[7196] | 1 | ## $Id: batching.py 7321 2011-12-10 06:15:17Z henrik $ |
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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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[7321] | 18 | """SIRP 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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[4870] | 24 | import copy |
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[4806] | 25 | import csv |
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[4821] | 26 | import os |
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| 27 | import sys |
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[4900] | 28 | import tempfile |
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[4821] | 29 | import time |
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[4806] | 30 | from zope.component import createObject |
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| 31 | from zope.interface import Interface |
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| 32 | from zope.schema import getFields |
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[5005] | 33 | from waeup.sirp.interfaces import ( |
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[6276] | 34 | IBatchProcessor, FatalCSVError, DuplicationError, IObjectConverter) |
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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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[4831] | 41 | grok.provides(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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[5009] | 46 | name = u'Non-registered base importer' |
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[6259] | 47 | |
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[4806] | 48 | # Internal name... |
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[5009] | 49 | util_name = 'baseimporter' |
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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 | result = [] |
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| 97 | return sorted(list(set( |
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| 98 | self.location_fields + getFields(self.iface).keys()))) |
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[6259] | 99 | |
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[4806] | 100 | def getHeaders(self, mode='create'): |
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| 101 | return self.available_fields |
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| 102 | |
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| 103 | def checkHeaders(self, headerfields, mode='create'): |
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| 104 | req = self.req[mode] |
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| 105 | # Check for required fields... |
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| 106 | for field in req: |
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| 107 | if not field in headerfields: |
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| 108 | raise FatalCSVError( |
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| 109 | "Need at least columns %s for import!" % |
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| 110 | ', '.join(["'%s'" % x for x in req])) |
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[6828] | 111 | # Check for double fields. Cannot happen because this error is |
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| 112 | # already catched in views |
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[4806] | 113 | not_ignored_fields = [x for x in headerfields |
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| 114 | if not x.startswith('--')] |
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| 115 | if len(set(not_ignored_fields)) < len(not_ignored_fields): |
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| 116 | raise FatalCSVError( |
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| 117 | "Double headers: each column name may only appear once.") |
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| 118 | return True |
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| 119 | |
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| 120 | def applyMapping(self, row, mapping): |
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[4811] | 121 | """Apply mapping to a row of CSV data. |
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[6824] | 122 | |
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[4811] | 123 | """ |
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[4806] | 124 | result = dict() |
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| 125 | for key, replacement in mapping.items(): |
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[6824] | 126 | if replacement == u'--IGNORE--': |
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| 127 | # Skip ignored columns in failed and finished data files. |
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| 128 | continue |
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[4806] | 129 | result[replacement] = row[key] |
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| 130 | return result |
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[6259] | 131 | |
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[4832] | 132 | def getMapping(self, path, headerfields, mode): |
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[6824] | 133 | """Get a mapping from CSV file headerfields to actually used fieldnames. |
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| 134 | |
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[4811] | 135 | """ |
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[4832] | 136 | result = dict() |
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[4806] | 137 | reader = csv.reader(open(path, 'rb')) |
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| 138 | raw_header = reader.next() |
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[4832] | 139 | for num, field in enumerate(headerfields): |
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| 140 | if field not in self.location_fields and mode == 'remove': |
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[6824] | 141 | # Skip non-location fields when removing. |
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| 142 | continue |
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| 143 | if field == u'--IGNORE--': |
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| 144 | # Skip ignored columns in failed and finished data files. |
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| 145 | continue |
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[4832] | 146 | result[raw_header[num]] = field |
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| 147 | return result |
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[4806] | 148 | |
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[6273] | 149 | def stringFromErrs(self, errors, inv_errors): |
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| 150 | result = [] |
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| 151 | for err in errors: |
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| 152 | fieldname, message = err |
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| 153 | result.append("%s: %s" % (fieldname, message)) |
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| 154 | for err in inv_errors: |
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| 155 | result.append("invariant: %s" % err) |
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| 156 | return '; '.join(result) |
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| 157 | |
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[4806] | 158 | def callFactory(self, *args, **kw): |
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| 159 | return createObject(self.factory_name) |
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| 160 | |
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| 161 | def parentsExist(self, row, site): |
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[4811] | 162 | """Tell whether the parent object for data in ``row`` exists. |
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| 163 | """ |
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[4806] | 164 | raise NotImplementedError('method not implemented') |
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| 165 | |
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| 166 | def entryExists(self, row, site): |
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[4811] | 167 | """Tell whether there already exists an entry for ``row`` data. |
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| 168 | """ |
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[4806] | 169 | raise NotImplementedError('method not implemented') |
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| 170 | |
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| 171 | def getParent(self, row, site): |
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[4811] | 172 | """Get the parent object for the entry in ``row``. |
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| 173 | """ |
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[4806] | 174 | raise NotImplementedError('method not implemented') |
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[6259] | 175 | |
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[5009] | 176 | def getEntry(self, row, site): |
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| 177 | """Get the parent object for the entry in ``row``. |
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| 178 | """ |
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| 179 | raise NotImplementedError('method not implemented') |
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[6259] | 180 | |
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[4806] | 181 | def addEntry(self, obj, row, site): |
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[4811] | 182 | """Add the entry given given by ``row`` data. |
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| 183 | """ |
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[4806] | 184 | raise NotImplementedError('method not implemented') |
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| 185 | |
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| 186 | def delEntry(self, row, site): |
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[4811] | 187 | """Delete entry given by ``row`` data. |
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| 188 | """ |
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[6259] | 189 | raise NotImplementedError('method not implemented') |
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[4806] | 190 | |
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| 191 | def updateEntry(self, obj, row, site): |
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[4984] | 192 | """Update obj to the values given in row. |
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| 193 | """ |
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[4829] | 194 | for key, value in row.items(): |
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[6847] | 195 | # Skip fields not declared in interface. |
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[6833] | 196 | if hasattr(obj, key): |
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| 197 | setattr(obj, key, value) |
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[4829] | 198 | return |
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[4821] | 199 | |
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[4832] | 200 | def createLogfile(self, path, fail_path, num, warnings, mode, user, |
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[4885] | 201 | timedelta, logger=None): |
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| 202 | """Write to log file. |
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[4821] | 203 | """ |
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[4885] | 204 | if logger is None: |
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| 205 | return |
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| 206 | status = 'OK' |
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| 207 | if warnings > 0: |
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| 208 | status = 'FAILED' |
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| 209 | logger.info("-" * 20) |
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| 210 | logger.info("%s: Batch processing finished: %s" % (user, status)) |
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| 211 | logger.info("%s: Source: %s" % (user, path)) |
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| 212 | logger.info("%s: Mode: %s" % (user, mode)) |
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| 213 | logger.info("%s: User: %s" % (user, user)) |
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| 214 | if warnings > 0: |
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[4900] | 215 | logger.info("%s: Failed datasets: %s" % ( |
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| 216 | user, os.path.basename(fail_path))) |
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[4885] | 217 | logger.info("%s: Processing time: %0.3f s (%0.4f s/item)" % ( |
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| 218 | user, timedelta, timedelta/(num or 1))) |
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| 219 | logger.info("%s: Processed: %s lines (%s successful/ %s failed)" % ( |
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| 220 | user, num, num - warnings, warnings |
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[4821] | 221 | )) |
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[4885] | 222 | logger.info("-" * 20) |
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[4821] | 223 | return |
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[4877] | 224 | |
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| 225 | def writeFailedRow(self, writer, row, warnings): |
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| 226 | """Write a row with error messages to error CSV. |
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| 227 | |
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| 228 | If warnings is a list of strings, they will be concatenated. |
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| 229 | """ |
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| 230 | error_col = warnings |
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| 231 | if isinstance(warnings, list): |
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| 232 | error_col = ' / '.join(warnings) |
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| 233 | row['--ERRORS--'] = error_col |
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| 234 | writer.writerow(row) |
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| 235 | return |
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[6259] | 236 | |
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[6847] | 237 | def checkConversion(self, row, mode='ignore'): |
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| 238 | """Validates all values in row. |
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| 239 | """ |
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| 240 | converter = IObjectConverter(self.iface) |
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| 241 | errs, inv_errs, conv_dict = converter.fromStringDict( |
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| 242 | row, self.factory_name) |
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| 243 | return errs, inv_errs, conv_dict |
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| 244 | |
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[4885] | 245 | def doImport(self, path, headerfields, mode='create', user='Unknown', |
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| 246 | logger=None): |
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[4811] | 247 | """Perform actual import. |
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| 248 | """ |
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[4832] | 249 | time_start = time.time() |
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[4806] | 250 | self.checkHeaders(headerfields, mode) |
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[4832] | 251 | mapping = self.getMapping(path, headerfields, mode) |
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[4806] | 252 | reader = csv.DictReader(open(path, 'rb')) |
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[4889] | 253 | |
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[4900] | 254 | temp_dir = tempfile.mkdtemp() |
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[6259] | 255 | |
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[6273] | 256 | base = os.path.basename(path) |
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| 257 | (base, ext) = os.path.splitext(base) |
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[4900] | 258 | failed_path = os.path.join(temp_dir, "%s.pending%s" % (base, ext)) |
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[6831] | 259 | failed_headers = mapping.values() |
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[4877] | 260 | failed_headers.append('--ERRORS--') |
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[4821] | 261 | failed_writer = csv.DictWriter(open(failed_path, 'wb'), |
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| 262 | failed_headers) |
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[6831] | 263 | failed_writer.writerow(dict([(x,x) for x in failed_headers])) |
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[4891] | 264 | |
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[4900] | 265 | finished_path = os.path.join(temp_dir, "%s.finished%s" % (base, ext)) |
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[6831] | 266 | finished_headers = mapping.values() |
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[4891] | 267 | finished_writer = csv.DictWriter(open(finished_path, 'wb'), |
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| 268 | finished_headers) |
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| 269 | finished_writer.writerow(dict([(x,x) for x in finished_headers])) |
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[6259] | 270 | |
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[4806] | 271 | num =0 |
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[4878] | 272 | num_warns = 0 |
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[4806] | 273 | site = grok.getSite() |
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[6847] | 274 | |
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[4806] | 275 | for raw_row in reader: |
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| 276 | num += 1 |
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| 277 | string_row = self.applyMapping(raw_row, mapping) |
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[6273] | 278 | row = dict(string_row.items()) # create deep copy |
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[6847] | 279 | errs, inv_errs, conv_dict = self.checkConversion(string_row, mode) |
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[6273] | 280 | if errs or inv_errs: |
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[4878] | 281 | num_warns += 1 |
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[6273] | 282 | conv_warnings = self.stringFromErrs(errs, inv_errs) |
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| 283 | self.writeFailedRow( |
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[6824] | 284 | failed_writer, string_row, conv_warnings) |
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[4821] | 285 | continue |
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[6273] | 286 | row.update(conv_dict) |
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[6259] | 287 | |
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[4806] | 288 | if mode == 'create': |
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| 289 | if not self.parentsExist(row, site): |
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[4878] | 290 | num_warns += 1 |
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[4877] | 291 | self.writeFailedRow( |
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[6824] | 292 | failed_writer, string_row, |
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[4877] | 293 | "Not all parents do exist yet. Skipping") |
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[4806] | 294 | continue |
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| 295 | if self.entryExists(row, site): |
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[4878] | 296 | num_warns += 1 |
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[4877] | 297 | self.writeFailedRow( |
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[6824] | 298 | failed_writer, string_row, |
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[6219] | 299 | "This object already exists in the same container. Skipping.") |
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[4806] | 300 | continue |
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| 301 | obj = self.callFactory() |
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[7273] | 302 | # Override all values in row, also |
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| 303 | # student_ids and applicant_ids which have been |
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| 304 | # generated in the respective __init__ methods before. |
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| 305 | self.updateEntry(obj, row, site) |
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[6243] | 306 | try: |
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| 307 | self.addEntry(obj, row, site) |
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[6273] | 308 | except KeyError, error: |
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[6219] | 309 | num_warns += 1 |
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| 310 | self.writeFailedRow( |
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[6824] | 311 | failed_writer, string_row, |
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[6273] | 312 | "%s Skipping." % error.message) |
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[6219] | 313 | continue |
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[4806] | 314 | elif mode == 'remove': |
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| 315 | if not self.entryExists(row, site): |
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[4878] | 316 | num_warns += 1 |
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[4877] | 317 | self.writeFailedRow( |
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[6824] | 318 | failed_writer, string_row, |
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[4877] | 319 | "Cannot remove: no such entry.") |
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[4806] | 320 | continue |
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| 321 | self.delEntry(row, site) |
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| 322 | elif mode == 'update': |
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| 323 | obj = self.getEntry(row, site) |
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| 324 | if obj is None: |
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[4878] | 325 | num_warns += 1 |
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[4877] | 326 | self.writeFailedRow( |
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[6824] | 327 | failed_writer, string_row, |
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[4877] | 328 | "Cannot update: no such entry.") |
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[4806] | 329 | continue |
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| 330 | self.updateEntry(obj, row, site) |
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[4891] | 331 | finished_writer.writerow(string_row) |
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[4821] | 332 | |
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[4832] | 333 | time_end = time.time() |
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| 334 | timedelta = time_end - time_start |
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[6259] | 335 | |
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[4878] | 336 | self.createLogfile(path, failed_path, num, num_warns, mode, user, |
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[4885] | 337 | timedelta, logger=logger) |
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[4894] | 338 | failed_path = os.path.abspath(failed_path) |
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[4878] | 339 | if num_warns == 0: |
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[4821] | 340 | del failed_writer |
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| 341 | os.unlink(failed_path) |
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[4894] | 342 | failed_path = None |
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| 343 | return (num, num_warns, |
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| 344 | os.path.abspath(finished_path), failed_path) |
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