Files @ c727ae4f9793
Branch filter:

Location: rattail-project/rattail/tests/importing/test_importers.py

lance
Avoid deprecated import for `OrderedDict`
  1
  2
  3
  4
  5
  6
  7
  8
  9
 10
 11
 12
 13
 14
 15
 16
 17
 18
 19
 20
 21
 22
 23
 24
 25
 26
 27
 28
 29
 30
 31
 32
 33
 34
 35
 36
 37
 38
 39
 40
 41
 42
 43
 44
 45
 46
 47
 48
 49
 50
 51
 52
 53
 54
 55
 56
 57
 58
 59
 60
 61
 62
 63
 64
 65
 66
 67
 68
 69
 70
 71
 72
 73
 74
 75
 76
 77
 78
 79
 80
 81
 82
 83
 84
 85
 86
 87
 88
 89
 90
 91
 92
 93
 94
 95
 96
 97
 98
 99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
# -*- coding: utf-8; -*-

from collections import OrderedDict
from unittest import TestCase

from mock import Mock, patch, call

from rattail.db import model
from rattail.db.util import QuerySequence
from rattail.importing import importers
from rattail.config import make_config
from .. import NullProgress, RattailTestCase
from . import ImporterTester


class ImporterBattery(ImporterTester):
    """
    Battery of tests which can hopefully be ran for any non-bulk importer.
    """

    def setUp(self):
        self.config = self.make_config()

    def make_config(self):
        config = make_config([], extend=False)
        config.setdefault('rattail', 'timezone.default', 'America/Los_Angeles')
        return config

    def test_import_data_empty(self):
        importer = self.make_importer()
        result = importer.import_data()
        self.assertEqual(result, {})

    def test_import_data_dry_run(self):
        importer = self.make_importer()
        self.assertFalse(importer.dry_run)
        importer.import_data(dry_run=True)
        self.assertTrue(importer.dry_run)

    def test_import_data_create(self):
        importer = self.make_importer()
        with patch.object(importer, 'get_key', lambda k: k):
            with patch.object(importer, 'create_object') as create:
                importer.import_data(host_data=[1, 2, 3])
                self.assertEqual(create.call_args_list, [
                    call(1, 1), call(2, 2), call(3, 3)])

    def test_import_data_max_create(self):
        importer = self.make_importer()
        with patch.object(importer, 'get_key', lambda k: k):
            with patch.object(importer, 'create_object') as create:
                importer.import_data(host_data=[1, 2, 3], max_create=1)
                self.assertEqual(create.call_args_list, [call(1, 1)])


class BulkImporterBattery(ImporterBattery):
    """
    Battery of tests which can hopefully be ran for any bulk importer.
    """

    def test_import_data_empty(self):
        importer = self.make_importer()
        result = importer.import_data()
        self.assertEqual(result, 0)


class TestImporter(TestCase):

    def setUp(self):
        self.config = self.make_config()

    def make_config(self):
        config = make_config([], extend=False)
        config.setdefault('rattail', 'timezone.default', 'America/Los_Angeles')
        return config

    def test_init(self):

        # defaults
        importer = importers.Importer(self.config)
        self.assertIsNone(importer.model_class)
        self.assertIsNone(importer.key)
        self.assertEqual(importer.fields, [])
        self.assertIsNone(importer.host_system_title)

        # key must be included among the fields
        self.assertRaises(ValueError, importers.Importer, key='upc', fields=[])
        importer = importers.Importer(self.config, key='upc', fields=['upc'])
        self.assertEqual(importer.key, ('upc',))
        self.assertEqual(importer.fields, ['upc'])

        # extra bits are passed as-is
        importer = importers.Importer(self.config)
        self.assertFalse(hasattr(importer, 'extra_bit'))
        extra_bit = object()
        importer = importers.Importer(self.config, extra_bit=extra_bit)
        self.assertIs(importer.extra_bit, extra_bit)

    def test_delete_flag(self):
        # disabled by default
        importer = importers.Importer(self.config)
        self.assertTrue(importer.allow_delete)
        self.assertFalse(importer.delete)
        importer.import_data(host_data=[])
        self.assertFalse(importer.delete)

        # but can be enabled
        importer = importers.Importer(self.config, delete=True)
        self.assertTrue(importer.allow_delete)
        self.assertTrue(importer.delete)
        importer = importers.Importer(self.config)
        self.assertFalse(importer.delete)
        importer.import_data(host_data=[], delete=True)
        self.assertTrue(importer.delete)

    def test_get_host_objects(self):
        importer = importers.Importer(self.config)
        objects = importer.get_host_objects()
        self.assertEqual(objects, [])

    def test_cache_local_data(self):
        importer = importers.Importer(self.config)
        self.assertRaises(NotImplementedError, importer.cache_local_data)

    def test_get_local_object(self):
        importer = importers.Importer(self.config)
        self.assertFalse(importer.caches_local_data)
        self.assertRaises(NotImplementedError, importer.get_local_object, None)

        someobj = object()
        with patch.object(importer, 'get_single_local_object', Mock(return_value=someobj)):
            obj = importer.get_local_object('somekey')
        self.assertIs(obj, someobj)

        importer.caches_local_data = True
        importer.cached_local_data = {'somekey': {'object': someobj, 'data': {}}}
        obj = importer.get_local_object('somekey')
        self.assertIs(obj, someobj)

    def test_get_single_local_object(self):
        importer = importers.Importer(self.config)
        self.assertRaises(NotImplementedError, importer.get_single_local_object, None)

    def test_get_cache_key(self):
        importer = importers.Importer(self.config, key='upc', fields=['upc'])
        obj = {'upc': '00074305001321'}
        normal = {'data': obj}
        key = importer.get_cache_key(obj, normal)
        self.assertEqual(key, ('00074305001321',))

    def test_normalize_cache_object(self):
        importer = importers.Importer(self.config)
        obj = {'upc': '00074305001321'}
        with patch.object(importer, 'normalize_local_object', new=lambda obj: obj):
            cached = importer.normalize_cache_object(obj)
        self.assertEqual(cached, {'object': obj, 'data': obj})

    def test_normalize_local_object(self):
        importer = importers.Importer(self.config, key='upc',
                                      fields=['upc', 'description'])
        importer.simple_fields = importer.fields
        obj = Mock(upc='00074305001321', description="Apple Cider Vinegar")
        data = importer.normalize_local_object(obj)
        self.assertEqual(data, {'upc': '00074305001321', 'description': "Apple Cider Vinegar"})

    def test_update_object(self):
        importer = importers.Importer(self.config, key='upc',
                                      fields=['upc', 'description'])
        importer.simple_fields = importer.fields
        obj = Mock(upc='00074305001321', description="Apple Cider Vinegar")

        newobj = importer.update_object(obj, {'upc': '00074305001321', 'description': "Apple Cider Vinegar"})
        self.assertIs(newobj, obj)
        self.assertEqual(obj.description, "Apple Cider Vinegar")

        newobj = importer.update_object(obj, {'upc': '00074305001321', 'description': "Apple Cider Vinegar 32oz"})
        self.assertIs(newobj, obj)
        self.assertEqual(obj.description, "Apple Cider Vinegar 32oz")

    def test_normalize_host_data(self):
        importer = importers.Importer(self.config, key='upc',
                                      fields=['upc', 'description'],
                                      progress=NullProgress)

        data = [
            {'upc': '00074305001161', 'description': "Apple Cider Vinegar 16oz"},
            {'upc': '00074305001321', 'description': "Apple Cider Vinegar 32oz"},
        ]

        host_data = importer.normalize_host_data(host_objects=[])
        self.assertEqual(host_data, [])

        host_data = importer.normalize_host_data(host_objects=data)
        self.assertEqual(host_data, data)

        with patch.object(importer, 'get_host_objects', new=Mock(return_value=data)):
            host_data = importer.normalize_host_data()
        self.assertEqual(host_data, data)

    def test_get_deletion_keys(self):
        importer = importers.Importer(self.config)
        self.assertFalse(importer.caches_local_data)
        keys = importer.get_deletion_keys()
        self.assertEqual(keys, set())

        importer.caches_local_data = True
        self.assertIsNone(importer.cached_local_data)
        keys = importer.get_deletion_keys()
        self.assertEqual(keys, set())

        importer.cached_local_data = {
            'delete-me': {
                'object': object(),
                'data': {},
            },
        }
        keys = importer.get_deletion_keys()
        self.assertEqual(keys, set(['delete-me']))

    def test_model_name_attr(self):
        # default is None
        importer = importers.Importer(self.config)
        self.assertIsNone(importer.model_name)

        # but may be overridden via init kwarg
        importer = importers.Importer(self.config, model_name='Foo')
        self.assertEqual(importer.model_name, 'Foo')

        # or may inherit its value from 'model_class'
        class Foo:
            pass
        importer = importers.Importer(self.config, model_class=Foo)
        self.assertEqual(importer.model_name, 'Foo')

    def test_batch_size_attr(self):
        # default is 200
        importer = importers.Importer(self.config)
        self.assertEqual(importer.batch_size, 200)

        # but may be overridden via init kwarg
        importer = importers.Importer(self.config, batch_size=0)
        self.assertEqual(importer.batch_size, 0)
        importer = importers.Importer(self.config, batch_size=42)
        self.assertEqual(importer.batch_size, 42)

        # batch size determines how often flush occurs
        data = [{'id': i} for i in range(1, 101)]
        importer = importers.Importer(self.config, model_name='Foo',
                                      key='id', fields=['id'],
                                      empty_local_data=True)
        importer.handler = Mock(local_title="Nevermind")
        with patch.object(importer, 'create_object'): # just mock that out
            with patch.object(importer, 'flush_create_update') as flush:

                # 4 batches @ 33/per
                importer.import_data(host_data=data, batch_size=33)
                self.assertEqual(flush.call_count, 4)
                flush.reset_mock()

                # 3 batches @ 34/per
                importer.import_data(host_data=data, batch_size=34)
                self.assertEqual(flush.call_count, 3)
                flush.reset_mock()

                # 2 batches @ 50/per
                importer.import_data(host_data=data, batch_size=100)
                self.assertEqual(flush.call_count, 2)
                flush.reset_mock()

                # one extra/final flush happens, whenever the total number of
                # changes happens to match the batch size...

                # 1 batch @ 100/per, plus final flush
                importer.import_data(host_data=data, batch_size=100)
                self.assertEqual(flush.call_count, 2)
                flush.reset_mock()

                # 1 batch @ 200/per
                importer.import_data(host_data=data, batch_size=200)
                self.assertEqual(flush.call_count, 1)
                flush.reset_mock()

                # one extra/final flush also happens when batching is disabled

                # 100 "batches" @ 0/per, plus final flush
                importer.import_data(host_data=data, batch_size=0)
                self.assertEqual(flush.call_count, 101)
                flush.reset_mock()


class TestFromQuery(RattailTestCase):

    def setUp(self):
        super(TestFromQuery, self).setUp()
        self.config.setdefault('rattail', 'timezone.default', 'America/Chicago')

    def test_query(self):
        importer = importers.FromQuery(self.config)
        self.assertRaises(NotImplementedError, importer.query)

    def test_get_host_objects(self):
        query = self.session.query(model.Product)
        importer = importers.FromQuery(self.config)
        with patch.object(importer, 'query', Mock(return_value=query)):
            objects = importer.get_host_objects()
        self.assertIsInstance(objects, QuerySequence)


class TestBulkImporter(BulkImporterBattery, TestCase):
    importer_class = importers.BulkImporter
        
    def test_batch_size_attr(self):
        # default is 200
        importer = importers.BulkImporter(self.config)
        self.assertEqual(importer.batch_size, 200)

        # but may be overridden via init kwarg
        importer = importers.BulkImporter(self.config, batch_size=0)
        self.assertEqual(importer.batch_size, 0)
        importer = importers.BulkImporter(self.config, batch_size=42)
        self.assertEqual(importer.batch_size, 42)

        # batch size determines how often flush occurs
        data = [{'id': i} for i in range(1, 101)]
        importer = importers.BulkImporter(self.config, model_name='Foo',
                                          key='id', fields=['id'],
                                          empty_local_data=True)
        with patch.object(importer, 'create_object'): # just mock that out
            with patch.object(importer, 'flush_create_update') as flush:

                # 4 batches @ 33/per
                importer.import_data(host_data=data, batch_size=33)
                self.assertEqual(flush.call_count, 4)
                flush.reset_mock()

                # 3 batches @ 34/per
                importer.import_data(host_data=data, batch_size=34)
                self.assertEqual(flush.call_count, 3)
                flush.reset_mock()

                # 2 batches @ 50/per
                importer.import_data(host_data=data, batch_size=100)
                self.assertEqual(flush.call_count, 2)
                flush.reset_mock()

                # one extra/final flush happens, whenever the total number of
                # changes happens to match the batch size...

                # 1 batch @ 100/per, plus final flush
                importer.import_data(host_data=data, batch_size=100)
                self.assertEqual(flush.call_count, 2)
                flush.reset_mock()

                # 1 batch @ 200/per
                importer.import_data(host_data=data, batch_size=200)
                self.assertEqual(flush.call_count, 1)
                flush.reset_mock()

                # one extra/final flush also happens when batching is disabled

                # 100 "batches" @ 0/per, plus final flush
                importer.import_data(host_data=data, batch_size=0)
                self.assertEqual(flush.call_count, 101)
                flush.reset_mock()


######################################################################
# fake importer class, tested mostly for basic coverage
######################################################################

class Product(object):
    upc = None
    description = None


class MockImporter(importers.Importer):
    model_class = Product
    key = 'upc'
    simple_fields = ['upc', 'description']
    supported_fields = simple_fields
    caches_local_data = True
    flush_every_x = 1
    session = Mock()

    def normalize_local_object(self, obj):
        return obj

    def update_object(self, obj, host_data, local_data=None):
        return host_data


class TestMockImporter(ImporterTester, TestCase):
    importer_class = MockImporter

    sample_data = OrderedDict([
        ('16oz', {'upc': '00074305001161', 'description': "Apple Cider Vinegar 16oz"}),
        ('32oz', {'upc': '00074305001321', 'description': "Apple Cider Vinegar 32oz"}),
        ('1gal', {'upc': '00074305011283', 'description': "Apple Cider Vinegar 1gal"}),
    ])

    def setUp(self):
        self.config = self.make_config()
        self.importer = self.make_importer()
        self.importer.handler = Mock(local_title="Nevermind")

    def make_config(self):
        config = make_config([], extend=False)
        config.setdefault('rattail', 'timezone.default', 'America/Los_Angeles')
        return config

    def test_create(self):
        local = self.copy_data()
        del local['32oz']
        self.import_data(local_data=local)
        self.assert_import_created('32oz')
        self.assert_import_updated()
        self.assert_import_deleted()

    def test_create_empty(self):
        self.import_data(host_data={}, local_data={})
        self.assert_import_created()
        self.assert_import_updated()
        self.assert_import_deleted()

    def test_update(self):
        local = self.copy_data()
        local['16oz']['description'] = "wrong description"
        self.import_data(local_data=local)
        self.assert_import_created()
        self.assert_import_updated('16oz')
        self.assert_import_deleted()

    def test_delete(self):
        local = self.copy_data()
        local['bogus'] = {'upc': '00000000000000', 'description': "Delete Me"}
        self.import_data(local_data=local, delete=True)
        self.assert_import_created()
        self.assert_import_updated()
        self.assert_import_deleted('bogus')

    def test_duplicate(self):
        host = self.copy_data()
        host['32oz-dupe'] = host['32oz']
        self.import_data(host_data=host)
        self.assert_import_created()
        self.assert_import_updated()
        self.assert_import_deleted()

    def test_max_create(self):
        local = self.copy_data()
        del local['16oz']
        del local['1gal']
        self.import_data(local_data=local, max_create=1)
        self.assert_import_created('16oz')
        self.assert_import_updated()
        self.assert_import_deleted()

    def test_max_total_create(self):
        local = self.copy_data()
        del local['16oz']
        del local['1gal']
        self.import_data(local_data=local, max_total=1)
        self.assert_import_created('16oz')
        self.assert_import_updated()
        self.assert_import_deleted()

    def test_max_update(self):
        local = self.copy_data()
        local['16oz']['description'] = "wrong"
        local['1gal']['description'] = "wrong"
        self.import_data(local_data=local, max_update=1)
        self.assert_import_created()
        self.assert_import_updated('16oz')
        self.assert_import_deleted()

    def test_max_total_update(self):
        local = self.copy_data()
        local['16oz']['description'] = "wrong"
        local['1gal']['description'] = "wrong"
        self.import_data(local_data=local, max_total=1)
        self.assert_import_created()
        self.assert_import_updated('16oz')
        self.assert_import_deleted()

    def test_max_delete(self):
        local = self.copy_data()
        local['bogus1'] = {'upc': '00000000000001', 'description': "Delete Me"}
        local['bogus2'] = {'upc': '00000000000002', 'description': "Delete Me"}
        self.import_data(local_data=local, delete=True, max_delete=1)
        self.assert_import_created()
        self.assert_import_updated()
        self.assert_import_deleted('bogus1')

    def test_max_total_delete(self):
        local = self.copy_data()
        local['bogus1'] = {'upc': '00000000000001', 'description': "Delete Me"}
        local['bogus2'] = {'upc': '00000000000002', 'description': "Delete Me"}
        self.import_data(local_data=local, delete=True, max_total=1)
        self.assert_import_created()
        self.assert_import_updated()
        self.assert_import_deleted('bogus1')

    def test_max_total_delete_with_changes(self):
        local = self.copy_data()
        del local['16oz']
        local['32oz']['description'] = "wrong"
        local['1gal']['description'] = "wrong"
        local['bogus1'] = {'upc': '00000000000001', 'description': "Delete Me"}
        local['bogus2'] = {'upc': '00000000000002', 'description': "Delete Me"}
        self.import_data(local_data=local, delete=True, max_total=3)
        self.assert_import_created('16oz')
        self.assert_import_updated('32oz', '1gal')
        self.assert_import_deleted()