[7196] | 1 | ## $Id: batching.py 8222 2012-04-19 15:39:17Z uli $ |
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| 2 | ## |
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| 3 | ## Copyright (C) 2011 Uli Fouquet & Henrik Bettermann |
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| 4 | ## This program is free software; you can redistribute it and/or modify |
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| 5 | ## it under the terms of the GNU General Public License as published by |
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| 6 | ## the Free Software Foundation; either version 2 of the License, or |
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| 7 | ## (at your option) any later version. |
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| 8 | ## |
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| 9 | ## This program is distributed in the hope that it will be useful, |
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| 10 | ## but WITHOUT ANY WARRANTY; without even the implied warranty of |
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| 11 | ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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| 12 | ## GNU General Public License for more details. |
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| 13 | ## |
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| 14 | ## You should have received a copy of the GNU General Public License |
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| 15 | ## along with this program; if not, write to the Free Software |
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| 16 | ## Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA |
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| 17 | ## |
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[7819] | 18 | """Kofa components for batch processing. |
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[4806] | 19 | |
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| 20 | Batch processors eat CSV files to add, update or remove large numbers |
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| 21 | of certain kinds of objects at once. |
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| 22 | """ |
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| 23 | import grok |
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| 24 | import csv |
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[4821] | 25 | import os |
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[4900] | 26 | import tempfile |
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[4821] | 27 | import time |
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[7859] | 28 | from cStringIO import StringIO |
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[4806] | 29 | from zope.component import createObject |
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| 30 | from zope.interface import Interface |
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| 31 | from zope.schema import getFields |
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[7811] | 32 | from waeup.kofa.interfaces import ( |
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[7860] | 33 | IBatchProcessor, FatalCSVError, IObjectConverter, |
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[8214] | 34 | ICSVExporter, DELETION_MARKER, IGNORE_MARKER) |
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[4806] | 35 | |
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| 36 | class BatchProcessor(grok.GlobalUtility): |
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| 37 | """A processor to add, update, or remove data. |
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| 38 | |
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| 39 | This is a non-active baseclass. |
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| 40 | """ |
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[8220] | 41 | grok.implements(IBatchProcessor) |
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[4806] | 42 | grok.context(Interface) |
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| 43 | grok.baseclass() |
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| 44 | |
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| 45 | # Name used in pages and forms... |
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[7933] | 46 | name = u'Non-registered base processor' |
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[6259] | 47 | |
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[4806] | 48 | # Internal name... |
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[7933] | 49 | util_name = 'baseprocessor' |
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[6259] | 50 | |
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[4806] | 51 | # Items for this processor need an interface with zope.schema fields. |
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[5009] | 52 | iface = Interface |
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[6259] | 53 | |
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[4806] | 54 | # The name must be the same as the util_name attribute in order to |
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| 55 | # register this utility correctly. |
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| 56 | grok.name(util_name) |
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| 57 | |
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| 58 | # Headers needed to locate items... |
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| 59 | location_fields = ['code', 'faculty_code'] |
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[6259] | 60 | |
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[4806] | 61 | # A factory with this name must be registered... |
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| 62 | factory_name = 'waeup.Department' |
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| 63 | |
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| 64 | @property |
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| 65 | def required_fields(self): |
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[4829] | 66 | """Required fields that have no default. |
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| 67 | |
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| 68 | A list of names of field, whose value cannot be set if not |
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| 69 | given during creation. Therefore these fields must exist in |
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| 70 | input. |
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| 71 | |
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| 72 | Fields with a default != missing_value do not belong to this |
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| 73 | category. |
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| 74 | """ |
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[4806] | 75 | result = [] |
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| 76 | for key, field in getFields(self.iface).items(): |
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| 77 | if key in self.location_fields: |
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| 78 | continue |
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[4829] | 79 | if field.default is not field.missing_value: |
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| 80 | continue |
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[4806] | 81 | if field.required: |
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| 82 | result.append(key) |
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| 83 | return result |
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[6259] | 84 | |
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[4806] | 85 | @property |
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| 86 | def req(self): |
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| 87 | result = dict( |
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| 88 | create = self.location_fields + self.required_fields, |
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| 89 | update = self.location_fields, |
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| 90 | remove = self.location_fields, |
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| 91 | ) |
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| 92 | return result |
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| 93 | |
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| 94 | @property |
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| 95 | def available_fields(self): |
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| 96 | return sorted(list(set( |
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| 97 | self.location_fields + getFields(self.iface).keys()))) |
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[6259] | 98 | |
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[4806] | 99 | def getHeaders(self, mode='create'): |
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| 100 | return self.available_fields |
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| 101 | |
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| 102 | def checkHeaders(self, headerfields, mode='create'): |
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| 103 | req = self.req[mode] |
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| 104 | # Check for required fields... |
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| 105 | for field in req: |
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| 106 | if not field in headerfields: |
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| 107 | raise FatalCSVError( |
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| 108 | "Need at least columns %s for import!" % |
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| 109 | ', '.join(["'%s'" % x for x in req])) |
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[6828] | 110 | # Check for double fields. Cannot happen because this error is |
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| 111 | # already catched in views |
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[4806] | 112 | not_ignored_fields = [x for x in headerfields |
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| 113 | if not x.startswith('--')] |
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| 114 | if len(set(not_ignored_fields)) < len(not_ignored_fields): |
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| 115 | raise FatalCSVError( |
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| 116 | "Double headers: each column name may only appear once.") |
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| 117 | return True |
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| 118 | |
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| 119 | def applyMapping(self, row, mapping): |
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[4811] | 120 | """Apply mapping to a row of CSV data. |
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[6824] | 121 | |
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[4811] | 122 | """ |
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[4806] | 123 | result = dict() |
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| 124 | for key, replacement in mapping.items(): |
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[6824] | 125 | if replacement == u'--IGNORE--': |
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| 126 | # Skip ignored columns in failed and finished data files. |
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| 127 | continue |
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[4806] | 128 | result[replacement] = row[key] |
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| 129 | return result |
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[6259] | 130 | |
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[4832] | 131 | def getMapping(self, path, headerfields, mode): |
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[6824] | 132 | """Get a mapping from CSV file headerfields to actually used fieldnames. |
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| 133 | |
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[4811] | 134 | """ |
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[4832] | 135 | result = dict() |
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[4806] | 136 | reader = csv.reader(open(path, 'rb')) |
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| 137 | raw_header = reader.next() |
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[4832] | 138 | for num, field in enumerate(headerfields): |
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| 139 | if field not in self.location_fields and mode == 'remove': |
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[6824] | 140 | # Skip non-location fields when removing. |
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| 141 | continue |
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| 142 | if field == u'--IGNORE--': |
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| 143 | # Skip ignored columns in failed and finished data files. |
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| 144 | continue |
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[4832] | 145 | result[raw_header[num]] = field |
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| 146 | return result |
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[4806] | 147 | |
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[6273] | 148 | def stringFromErrs(self, errors, inv_errors): |
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| 149 | result = [] |
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| 150 | for err in errors: |
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| 151 | fieldname, message = err |
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| 152 | result.append("%s: %s" % (fieldname, message)) |
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| 153 | for err in inv_errors: |
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| 154 | result.append("invariant: %s" % err) |
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| 155 | return '; '.join(result) |
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| 156 | |
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[4806] | 157 | def callFactory(self, *args, **kw): |
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| 158 | return createObject(self.factory_name) |
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| 159 | |
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| 160 | def parentsExist(self, row, site): |
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[4811] | 161 | """Tell whether the parent object for data in ``row`` exists. |
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| 162 | """ |
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[4806] | 163 | raise NotImplementedError('method not implemented') |
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| 164 | |
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| 165 | def entryExists(self, row, site): |
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[4811] | 166 | """Tell whether there already exists an entry for ``row`` data. |
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| 167 | """ |
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[4806] | 168 | raise NotImplementedError('method not implemented') |
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| 169 | |
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| 170 | def getParent(self, row, site): |
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[4811] | 171 | """Get the parent object for the entry in ``row``. |
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| 172 | """ |
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[4806] | 173 | raise NotImplementedError('method not implemented') |
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[6259] | 174 | |
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[5009] | 175 | def getEntry(self, row, site): |
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| 176 | """Get the parent object for the entry in ``row``. |
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| 177 | """ |
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| 178 | raise NotImplementedError('method not implemented') |
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[6259] | 179 | |
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[4806] | 180 | def addEntry(self, obj, row, site): |
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[4811] | 181 | """Add the entry given given by ``row`` data. |
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| 182 | """ |
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[4806] | 183 | raise NotImplementedError('method not implemented') |
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| 184 | |
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| 185 | def delEntry(self, row, site): |
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[4811] | 186 | """Delete entry given by ``row`` data. |
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| 187 | """ |
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[6259] | 188 | raise NotImplementedError('method not implemented') |
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[4806] | 189 | |
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[7950] | 190 | def checkUpdateRequirements(self, obj, row, site): |
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| 191 | """Checks requirements the object must fulfill when being updated. |
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[7938] | 192 | |
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| 193 | This method is not used in case of deleting or adding objects. |
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| 194 | |
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[7950] | 195 | Returns error messages as strings in case of requirement |
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[7938] | 196 | problems. |
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[7937] | 197 | """ |
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[7938] | 198 | return None |
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[7937] | 199 | |
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[4806] | 200 | def updateEntry(self, obj, row, site): |
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[4984] | 201 | """Update obj to the values given in row. |
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[8220] | 202 | |
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| 203 | Returns a string describing the fields changed. |
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[4984] | 204 | """ |
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[8220] | 205 | changed = [] |
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[4829] | 206 | for key, value in row.items(): |
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[8220] | 207 | # Skip fields to be ignored. |
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| 208 | if value == IGNORE_MARKER: |
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| 209 | continue |
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[6847] | 210 | # Skip fields not declared in interface. |
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[8220] | 211 | if not hasattr(obj, key): |
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| 212 | continue |
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| 213 | setattr(obj, key, value) |
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[8222] | 214 | log_value = getattr(value, 'code', value) |
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| 215 | changed.append('%s=%s' % (key, log_value)) |
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[8220] | 216 | return ', '.join(changed) |
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[4821] | 217 | |
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[4832] | 218 | def createLogfile(self, path, fail_path, num, warnings, mode, user, |
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[4885] | 219 | timedelta, logger=None): |
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| 220 | """Write to log file. |
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[4821] | 221 | """ |
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[4885] | 222 | if logger is None: |
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| 223 | return |
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| 224 | status = 'OK' |
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| 225 | if warnings > 0: |
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| 226 | status = 'FAILED' |
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| 227 | logger.info("-" * 20) |
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| 228 | logger.info("%s: Batch processing finished: %s" % (user, status)) |
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| 229 | logger.info("%s: Source: %s" % (user, path)) |
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| 230 | logger.info("%s: Mode: %s" % (user, mode)) |
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| 231 | logger.info("%s: User: %s" % (user, user)) |
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| 232 | if warnings > 0: |
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[4900] | 233 | logger.info("%s: Failed datasets: %s" % ( |
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| 234 | user, os.path.basename(fail_path))) |
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[4885] | 235 | logger.info("%s: Processing time: %0.3f s (%0.4f s/item)" % ( |
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| 236 | user, timedelta, timedelta/(num or 1))) |
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| 237 | logger.info("%s: Processed: %s lines (%s successful/ %s failed)" % ( |
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| 238 | user, num, num - warnings, warnings |
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[4821] | 239 | )) |
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[4885] | 240 | logger.info("-" * 20) |
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[4821] | 241 | return |
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[4877] | 242 | |
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| 243 | def writeFailedRow(self, writer, row, warnings): |
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| 244 | """Write a row with error messages to error CSV. |
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| 245 | |
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| 246 | If warnings is a list of strings, they will be concatenated. |
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| 247 | """ |
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| 248 | error_col = warnings |
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| 249 | if isinstance(warnings, list): |
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| 250 | error_col = ' / '.join(warnings) |
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| 251 | row['--ERRORS--'] = error_col |
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| 252 | writer.writerow(row) |
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| 253 | return |
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[6259] | 254 | |
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[8220] | 255 | def checkConversion(self, row, mode='ignore', ignore_empty=True): |
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[6847] | 256 | """Validates all values in row. |
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| 257 | """ |
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| 258 | converter = IObjectConverter(self.iface) |
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| 259 | errs, inv_errs, conv_dict = converter.fromStringDict( |
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[8220] | 260 | row, self.factory_name, mode=mode) |
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[6847] | 261 | return errs, inv_errs, conv_dict |
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| 262 | |
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[4885] | 263 | def doImport(self, path, headerfields, mode='create', user='Unknown', |
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[8220] | 264 | logger=None, ignore_empty=True): |
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[4811] | 265 | """Perform actual import. |
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| 266 | """ |
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[4832] | 267 | time_start = time.time() |
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[4806] | 268 | self.checkHeaders(headerfields, mode) |
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[4832] | 269 | mapping = self.getMapping(path, headerfields, mode) |
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[4806] | 270 | reader = csv.DictReader(open(path, 'rb')) |
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[4889] | 271 | |
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[4900] | 272 | temp_dir = tempfile.mkdtemp() |
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[6259] | 273 | |
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[6273] | 274 | base = os.path.basename(path) |
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| 275 | (base, ext) = os.path.splitext(base) |
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[4900] | 276 | failed_path = os.path.join(temp_dir, "%s.pending%s" % (base, ext)) |
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[6831] | 277 | failed_headers = mapping.values() |
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[4877] | 278 | failed_headers.append('--ERRORS--') |
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[4821] | 279 | failed_writer = csv.DictWriter(open(failed_path, 'wb'), |
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| 280 | failed_headers) |
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[6831] | 281 | failed_writer.writerow(dict([(x,x) for x in failed_headers])) |
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[4891] | 282 | |
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[4900] | 283 | finished_path = os.path.join(temp_dir, "%s.finished%s" % (base, ext)) |
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[6831] | 284 | finished_headers = mapping.values() |
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[4891] | 285 | finished_writer = csv.DictWriter(open(finished_path, 'wb'), |
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| 286 | finished_headers) |
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| 287 | finished_writer.writerow(dict([(x,x) for x in finished_headers])) |
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[6259] | 288 | |
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[4806] | 289 | num =0 |
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[4878] | 290 | num_warns = 0 |
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[4806] | 291 | site = grok.getSite() |
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[7859] | 292 | |
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[4806] | 293 | for raw_row in reader: |
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| 294 | num += 1 |
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| 295 | string_row = self.applyMapping(raw_row, mapping) |
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[8222] | 296 | if ignore_empty and mode in ('update',): |
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[8220] | 297 | # replace empty strings with ignore-markers |
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[8222] | 298 | for key, val in string_row.items(): |
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[8220] | 299 | if val == '': |
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[8222] | 300 | string_row[key] = IGNORE_MARKER |
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| 301 | row = dict(string_row.items()) # create deep copy |
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[6847] | 302 | errs, inv_errs, conv_dict = self.checkConversion(string_row, mode) |
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[6273] | 303 | if errs or inv_errs: |
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[4878] | 304 | num_warns += 1 |
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[6273] | 305 | conv_warnings = self.stringFromErrs(errs, inv_errs) |
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| 306 | self.writeFailedRow( |
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[6824] | 307 | failed_writer, string_row, conv_warnings) |
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[4821] | 308 | continue |
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[6273] | 309 | row.update(conv_dict) |
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[6259] | 310 | |
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[4806] | 311 | if mode == 'create': |
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| 312 | if not self.parentsExist(row, site): |
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[4878] | 313 | num_warns += 1 |
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[4877] | 314 | self.writeFailedRow( |
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[6824] | 315 | failed_writer, string_row, |
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[4877] | 316 | "Not all parents do exist yet. Skipping") |
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[4806] | 317 | continue |
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| 318 | if self.entryExists(row, site): |
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[4878] | 319 | num_warns += 1 |
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[4877] | 320 | self.writeFailedRow( |
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[6824] | 321 | failed_writer, string_row, |
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[8220] | 322 | "This object already exists in the same container. " |
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| 323 | "Skipping.") |
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[4806] | 324 | continue |
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| 325 | obj = self.callFactory() |
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[7273] | 326 | # Override all values in row, also |
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| 327 | # student_ids and applicant_ids which have been |
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| 328 | # generated in the respective __init__ methods before. |
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[7649] | 329 | self.updateEntry(obj, row, site) |
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[6243] | 330 | try: |
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| 331 | self.addEntry(obj, row, site) |
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[6273] | 332 | except KeyError, error: |
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[6219] | 333 | num_warns += 1 |
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| 334 | self.writeFailedRow( |
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[6824] | 335 | failed_writer, string_row, |
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[6273] | 336 | "%s Skipping." % error.message) |
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[6219] | 337 | continue |
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[4806] | 338 | elif mode == 'remove': |
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| 339 | if not self.entryExists(row, site): |
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[4878] | 340 | num_warns += 1 |
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[4877] | 341 | self.writeFailedRow( |
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[6824] | 342 | failed_writer, string_row, |
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[4877] | 343 | "Cannot remove: no such entry.") |
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[4806] | 344 | continue |
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| 345 | self.delEntry(row, site) |
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| 346 | elif mode == 'update': |
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| 347 | obj = self.getEntry(row, site) |
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| 348 | if obj is None: |
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[4878] | 349 | num_warns += 1 |
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[4877] | 350 | self.writeFailedRow( |
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[6824] | 351 | failed_writer, string_row, |
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[4877] | 352 | "Cannot update: no such entry.") |
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[4806] | 353 | continue |
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[7950] | 354 | update_errors = self.checkUpdateRequirements(obj, row, site) |
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[7938] | 355 | if update_errors is not None: |
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[7937] | 356 | num_warns += 1 |
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| 357 | self.writeFailedRow( |
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| 358 | failed_writer, string_row, update_errors) |
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| 359 | continue |
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[4806] | 360 | self.updateEntry(obj, row, site) |
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[4891] | 361 | finished_writer.writerow(string_row) |
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[4821] | 362 | |
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[4832] | 363 | time_end = time.time() |
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| 364 | timedelta = time_end - time_start |
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[6259] | 365 | |
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[4878] | 366 | self.createLogfile(path, failed_path, num, num_warns, mode, user, |
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[4885] | 367 | timedelta, logger=logger) |
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[4894] | 368 | failed_path = os.path.abspath(failed_path) |
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[4878] | 369 | if num_warns == 0: |
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[4821] | 370 | del failed_writer |
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| 371 | os.unlink(failed_path) |
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[4894] | 372 | failed_path = None |
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| 373 | return (num, num_warns, |
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| 374 | os.path.abspath(finished_path), failed_path) |
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[7859] | 375 | |
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| 376 | class ExporterBase(object): |
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| 377 | """A base for exporters. |
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| 378 | """ |
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| 379 | grok.implements(ICSVExporter) |
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| 380 | |
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| 381 | #: Fieldnames considered by this exporter |
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| 382 | fields = ('code', 'title', 'title_prefix') |
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| 383 | |
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[7907] | 384 | #: The title under which this exporter will be displayed |
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| 385 | #: (if registered as a utility) |
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| 386 | title = 'Override this title' |
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| 387 | |
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[7859] | 388 | def mangle_value(self, value, name, context=None): |
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| 389 | """Hook for mangling values in derived classes |
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| 390 | """ |
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| 391 | if isinstance(value, bool): |
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| 392 | value = value and '1' or '0' |
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| 393 | elif isinstance(value, unicode): |
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| 394 | # CSV writers like byte streams better than unicode |
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| 395 | value = value.encode('utf-8') |
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| 396 | elif value is None: |
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| 397 | # None is not really representable in CSV files |
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| 398 | value = '' |
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| 399 | return value |
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| 400 | |
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| 401 | def get_csv_writer(self, filepath=None): |
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| 402 | """Get a CSV dict writer instance open for writing. |
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| 403 | |
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| 404 | Returns a tuple (<writer>, <outfile>) where ``<writer>`` is a |
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| 405 | :class:`csv.DictWriter` instance and outfile is the real file |
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| 406 | which is written to. The latter is important when writing to |
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| 407 | StringIO and can normally be ignored otherwise. |
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| 408 | |
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| 409 | The returned file will already be filled with the header row. |
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| 410 | |
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| 411 | Please note that if you give a filepath, the returned outfile |
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| 412 | is open for writing only and you might have to close it before |
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| 413 | reopening it for reading. |
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| 414 | """ |
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| 415 | if filepath is None: |
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| 416 | outfile = StringIO() |
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| 417 | else: |
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| 418 | outfile = open(filepath, 'wb') |
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| 419 | writer = csv.DictWriter(outfile, self.fields) |
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| 420 | writer.writerow(dict(zip(self.fields, self.fields))) # header |
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| 421 | return writer, outfile |
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| 422 | |
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| 423 | def write_item(self, obj, writer): |
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| 424 | """Write a row extracted from `obj` into CSV file using `writer`. |
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| 425 | """ |
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| 426 | row = {} |
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| 427 | for name in self.fields: |
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| 428 | value = getattr(obj, name, None) |
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| 429 | value = self.mangle_value(value, name, obj) |
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| 430 | row[name] = value |
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| 431 | writer.writerow(row) |
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| 432 | return |
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| 433 | |
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| 434 | def close_outfile(self, filepath, outfile): |
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| 435 | """Close outfile. |
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| 436 | |
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| 437 | If filepath is None, the contents of outfile is returned. |
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| 438 | """ |
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| 439 | outfile.seek(0) |
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| 440 | if filepath is None: |
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| 441 | return outfile.read() |
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| 442 | outfile.close() |
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| 443 | return |
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| 444 | |
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| 445 | def export(self, iterable, filepath=None): |
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| 446 | """Export `iterable` as CSV file. |
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| 447 | |
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| 448 | If `filepath` is ``None``, a raw string with CSV data should |
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| 449 | be returned. |
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| 450 | """ |
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| 451 | raise NotImplementedError |
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| 452 | |
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| 453 | def export_all(self, site, filepath=None): |
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| 454 | """Export all appropriate objects in `site` into `filepath` as |
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| 455 | CSV data. |
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| 456 | |
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| 457 | If `filepath` is ``None``, a raw string with CSV data should |
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| 458 | be returned. |
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| 459 | """ |
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| 460 | raise NotImplementedError |
---|