeset
753 ''' prototype dataset is a dictionary with keys== routes, values== prototypes Ids '''
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
754 connection = sqlite3.connect(outputFilename)
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
755 cursor = connection.cursor()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
756
915
13434f5017dd work to save trajectory assignment to origin and destinations
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 913
diff changeset
757 cursor.execute('CREATE TABLE IF NOT EXISTS prototypes (prototype_id INTEGER,routeIDstart INTEGER,routeIDend INTEGER, nMatching INTEGER, PRIMARY KEY(prototype_id))')
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
758
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
759 for route in prototypes:
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
760 if prototypes[route]!=[]:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
761 for i in prototypes[route]:
915
13434f5017dd work to save trajectory assignment to origin and destinations
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 913
diff changeset
762 cursor.execute('insert into prototypes (prototype_id, routeIDstart,routeIDend, nMatching) values (?,?,?,?)',(i,route[0],route[1],nMatching[route][i]))
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
763
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
764 connection.commit()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
765 connection.close()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
766
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
767 def readPrototypesFromSqlite(filename):
915
13434f5017dd work to save trajectory assignment to origin and destinations
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 913
diff changeset
768 '''
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
769 This function loads the prototype file in the database
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
770 It returns a dictionary for prototypes for each route and nMatching
915
13434f5017dd work to save trajectory assignment to origin and destinations
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 913
diff changeset
771 '''
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
772 prototypes = {}
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
773 nMatching={}
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
774
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
775 connection = sqlite3.connect(filename)
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
776 cursor = connection.cursor()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
777
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
778 try:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
779 cursor.execute('SELECT * from prototypes order by prototype_id, routeIDstart,routeIDend, nMatching')
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
780 except sqlite3.OperationalError as error:
773
bf4a1790cfac minor bug and improvements
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 768
diff changeset
781 printDBError(error)
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
782 return []
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
783
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
784 for row in cursor:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
785 route=(row[1],row[2])
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
786 if route not in prototypes:
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
787 prototypes[route]=[]
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
788 prototypes[route].append(row[0])
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
789 nMatching[row[0]]=row[3]
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
790
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
791 connection.close()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
792 return prototypes,nMatching
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
793
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
794 def writeLabelsToSqlite(labels, outputFilename):
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
795 """ labels is a dictionary with keys: routes, values: prototypes Ids
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
796 """
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
797 connection = sqlite3.connect(outputFilename)
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
798 cursor = connection.cursor()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
799
777
ef6dd60be2e1 added function to save feature trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 773
diff changeset
800 cursor.execute("CREATE TABLE IF NOT EXISTS labels (object_id INTEGER,routeIDstart INTEGER,routeIDend INTEGER, prototype_id INTEGER, PRIMARY KEY(object_id))")
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
801
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
802 for route in labels:
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
803 if labels[route]!=[]:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
804 for i in labels[route]:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
805 for j in labels[route][i]:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
806 cursor.execute("insert into labels (object_id, routeIDstart,routeIDend, prototype_id) values (?,?,?,?)",(j,route[0],route[1],i))
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
807
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
808 connection.commit()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
809 connection.close()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
810
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
811 def loadLabelsFromSqlite(filename):
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
812 labels = {}
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
813
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
814 connection = sqlite3.connect(filename)
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
815 cursor = connection.cursor()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
816
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
817 try:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
818 cursor.execute('SELECT * from labels order by object_id, routeIDstart,routeIDend, prototype_id')
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
819 except sqlite3.OperationalError as error:
773
bf4a1790cfac minor bug and improvements
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 768
diff changeset
820 printDBError(error)
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
821 return []
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
822
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
823 for row in cursor:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
824 route=(row[1],row[2])
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
825 p=row[3]
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
826 if route not in labels:
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
827 labels[route]={}
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
828 if p not in labels[route]:
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
829 labels[route][p]=[]
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
830 labels[route][p].append(row[0])
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
831
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
832 connection.close()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
833 return labels
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
834
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
835 def writeSpeedPrototypeToSqlite(prototypes,nmatching, outFilename):
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
836 """ to match the format of second layer prototypes"""
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
837 connection = sqlite3.connect(outFilename)
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
838 cursor = connection.cursor()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
839
777
ef6dd60be2e1 added function to save feature trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 773
diff changeset
840 cursor.execute("CREATE TABLE IF NOT EXISTS speedprototypes (spdprototype_id INTEGER,prototype_id INTEGER,routeID_start INTEGER, routeID_end INTEGER, nMatching INTEGER, PRIMARY KEY(spdprototype_id))")
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
841
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
842 for route in prototypes:
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
843 if prototypes[route]!={}:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
844 for i in prototypes[route]:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
845 if prototypes[route][i]!= []:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
846 for j in prototypes[route][i]:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
847 cursor.execute("insert into speedprototypes (spdprototype_id,prototype_id, routeID_start, routeID_end, nMatching) values (?,?,?,?,?)",(j,i,route[0],route[1],nmatching[j]))
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
848
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
849 connection.commit()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
850 connection.close()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
851
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
852 def loadSpeedPrototypeFromSqlite(filename):
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
853 """
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
854 This function loads the prototypes table in the database of name <filename>.
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
855 """
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
856 prototypes = {}
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
857 nMatching={}
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
858 connection = sqlite3.connect(filename)
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
859 cursor = connection.cursor()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
860
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
861 try:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
862 cursor.execute('SELECT * from speedprototypes order by spdprototype_id,prototype_id, routeID_start, routeID_end, nMatching')
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
863 except sqlite3.OperationalError as error:
773
bf4a1790cfac minor bug and improvements
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 768
diff changeset
864 printDBError(error)
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
865 return []
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
866
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
867 for row in cursor:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
868 route=(row[2],row[3])
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
869 if route not in prototypes:
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
870 prototypes[route]={}
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
871 if row[1] not in prototypes[route]:
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
872 prototypes[route][row[1]]=[]
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
873 prototypes[route][row[1]].append(row[0])
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
874 nMatching[row[0]]=row[4]
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
875
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
876 connection.close()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
877 return prototypes,nMatching
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
878
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
879
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
880 def writeRoutesToSqlite(Routes, outputFilename):
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
881 """ This function writes the activity path define by start and end IDs"""
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
882 connection = sqlite3.connect(outputFilename)
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
883 cursor = connection.cursor()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
884
777
ef6dd60be2e1 added function to save feature trajectories
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 773
diff changeset
885 cursor.execute("CREATE TABLE IF NOT EXISTS routes (object_id INTEGER,routeIDstart INTEGER,routeIDend INTEGER, PRIMARY KEY(object_id))")
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
886
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
887 for route in Routes:
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
888 if Routes[route]!=[]:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
889 for i in Routes[route]:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
890 cursor.execute("insert into routes (object_id, routeIDstart,routeIDend) values (?,?,?)",(i,route[0],route[1]))
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
891
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
892 connection.commit()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
893 connection.close()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
894
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
895 def loadRoutesFromSqlite(filename):
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
896 Routes = {}
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
897
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
898 connection = sqlite3.connect(filename)
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
899 cursor = connection.cursor()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
900
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
901 try:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
902 cursor.execute('SELECT * from routes order by object_id, routeIDstart,routeIDend')
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
903 except sqlite3.OperationalError as error:
773
bf4a1790cfac minor bug and improvements
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 768
diff changeset
904 printDBError(error)
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
905 return []
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
906
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
907 for row in cursor:
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
908 route=(row[1],row[2])
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
909 if route not in Routes:
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
910 Routes[route]=[]
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
911 Routes[route].append(row[0])
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
912
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
913 connection.close()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
914 return Routes
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
915
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
916 def setRoutes(filename, objects):
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
917 connection = sqlite3.connect(filename)
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
918 cursor = connection.cursor()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
919 for obj in objects:
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
920 cursor.execute('update objects set startRouteID = {} WHERE object_id = {}'.format(obj.startRouteID, obj.getNum()))
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
921 cursor.execute('update objects set endRouteID = {} WHERE object_id = {}'.format(obj.endRouteID, obj.getNum()))
736
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
922 connection.commit()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
923 connection.close()
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
924
967d244968a4 work in progress on saving/loading prototypes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 722
diff changeset
925 #########################
329
a70c205ebdd9 added sqlite code, in particular to load and save road user type
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 327
diff changeset
926 # txt files
a70c205ebdd9 added sqlite code, in particular to load and save road user type
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 327
diff changeset
927 #########################
a70c205ebdd9 added sqlite code, in particular to load and save road user type
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 327
diff changeset
928
829
0ddcc41663f5 renaming
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 813
diff changeset
929 def saveList(filename, l):
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
930 f = utils.openCheck(filename, 'w')
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
931 for x in l:
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
932 f.write('{}\n'.format(x))
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
933 f.close()
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
934
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
935 def loadListStrings(filename, commentCharacters = utils.commentChar):
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
936 f = utils.openCheck(filename, 'r')
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
937 result = utils.getLines(f, commentCharacters)
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
938 f.close()
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
939 return result
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
940
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
941 def getValuesFromINIFile(filename, option, delimiterChar = '=', commentCharacters = utils.commentChar):
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
942 values = []
564
36605d843be5 modified bug for reading vissim files, cleaned use of readline with multiple type of characters for comments (to ignore)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 552
diff changeset
943 for l in loadListStrings(filename, commentCharacters):
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
944 if l.startswith(option):
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
945 values.append(l.split(delimiterChar)[1].strip())
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
946 return values
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
947
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
948 def addSectionHeader(propertiesFile, headerName = 'main'):
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
949 '''Add fake section header
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
950
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
951 from http://stackoverflow.com/questions/2819696/parsing-properties-file-in-python/2819788#2819788
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
952 use read_file in Python 3.2+
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
953 '''
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
954 yield '[{}]\n'.format(headerName)
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
955 for line in propertiesFile:
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
956 yield line
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
957
892
f766fe0995f4 added function for PeMS data
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 882
diff changeset
958 def loadPemsTraffic(filename):
f766fe0995f4 added function for PeMS data
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 882
diff changeset
959 '''Loads traffic data downloaded from the http://pems.dot.ca.gov clearinghouse
f766fe0995f4 added function for PeMS data
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 882
diff changeset
960 into pandas dataframe'''
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
961 f = utils.openCheck(filename)
892
f766fe0995f4 added function for PeMS data
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 882
diff changeset
962 l = f.readline().strip()
f766fe0995f4 added function for PeMS data
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 882
diff changeset
963 items = l.split(',')
f766fe0995f4 added function for PeMS data
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 882
diff changeset
964 headers = ['time', 'station', 'district', 'route', 'direction', 'lanetype', 'length', 'nsamples', 'pctobserved', 'flow', 'occupancy', 'speed', 'delay35', 'delay40', 'delay45', 'delay50', 'delay55', 'delay60']
f766fe0995f4 added function for PeMS data
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 882
diff changeset
965 nLanes = (len(items)-len(headers))/3
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
966 for i in range(nLanes):
892
f766fe0995f4 added function for PeMS data
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 882
diff changeset
967 headers += ['flow{}'.format(i+1), 'occupancy{}'.format(i+1), 'speed{}'.format(i+1)]
f766fe0995f4 added function for PeMS data
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 882
diff changeset
968 f.close()
f766fe0995f4 added function for PeMS data
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 882
diff changeset
969 return read_csv(filename, delimiter = ',', names = headers)
f766fe0995f4 added function for PeMS data
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 882
diff changeset
970
649
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
971 def generatePDLaneColumn(data):
978
184f1dd307f9 corrected print and exception statements for Python 3
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 976
diff changeset
972 data['LANE'] = data['LANE\\LINK\\NO'].astype(str)+'_'+data['LANE\\INDEX'].astype(str)
649
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
973
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
974 def convertTrajectoriesVissimToSqlite(filename):
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
975 '''Relies on a system call to sqlite3
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
976 sqlite3 [file.sqlite] < import_fzp.sql'''
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
977 sqlScriptFilename = "import_fzp.sql"
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
978 # create sql file
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
979 out = utils.openCheck(sqlScriptFilename, "w")
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
980 out.write(".separator \";\"\n"+
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
981 "CREATE TABLE IF NOT EXISTS curvilinear_positions (t REAL, trajectory_id INTEGER, link_id INTEGER, lane_id INTEGER, s_coordinate REAL, y_coordinate REAL, speed REAL, PRIMARY KEY (t, trajectory_id));\n"+
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
982 ".import "+filename+" curvilinear_positions\n"+
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
983 "DELETE FROM curvilinear_positions WHERE trajectory_id IS NULL OR trajectory_id = \"NO\";\n")
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
984 out.close()
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
985 # system call
1004
75601be6019f work on process
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1003
diff changeset
986 from subprocess import run
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
987 out = utils.openCheck("err.log", "w")
1004
75601be6019f work on process
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1003
diff changeset
988 run("sqlite3 "+utils.removeExtension(filename)+".sqlite < "+sqlScriptFilename, stderr = out)
753
3d48e34db846 switched to subprocess.check_call
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 752
diff changeset
989 out.close()
3d48e34db846 switched to subprocess.check_call
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 752
diff changeset
990 shutil.os.remove(sqlScriptFilename)
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
991
754
782e8fd3672c added function to find object ids going through some vissim links
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 753
diff changeset
992 def loadObjectNumbersInLinkFromVissimFile(filename, linkIds):
782e8fd3672c added function to find object ids going through some vissim links
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 753
diff changeset
993 '''Finds the ids of the objects that go through any of the link in the list linkIds'''
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
994 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
995 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
996 queryStatement = 'SELECT DISTINCT trajectory_id FROM curvilinear_positions where link_id IN ('+','.join([str(id) for id in linkIds])+')'
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
997 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
998 cursor.execute(queryStatement)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
999 return [row[0] for row in cursor]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1000 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1001 printDBError(error)
754
782e8fd3672c added function to find object ids going through some vissim links
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 753
diff changeset
1002
759
a05b70f307dd added function to count vehicles per VISSIM link
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 756
diff changeset
1003 def getNObjectsInLinkFromVissimFile(filename, linkIds):
a05b70f307dd added function to count vehicles per VISSIM link
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 756
diff changeset
1004 '''Returns the number of objects that traveled through the link ids'''
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1005 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1006 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1007 queryStatement = 'SELECT link_id, COUNT(DISTINCT trajectory_id) FROM curvilinear_positions where link_id IN ('+','.join([str(id) for id in linkIds])+') GROUP BY link_id'
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1008 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1009 cursor.execute(queryStatement)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1010 return {row[0]:row[1] for row in cursor}
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1011 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1012 printDBError(error)
754
782e8fd3672c added function to find object ids going through some vissim links
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 753
diff changeset
1013
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1014 def loadTrajectoriesFromVissimFile(filename, simulationStepsPerTimeUnit, objectNumbers = None, warmUpLastInstant = None, usePandas = False, nDecimals = 2, lowMemory = True):
525
7124c7d2a663 first draft of loading from VISSIM file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 524
diff changeset
1015 '''Reads data from VISSIM .fzp trajectory file
755
f3aeb0b47eff comment improvement: vissim time is multiplied to get integers similar to frame numbers
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 754
diff changeset
1016 simulationStepsPerTimeUnit is the number of simulation steps per unit of time used by VISSIM (second)
f3aeb0b47eff comment improvement: vissim time is multiplied to get integers similar to frame numbers
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 754
diff changeset
1017 for example, there seems to be 10 simulation steps per simulated second in VISSIM,
f3aeb0b47eff comment improvement: vissim time is multiplied to get integers similar to frame numbers
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 754
diff changeset
1018 so simulationStepsPerTimeUnit should be 10,
527
37830a831818 loading from VISSIM trajectory data works
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 526
diff changeset
1019 so that all times correspond to the number of the simulation step (and can be stored as integers)
660
994dd644f6ab corrected impact of warmUpLastInstant
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 649
diff changeset
1020
994dd644f6ab corrected impact of warmUpLastInstant
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 649
diff changeset
1021 Objects positions will be considered only after warmUpLastInstant
994dd644f6ab corrected impact of warmUpLastInstant
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 649
diff changeset
1022 (if the object has no such position, it won't be loaded)
525
7124c7d2a663 first draft of loading from VISSIM file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 524
diff changeset
1023
752
14963a9c3b09 debug finished
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 751
diff changeset
1024 Assumed to be sorted over time
14963a9c3b09 debug finished
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 751
diff changeset
1025 Warning: if reading from SQLite a limited number of objects, objectNumbers will be the maximum object id'''
525
7124c7d2a663 first draft of loading from VISSIM file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 524
diff changeset
1026 objects = {} # dictionary of objects index by their id
7124c7d2a663 first draft of loading from VISSIM file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 524
diff changeset
1027
636
3058e00887bc removed all issues because of tests with None, using is instead of == or !=
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 628
diff changeset
1028 if usePandas:
718
2cd245cb780d added option to set low_memory = False for pandas.read_csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 714
diff changeset
1029 data = read_csv(filename, delimiter=';', comment='*', header=0, skiprows = 1, low_memory = lowMemory)
649
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1030 generatePDLaneColumn(data)
642
932f96c89212 added pandas to read vissim fzp (more robust with respect to column names
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 636
diff changeset
1031 data['TIME'] = data['$VEHICLE:SIMSEC']*simulationStepsPerTimeUnit
660
994dd644f6ab corrected impact of warmUpLastInstant
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 649
diff changeset
1032 if warmUpLastInstant is not None:
994dd644f6ab corrected impact of warmUpLastInstant
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 649
diff changeset
1033 data = data[data['TIME']>=warmUpLastInstant]
642
932f96c89212 added pandas to read vissim fzp (more robust with respect to column names
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 636
diff changeset
1034 grouped = data.loc[:,['NO','TIME']].groupby(['NO'], as_index = False)
704
f83d125d0c55 cleaning of storage.py and addition of type conversion for VISSIM files (from Laurent Gauthier)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 702
diff changeset
1035 instants = grouped['TIME'].agg({'first': npmin, 'last': npmax})
642
932f96c89212 added pandas to read vissim fzp (more robust with respect to column names
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 636
diff changeset
1036 for row_index, row in instants.iterrows():
932f96c89212 added pandas to read vissim fzp (more robust with respect to column names
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 636
diff changeset
1037 objNum = int(row['NO'])
932f96c89212 added pandas to read vissim fzp (more robust with respect to column names
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 636
diff changeset
1038 tmp = data[data['NO'] == objNum]
1041
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
1039 objects[objNum] = moving.MovingObject(num = objNum, timeInterval = moving.TimeInterval(row['first'], row['last']), nObjects = 1)
642
932f96c89212 added pandas to read vissim fzp (more robust with respect to column names
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 636
diff changeset
1040 # positions should be rounded to nDecimals decimals only
704
f83d125d0c55 cleaning of storage.py and addition of type conversion for VISSIM files (from Laurent Gauthier)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 702
diff changeset
1041 objects[objNum].curvilinearPositions = moving.CurvilinearTrajectory(S = npround(tmp['POS'].tolist(), nDecimals), Y = npround(tmp['POSLAT'].tolist(), nDecimals), lanes = tmp['LANE'].tolist())
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1042 if objectNumbers is not None and objectNumbers > 0 and len(objects) >= objectNumbers:
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
1043 return list(objects.values())
636
3058e00887bc removed all issues because of tests with None, using is instead of == or !=
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 628
diff changeset
1044 else:
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1045 if filename.endswith(".fzp"):
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1046 inputfile = utils.openCheck(filename, quitting = True)
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1047 line = utils.readline(inputfile, '*$')
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1048 while len(line) > 0:#for line in inputfile:
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1049 data = line.strip().split(';')
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1050 objNum = int(data[1])
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1051 instant = float(data[0])*simulationStepsPerTimeUnit
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1052 s = float(data[4])
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1053 y = float(data[5])
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1054 lane = data[2]+'_'+data[3]
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1055 if objNum not in objects:
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1056 if warmUpLastInstant is None or instant >= warmUpLastInstant:
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1057 if objectNumbers is None or len(objects) < objectNumbers:
1041
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
1058 objects[objNum] = moving.MovingObject(num = objNum, timeInterval = moving.TimeInterval(instant, instant), nObjects = 1)
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1059 objects[objNum].curvilinearPositions = moving.CurvilinearTrajectory()
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1060 if (warmUpLastInstant is None or instant >= warmUpLastInstant) and objNum in objects:
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1061 objects[objNum].timeInterval.last = instant
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1062 objects[objNum].curvilinearPositions.addPositionSYL(s, y, lane)
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1063 line = utils.readline(inputfile, '*$')
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1064 elif filename.endswith(".sqlite"):
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1065 with sqlite3.connect(filename) as connection:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1066 cursor = connection.cursor()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1067 queryStatement = 'SELECT t, trajectory_id, link_id, lane_id, s_coordinate, y_coordinate FROM curvilinear_positions'
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1068 if objectNumbers is not None:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1069 queryStatement += ' WHERE trajectory_id '+getObjectCriteria(objectNumbers)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1070 queryStatement += ' ORDER BY trajectory_id, t'
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1071 try:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1072 cursor.execute(queryStatement)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1073 for row in cursor:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1074 objNum = row[1]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1075 instant = row[0]*simulationStepsPerTimeUnit
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1076 s = row[4]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1077 y = row[5]
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1078 lane = '{}_{}'.format(row[2], row[3])
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1079 if objNum not in objects:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1080 if warmUpLastInstant is None or instant >= warmUpLastInstant:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1081 if objectNumbers is None or len(objects) < objectNumbers:
1041
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
1082 objects[objNum] = moving.MovingObject(num = objNum, timeInterval = moving.TimeInterval(instant, instant), nObjects = 1)
938
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1083 objects[objNum].curvilinearPositions = moving.CurvilinearTrajectory()
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1084 if (warmUpLastInstant is None or instant >= warmUpLastInstant) and objNum in objects:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1085 objects[objNum].timeInterval.last = instant
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1086 objects[objNum].curvilinearPositions.addPositionSYL(s, y, lane)
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1087 except sqlite3.OperationalError as error:
fbf12382f3f8 replaced db connection using with
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 935
diff changeset
1088 printDBError(error)
750
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1089 else:
6049e9b6902c work in progress storage vissim sqlite
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 744
diff changeset
1090 print("File type of "+filename+" not supported (only .sqlite and .fzp files)")
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
1091 return list(objects.values())
645
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1092
649
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1093 def selectPDLanes(data, lanes = None):
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1094 '''Selects the subset of data for the right lanes
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1095
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1096 Lane format is a string 'x_y' where x is link index and y is lane index'''
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1097 if lanes is not None:
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1098 if 'LANE' not in data.columns:
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1099 generatePDLaneColumn(data)
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1100 indices = (data['LANE'] == lanes[0])
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1101 for l in lanes[1:]:
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1102 indices = indices | (data['LANE'] == l)
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1103 return data[indices]
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1104 else:
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1105 return data
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1106
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1107 def countStoppedVehiclesVissim(filename, lanes = None, proportionStationaryTime = 0.7):
646
6680a69d5bf3 added fast function to detect VISSIM simulations with errors
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 645
diff changeset
1108 '''Counts the number of vehicles stopped for a long time in a VISSIM trajectory file
6680a69d5bf3 added fast function to detect VISSIM simulations with errors
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 645
diff changeset
1109 and the total number of vehicles
6680a69d5bf3 added fast function to detect VISSIM simulations with errors
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 645
diff changeset
1110
6680a69d5bf3 added fast function to detect VISSIM simulations with errors
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 645
diff changeset
1111 Vehicles are considered finally stationary
649
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1112 if more than proportionStationaryTime of their total time
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1113 If lanes is not None, only the data for the selected lanes will be provided
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1114 (format as string x_y where x is link index and y is lane index)'''
756
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1115 if filename.endswith(".fzp"):
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1116 columns = ['NO', '$VEHICLE:SIMSEC', 'POS']
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1117 if lanes is not None:
978
184f1dd307f9 corrected print and exception statements for Python 3
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 976
diff changeset
1118 columns += ['LANE\\LINK\\NO', 'LANE\\INDEX']
756
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1119 data = read_csv(filename, delimiter=';', comment='*', header=0, skiprows = 1, usecols = columns, low_memory = lowMemory)
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1120 data = selectPDLanes(data, lanes)
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1121 data.sort(['$VEHICLE:SIMSEC'], inplace = True)
646
6680a69d5bf3 added fast function to detect VISSIM simulations with errors
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 645
diff changeset
1122
756
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1123 nStationary = 0
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1124 nVehicles = 0
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1125 for name, group in data.groupby(['NO'], sort = False):
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1126 nVehicles += 1
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1127 positions = array(group['POS'])
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1128 diff = positions[1:]-positions[:-1]
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1129 if npsum(diff == 0.) >= proportionStationaryTime*(len(positions)-1):
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1130 nStationary += 1
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1131 elif filename.endswith(".sqlite"):
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1132 # select trajectory_id, t, s_coordinate, speed from curvilinear_positions where trajectory_id between 1860 and 1870 and speed < 0.1
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1133 # pb of the meaning of proportionStationaryTime in arterial network? Why proportion of existence time?
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1134 pass
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1135 else:
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1136 print("File type of "+filename+" not supported (only .sqlite and .fzp files)")
646
6680a69d5bf3 added fast function to detect VISSIM simulations with errors
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 645
diff changeset
1137
6680a69d5bf3 added fast function to detect VISSIM simulations with errors
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 645
diff changeset
1138 return nStationary, nVehicles
6680a69d5bf3 added fast function to detect VISSIM simulations with errors
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 645
diff changeset
1139
744
ed6ff2ec0aeb bug correction from Laurent Gauthier
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 740
diff changeset
1140 def countCollisionsVissim(filename, lanes = None, collisionTimeDifference = 0.2, lowMemory = True):
645
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1141 '''Counts the number of collisions per lane in a VISSIM trajectory file
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1142
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1143 To distinguish between cars passing and collision,
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1144 one checks when the sign of the position difference inverts
649
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1145 (if the time are closer than collisionTimeDifference)
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1146 If lanes is not None, only the data for the selected lanes will be provided
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1147 (format as string x_y where x is link index and y is lane index)'''
978
184f1dd307f9 corrected print and exception statements for Python 3
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 976
diff changeset
1148 data = read_csv(filename, delimiter=';', comment='*', header=0, skiprows = 1, usecols = ['LANE\\LINK\\NO', 'LANE\\INDEX', '$VEHICLE:SIMSEC', 'NO', 'POS'], low_memory = lowMemory)
649
df9ddeaee4a6 added ability to select lanes to count collisions or stationary vehicles in VISSIM files
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 647
diff changeset
1149 data = selectPDLanes(data, lanes)
744
ed6ff2ec0aeb bug correction from Laurent Gauthier
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 740
diff changeset
1150 data = data.convert_objects(convert_numeric=True)
ed6ff2ec0aeb bug correction from Laurent Gauthier
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 740
diff changeset
1151
978
184f1dd307f9 corrected print and exception statements for Python 3
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 976
diff changeset
1152 merged = merge(data, data, how='inner', left_on=['LANE\\LINK\\NO', 'LANE\\INDEX', '$VEHICLE:SIMSEC'], right_on=['LANE\\LINK\\NO', 'LANE\\INDEX', '$VEHICLE:SIMSEC'], sort = False)
645
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1153 merged = merged[merged['NO_x']>merged['NO_y']]
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1154
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1155 nCollisions = 0
978
184f1dd307f9 corrected print and exception statements for Python 3
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 976
diff changeset
1156 for name, group in merged.groupby(['LANE\\LINK\\NO', 'LANE\\INDEX', 'NO_x', 'NO_y']):
744
ed6ff2ec0aeb bug correction from Laurent Gauthier
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 740
diff changeset
1157 diff = group['POS_x']-group['POS_y']
704
f83d125d0c55 cleaning of storage.py and addition of type conversion for VISSIM files (from Laurent Gauthier)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 702
diff changeset
1158 # diff = group['POS_x']-group['POS_y'] # to check the impact of convert_objects and the possibility of using type conversion in read_csv or function to convert strings if any
f83d125d0c55 cleaning of storage.py and addition of type conversion for VISSIM files (from Laurent Gauthier)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 702
diff changeset
1159 if len(diff) >= 2 and npmin(diff) < 0 and npmax(diff) > 0:
645
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1160 xidx = diff[diff < 0].argmax()
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1161 yidx = diff[diff > 0].argmin()
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1162 if abs(group.loc[xidx, '$VEHICLE:SIMSEC'] - group.loc[yidx, '$VEHICLE:SIMSEC']) <= collisionTimeDifference:
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1163 nCollisions += 1
756
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1164
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1165 # select TD1.link_id, TD1.lane_id from temp.diff_positions as TD1, temp.diff_positions as TD2 where TD1.link_id = TD2.link_id and TD1.lane_id = TD2.lane_id and TD1.id1 = TD2.id1 and TD1.id2 = TD2.id2 and TD1.t = TD2.t+0.1 and TD1.diff*TD2.diff < 0; # besoin de faire un group by??
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1166 # create temp table diff_positions as select CP1.t as t, CP1.link_id as link_id, CP1.lane_id as lane_id, CP1.trajectory_id as id1, CP2.trajectory_id as id2, CP1.s_coordinate - CP2.s_coordinate as diff from curvilinear_positions CP1, curvilinear_positions CP2 where CP1.link_id = CP2.link_id and CP1.lane_id = CP2.lane_id and CP1.t = CP2.t and CP1.trajectory_id > CP2.trajectory_id;
a73f43aac00e moved pandas imports, sql in comments
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 755
diff changeset
1167 # SQL select link_id, lane_id, id1, id2, min(diff), max(diff) from (select CP1.t as t, CP1.link_id as link_id, CP1.lane_id as lane_id, CP1.trajectory_id as id1, CP2.trajectory_id as id2, CP1.s_coordinate - CP2.s_coordinate as diff from curvilinear_positions CP1, curvilinear_positions CP2 where CP1.link_id = CP2.link_id and CP1.lane_id = CP2.lane_id and CP1.t = CP2.t and CP1.trajectory_id > CP2.trajectory_id) group by link_id, lane_id, id1, id2 having min(diff)*max(diff) < 0
645
5ed2118c959d added function to count collisions in vissim
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 643
diff changeset
1168 return nCollisions
524
1dced8932b08 corrected bugs
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 514
diff changeset
1169
173
319a04ba9033 function name change
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 143
diff changeset
1170 def loadTrajectoriesFromNgsimFile(filename, nObjects = -1, sequenceNum = -1):
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1171 '''Reads data from the trajectory data provided by NGSIM project
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1172 and returns the list of Feature objects'''
7
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 0
diff changeset
1173 objects = []
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1174
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1175 inputfile = utils.openCheck(filename, quitting = True)
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1176
7
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 0
diff changeset
1177 def createObject(numbers):
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1178 firstFrameNum = int(numbers[1])
7
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 0
diff changeset
1179 # do the geometry and usertype
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 0
diff changeset
1180
72
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1181 firstFrameNum = int(numbers[1])
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1182 lastFrameNum = firstFrameNum+int(numbers[2])-1
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1183 #time = moving.TimeInterval(firstFrameNum, firstFrameNum+int(numbers[2])-1)
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1184 obj = moving.MovingObject(num = int(numbers[0]),
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1185 timeInterval = moving.TimeInterval(firstFrameNum, lastFrameNum),
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1186 positions = moving.Trajectory([[float(numbers[6])],[float(numbers[7])]]),
1041
fc7c0f38e8a6 added nObjects to MovingObject, with loading/saving
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1040
diff changeset
1187 userType = int(numbers[10]), nObjects = 1)
78
99e807c29753 added loading other information from NGSIM
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 72
diff changeset
1188 obj.userType = int(numbers[10])
99e807c29753 added loading other information from NGSIM
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 72
diff changeset
1189 obj.laneNums = [int(numbers[13])]
99e807c29753 added loading other information from NGSIM
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 72
diff changeset
1190 obj.precedingVehicles = [int(numbers[14])] # lead vehicle (before)
99e807c29753 added loading other information from NGSIM
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 72
diff changeset
1191 obj.followingVehicles = [int(numbers[15])] # following vehicle (after)
99e807c29753 added loading other information from NGSIM
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 72
diff changeset
1192 obj.spaceHeadways = [float(numbers[16])] # feet
99e807c29753 added loading other information from NGSIM
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 72
diff changeset
1193 obj.timeHeadways = [float(numbers[17])] # seconds
327
42f2b46ec210 added class for trajectories in curvilinear coordinates
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 326
diff changeset
1194 obj.curvilinearPositions = moving.CurvilinearTrajectory([float(numbers[5])],[float(numbers[4])], obj.laneNums) # X is the longitudinal coordinate
72
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1195 obj.speeds = [float(numbers[11])]
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1196 obj.size = [float(numbers[8]), float(numbers[9])] # 8 lengh, 9 width # TODO: temporary, should use a geometry object
7
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 0
diff changeset
1197 return obj
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1198
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1199 numbers = utils.readline(inputfile).strip().split()
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1200 if (len(numbers) > 0):
7
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 0
diff changeset
1201 obj = createObject(numbers)
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1202
564
36605d843be5 modified bug for reading vissim files, cleaned use of readline with multiple type of characters for comments (to ignore)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 552
diff changeset
1203 for line in inputfile:
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1204 numbers = line.strip().split()
329
a70c205ebdd9 added sqlite code, in particular to load and save road user type
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 327
diff changeset
1205 if obj.getNum() != int(numbers[0]):
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1206 # check and adapt the length to deal with issues in NGSIM data
72
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1207 if (obj.length() != obj.positions.length()):
978
184f1dd307f9 corrected print and exception statements for Python 3
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 976
diff changeset
1208 print('length pb with object {} ({},{})'.format(obj.getNum(),obj.length(),obj.positions.length()))
72
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1209 obj.last = obj.getFirstInstant()+obj.positions.length()-1
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1210 #obj.velocities = utils.computeVelocities(f.positions) # compare norm to speeds ?
7
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 0
diff changeset
1211 objects.append(obj)
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 0
diff changeset
1212 if (nObjects>0) and (len(objects)>=nObjects):
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1213 break
7
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 0
diff changeset
1214 obj = createObject(numbers)
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1215 else:
327
42f2b46ec210 added class for trajectories in curvilinear coordinates
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 326
diff changeset
1216 obj.laneNums.append(int(numbers[13]))
72
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1217 obj.positions.addPositionXY(float(numbers[6]), float(numbers[7]))
542
a3add9f751ef added differentiate function for curvilinear trajectories and modified the addPosition functions
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 541
diff changeset
1218 obj.curvilinearPositions.addPositionSYL(float(numbers[5]), float(numbers[4]), obj.laneNums[-1])
72
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1219 obj.speeds.append(float(numbers[11]))
78
99e807c29753 added loading other information from NGSIM
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 72
diff changeset
1220 obj.precedingVehicles.append(int(numbers[14]))
99e807c29753 added loading other information from NGSIM
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 72
diff changeset
1221 obj.followingVehicles.append(int(numbers[15]))
99e807c29753 added loading other information from NGSIM
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 72
diff changeset
1222 obj.spaceHeadways.append(float(numbers[16]))
99e807c29753 added loading other information from NGSIM
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 72
diff changeset
1223 obj.timeHeadways.append(float(numbers[17]))
7
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 0
diff changeset
1224
72
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1225 if (obj.size[0] != float(numbers[8])):
978
184f1dd307f9 corrected print and exception statements for Python 3
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 976
diff changeset
1226 print('changed length obj {}'.format(obj.getNum()))
72
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1227 if (obj.size[1] != float(numbers[9])):
978
184f1dd307f9 corrected print and exception statements for Python 3
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 976
diff changeset
1228 print('changed width obj {}'.format(obj.getNum()))
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1229
564
36605d843be5 modified bug for reading vissim files, cleaned use of readline with multiple type of characters for comments (to ignore)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 552
diff changeset
1230 inputfile.close()
7
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 0
diff changeset
1231 return objects
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1232
564
36605d843be5 modified bug for reading vissim files, cleaned use of readline with multiple type of characters for comments (to ignore)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 552
diff changeset
1233 def convertNgsimFile(inputfile, outputfile, append = False, nObjects = -1, sequenceNum = 0):
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1234 '''Reads data from the trajectory data provided by NGSIM project
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1235 and converts to our current format.'''
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1236 if append:
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1237 out = utils.openCheck(outputfile,'a')
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1238 else:
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1239 out = utils.openCheck(outputfile,'w')
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1240 nObjectsPerType = [0,0,0]
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1241
564
36605d843be5 modified bug for reading vissim files, cleaned use of readline with multiple type of characters for comments (to ignore)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 552
diff changeset
1242 features = loadNgsimFile(inputfile, sequenceNum)
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1243 for f in features:
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1244 nObjectsPerType[f.userType-1] += 1
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1245 f.write(out)
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1246
978
184f1dd307f9 corrected print and exception statements for Python 3
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 976
diff changeset
1247 print(nObjectsPerType)
0
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1248
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1249 out.close()
aed8eb63cdde initial commit with non-functional python code for NGSIM
Nicolas Saunier <nico@confins.net>
parents:
diff changeset
1250
895
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1251 def loadPinholeCameraModel(filename, tanalystFormat = True):
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1252 '''Loads the data from a file containing the camera parameters
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1253 (pinhole camera model, http://docs.opencv.org/2.4/modules/calib3d/doc/camera_calibration_and_3d_reconstruction.html)
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1254 and returns a dictionary'''
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1255 if tanalystFormat:
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1256 f = utils.openCheck(filename, quitting = True)
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1257 content = utils.getLines(f)
895
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1258 cameraData = {}
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1259 for l in content:
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1260 tmp = l.split(':')
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1261 cameraData[tmp[0]] = float(tmp[1].strip().replace(',','.'))
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1262 return cameraData
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1263 else:
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1264 print('Unknown camera model (not tanalyst format')
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1265 return None
739acd338cc0 added script to extract camera info from tacal file by Lund University (T analyst)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 893
diff changeset
1266
829
0ddcc41663f5 renaming
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 813
diff changeset
1267 def savePositionsToCsv(f, obj):
335
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1268 timeInterval = obj.getTimeInterval()
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1269 positions = obj.getPositions()
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1270 curvilinearPositions = obj.getCurvilinearPositions()
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
1271 for i in range(int(obj.length())):
335
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1272 p1 = positions[i]
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1273 s = '{},{},{},{}'.format(obj.num,timeInterval[i],p1.x,p1.y)
636
3058e00887bc removed all issues because of tests with None, using is instead of == or !=
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 628
diff changeset
1274 if curvilinearPositions is not None:
335
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1275 p2 = curvilinearPositions[i]
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1276 s += ',{},{}'.format(p2[0],p2[1])
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1277 f.write(s+'\n')
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1278
829
0ddcc41663f5 renaming
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 813
diff changeset
1279 def saveTrajectoriesToCsv(filename, objects):
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1280 f = utils.openCheck(filename, 'w')
335
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1281 for i,obj in enumerate(objects):
829
0ddcc41663f5 renaming
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 813
diff changeset
1282 savePositionsToCsv(f, obj)
335
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1283 f.close()
3950bfe22768 added functions to export trajectories to csv
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 330
diff changeset
1284
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1285
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1286 #########################
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1287 # Utils to read .ini type text files for configuration, meta data...
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1288 #########################
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1289
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1290 class ClassifierParameters(VideoFilenameAddable):
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1291 'Class for the parameters of object classifiers'
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1292 def loadConfigFile(self, filename):
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
1293 from configparser import ConfigParser
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1294
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1295 config = ConfigParser()
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1296 config.read_file(addSectionHeader(utils.openCheck(filename)))
1021
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1297
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1298 parentPath = Path(filename).parent
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1299 self.sectionHeader = config.sections()[0]
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1300
1021
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1301 self.pedBikeCarSVMFilename = utils.getRelativeFilename(parentPath, config.get(self.sectionHeader, 'pbv-svm-filename'))
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1302 self.bikeCarSVMFilename = utils.getRelativeFilename(parentPath, config.get(self.sectionHeader, 'bv-svm-filename'))
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1303 self.percentIncreaseCrop = config.getfloat(self.sectionHeader, 'percent-increase-crop')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1304 self.minNPixels = config.getint(self.sectionHeader, 'min-npixels-crop')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1305 x = config.getint(self.sectionHeader, 'hog-rescale-size')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1306 self.hogRescaleSize = (x, x)
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1307 self.hogNOrientations = config.getint(self.sectionHeader, 'hog-norientations')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1308 x = config.getint(self.sectionHeader, 'hog-npixels-cell')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1309 self.hogNPixelsPerCell = (x, x)
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1310 x = config.getint(self.sectionHeader, 'hog-ncells-block')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1311 self.hogNCellsPerBlock = (x, x)
893
ff92801e5c54 updated hog to scikit-image 0.13 (needed to add a block_norm attribute in classifier.cfg)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 892
diff changeset
1312 self.hogBlockNorm = config.get(self.sectionHeader, 'hog-block-norm')
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1313
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1314 self.speedAggregationMethod = config.get(self.sectionHeader, 'speed-aggregation-method')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1315 self.nFramesIgnoreAtEnds = config.getint(self.sectionHeader, 'nframes-ignore-at-ends')
1022
b7689372c0ec renamed quantile to centile
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1021
diff changeset
1316 self.speedAggregationCentile = config.getint(self.sectionHeader, 'speed-aggregation-centile')
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1317 self.minSpeedEquiprobable = config.getfloat(self.sectionHeader, 'min-speed-equiprobable')
899
1466a63dd1cf added a new classification parameter
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 895
diff changeset
1318 self.maxPercentUnknown = config.getfloat(self.sectionHeader, 'max-prop-unknown-appearance')
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1319 self.maxPedestrianSpeed = config.getfloat(self.sectionHeader, 'max-ped-speed')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1320 self.maxCyclistSpeed = config.getfloat(self.sectionHeader, 'max-cyc-speed')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1321 self.meanPedestrianSpeed = config.getfloat(self.sectionHeader, 'mean-ped-speed')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1322 self.stdPedestrianSpeed = config.getfloat(self.sectionHeader, 'std-ped-speed')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1323 self.locationCyclistSpeed = config.getfloat(self.sectionHeader, 'cyc-speed-loc')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1324 self.scaleCyclistSpeed = config.getfloat(self.sectionHeader, 'cyc-speed-scale')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1325 self.meanVehicleSpeed = config.getfloat(self.sectionHeader, 'mean-veh-speed')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1326 self.stdVehicleSpeed = config.getfloat(self.sectionHeader, 'std-veh-speed')
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1327
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1328 def __init__(self, filename = None):
1003
75af46516b2b work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 998
diff changeset
1329 if filename is not None and Path(filename).exists():
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1330 self.loadConfigFile(filename)
813
ef8795dba5ed avoid crash for missing configuration filename
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 812
diff changeset
1331 else:
ef8795dba5ed avoid crash for missing configuration filename
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 812
diff changeset
1332 print('Configuration filename {} could not be loaded.'.format(filename))
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1333
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1334 def convertToFrames(self, frameRate, speedRatio = 3.6):
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1335 '''Converts parameters with a relationship to time in 'native' frame time
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1336 speedRatio is the conversion from the speed unit in the config file
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1337 to the distance per second
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1338
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1339 ie param(config file) = speedRatio x fps x param(used in program)
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1340 eg km/h = 3.6 (m/s to km/h) x frame/s x m/frame'''
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1341 denominator = frameRate*speedRatio
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1342 #denominator2 = denominator**2
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1343 self.minSpeedEquiprobable = self.minSpeedEquiprobable/denominator
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1344 self.maxPedestrianSpeed = self.maxPedestrianSpeed/denominator
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1345 self.maxCyclistSpeed = self.maxCyclistSpeed/denominator
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1346 self.meanPedestrianSpeed = self.meanPedestrianSpeed/denominator
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1347 self.stdPedestrianSpeed = self.stdPedestrianSpeed/denominator
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1348 self.meanVehicleSpeed = self.meanVehicleSpeed/denominator
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1349 self.stdVehicleSpeed = self.stdVehicleSpeed/denominator
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1350 # special case for the lognormal distribution
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1351 self.locationCyclistSpeed = self.locationCyclistSpeed-log(denominator)
854
33d296984dd8 rework and more info on speed probabilities for classification
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 852
diff changeset
1352 #self.scaleCyclistSpeed = self.scaleCyclistSpeed # no modification of scale
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1353
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1354
664
455f9b93819c added capability to set a videofilename to movingobject and interaction, renames interactiontype to collision in interaction
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 660
diff changeset
1355 class ProcessParameters(VideoFilenameAddable):
537
6c264b914846 work on classification parameters
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 536
diff changeset
1356 '''Class for all parameters controlling data processing: input,
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1357 method parameters, etc. for tracking and safety
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1358
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1359 Note: framerate is already taken into account'''
1075
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1360
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1361 def loadConfigFile(self, filename):
1052
1748c02f9ac3 Modifying storage.py [configloaders]
Wendlasida
parents: 1041
diff changeset
1362 from configparser import ConfigParser
1075
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1363
1053
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1364 config = ConfigParser({ 'acceleration-bound' : '3',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1365 'min-velocity-cosine' : '0.8',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1366 'ndisplacements' : '3',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1367 'max-nfeatures' : '1000',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1368 'feature-quality' : '0.0812219538558',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1369 'min-feature-distanceklt' : '3.54964337411',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1370 'block-size' : '7',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1371 'use-harris-detector' : '0',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1372 'k' : '0.04',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1373 'window-size' : '6',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1374 'pyramid-level' : '5',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1375 'min-tracking-error' : '0.183328975142',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1376 'max-number-iterations' : '20',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1377 'feature-flag' : '0',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1378 'min-feature-eig-threshold' : '1e-4',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1379 'min-feature-time' : '15',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1380 'min-feature-displacement' : '0.05',
60cc87e824c4 Modifying storage.py [configloaders fixing bugs]
Wendlasida
parents: 1052
diff changeset
1381 'tracker-reload-time' : '10'}, strict=False)
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1382 config.read_file(addSectionHeader(utils.openCheck(filename)))
1021
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1383 parentPath = Path(filename).parent
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1384 self.sectionHeader = config.sections()[0]
537
6c264b914846 work on classification parameters
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 536
diff changeset
1385 # Tracking/display parameters
1021
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1386 self.videoFilename = utils.getRelativeFilename(parentPath, config.get(self.sectionHeader, 'video-filename'))
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1387 self.databaseFilename = utils.getRelativeFilename(parentPath, config.get(self.sectionHeader, 'database-filename'))
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1388 self.homographyFilename = utils.getRelativeFilename(parentPath, config.get(self.sectionHeader, 'homography-filename'))
1003
75af46516b2b work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 998
diff changeset
1389 if Path(self.homographyFilename).exists():
882
4749b71aa7fb corrected bugs in storage.py when having configuration files and other files in different directories: everything should be relative to directory of command line when running the program (see FAQ)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 880
diff changeset
1390 self.homography = loadtxt(self.homographyFilename)
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1391 else:
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1392 self.homography = None
1021
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1393 self.intrinsicCameraFilename = utils.getRelativeFilename(parentPath, config.get(self.sectionHeader, 'intrinsic-camera-filename'))
1003
75af46516b2b work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 998
diff changeset
1394 if Path(self.intrinsicCameraFilename).exists():
882
4749b71aa7fb corrected bugs in storage.py when having configuration files and other files in different directories: everything should be relative to directory of command line when running the program (see FAQ)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 880
diff changeset
1395 self.intrinsicCameraMatrix = loadtxt(self.intrinsicCameraFilename)
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1396 else:
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1397 self.intrinsicCameraMatrix = None
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1398 distortionCoefficients = getValuesFromINIFile(filename, 'distortion-coefficients', '=')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1399 self.distortionCoefficients = [float(x) for x in distortionCoefficients]
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1400 self.undistortedImageMultiplication = config.getfloat(self.sectionHeader, 'undistorted-size-multiplication')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1401 self.undistort = config.getboolean(self.sectionHeader, 'undistort')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1402 self.firstFrameNum = config.getint(self.sectionHeader, 'frame1')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1403 self.videoFrameRate = config.getfloat(self.sectionHeader, 'video-fps')
948
584b9405e494 added safety analysis parameters for motion patterns
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 943
diff changeset
1404
1021
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1405 self.classifierFilename = utils.getRelativeFilename(parentPath, config.get(self.sectionHeader, 'classifier-filename'))
812
21f10332c72b moved the classification parameters from tracking.cfg to a new classifier.cfg and made all classification parameters apparent
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 805
diff changeset
1406
537
6c264b914846 work on classification parameters
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 536
diff changeset
1407 # Safety parameters
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1408 self.maxPredictedSpeed = config.getfloat(self.sectionHeader, 'max-predicted-speed')/3.6/self.videoFrameRate
976
7f5cbdc107c5 corrected bug in converting time horizon to frames for internal computations (results for TTC, pPET and PET will be in frames)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 948
diff changeset
1409 self.predictionTimeHorizon = config.getfloat(self.sectionHeader, 'prediction-time-horizon')*self.videoFrameRate
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1410 self.collisionDistance = config.getfloat(self.sectionHeader, 'collision-distance')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1411 self.crossingZones = config.getboolean(self.sectionHeader, 'crossing-zones')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1412 self.predictionMethod = config.get(self.sectionHeader, 'prediction-method')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1413 self.nPredictedTrajectories = config.getint(self.sectionHeader, 'npredicted-trajectories')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1414 self.maxNormalAcceleration = config.getfloat(self.sectionHeader, 'max-normal-acceleration')/self.videoFrameRate**2
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1415 self.maxNormalSteering = config.getfloat(self.sectionHeader, 'max-normal-steering')/self.videoFrameRate
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1416 self.minExtremeAcceleration = config.getfloat(self.sectionHeader, 'min-extreme-acceleration')/self.videoFrameRate**2
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1417 self.maxExtremeAcceleration = config.getfloat(self.sectionHeader, 'max-extreme-acceleration')/self.videoFrameRate**2
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1418 self.maxExtremeSteering = config.getfloat(self.sectionHeader, 'max-extreme-steering')/self.videoFrameRate
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1419 self.useFeaturesForPrediction = config.getboolean(self.sectionHeader, 'use-features-prediction')
943
b1e8453c207c work on motion prediction using motion patterns
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 938
diff changeset
1420 self.constantSpeedPrototypePrediction = config.getboolean(self.sectionHeader, 'constant-speed')
948
584b9405e494 added safety analysis parameters for motion patterns
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 943
diff changeset
1421 self.maxLcssDistance = config.getfloat(self.sectionHeader, 'max-lcss-distance')
584b9405e494 added safety analysis parameters for motion patterns
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 943
diff changeset
1422 self.lcssMetric = config.get(self.sectionHeader, 'lcss-metric')
584b9405e494 added safety analysis parameters for motion patterns
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 943
diff changeset
1423 self.minLcssSimilarity = config.getfloat(self.sectionHeader, 'min-lcss-similarity')
1052
1748c02f9ac3 Modifying storage.py [configloaders]
Wendlasida
parents: 1041
diff changeset
1424
1075
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1425 # Tracking parameters
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1426 self.accelerationBound = config.getint(self.sectionHeader, 'acceleration-bound')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1427 self.minVelocityCosine = config.getfloat(self.sectionHeader, 'min-velocity-cosine')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1428 self.ndisplacements = config.getint(self.sectionHeader, 'ndisplacements')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1429 self.maxNFeatures = config.getint(self.sectionHeader, 'max-nfeatures')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1430 self.minFeatureDistanceKLT = config.getfloat(self.sectionHeader, 'min-feature-distanceklt')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1431 self.featureQuality = config.getfloat(self.sectionHeader, 'feature-quality')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1432 self.blockSize = config.getint(self.sectionHeader, 'block-size')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1433 self.useHarrisDetector = config.getboolean(self.sectionHeader, 'use-harris-detector')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1434 self.k = config.getfloat(self.sectionHeader, 'k')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1435 self.winSize = config.getint(self.sectionHeader, 'window-size')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1436 self.pyramidLevel = config.getint(self.sectionHeader, 'pyramid-level')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1437 self.maxNumberTrackingIterations = config.getint(self.sectionHeader, 'max-number-iterations')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1438 self.minTrackingError = config.getfloat(self.sectionHeader, 'min-tracking-error')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1439 self.featureFlags = config.getboolean(self.sectionHeader, 'feature-flag')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1440 self.minFeatureEigThreshold = config.getfloat(self.sectionHeader, 'min-feature-eig-threshold')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1441 self.minFeatureTime = config.getint(self.sectionHeader, 'min-feature-time')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1442 self.minFeatureDisplacement = config.getfloat(self.sectionHeader, 'min-feature-displacement')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1443 self.updateTimer = config.getint(self.sectionHeader, 'tracker-reload-time')
67144f26609e Updates crop
Wendlasida
parents: 1054
diff changeset
1444
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1445
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1446 def __init__(self, filename = None):
1003
75af46516b2b work in progress
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 998
diff changeset
1447 if filename is not None and Path(filename).exists():
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1448 self.loadConfigFile(filename)
813
ef8795dba5ed avoid crash for missing configuration filename
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 812
diff changeset
1449 else:
ef8795dba5ed avoid crash for missing configuration filename
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 812
diff changeset
1450 print('Configuration filename {} could not be loaded.'.format(filename))
1052
1748c02f9ac3 Modifying storage.py [configloaders]
Wendlasida
parents: 1041
diff changeset
1451 self.configFilename = filename
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1452
901
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1453 def processVideoArguments(args):
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1454 '''Loads information from configuration file
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1455 then checks what was passed on the command line
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1456 for override (eg video filename and database filename'''
1021
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1457 parentPath = Path(args.configFilename).parent
901
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1458 if args.configFilename is not None: # consider there is a configuration file
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1459 params = ProcessParameters(args.configFilename)
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1460 videoFilename = params.videoFilename
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1461 databaseFilename = params.databaseFilename
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1462 if params.homography is not None:
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1463 invHomography = linalg.inv(params.homography)
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1464 else:
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1465 invHomography = None
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1466 intrinsicCameraMatrix = params.intrinsicCameraMatrix
935
0e63a918a1ca updated classify-objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 927
diff changeset
1467 distortionCoefficients = array(params.distortionCoefficients)
901
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1468 undistortedImageMultiplication = params.undistortedImageMultiplication
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1469 undistort = params.undistort
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1470 firstFrameNum = params.firstFrameNum
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1471 else:
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1472 invHomography = None
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1473 undistort = False
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1474 intrinsicCameraMatrix = None
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1475 distortionCoefficients = []
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1476 undistortedImageMultiplication = None
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1477 undistort = False
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1478 firstFrameNum = 0
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1479
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1480 # override video and database filenames if present on command line
1021
16932cefabc1 work on paths in line with new configurations from tracker
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1004
diff changeset
1481 # if not absolute, make all filenames relative to the location of the configuration filename
901
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1482 if args.videoFilename is not None:
1026
73b124160911 more plumbing
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1022
diff changeset
1483 videoFilename = args.videoFilename
901
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1484 else:
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1485 videoFilename = params.videoFilename
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1486 if args.databaseFilename is not None:
1026
73b124160911 more plumbing
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1022
diff changeset
1487 databaseFilename = args.databaseFilename
901
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1488 else:
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1489 databaseFilename = params.databaseFilename
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1490
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1491 return params, videoFilename, databaseFilename, invHomography, intrinsicCameraMatrix, distortionCoefficients, undistortedImageMultiplication, undistort, firstFrameNum
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1492
753a081989e2 factorized some argument handling code
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 899
diff changeset
1493 # deprecated
665
15e244d2a1b5 corrected bug with circular import for VideoFilenameAddable, moved to base module
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 664
diff changeset
1494 class SceneParameters(object):
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1495 def __init__(self, config, sectionName):
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
1496 from configparser import NoOptionError
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1497 from ast import literal_eval
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1498 try:
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1499 self.sitename = config.get(sectionName, 'sitename')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1500 self.databaseFilename = config.get(sectionName, 'data-filename')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1501 self.homographyFilename = config.get(sectionName, 'homography-filename')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1502 self.calibrationFilename = config.get(sectionName, 'calibration-filename')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1503 self.videoFilename = config.get(sectionName, 'video-filename')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1504 self.frameRate = config.getfloat(sectionName, 'framerate')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1505 self.date = datetime.strptime(config.get(sectionName, 'date'), datetimeFormat) # 2011-06-22 11:00:39
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1506 self.translation = literal_eval(config.get(sectionName, 'translation')) # = [0.0, 0.0]
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1507 self.rotation = config.getfloat(sectionName, 'rotation')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1508 self.duration = config.getint(sectionName, 'duration')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1509 except NoOptionError as e:
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1510 print(e)
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1511 print('Not a section for scene meta-data')
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1512
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1513 @staticmethod
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1514 def loadConfigFile(filename):
998
933670761a57 updated code to python 3 (tests pass and scripts run, but non-executed parts of code are probably still not correct)
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 979
diff changeset
1515 from configparser import ConfigParser
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1516 config = ConfigParser()
1030
aafbc0bab925 moved method around to avoid cross-dependencies
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 1028
diff changeset
1517 config.readfp(utils.openCheck(filename))
509
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1518 configDict = dict()
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1519 for sectionName in config.sections():
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1520 configDict[sectionName] = SceneParameters(config, sectionName)
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1521 return configDict
935430b1d408 corrected mask bug in feature tracking, updated display-trajectories to display on undistorted image
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 491
diff changeset
1522
382
ba813f148ade development for clustering
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 377
diff changeset
1523
215
5e2983b05d4e created first doctest tests for storage
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 212
diff changeset
1524 if __name__ == "__main__":
5e2983b05d4e created first doctest tests for storage
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 212
diff changeset
1525 import doctest
5e2983b05d4e created first doctest tests for storage
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 212
diff changeset
1526 import unittest
5e2983b05d4e created first doctest tests for storage
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 212
diff changeset
1527 suite = doctest.DocFileSuite('tests/storage.txt')
5e2983b05d4e created first doctest tests for storage
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 212
diff changeset
1528 unittest.TextTestRunner().run(suite)
72
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1529 # #doctest.testmod()
575340e6fce3 corrected most of the method to load NGSIM data (adapted to the current MovingObject class
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 50
diff changeset
1530 # #doctest.testfile("example.txt")