1 | ## $Id: batching.py 7196 2011-11-25 07:44:52Z henrik $ |
---|
2 | ## |
---|
3 | ## Copyright (C) 2011 Uli Fouquet & Henrik Bettermann |
---|
4 | ## This program is free software; you can redistribute it and/or modify |
---|
5 | ## it under the terms of the GNU General Public License as published by |
---|
6 | ## the Free Software Foundation; either version 2 of the License, or |
---|
7 | ## (at your option) any later version. |
---|
8 | ## |
---|
9 | ## This program is distributed in the hope that it will be useful, |
---|
10 | ## but WITHOUT ANY WARRANTY; without even the implied warranty of |
---|
11 | ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
---|
12 | ## GNU General Public License for more details. |
---|
13 | ## |
---|
14 | ## You should have received a copy of the GNU General Public License |
---|
15 | ## along with this program; if not, write to the Free Software |
---|
16 | ## Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA |
---|
17 | ## |
---|
18 | """WAeUP components for batch processing. |
---|
19 | |
---|
20 | Batch processors eat CSV files to add, update or remove large numbers |
---|
21 | of certain kinds of objects at once. |
---|
22 | """ |
---|
23 | import grok |
---|
24 | import copy |
---|
25 | import csv |
---|
26 | import os |
---|
27 | import sys |
---|
28 | import tempfile |
---|
29 | import time |
---|
30 | from zope.component import createObject |
---|
31 | from zope.interface import Interface |
---|
32 | from zope.schema import getFields |
---|
33 | from waeup.sirp.interfaces import ( |
---|
34 | IBatchProcessor, FatalCSVError, DuplicationError, IObjectConverter) |
---|
35 | |
---|
36 | class BatchProcessor(grok.GlobalUtility): |
---|
37 | """A processor to add, update, or remove data. |
---|
38 | |
---|
39 | This is a non-active baseclass. |
---|
40 | """ |
---|
41 | grok.provides(IBatchProcessor) |
---|
42 | grok.context(Interface) |
---|
43 | grok.baseclass() |
---|
44 | |
---|
45 | # Name used in pages and forms... |
---|
46 | name = u'Non-registered base importer' |
---|
47 | |
---|
48 | # Internal name... |
---|
49 | util_name = 'baseimporter' |
---|
50 | |
---|
51 | # Items for this processor need an interface with zope.schema fields. |
---|
52 | iface = Interface |
---|
53 | |
---|
54 | # The name must be the same as the util_name attribute in order to |
---|
55 | # register this utility correctly. |
---|
56 | grok.name(util_name) |
---|
57 | |
---|
58 | # Headers needed to locate items... |
---|
59 | location_fields = ['code', 'faculty_code'] |
---|
60 | |
---|
61 | # A factory with this name must be registered... |
---|
62 | factory_name = 'waeup.Department' |
---|
63 | |
---|
64 | @property |
---|
65 | def required_fields(self): |
---|
66 | """Required fields that have no default. |
---|
67 | |
---|
68 | A list of names of field, whose value cannot be set if not |
---|
69 | given during creation. Therefore these fields must exist in |
---|
70 | input. |
---|
71 | |
---|
72 | Fields with a default != missing_value do not belong to this |
---|
73 | category. |
---|
74 | """ |
---|
75 | result = [] |
---|
76 | for key, field in getFields(self.iface).items(): |
---|
77 | if key in self.location_fields: |
---|
78 | continue |
---|
79 | if field.default is not field.missing_value: |
---|
80 | continue |
---|
81 | if field.required: |
---|
82 | result.append(key) |
---|
83 | return result |
---|
84 | |
---|
85 | @property |
---|
86 | def req(self): |
---|
87 | result = dict( |
---|
88 | create = self.location_fields + self.required_fields, |
---|
89 | update = self.location_fields, |
---|
90 | remove = self.location_fields, |
---|
91 | ) |
---|
92 | return result |
---|
93 | |
---|
94 | @property |
---|
95 | def available_fields(self): |
---|
96 | result = [] |
---|
97 | return sorted(list(set( |
---|
98 | self.location_fields + getFields(self.iface).keys()))) |
---|
99 | |
---|
100 | def getHeaders(self, mode='create'): |
---|
101 | return self.available_fields |
---|
102 | |
---|
103 | def checkHeaders(self, headerfields, mode='create'): |
---|
104 | req = self.req[mode] |
---|
105 | # Check for required fields... |
---|
106 | for field in req: |
---|
107 | if not field in headerfields: |
---|
108 | raise FatalCSVError( |
---|
109 | "Need at least columns %s for import!" % |
---|
110 | ', '.join(["'%s'" % x for x in req])) |
---|
111 | # Check for double fields. Cannot happen because this error is |
---|
112 | # already catched in views |
---|
113 | not_ignored_fields = [x for x in headerfields |
---|
114 | if not x.startswith('--')] |
---|
115 | if len(set(not_ignored_fields)) < len(not_ignored_fields): |
---|
116 | raise FatalCSVError( |
---|
117 | "Double headers: each column name may only appear once.") |
---|
118 | return True |
---|
119 | |
---|
120 | def applyMapping(self, row, mapping): |
---|
121 | """Apply mapping to a row of CSV data. |
---|
122 | |
---|
123 | """ |
---|
124 | result = dict() |
---|
125 | for key, replacement in mapping.items(): |
---|
126 | if replacement == u'--IGNORE--': |
---|
127 | # Skip ignored columns in failed and finished data files. |
---|
128 | continue |
---|
129 | result[replacement] = row[key] |
---|
130 | return result |
---|
131 | |
---|
132 | def getMapping(self, path, headerfields, mode): |
---|
133 | """Get a mapping from CSV file headerfields to actually used fieldnames. |
---|
134 | |
---|
135 | """ |
---|
136 | result = dict() |
---|
137 | reader = csv.reader(open(path, 'rb')) |
---|
138 | raw_header = reader.next() |
---|
139 | for num, field in enumerate(headerfields): |
---|
140 | if field not in self.location_fields and mode == 'remove': |
---|
141 | # Skip non-location fields when removing. |
---|
142 | continue |
---|
143 | if field == u'--IGNORE--': |
---|
144 | # Skip ignored columns in failed and finished data files. |
---|
145 | continue |
---|
146 | result[raw_header[num]] = field |
---|
147 | return result |
---|
148 | |
---|
149 | def stringFromErrs(self, errors, inv_errors): |
---|
150 | result = [] |
---|
151 | for err in errors: |
---|
152 | fieldname, message = err |
---|
153 | result.append("%s: %s" % (fieldname, message)) |
---|
154 | for err in inv_errors: |
---|
155 | result.append("invariant: %s" % err) |
---|
156 | return '; '.join(result) |
---|
157 | |
---|
158 | def callFactory(self, *args, **kw): |
---|
159 | return createObject(self.factory_name) |
---|
160 | |
---|
161 | def parentsExist(self, row, site): |
---|
162 | """Tell whether the parent object for data in ``row`` exists. |
---|
163 | """ |
---|
164 | raise NotImplementedError('method not implemented') |
---|
165 | |
---|
166 | def entryExists(self, row, site): |
---|
167 | """Tell whether there already exists an entry for ``row`` data. |
---|
168 | """ |
---|
169 | raise NotImplementedError('method not implemented') |
---|
170 | |
---|
171 | def getParent(self, row, site): |
---|
172 | """Get the parent object for the entry in ``row``. |
---|
173 | """ |
---|
174 | raise NotImplementedError('method not implemented') |
---|
175 | |
---|
176 | def getEntry(self, row, site): |
---|
177 | """Get the parent object for the entry in ``row``. |
---|
178 | """ |
---|
179 | raise NotImplementedError('method not implemented') |
---|
180 | |
---|
181 | def addEntry(self, obj, row, site): |
---|
182 | """Add the entry given given by ``row`` data. |
---|
183 | """ |
---|
184 | raise NotImplementedError('method not implemented') |
---|
185 | |
---|
186 | def delEntry(self, row, site): |
---|
187 | """Delete entry given by ``row`` data. |
---|
188 | """ |
---|
189 | raise NotImplementedError('method not implemented') |
---|
190 | |
---|
191 | def updateEntry(self, obj, row, site): |
---|
192 | """Update obj to the values given in row. |
---|
193 | """ |
---|
194 | for key, value in row.items(): |
---|
195 | # Skip fields not declared in interface. |
---|
196 | if hasattr(obj, key): |
---|
197 | setattr(obj, key, value) |
---|
198 | return |
---|
199 | |
---|
200 | def createLogfile(self, path, fail_path, num, warnings, mode, user, |
---|
201 | timedelta, logger=None): |
---|
202 | """Write to log file. |
---|
203 | """ |
---|
204 | if logger is None: |
---|
205 | return |
---|
206 | status = 'OK' |
---|
207 | if warnings > 0: |
---|
208 | status = 'FAILED' |
---|
209 | logger.info("-" * 20) |
---|
210 | logger.info("%s: Batch processing finished: %s" % (user, status)) |
---|
211 | logger.info("%s: Source: %s" % (user, path)) |
---|
212 | logger.info("%s: Mode: %s" % (user, mode)) |
---|
213 | logger.info("%s: User: %s" % (user, user)) |
---|
214 | if warnings > 0: |
---|
215 | logger.info("%s: Failed datasets: %s" % ( |
---|
216 | user, os.path.basename(fail_path))) |
---|
217 | logger.info("%s: Processing time: %0.3f s (%0.4f s/item)" % ( |
---|
218 | user, timedelta, timedelta/(num or 1))) |
---|
219 | logger.info("%s: Processed: %s lines (%s successful/ %s failed)" % ( |
---|
220 | user, num, num - warnings, warnings |
---|
221 | )) |
---|
222 | logger.info("-" * 20) |
---|
223 | return |
---|
224 | |
---|
225 | def writeFailedRow(self, writer, row, warnings): |
---|
226 | """Write a row with error messages to error CSV. |
---|
227 | |
---|
228 | If warnings is a list of strings, they will be concatenated. |
---|
229 | """ |
---|
230 | error_col = warnings |
---|
231 | if isinstance(warnings, list): |
---|
232 | error_col = ' / '.join(warnings) |
---|
233 | row['--ERRORS--'] = error_col |
---|
234 | writer.writerow(row) |
---|
235 | return |
---|
236 | |
---|
237 | def checkConversion(self, row, mode='ignore'): |
---|
238 | """Validates all values in row. |
---|
239 | """ |
---|
240 | converter = IObjectConverter(self.iface) |
---|
241 | errs, inv_errs, conv_dict = converter.fromStringDict( |
---|
242 | row, self.factory_name) |
---|
243 | return errs, inv_errs, conv_dict |
---|
244 | |
---|
245 | def doImport(self, path, headerfields, mode='create', user='Unknown', |
---|
246 | logger=None): |
---|
247 | """Perform actual import. |
---|
248 | """ |
---|
249 | time_start = time.time() |
---|
250 | self.checkHeaders(headerfields, mode) |
---|
251 | mapping = self.getMapping(path, headerfields, mode) |
---|
252 | reader = csv.DictReader(open(path, 'rb')) |
---|
253 | |
---|
254 | temp_dir = tempfile.mkdtemp() |
---|
255 | |
---|
256 | base = os.path.basename(path) |
---|
257 | (base, ext) = os.path.splitext(base) |
---|
258 | failed_path = os.path.join(temp_dir, "%s.pending%s" % (base, ext)) |
---|
259 | failed_headers = mapping.values() |
---|
260 | failed_headers.append('--ERRORS--') |
---|
261 | failed_writer = csv.DictWriter(open(failed_path, 'wb'), |
---|
262 | failed_headers) |
---|
263 | failed_writer.writerow(dict([(x,x) for x in failed_headers])) |
---|
264 | |
---|
265 | finished_path = os.path.join(temp_dir, "%s.finished%s" % (base, ext)) |
---|
266 | finished_headers = mapping.values() |
---|
267 | finished_writer = csv.DictWriter(open(finished_path, 'wb'), |
---|
268 | finished_headers) |
---|
269 | finished_writer.writerow(dict([(x,x) for x in finished_headers])) |
---|
270 | |
---|
271 | num =0 |
---|
272 | num_warns = 0 |
---|
273 | site = grok.getSite() |
---|
274 | |
---|
275 | for raw_row in reader: |
---|
276 | num += 1 |
---|
277 | string_row = self.applyMapping(raw_row, mapping) |
---|
278 | row = dict(string_row.items()) # create deep copy |
---|
279 | errs, inv_errs, conv_dict = self.checkConversion(string_row, mode) |
---|
280 | if errs or inv_errs: |
---|
281 | num_warns += 1 |
---|
282 | conv_warnings = self.stringFromErrs(errs, inv_errs) |
---|
283 | self.writeFailedRow( |
---|
284 | failed_writer, string_row, conv_warnings) |
---|
285 | continue |
---|
286 | row.update(conv_dict) |
---|
287 | |
---|
288 | if mode == 'create': |
---|
289 | if not self.parentsExist(row, site): |
---|
290 | num_warns += 1 |
---|
291 | self.writeFailedRow( |
---|
292 | failed_writer, string_row, |
---|
293 | "Not all parents do exist yet. Skipping") |
---|
294 | continue |
---|
295 | if self.entryExists(row, site): |
---|
296 | num_warns += 1 |
---|
297 | self.writeFailedRow( |
---|
298 | failed_writer, string_row, |
---|
299 | "This object already exists in the same container. Skipping.") |
---|
300 | continue |
---|
301 | obj = self.callFactory() |
---|
302 | self.updateEntry(obj, row, site) |
---|
303 | try: |
---|
304 | self.addEntry(obj, row, site) |
---|
305 | except KeyError, error: |
---|
306 | num_warns += 1 |
---|
307 | self.writeFailedRow( |
---|
308 | failed_writer, string_row, |
---|
309 | "%s Skipping." % error.message) |
---|
310 | continue |
---|
311 | elif mode == 'remove': |
---|
312 | if not self.entryExists(row, site): |
---|
313 | num_warns += 1 |
---|
314 | self.writeFailedRow( |
---|
315 | failed_writer, string_row, |
---|
316 | "Cannot remove: no such entry.") |
---|
317 | continue |
---|
318 | self.delEntry(row, site) |
---|
319 | elif mode == 'update': |
---|
320 | obj = self.getEntry(row, site) |
---|
321 | if obj is None: |
---|
322 | num_warns += 1 |
---|
323 | self.writeFailedRow( |
---|
324 | failed_writer, string_row, |
---|
325 | "Cannot update: no such entry.") |
---|
326 | continue |
---|
327 | self.updateEntry(obj, row, site) |
---|
328 | finished_writer.writerow(string_row) |
---|
329 | |
---|
330 | time_end = time.time() |
---|
331 | timedelta = time_end - time_start |
---|
332 | |
---|
333 | self.createLogfile(path, failed_path, num, num_warns, mode, user, |
---|
334 | timedelta, logger=logger) |
---|
335 | failed_path = os.path.abspath(failed_path) |
---|
336 | if num_warns == 0: |
---|
337 | del failed_writer |
---|
338 | os.unlink(failed_path) |
---|
339 | failed_path = None |
---|
340 | return (num, num_warns, |
---|
341 | os.path.abspath(finished_path), failed_path) |
---|