test_create_collection - Code Metrics - Inspection of "get collection stats (#3069)" - milvus-io/milvus - Measure and Improve Code Quality continuously with Scrutinizer

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created 2020-07-30 08:55 UTC

test_create_collection B

↳ Parent: Project

Complexity

Total Complexity

Size/Duplication

Total Lines	347
Duplicated Lines	0 %

Importance

Changes

Metric	Value
eloc	204
dl	0
loc	347
rs	8.72
c	0
b	0
f	0
wmc	46

28 Methods

Rating	Name	Size	Complexity
A	TestCreateCollectionInvalid.get_metric_type()	6	1
A	TestCreateCollectionInvalid.test_create_collection_with_invalid_collectionname()	5	2
A	TestCreateCollectionInvalid.test_create_collection_with_empty_collectionname()	5	2
A	TestCreateCollection.get_vector_field()	6	1
A	TestCreateCollection.test_create_collection_multithread()	26	4
A	TestCreateCollection.test_create_collection_existed()	10	2
A	TestCreateCollection.test_create_collection_fields()	17	1
A	TestCreateCollection.test_create_collection_auto_flush_disabled()	12	1
A	TestCreateCollectionInvalid.get_dim()	6	1
A	TestCreateCollection.test_create_collection_after_insert_flush()	10	2
A	TestCreateCollectionInvalid.test_create_collection_no_dimension()	11	2
A	TestCreateCollectionInvalid.get_field_type()	6	1
A	TestCreateCollectionInvalid.test_create_collection_with_invalid_dimension()	8	2
A	TestCreateCollectionInvalid.get_invalid_string()	6	1
A	TestCreateCollection.test_create_collection_fields_create_index()	15	1
A	TestCreateCollection.get_filter_field()	6	1
A	TestCreateCollection.test_create_collection_without_connection()	10	2
A	TestCreateCollectionInvalid.test_create_collection_with_none_collectionname()	5	2
A	TestCreateCollection.test_create_collection_after_insert()	11	2
A	TestCreateCollectionInvalid.test_create_collection_None()	8	2
A	TestCreateCollectionInvalid.test_create_collection_limit_fields()	10	3
A	TestCreateCollectionInvalid.test_create_collection_with_invalid_segment_row_count()	7	2
A	TestCreateCollectionInvalid.test_create_collection_no_segment_row_count()	13	1
A	TestCreateCollectionInvalid.test_create_collection_invalid_field_type()	8	2
A	TestCreateCollectionInvalid.get_segment_row_count()	6	1
A	TestCreateCollection.test_create_collection_segment_row_count()	11	1
A	TestCreateCollectionInvalid.test_create_collection_invalid_field_name()	8	2
A	TestCreateCollection.get_segment_row_count()	6	1

How to fix Complexity

import pdb
import copy
import logging
import itertools
from time import sleep
import threading
from multiprocessing import Process
import sklearn.preprocessing

import pytest
from utils import *

nb = 1
dim = 128
collection_id = "create_collection"
default_segment_row_count = 100000
drop_collection_interval_time = 3
segment_row_count = 5000
default_fields = gen_default_fields() 
entities = gen_entities(nb)

class TestCreateCollection:

    """
    ******************************************************************
      The following cases are used to test `create_collection` function
    ******************************************************************
    """
    @pytest.fixture(
        scope="function",
        params=gen_single_filter_fields()
    )
    def get_filter_field(self, request):
        yield request.param

    @pytest.fixture(
        scope="function",
        params=gen_single_vector_fields()
    )
    def get_vector_field(self, request):
        yield request.param

    @pytest.fixture(
        scope="function",
        params=gen_segment_row_counts()
    )
    def get_segment_row_count(self, request):
        yield request.param

    def test_create_collection_fields(self, connect, get_filter_field, get_vector_field):
        '''
        target: test create normal collection with different fields
        method: create collection with diff fields: metric/field_type/...
        expected: no exception raised
        '''
        filter_field = get_filter_field
        logging.getLogger().info(filter_field)
        vector_field = get_vector_field
        collection_name = gen_unique_str(collection_id)
        fields = {
                "fields": [filter_field, vector_field],
                "segment_row_count": segment_row_count
        }
        logging.getLogger().info(fields)
        connect.create_collection(collection_name, fields)
        assert connect.has_collection(collection_name)

    # TODO
    def test_create_collection_fields_create_index(self, connect, get_filter_field, get_vector_field):
        '''
        target: test create normal collection with different fields
        method: create collection with diff fields: metric/field_type/...
        expected: no exception raised
        '''
        filter_field = get_filter_field
        vector_field = get_vector_field
        collection_name = gen_unique_str(collection_id)
        fields = {
                "fields": [filter_field, vector_field],
                "segment_row_count": segment_row_count
        }
        connect.create_collection(collection_name, fields)
        assert connect.has_collection(collection_name)
        
    def test_create_collection_segment_row_count(self, connect, get_segment_row_count):
        '''
        target: test create normal collection with different fields
        method: create collection with diff segment_row_count
        expected: no exception raised
        '''
        collection_name = gen_unique_str(collection_id)
        fields = copy.deepcopy(default_fields)
        fields["segment_row_count"] = get_segment_row_count
        connect.create_collection(collection_name, fields)
        assert connect.has_collection(collection_name)

    def test_create_collection_auto_flush_disabled(self, connect):
        '''
        target: test create normal collection, with large auto_flush_interval
        method: create collection with corrent params
        expected: create status return ok
        '''
        disable_flush(connect)
        collection_name = gen_unique_str(collection_id)
        try:
            connect.create_collection(collection_name, default_fields)
        finally:
            enable_flush(connect)
        # pdb.set_trace()

    def test_create_collection_after_insert(self, connect, collection):
        '''
        target: test insert vector, then create collection again
        method: insert vector and create collection
        expected: error raised
        '''
        # pdb.set_trace()
        connect.insert(collection, entities)

        with pytest.raises(Exception) as e:
            connect.create_collection(collection, default_fields)

    def test_create_collection_after_insert_flush(self, connect, collection):
        '''
        target: test insert vector, then create collection again
        method: insert vector and create collection
        expected: error raised
        '''
        connect.insert(collection, entities)
        connect.flush([collection])
        with pytest.raises(Exception) as e:
            connect.create_collection(collection, default_fields)

    # TODO: assert exception
    @pytest.mark.level(2)
    def test_create_collection_without_connection(self, dis_connect):
        '''
        target: test create collection, without connection
        method: create collection with correct params, with a disconnected instance
        expected: create raise exception
        '''
        collection_name = gen_unique_str(collection_id)
        with pytest.raises(Exception) as e:
            connect.create_collection(collection_name, default_fields)


    def test_create_collection_existed(self, connect):
        '''
        target: test create collection but the collection name have already existed
        method: create collection with the same collection_name
        expected: create status return not ok
        '''
        collection_name = gen_unique_str(collection_id)
        connect.create_collection(collection_name, default_fields)
        with pytest.raises(Exception) as e:
            connect.create_collection(collection_name, default_fields)

    @pytest.mark.level(2)
    def test_create_collection_multithread(self, connect):
        '''
        target: test create collection with multithread
        method: create collection using multithread, 
        expected: collections are created
        '''
        threads_num = 8 
        threads = []
        collection_names = []

        def create():
            collection_name = gen_unique_str(collection_id)
            collection_names.append(collection_name)
            connect.create_collection(collection_name, default_fields)
        for i in range(threads_num):
            t = threading.Thread(target=create, args=())
            threads.append(t)
            t.start()
            time.sleep(0.2)
        for t in threads:
            t.join()
        
        res = connect.list_collections()
        for item in collection_names:
            assert item in res


class TestCreateCollectionInvalid(object):
    """
    Test creating collections with invalid params
    """
    @pytest.fixture(
        scope="function",
        params=gen_invalid_metric_types()
    )
    def get_metric_type(self, request):
        yield request.param

    @pytest.fixture(
        scope="function",
        params=gen_invalid_ints()
    )
    def get_segment_row_count(self, request):
        yield request.param

    @pytest.fixture(
        scope="function",
        params=gen_invalid_ints()
    )
    def get_dim(self, request):
        yield request.param

    @pytest.fixture(
        scope="function",
        params=gen_invalid_strs()
    )
    def get_invalid_string(self, request):
        yield request.param

    @pytest.fixture(
        scope="function",
        params=gen_invalid_field_types()
    )
    def get_field_type(self, request):
        yield request.param

    @pytest.mark.level(2)
    def test_create_collection_with_invalid_segment_row_count(self, connect, get_segment_row_count):
        collection_name = gen_unique_str()
        fields = copy.deepcopy(default_fields)
        fields["segment_row_count"] = get_segment_row_count
        with pytest.raises(Exception) as e:
            connect.create_collection(collection_name, fields)

    # @pytest.mark.level(2)
    # def test_create_collection_with_invalid_metric_type(self, connect, get_metric_type):
    #     collection_name = gen_unique_str()
    #     fields = copy.deepcopy(default_fields)
    #     fields["fields"][-1]["params"]["metric_type"] = get_metric_type
    #     with pytest.raises(Exception) as e:
    #         connect.create_collection(collection_name, fields)

    @pytest.mark.level(2)
    def test_create_collection_with_invalid_dimension(self, connect, get_dim):
        dimension = get_dim
        collection_name = gen_unique_str()
        fields = copy.deepcopy(default_fields)
        fields["fields"][-1]["params"]["dim"] = dimension
        with pytest.raises(Exception) as e:
             connect.create_collection(collection_name, fields)

    @pytest.mark.level(2)
    def test_create_collection_with_invalid_collectionname(self, connect, get_invalid_string):
        collection_name = get_invalid_string
        with pytest.raises(Exception) as e:
            connect.create_collection(collection_name, default_fields)

    @pytest.mark.level(2)
    def test_create_collection_with_empty_collectionname(self, connect):
        collection_name = ''
        with pytest.raises(Exception) as e:
            connect.create_collection(collection_name, default_fields)

    @pytest.mark.level(2)
    def test_create_collection_with_none_collectionname(self, connect):
        collection_name = None
        with pytest.raises(Exception) as e:
            connect.create_collection(collection_name, default_fields)

    def test_create_collection_None(self, connect):
        '''
        target: test create collection but the collection name is None
        method: create collection, param collection_name is None
        expected: create raise error
        '''
        with pytest.raises(Exception) as e:
            connect.create_collection(None, default_fields)

    def test_create_collection_no_dimension(self, connect):
        '''
        target: test create collection with no dimension params
        method: create collection with corrent params
        expected: create status return ok
        '''
        collection_name = gen_unique_str(collection_id)
        fields = copy.deepcopy(default_fields)
        fields["fields"][-1]["params"].pop("dim")
        with pytest.raises(Exception) as e:
            connect.create_collection(collection_name, fields)

    def test_create_collection_no_segment_row_count(self, connect):
        '''
        target: test create collection with no segment_row_count params
        method: create collection with corrent params
        expected: use default default_segment_row_count
        '''
        collection_name = gen_unique_str(collection_id)
        fields = copy.deepcopy(default_fields)
        fields.pop("segment_row_count")
        connect.create_collection(collection_name, fields)
        res = connect.get_collection_info(collection_name)
        logging.getLogger().info(res)
        assert res["segment_row_count"] == default_segment_row_count

    # def _test_create_collection_no_metric_type(self, connect):
    #     '''
    #     target: test create collection with no metric_type params
    #     method: create collection with corrent params
    #     expected: use default L2
    #     '''
    #     collection_name = gen_unique_str(collection_id)
    #     fields = copy.deepcopy(default_fields)
    #     fields["fields"][-1]["params"].pop("metric_type")
    #     connect.create_collection(collection_name, fields)
    #     res = connect.get_collection_info(collection_name)
    #     logging.getLogger().info(res)
    #     assert res["metric_type"] == "L2"

    # TODO: assert exception
    def test_create_collection_limit_fields(self, connect):
        collection_name = gen_unique_str(collection_id)
        limit_num = 64
        fields = copy.deepcopy(default_fields)
        for i in range(limit_num):
            field_name = gen_unique_str("field_name")
            field = {"field": field_name, "type": DataType.INT64}

            fields["fields"].append(field)
        with pytest.raises(Exception) as e:
            connect.create_collection(collection_name, fields)

    # TODO: assert exception
    def test_create_collection_invalid_field_name(self, connect, get_invalid_string):
        collection_name = gen_unique_str(collection_id)
        fields = copy.deepcopy(default_fields)
        field_name = get_invalid_string
        field = {"field": field_name, "type": DataType.INT64}

        fields["fields"].append(field)
        with pytest.raises(Exception) as e:
            connect.create_collection(collection_name, fields)

    # TODO: assert exception
    def test_create_collection_invalid_field_type(self, connect, get_field_type):
        collection_name = gen_unique_str(collection_id)
        fields = copy.deepcopy(default_fields)
        field_type = get_field_type
        field = {"field": "test_field", "type": field_type}
        fields["fields"].append(field)
        with pytest.raises(Exception) as e:
            connect.create_collection(collection_name, fields)


1			import pdb
2			import copy
3			import logging
4			import itertools
5			from time import sleep
6			import threading
7			from multiprocessing import Process
8			import sklearn.preprocessing
9
10			import pytest
11			from utils import *
12
13			nb = 1
14			dim = 128
15			collection_id = "create_collection"
16			default_segment_row_count = 100000
17			drop_collection_interval_time = 3
18			segment_row_count = 5000
19			default_fields = gen_default_fields()
20			entities = gen_entities(nb)
21
22			class TestCreateCollection:
23
24			"""
25			******************************************************************
26			The following cases are used to test `create_collection` function
27			******************************************************************
28			"""
29			@pytest.fixture(
30			scope="function",
31			params=gen_single_filter_fields()
32			)
33			def get_filter_field(self, request):
34			yield request.param
35
36			@pytest.fixture(
37			scope="function",
38			params=gen_single_vector_fields()
39			)
40			def get_vector_field(self, request):
41			yield request.param
42
43			@pytest.fixture(
44			scope="function",
45			params=gen_segment_row_counts()
46			)
47			def get_segment_row_count(self, request):
48			yield request.param
49
50			def test_create_collection_fields(self, connect, get_filter_field, get_vector_field):
51			'''
52			target: test create normal collection with different fields
53			method: create collection with diff fields: metric/field_type/...
54			expected: no exception raised
55			'''
56			filter_field = get_filter_field
57			logging.getLogger().info(filter_field)
58			vector_field = get_vector_field
59			collection_name = gen_unique_str(collection_id)
60			fields = {
61			"fields": [filter_field, vector_field],
62			"segment_row_count": segment_row_count
63			}
64			logging.getLogger().info(fields)
65			connect.create_collection(collection_name, fields)
66			assert connect.has_collection(collection_name)
67
68			# TODO
69			def test_create_collection_fields_create_index(self, connect, get_filter_field, get_vector_field):
70			'''
71			target: test create normal collection with different fields
72			method: create collection with diff fields: metric/field_type/...
73			expected: no exception raised
74			'''
75			filter_field = get_filter_field
76			vector_field = get_vector_field
77			collection_name = gen_unique_str(collection_id)
78			fields = {
79			"fields": [filter_field, vector_field],
80			"segment_row_count": segment_row_count
81			}
82			connect.create_collection(collection_name, fields)
83			assert connect.has_collection(collection_name)
84
85			def test_create_collection_segment_row_count(self, connect, get_segment_row_count):
86			'''
87			target: test create normal collection with different fields
88			method: create collection with diff segment_row_count
89			expected: no exception raised
90			'''
91			collection_name = gen_unique_str(collection_id)
92			fields = copy.deepcopy(default_fields)
93			fields["segment_row_count"] = get_segment_row_count
94			connect.create_collection(collection_name, fields)
95			assert connect.has_collection(collection_name)
96
97			def test_create_collection_auto_flush_disabled(self, connect):
98			'''
99			target: test create normal collection, with large auto_flush_interval
100			method: create collection with corrent params
101			expected: create status return ok
102			'''
103			disable_flush(connect)
104			collection_name = gen_unique_str(collection_id)
105			try:
106			connect.create_collection(collection_name, default_fields)
107			finally:
108			enable_flush(connect)
109			# pdb.set_trace()
110
111			def test_create_collection_after_insert(self, connect, collection):
112			'''
113			target: test insert vector, then create collection again
114			method: insert vector and create collection
115			expected: error raised
116			'''
117			# pdb.set_trace()
118			connect.insert(collection, entities)
119
120			with pytest.raises(Exception) as e:
121			connect.create_collection(collection, default_fields)
122
123			def test_create_collection_after_insert_flush(self, connect, collection):
124			'''
125			target: test insert vector, then create collection again
126			method: insert vector and create collection
127			expected: error raised
128			'''
129			connect.insert(collection, entities)
130			connect.flush([collection])
131			with pytest.raises(Exception) as e:
132			connect.create_collection(collection, default_fields)
133
134			# TODO: assert exception
135			@pytest.mark.level(2)
136			def test_create_collection_without_connection(self, dis_connect):
137			'''
138			target: test create collection, without connection
139			method: create collection with correct params, with a disconnected instance
140			expected: create raise exception
141			'''
142			collection_name = gen_unique_str(collection_id)
143			with pytest.raises(Exception) as e:
144			connect.create_collection(collection_name, default_fields)
			0 ignored issues – show Comprehensibility Best Practice introduced 2020-07-23 02:40 UTC by Report Bug Copy Issue Report The variable `connect` does not seem to be defined. Loading history...
145
146			def test_create_collection_existed(self, connect):
147			'''
148			target: test create collection but the collection name have already existed
149			method: create collection with the same collection_name
150			expected: create status return not ok
151			'''
152			collection_name = gen_unique_str(collection_id)
153			connect.create_collection(collection_name, default_fields)
154			with pytest.raises(Exception) as e:
155			connect.create_collection(collection_name, default_fields)
156
157			@pytest.mark.level(2)
158			def test_create_collection_multithread(self, connect):
159			'''
160			target: test create collection with multithread
161			method: create collection using multithread,
162			expected: collections are created
163			'''
164			threads_num = 8
165			threads = []
166			collection_names = []
167
168			def create():
169			collection_name = gen_unique_str(collection_id)
170			collection_names.append(collection_name)
171			connect.create_collection(collection_name, default_fields)
172			for i in range(threads_num):
173			t = threading.Thread(target=create, args=())
174			threads.append(t)
175			t.start()
176			time.sleep(0.2)
177			for t in threads:
178			t.join()
179
180			res = connect.list_collections()
181			for item in collection_names:
182			assert item in res
183
184
185			class TestCreateCollectionInvalid(object):
186			"""
187			Test creating collections with invalid params
188			"""
189			@pytest.fixture(
190			scope="function",
191			params=gen_invalid_metric_types()
192			)
193			def get_metric_type(self, request):
194			yield request.param
195
196			@pytest.fixture(
197			scope="function",
198			params=gen_invalid_ints()
199			)
200			def get_segment_row_count(self, request):
201			yield request.param
202
203			@pytest.fixture(
204			scope="function",
205			params=gen_invalid_ints()
206			)
207			def get_dim(self, request):
208			yield request.param
209
210			@pytest.fixture(
211			scope="function",
212			params=gen_invalid_strs()
213			)
214			def get_invalid_string(self, request):
215			yield request.param
216
217			@pytest.fixture(
218			scope="function",
219			params=gen_invalid_field_types()
220			)
221			def get_field_type(self, request):
222			yield request.param
223
224			@pytest.mark.level(2)
225			def test_create_collection_with_invalid_segment_row_count(self, connect, get_segment_row_count):
226			collection_name = gen_unique_str()
227			fields = copy.deepcopy(default_fields)
228			fields["segment_row_count"] = get_segment_row_count
229			with pytest.raises(Exception) as e:
230			connect.create_collection(collection_name, fields)
231
232			# @pytest.mark.level(2)
233			# def test_create_collection_with_invalid_metric_type(self, connect, get_metric_type):
234			# collection_name = gen_unique_str()
235			# fields = copy.deepcopy(default_fields)
236			# fields["fields"][-1]["params"]["metric_type"] = get_metric_type
237			# with pytest.raises(Exception) as e:
238			# connect.create_collection(collection_name, fields)
239
240			@pytest.mark.level(2)
241			def test_create_collection_with_invalid_dimension(self, connect, get_dim):
242			dimension = get_dim
243			collection_name = gen_unique_str()
244			fields = copy.deepcopy(default_fields)
245			fields["fields"][-1]["params"]["dim"] = dimension
246			with pytest.raises(Exception) as e:
247			connect.create_collection(collection_name, fields)
248
249			@pytest.mark.level(2)
250			def test_create_collection_with_invalid_collectionname(self, connect, get_invalid_string):
251			collection_name = get_invalid_string
252			with pytest.raises(Exception) as e:
253			connect.create_collection(collection_name, default_fields)
254
255			@pytest.mark.level(2)
256			def test_create_collection_with_empty_collectionname(self, connect):
257			collection_name = ''
258			with pytest.raises(Exception) as e:
259			connect.create_collection(collection_name, default_fields)
260
261			@pytest.mark.level(2)
262			def test_create_collection_with_none_collectionname(self, connect):
263			collection_name = None
264			with pytest.raises(Exception) as e:
265			connect.create_collection(collection_name, default_fields)
266
267			def test_create_collection_None(self, connect):
268			'''
269			target: test create collection but the collection name is None
270			method: create collection, param collection_name is None
271			expected: create raise error
272			'''
273			with pytest.raises(Exception) as e:
274			connect.create_collection(None, default_fields)
275
276			def test_create_collection_no_dimension(self, connect):
277			'''
278			target: test create collection with no dimension params
279			method: create collection with corrent params
280			expected: create status return ok
281			'''
282			collection_name = gen_unique_str(collection_id)
283			fields = copy.deepcopy(default_fields)
284			fields["fields"][-1]["params"].pop("dim")
285			with pytest.raises(Exception) as e:
286			connect.create_collection(collection_name, fields)
287
288			def test_create_collection_no_segment_row_count(self, connect):
289			'''
290			target: test create collection with no segment_row_count params
291			method: create collection with corrent params
292			expected: use default default_segment_row_count
293			'''
294			collection_name = gen_unique_str(collection_id)
295			fields = copy.deepcopy(default_fields)
296			fields.pop("segment_row_count")
297			connect.create_collection(collection_name, fields)
298			res = connect.get_collection_info(collection_name)
299			logging.getLogger().info(res)
300			assert res["segment_row_count"] == default_segment_row_count
301
302			# def _test_create_collection_no_metric_type(self, connect):
303			# '''
304			# target: test create collection with no metric_type params
305			# method: create collection with corrent params
306			# expected: use default L2
307			# '''
308			# collection_name = gen_unique_str(collection_id)
309			# fields = copy.deepcopy(default_fields)
310			# fields["fields"][-1]["params"].pop("metric_type")
311			# connect.create_collection(collection_name, fields)
312			# res = connect.get_collection_info(collection_name)
313			# logging.getLogger().info(res)
314			# assert res["metric_type"] == "L2"
315
316			# TODO: assert exception
317			def test_create_collection_limit_fields(self, connect):
318			collection_name = gen_unique_str(collection_id)
319			limit_num = 64
320			fields = copy.deepcopy(default_fields)
321			for i in range(limit_num):
322			field_name = gen_unique_str("field_name")
323			field = {"field": field_name, "type": DataType.INT64}
			0 ignored issues – show Comprehensibility Best Practice introduced 2020-07-23 02:40 UTC by Report Bug Copy Issue Report The variable `DataType` does not seem to be defined. Loading history...
324			fields["fields"].append(field)
325			with pytest.raises(Exception) as e:
326			connect.create_collection(collection_name, fields)
327
328			# TODO: assert exception
329			def test_create_collection_invalid_field_name(self, connect, get_invalid_string):
330			collection_name = gen_unique_str(collection_id)
331			fields = copy.deepcopy(default_fields)
332			field_name = get_invalid_string
333			field = {"field": field_name, "type": DataType.INT64}
			0 ignored issues – show Comprehensibility Best Practice introduced 2020-07-23 02:40 UTC by Report Bug Copy Issue Report The variable `DataType` does not seem to be defined. Loading history...
334			fields["fields"].append(field)
335			with pytest.raises(Exception) as e:
336			connect.create_collection(collection_name, fields)
337
338			# TODO: assert exception
339			def test_create_collection_invalid_field_type(self, connect, get_field_type):
340			collection_name = gen_unique_str(collection_id)
341			fields = copy.deepcopy(default_fields)
342			field_type = get_field_type
343			field = {"field": "test_field", "type": field_type}
344			fields["fields"].append(field)
345			with pytest.raises(Exception) as e:
346			connect.create_collection(collection_name, fields)
347

milvus-io / milvus

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test_create_collection B

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