source: main/waeup.sirp/trunk/src/waeup/sirp/utils/batching.py @ 6837

Last change on this file since 6837 was 6835, checked in by Henrik Bettermann, 13 years ago

Move comment to proper place.

File size: 11.1 KB
Line 
1"""WAeUP components for batch processing.
2
3Batch processors eat CSV files to add, update or remove large numbers
4of certain kinds of objects at once.
5"""
6import grok
7import copy
8import csv
9import os
10import sys
11import tempfile
12import time
13from zope.component import createObject
14from zope.interface import Interface
15from zope.schema import getFields
16from waeup.sirp.interfaces import (
17    IBatchProcessor, FatalCSVError, DuplicationError, IObjectConverter)
18
19class BatchProcessor(grok.GlobalUtility):
20    """A processor to add, update, or remove data.
21
22    This is a non-active baseclass.
23    """
24    grok.provides(IBatchProcessor)
25    grok.context(Interface)
26    grok.baseclass()
27
28    # Name used in pages and forms...
29    name = u'Non-registered base importer'
30
31    # Internal name...
32    util_name = 'baseimporter'
33
34    # Items for this processor need an interface with zope.schema fields.
35    iface = Interface
36
37    # The name must be the same as the util_name attribute in order to
38    # register this utility correctly.
39    grok.name(util_name)
40
41    # Headers needed to locate items...
42    location_fields = ['code', 'faculty_code']
43
44    # A factory with this name must be registered...
45    factory_name = 'waeup.Department'
46
47    @property
48    def required_fields(self):
49        """Required fields that have no default.
50
51        A list of names of field, whose value cannot be set if not
52        given during creation. Therefore these fields must exist in
53        input.
54
55        Fields with a default != missing_value do not belong to this
56        category.
57        """
58        result = []
59        for key, field in getFields(self.iface).items():
60            if key in self.location_fields:
61                continue
62            if field.default is not field.missing_value:
63                continue
64            if field.required:
65                result.append(key)
66        return result
67
68    @property
69    def req(self):
70        result = dict(
71            create = self.location_fields + self.required_fields,
72            update = self.location_fields,
73            remove = self.location_fields,
74        )
75        return result
76
77    @property
78    def available_fields(self):
79        result = []
80        return sorted(list(set(
81                    self.location_fields + getFields(self.iface).keys())))
82
83    def getHeaders(self, mode='create'):
84        return self.available_fields
85
86    def checkHeaders(self, headerfields, mode='create'):
87        req = self.req[mode]
88        # Check for required fields...
89        for field in req:
90            if not field in headerfields:
91                raise FatalCSVError(
92                    "Need at least columns %s for import!" %
93                    ', '.join(["'%s'" % x for x in req]))
94        # Check for double fields. Cannot happen because this error is
95        # already catched in views
96        not_ignored_fields = [x for x in headerfields
97                              if not x.startswith('--')]
98        if len(set(not_ignored_fields)) < len(not_ignored_fields):
99            raise FatalCSVError(
100                "Double headers: each column name may only appear once.")
101        return True
102
103    def applyMapping(self, row, mapping):
104        """Apply mapping to a row of CSV data.
105
106        """
107        result = dict()
108        for key, replacement in mapping.items():
109            if replacement == u'--IGNORE--':
110                # Skip ignored columns in failed and finished data files.
111                continue
112            result[replacement] = row[key]
113        return result
114
115    def getMapping(self, path, headerfields, mode):
116        """Get a mapping from CSV file headerfields to actually used fieldnames.
117
118        """
119        result = dict()
120        reader = csv.reader(open(path, 'rb'))
121        raw_header = reader.next()
122        for num, field in enumerate(headerfields):
123            if field not in self.location_fields and mode == 'remove':
124                # Skip non-location fields when removing.
125                continue
126            if field == u'--IGNORE--':
127                # Skip ignored columns in failed and finished data files.
128                continue
129            result[raw_header[num]] = field
130        return result
131
132    def stringFromErrs(self, errors, inv_errors):
133        result = []
134        for err in errors:
135            fieldname, message = err
136            result.append("%s: %s" % (fieldname, message))
137        for err in inv_errors:
138            result.append("invariant: %s" % err)
139        return '; '.join(result)
140
141    def callFactory(self, *args, **kw):
142        return createObject(self.factory_name)
143
144    def parentsExist(self, row, site):
145        """Tell whether the parent object for data in ``row`` exists.
146        """
147        raise NotImplementedError('method not implemented')
148
149    def entryExists(self, row, site):
150        """Tell whether there already exists an entry for ``row`` data.
151        """
152        raise NotImplementedError('method not implemented')
153
154    def getParent(self, row, site):
155        """Get the parent object for the entry in ``row``.
156        """
157        raise NotImplementedError('method not implemented')
158
159    def getEntry(self, row, site):
160        """Get the parent object for the entry in ``row``.
161        """
162        raise NotImplementedError('method not implemented')
163
164    def addEntry(self, obj, row, site):
165        """Add the entry given given by ``row`` data.
166        """
167        raise NotImplementedError('method not implemented')
168
169    def delEntry(self, row, site):
170        """Delete entry given by ``row`` data.
171        """
172        raise NotImplementedError('method not implemented')
173
174    def updateEntry(self, obj, row, site):
175        """Update obj to the values given in row.
176        """
177        for key, value in row.items():
178            # Skip location and catalog fields used to locate the object
179            if hasattr(obj, key):
180                setattr(obj, key, value)
181        return
182
183    def createLogfile(self, path, fail_path, num, warnings, mode, user,
184                      timedelta, logger=None):
185        """Write to log file.
186        """
187        if logger is None:
188            return
189        status = 'OK'
190        if warnings > 0:
191            status = 'FAILED'
192        logger.info("-" * 20)
193        logger.info("%s: Batch processing finished: %s" % (user, status))
194        logger.info("%s: Source: %s" % (user, path))
195        logger.info("%s: Mode: %s" % (user, mode))
196        logger.info("%s: User: %s" % (user, user))
197        if warnings > 0:
198            logger.info("%s: Failed datasets: %s" % (
199                    user, os.path.basename(fail_path)))
200        logger.info("%s: Processing time: %0.3f s (%0.4f s/item)" % (
201                user, timedelta, timedelta/(num or 1)))
202        logger.info("%s: Processed: %s lines (%s successful/ %s failed)" % (
203                user, num, num - warnings, warnings
204                ))
205        logger.info("-" * 20)
206        return
207
208    def writeFailedRow(self, writer, row, warnings):
209        """Write a row with error messages to error CSV.
210
211        If warnings is a list of strings, they will be concatenated.
212        """
213        error_col = warnings
214        if isinstance(warnings, list):
215            error_col = ' / '.join(warnings)
216        row['--ERRORS--'] = error_col
217        writer.writerow(row)
218        return
219
220    def doImport(self, path, headerfields, mode='create', user='Unknown',
221                 logger=None):
222        """Perform actual import.
223        """
224        time_start = time.time()
225        self.checkHeaders(headerfields, mode)
226        mapping = self.getMapping(path, headerfields, mode)
227        reader = csv.DictReader(open(path, 'rb'))
228
229        temp_dir = tempfile.mkdtemp()
230
231        base = os.path.basename(path)
232        (base, ext) = os.path.splitext(base)
233        failed_path = os.path.join(temp_dir, "%s.pending%s" % (base, ext))
234        failed_headers = mapping.values()
235        failed_headers.append('--ERRORS--')
236        failed_writer = csv.DictWriter(open(failed_path, 'wb'),
237                                       failed_headers)
238        failed_writer.writerow(dict([(x,x) for x in failed_headers]))
239
240        finished_path = os.path.join(temp_dir, "%s.finished%s" % (base, ext))
241        finished_headers = mapping.values()
242        finished_writer = csv.DictWriter(open(finished_path, 'wb'),
243                                         finished_headers)
244        finished_writer.writerow(dict([(x,x) for x in finished_headers]))
245
246        num =0
247        num_warns = 0
248        site = grok.getSite()
249        converter = IObjectConverter(self.iface)
250        for raw_row in reader:
251            num += 1
252            string_row = self.applyMapping(raw_row, mapping)
253            row = dict(string_row.items()) # create deep copy
254            errs, inv_errs, conv_dict =  converter.fromStringDict(
255                string_row, self.factory_name)
256            if errs or inv_errs:
257                num_warns += 1
258                conv_warnings = self.stringFromErrs(errs, inv_errs)
259                self.writeFailedRow(
260                    failed_writer, string_row, conv_warnings)
261                continue
262            row.update(conv_dict)
263
264            if mode == 'create':
265                if not self.parentsExist(row, site):
266                    num_warns += 1
267                    self.writeFailedRow(
268                        failed_writer, string_row,
269                        "Not all parents do exist yet. Skipping")
270                    continue
271                if self.entryExists(row, site):
272                    num_warns += 1
273                    self.writeFailedRow(
274                        failed_writer, string_row,
275                        "This object already exists in the same container. Skipping.")
276                    continue
277                obj = self.callFactory()
278                self.updateEntry(obj, row, site)
279                try:
280                    self.addEntry(obj, row, site)
281                except KeyError, error:
282                    num_warns += 1
283                    self.writeFailedRow(
284                        failed_writer, string_row,
285                        "%s Skipping." % error.message)
286                    continue
287            elif mode == 'remove':
288                if not self.entryExists(row, site):
289                    num_warns += 1
290                    self.writeFailedRow(
291                        failed_writer, string_row,
292                        "Cannot remove: no such entry.")
293                    continue
294                self.delEntry(row, site)
295            elif mode == 'update':
296                obj = self.getEntry(row, site)
297                if obj is None:
298                    num_warns += 1
299                    self.writeFailedRow(
300                        failed_writer, string_row,
301                        "Cannot update: no such entry.")
302                    continue
303                self.updateEntry(obj, row, site)
304            finished_writer.writerow(string_row)
305
306        time_end = time.time()
307        timedelta = time_end - time_start
308
309        self.createLogfile(path, failed_path, num, num_warns, mode, user,
310                           timedelta, logger=logger)
311        failed_path = os.path.abspath(failed_path)
312        if num_warns == 0:
313            del failed_writer
314            os.unlink(failed_path)
315            failed_path = None
316        return (num, num_warns,
317                os.path.abspath(finished_path), failed_path)
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