|
1
|
|
|
import logging |
|
2
|
|
|
import time |
|
3
|
|
|
import pdb |
|
4
|
|
|
import copy |
|
5
|
|
|
import threading |
|
6
|
|
|
from multiprocessing import Pool, Process |
|
7
|
|
|
import pytest |
|
8
|
|
|
from milvus import DataType |
|
9
|
|
|
from utils import * |
|
10
|
|
|
from constants import * |
|
11
|
|
|
|
|
12
|
|
|
ADD_TIMEOUT = 60 |
|
13
|
|
|
uid = "test_insert" |
|
14
|
|
|
field_name = default_float_vec_field_name |
|
|
|
|
|
|
15
|
|
|
binary_field_name = default_binary_vec_field_name |
|
|
|
|
|
|
16
|
|
|
default_single_query = { |
|
17
|
|
|
"bool": { |
|
18
|
|
|
"must": [ |
|
19
|
|
|
{"vector": {field_name: {"topk": 10, "query": gen_vectors(1, default_dim), "metric_type": "L2", |
|
|
|
|
|
|
20
|
|
|
"params": {"nprobe": 10}}}} |
|
21
|
|
|
] |
|
22
|
|
|
} |
|
23
|
|
|
} |
|
24
|
|
|
|
|
25
|
|
|
|
|
26
|
|
|
class TestInsertBase: |
|
27
|
|
|
""" |
|
28
|
|
|
****************************************************************** |
|
29
|
|
|
The following cases are used to test `insert` function |
|
30
|
|
|
****************************************************************** |
|
31
|
|
|
""" |
|
32
|
|
|
|
|
33
|
|
|
@pytest.fixture( |
|
34
|
|
|
scope="function", |
|
35
|
|
|
params=gen_simple_index() |
|
|
|
|
|
|
36
|
|
|
) |
|
37
|
|
|
def get_simple_index(self, request, connect): |
|
38
|
|
|
if str(connect._cmd("mode")) == "CPU": |
|
39
|
|
|
if request.param["index_type"] in index_cpu_not_support(): |
|
|
|
|
|
|
40
|
|
|
pytest.skip("CPU not support index_type: ivf_sq8h") |
|
41
|
|
|
return request.param |
|
42
|
|
|
|
|
43
|
|
|
@pytest.fixture( |
|
44
|
|
|
scope="function", |
|
45
|
|
|
params=gen_single_filter_fields() |
|
|
|
|
|
|
46
|
|
|
) |
|
47
|
|
|
def get_filter_field(self, request): |
|
48
|
|
|
yield request.param |
|
49
|
|
|
|
|
50
|
|
|
@pytest.fixture( |
|
51
|
|
|
scope="function", |
|
52
|
|
|
params=gen_single_vector_fields() |
|
|
|
|
|
|
53
|
|
|
) |
|
54
|
|
|
def get_vector_field(self, request): |
|
55
|
|
|
yield request.param |
|
56
|
|
|
|
|
57
|
|
|
def test_add_vector_with_empty_vector(self, connect, collection): |
|
58
|
|
|
''' |
|
59
|
|
|
target: test add vectors with empty vectors list |
|
60
|
|
|
method: set empty vectors list as add method params |
|
61
|
|
|
expected: raises a Exception |
|
62
|
|
|
''' |
|
63
|
|
|
vector = [] |
|
64
|
|
|
with pytest.raises(Exception) as e: |
|
65
|
|
|
status, ids = connect.bulk_insert(collection, vector) |
|
66
|
|
|
|
|
67
|
|
|
def test_add_vector_with_None(self, connect, collection): |
|
68
|
|
|
''' |
|
69
|
|
|
target: test add vectors with None |
|
70
|
|
|
method: set None as add method params |
|
71
|
|
|
expected: raises a Exception |
|
72
|
|
|
''' |
|
73
|
|
|
vector = None |
|
74
|
|
|
with pytest.raises(Exception) as e: |
|
75
|
|
|
status, ids = connect.bulk_insert(collection, vector) |
|
76
|
|
|
|
|
77
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
78
|
|
|
def test_insert_collection_not_existed(self, connect): |
|
79
|
|
|
''' |
|
80
|
|
|
target: test insert, with collection not existed |
|
81
|
|
|
method: insert entity into a random named collection |
|
82
|
|
|
expected: error raised |
|
83
|
|
|
''' |
|
84
|
|
|
collection_name = gen_unique_str(uid) |
|
|
|
|
|
|
85
|
|
|
with pytest.raises(Exception) as e: |
|
86
|
|
|
connect.bulk_insert(collection_name, default_entities) |
|
87
|
|
|
|
|
88
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
89
|
|
|
def test_insert_drop_collection(self, connect, collection): |
|
90
|
|
|
''' |
|
91
|
|
|
target: test delete collection after insert vector |
|
92
|
|
|
method: insert vector and delete collection |
|
93
|
|
|
expected: no error raised |
|
94
|
|
|
''' |
|
95
|
|
|
ids = connect.bulk_insert(collection, default_entity) |
|
96
|
|
|
assert len(ids) == 1 |
|
97
|
|
|
connect.drop_collection(collection) |
|
98
|
|
|
|
|
99
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
100
|
|
|
def test_insert_sleep_drop_collection(self, connect, collection): |
|
101
|
|
|
''' |
|
102
|
|
|
target: test delete collection after insert vector for a while |
|
103
|
|
|
method: insert vector, sleep, and delete collection |
|
104
|
|
|
expected: no error raised |
|
105
|
|
|
''' |
|
106
|
|
|
ids = connect.bulk_insert(collection, default_entity) |
|
107
|
|
|
assert len(ids) == 1 |
|
108
|
|
|
connect.flush([collection]) |
|
109
|
|
|
connect.drop_collection(collection) |
|
110
|
|
|
|
|
111
|
|
View Code Duplication |
@pytest.mark.timeout(ADD_TIMEOUT) |
|
|
|
|
|
|
112
|
|
|
def test_insert_create_index(self, connect, collection, get_simple_index): |
|
113
|
|
|
''' |
|
114
|
|
|
target: test build index insert after vector |
|
115
|
|
|
method: insert vector and build index |
|
116
|
|
|
expected: no error raised |
|
117
|
|
|
''' |
|
118
|
|
|
ids = connect.bulk_insert(collection, default_entities) |
|
119
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
120
|
|
|
connect.flush([collection]) |
|
121
|
|
|
connect.create_index(collection, field_name, get_simple_index) |
|
122
|
|
|
info = connect.get_collection_info(collection) |
|
123
|
|
|
fields = info["fields"] |
|
124
|
|
|
for field in fields: |
|
125
|
|
|
if field["name"] == field_name: |
|
126
|
|
|
assert field["indexes"][0] == get_simple_index |
|
127
|
|
|
|
|
128
|
|
View Code Duplication |
@pytest.mark.timeout(ADD_TIMEOUT) |
|
|
|
|
|
|
129
|
|
|
def test_insert_create_index_new(self, connect, collection, get_simple_index): |
|
130
|
|
|
''' |
|
131
|
|
|
target: test build index insert after vector |
|
132
|
|
|
method: insert vector and build index |
|
133
|
|
|
expected: no error raised |
|
134
|
|
|
''' |
|
135
|
|
|
ids = connect.bulk_insert(collection, default_entities_new) |
|
136
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
137
|
|
|
connect.flush([collection]) |
|
138
|
|
|
connect.create_index(collection, field_name, get_simple_index) |
|
139
|
|
|
info = connect.get_collection_info(collection) |
|
140
|
|
|
fields = info["fields"] |
|
141
|
|
|
for field in fields: |
|
142
|
|
|
if field["name"] == field_name: |
|
143
|
|
|
assert field["indexes"][0] == get_simple_index |
|
144
|
|
|
|
|
145
|
|
View Code Duplication |
@pytest.mark.timeout(ADD_TIMEOUT) |
|
|
|
|
|
|
146
|
|
|
def test_insert_after_create_index(self, connect, collection, get_simple_index): |
|
147
|
|
|
''' |
|
148
|
|
|
target: test build index insert after vector |
|
149
|
|
|
method: insert vector and build index |
|
150
|
|
|
expected: no error raised |
|
151
|
|
|
''' |
|
152
|
|
|
connect.create_index(collection, field_name, get_simple_index) |
|
153
|
|
|
ids = connect.bulk_insert(collection, default_entities) |
|
154
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
155
|
|
|
info = connect.get_collection_info(collection) |
|
156
|
|
|
fields = info["fields"] |
|
157
|
|
|
for field in fields: |
|
158
|
|
|
if field["name"] == field_name: |
|
159
|
|
|
assert field["indexes"][0] == get_simple_index |
|
160
|
|
|
|
|
161
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
162
|
|
|
def test_insert_search(self, connect, collection): |
|
163
|
|
|
''' |
|
164
|
|
|
target: test search vector after insert vector after a while |
|
165
|
|
|
method: insert vector, sleep, and search collection |
|
166
|
|
|
expected: no error raised |
|
167
|
|
|
''' |
|
168
|
|
|
ids = connect.bulk_insert(collection, default_entities) |
|
169
|
|
|
connect.flush([collection]) |
|
170
|
|
|
res = connect.search(collection, default_single_query) |
|
171
|
|
|
logging.getLogger().debug(res) |
|
172
|
|
|
assert res |
|
173
|
|
|
|
|
174
|
|
|
def test_insert_segment_row_count(self, connect, collection): |
|
175
|
|
|
nb = default_segment_row_limit + 1 |
|
|
|
|
|
|
176
|
|
|
res_ids = connect.bulk_insert(collection, gen_entities(nb)) |
|
|
|
|
|
|
177
|
|
|
connect.flush([collection]) |
|
178
|
|
|
assert len(res_ids) == nb |
|
179
|
|
|
stats = connect.get_collection_stats(collection) |
|
180
|
|
|
assert len(stats['partitions'][0]['segments']) == 2 |
|
181
|
|
|
for segment in stats['partitions'][0]['segments']: |
|
182
|
|
|
assert segment['row_count'] in [default_segment_row_limit, 1] |
|
183
|
|
|
|
|
184
|
|
|
@pytest.fixture( |
|
185
|
|
|
scope="function", |
|
186
|
|
|
params=[ |
|
187
|
|
|
1, |
|
188
|
|
|
2000 |
|
189
|
|
|
], |
|
190
|
|
|
) |
|
191
|
|
|
def insert_count(self, request): |
|
192
|
|
|
yield request.param |
|
193
|
|
|
|
|
194
|
|
View Code Duplication |
@pytest.mark.timeout(ADD_TIMEOUT) |
|
|
|
|
|
|
195
|
|
|
def test_insert_ids(self, connect, id_collection, insert_count): |
|
196
|
|
|
''' |
|
197
|
|
|
target: test insert vectors in collection, use customize ids |
|
198
|
|
|
method: create collection and insert vectors in it, check the ids returned and the collection length after vectors inserted |
|
199
|
|
|
expected: the length of ids and the collection row count |
|
200
|
|
|
''' |
|
201
|
|
|
nb = insert_count |
|
202
|
|
|
ids = [i for i in range(nb)] |
|
203
|
|
|
res_ids = connect.bulk_insert(id_collection, gen_entities(nb), ids) |
|
|
|
|
|
|
204
|
|
|
connect.flush([id_collection]) |
|
205
|
|
|
assert len(res_ids) == nb |
|
206
|
|
|
assert res_ids == ids |
|
207
|
|
|
res_count = connect.count_entities(id_collection) |
|
208
|
|
|
assert res_count == nb |
|
209
|
|
|
|
|
210
|
|
View Code Duplication |
@pytest.mark.timeout(ADD_TIMEOUT) |
|
|
|
|
|
|
211
|
|
|
def test_insert_the_same_ids(self, connect, id_collection, insert_count): |
|
212
|
|
|
''' |
|
213
|
|
|
target: test insert vectors in collection, use customize the same ids |
|
214
|
|
|
method: create collection and insert vectors in it, check the ids returned and the collection length after vectors inserted |
|
215
|
|
|
expected: the length of ids and the collection row count |
|
216
|
|
|
''' |
|
217
|
|
|
nb = insert_count |
|
218
|
|
|
ids = [1 for i in range(nb)] |
|
219
|
|
|
res_ids = connect.bulk_insert(id_collection, gen_entities(nb), ids) |
|
|
|
|
|
|
220
|
|
|
connect.flush([id_collection]) |
|
221
|
|
|
assert len(res_ids) == nb |
|
222
|
|
|
assert res_ids == ids |
|
223
|
|
|
res_count = connect.count_entities(id_collection) |
|
224
|
|
|
assert res_count == nb |
|
225
|
|
|
|
|
226
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
227
|
|
|
def test_insert_ids_fields(self, connect, get_filter_field, get_vector_field): |
|
228
|
|
|
''' |
|
229
|
|
|
target: test create normal collection with different fields, insert entities into id with ids |
|
230
|
|
|
method: create collection with diff fields: metric/field_type/..., insert, and count |
|
231
|
|
|
expected: row count correct |
|
232
|
|
|
''' |
|
233
|
|
|
nb = 5 |
|
234
|
|
|
filter_field = get_filter_field |
|
235
|
|
|
vector_field = get_vector_field |
|
236
|
|
|
collection_name = gen_unique_str("test_collection") |
|
|
|
|
|
|
237
|
|
|
fields = { |
|
238
|
|
|
"fields": [filter_field, vector_field], |
|
239
|
|
|
"segment_row_limit": default_segment_row_limit, |
|
|
|
|
|
|
240
|
|
|
"auto_id": True |
|
241
|
|
|
} |
|
242
|
|
|
connect.create_collection(collection_name, fields) |
|
243
|
|
|
ids = [i for i in range(nb)] |
|
244
|
|
|
entities = gen_entities_by_fields(fields["fields"], nb, default_dim) |
|
|
|
|
|
|
245
|
|
|
res_ids = connect.bulk_insert(collection_name, entities, ids) |
|
246
|
|
|
assert res_ids == ids |
|
247
|
|
|
connect.flush([collection_name]) |
|
248
|
|
|
res_count = connect.count_entities(collection_name) |
|
249
|
|
|
assert res_count == nb |
|
250
|
|
|
|
|
251
|
|
|
# TODO: assert exception && enable |
|
252
|
|
|
@pytest.mark.level(2) |
|
253
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
254
|
|
|
def test_insert_twice_ids_no_ids(self, connect, id_collection): |
|
255
|
|
|
''' |
|
256
|
|
|
target: check the result of insert, with params ids and no ids |
|
257
|
|
|
method: test insert vectors twice, use customize ids first, and then use no ids |
|
258
|
|
|
expected: error raised |
|
259
|
|
|
''' |
|
260
|
|
|
ids = [i for i in range(default_nb)] |
|
|
|
|
|
|
261
|
|
|
res_ids = connect.bulk_insert(id_collection, default_entities, ids) |
|
262
|
|
|
with pytest.raises(Exception) as e: |
|
263
|
|
|
res_ids_new = connect.bulk_insert(id_collection, default_entities) |
|
264
|
|
|
|
|
265
|
|
|
# TODO: assert exception && enable |
|
266
|
|
|
@pytest.mark.level(2) |
|
267
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
268
|
|
|
def test_insert_twice_not_ids_ids(self, connect, id_collection): |
|
269
|
|
|
''' |
|
270
|
|
|
target: check the result of insert, with params ids and no ids |
|
271
|
|
|
method: test insert vectors twice, use not ids first, and then use customize ids |
|
272
|
|
|
expected: error raised |
|
273
|
|
|
''' |
|
274
|
|
|
with pytest.raises(Exception) as e: |
|
275
|
|
|
res_ids = connect.bulk_insert(id_collection, default_entities) |
|
276
|
|
|
|
|
277
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
278
|
|
|
def test_insert_ids_length_not_match_batch(self, connect, id_collection): |
|
279
|
|
|
''' |
|
280
|
|
|
target: test insert vectors in collection, use customize ids, len(ids) != len(vectors) |
|
281
|
|
|
method: create collection and insert vectors in it |
|
282
|
|
|
expected: raise an exception |
|
283
|
|
|
''' |
|
284
|
|
|
ids = [i for i in range(1, default_nb)] |
|
|
|
|
|
|
285
|
|
|
logging.getLogger().info(len(ids)) |
|
286
|
|
|
with pytest.raises(Exception) as e: |
|
287
|
|
|
res_ids = connect.bulk_insert(id_collection, default_entities, ids) |
|
288
|
|
|
|
|
289
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
290
|
|
|
def test_insert_ids_length_not_match_single(self, connect, collection): |
|
291
|
|
|
''' |
|
292
|
|
|
target: test insert vectors in collection, use customize ids, len(ids) != len(vectors) |
|
293
|
|
|
method: create collection and insert vectors in it |
|
294
|
|
|
expected: raise an exception |
|
295
|
|
|
''' |
|
296
|
|
|
ids = [i for i in range(1, default_nb)] |
|
|
|
|
|
|
297
|
|
|
logging.getLogger().info(len(ids)) |
|
298
|
|
|
with pytest.raises(Exception) as e: |
|
299
|
|
|
res_ids = connect.bulk_insert(collection, default_entity, ids) |
|
300
|
|
|
|
|
301
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
302
|
|
|
def test_insert_ids_fields(self, connect, get_filter_field, get_vector_field): |
|
303
|
|
|
''' |
|
304
|
|
|
target: test create normal collection with different fields, insert entities into id without ids |
|
305
|
|
|
method: create collection with diff fields: metric/field_type/..., insert, and count |
|
306
|
|
|
expected: row count correct |
|
307
|
|
|
''' |
|
308
|
|
|
nb = 5 |
|
309
|
|
|
filter_field = get_filter_field |
|
310
|
|
|
vector_field = get_vector_field |
|
311
|
|
|
collection_name = gen_unique_str("test_collection") |
|
|
|
|
|
|
312
|
|
|
fields = { |
|
313
|
|
|
"fields": [filter_field, vector_field], |
|
314
|
|
|
"segment_row_limit": default_segment_row_limit |
|
|
|
|
|
|
315
|
|
|
} |
|
316
|
|
|
connect.create_collection(collection_name, fields) |
|
317
|
|
|
entities = gen_entities_by_fields(fields["fields"], nb, default_dim) |
|
|
|
|
|
|
318
|
|
|
res_ids = connect.bulk_insert(collection_name, entities) |
|
319
|
|
|
connect.flush([collection_name]) |
|
320
|
|
|
res_count = connect.count_entities(collection_name) |
|
321
|
|
|
assert res_count == nb |
|
322
|
|
|
|
|
323
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
324
|
|
|
def test_insert_tag(self, connect, collection): |
|
325
|
|
|
''' |
|
326
|
|
|
target: test insert entities in collection created before |
|
327
|
|
|
method: create collection and insert entities in it, with the partition_tag param |
|
328
|
|
|
expected: the collection row count equals to nq |
|
329
|
|
|
''' |
|
330
|
|
|
connect.create_partition(collection, default_tag) |
|
|
|
|
|
|
331
|
|
|
ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag) |
|
332
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
333
|
|
|
assert connect.has_partition(collection, default_tag) |
|
334
|
|
|
|
|
335
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
336
|
|
|
def test_insert_tag_with_ids(self, connect, id_collection): |
|
337
|
|
|
''' |
|
338
|
|
|
target: test insert entities in collection created before, insert with ids |
|
339
|
|
|
method: create collection and insert entities in it, with the partition_tag param |
|
340
|
|
|
expected: the collection row count equals to nq |
|
341
|
|
|
''' |
|
342
|
|
|
connect.create_partition(id_collection, default_tag) |
|
|
|
|
|
|
343
|
|
|
ids = [i for i in range(default_nb)] |
|
|
|
|
|
|
344
|
|
|
res_ids = connect.bulk_insert(id_collection, default_entities, ids, partition_tag=default_tag) |
|
345
|
|
|
assert res_ids == ids |
|
346
|
|
|
|
|
347
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
348
|
|
|
def test_insert_default_tag(self, connect, collection): |
|
349
|
|
|
''' |
|
350
|
|
|
target: test insert entities into default partition |
|
351
|
|
|
method: create partition and insert info collection without tag params |
|
352
|
|
|
expected: the collection row count equals to nb |
|
353
|
|
|
''' |
|
354
|
|
|
connect.create_partition(collection, default_tag) |
|
|
|
|
|
|
355
|
|
|
ids = connect.bulk_insert(collection, default_entities) |
|
356
|
|
|
connect.flush([collection]) |
|
357
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
358
|
|
|
res_count = connect.count_entities(collection) |
|
359
|
|
|
assert res_count == default_nb |
|
360
|
|
|
|
|
361
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
362
|
|
|
def test_insert_tag_not_existed(self, connect, collection): |
|
363
|
|
|
''' |
|
364
|
|
|
target: test insert entities in collection created before |
|
365
|
|
|
method: create collection and insert entities in it, with the not existed partition_tag param |
|
366
|
|
|
expected: error raised |
|
367
|
|
|
''' |
|
368
|
|
|
tag = gen_unique_str() |
|
|
|
|
|
|
369
|
|
|
with pytest.raises(Exception) as e: |
|
370
|
|
|
ids = connect.bulk_insert(collection, default_entities, partition_tag=tag) |
|
371
|
|
|
|
|
372
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
373
|
|
|
def test_insert_tag_existed(self, connect, collection): |
|
374
|
|
|
''' |
|
375
|
|
|
target: test insert entities in collection created before |
|
376
|
|
|
method: create collection and insert entities in it repeatly, with the partition_tag param |
|
377
|
|
|
expected: the collection row count equals to nq |
|
378
|
|
|
''' |
|
379
|
|
|
connect.create_partition(collection, default_tag) |
|
|
|
|
|
|
380
|
|
|
ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag) |
|
381
|
|
|
ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag) |
|
382
|
|
|
connect.flush([collection]) |
|
383
|
|
|
res_count = connect.count_entities(collection) |
|
384
|
|
|
assert res_count == 2 * default_nb |
|
|
|
|
|
|
385
|
|
|
|
|
386
|
|
|
@pytest.mark.level(2) |
|
387
|
|
|
def test_insert_without_connect(self, dis_connect, collection): |
|
388
|
|
|
''' |
|
389
|
|
|
target: test insert entities without connection |
|
390
|
|
|
method: create collection and insert entities in it, check if inserted successfully |
|
391
|
|
|
expected: raise exception |
|
392
|
|
|
''' |
|
393
|
|
|
with pytest.raises(Exception) as e: |
|
394
|
|
|
ids = dis_connect.bulk_insert(collection, default_entities) |
|
395
|
|
|
|
|
396
|
|
|
def test_insert_collection_not_existed(self, connect): |
|
397
|
|
|
''' |
|
398
|
|
|
target: test insert entities in collection, which not existed before |
|
399
|
|
|
method: insert entities collection not existed, check the status |
|
400
|
|
|
expected: error raised |
|
401
|
|
|
''' |
|
402
|
|
|
with pytest.raises(Exception) as e: |
|
403
|
|
|
ids = connect.bulk_insert(gen_unique_str("not_exist_collection"), default_entities) |
|
|
|
|
|
|
404
|
|
|
|
|
405
|
|
|
def test_insert_dim_not_matched(self, connect, collection): |
|
406
|
|
|
''' |
|
407
|
|
|
target: test insert entities, the vector dimension is not equal to the collection dimension |
|
408
|
|
|
method: the entities dimension is half of the collection dimension, check the status |
|
409
|
|
|
expected: error raised |
|
410
|
|
|
''' |
|
411
|
|
|
vectors = gen_vectors(default_nb, int(default_dim) // 2) |
|
|
|
|
|
|
412
|
|
|
insert_entities = copy.deepcopy(default_entities) |
|
413
|
|
|
insert_entities[-1]["values"] = vectors |
|
414
|
|
|
with pytest.raises(Exception) as e: |
|
415
|
|
|
ids = connect.bulk_insert(collection, insert_entities) |
|
416
|
|
|
|
|
417
|
|
|
def test_insert_with_field_name_not_match(self, connect, collection): |
|
418
|
|
|
''' |
|
419
|
|
|
target: test insert entities, with the entity field name updated |
|
420
|
|
|
method: update entity field name |
|
421
|
|
|
expected: error raised |
|
422
|
|
|
''' |
|
423
|
|
|
tmp_entity = update_field_name(copy.deepcopy(default_entity), "int64", "int64new") |
|
|
|
|
|
|
424
|
|
|
with pytest.raises(Exception): |
|
425
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
426
|
|
|
|
|
427
|
|
|
def test_insert_with_field_type_not_match(self, connect, collection): |
|
428
|
|
|
''' |
|
429
|
|
|
target: test insert entities, with the entity field type updated |
|
430
|
|
|
method: update entity field type |
|
431
|
|
|
expected: error raised |
|
432
|
|
|
''' |
|
433
|
|
|
tmp_entity = update_field_type(copy.deepcopy(default_entity), "int64", DataType.FLOAT) |
|
|
|
|
|
|
434
|
|
|
with pytest.raises(Exception): |
|
435
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
436
|
|
|
|
|
437
|
|
|
@pytest.mark.level(2) |
|
438
|
|
|
def test_insert_with_field_type_not_match_B(self, connect, collection): |
|
439
|
|
|
''' |
|
440
|
|
|
target: test insert entities, with the entity field type updated |
|
441
|
|
|
method: update entity field type |
|
442
|
|
|
expected: error raised |
|
443
|
|
|
''' |
|
444
|
|
|
tmp_entity = update_field_type(copy.deepcopy(default_entity), "int64", DataType.DOUBLE) |
|
|
|
|
|
|
445
|
|
|
with pytest.raises(Exception): |
|
446
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
447
|
|
|
|
|
448
|
|
|
@pytest.mark.level(2) |
|
449
|
|
|
def test_insert_with_field_value_not_match(self, connect, collection): |
|
450
|
|
|
''' |
|
451
|
|
|
target: test insert entities, with the entity field value updated |
|
452
|
|
|
method: update entity field value |
|
453
|
|
|
expected: error raised |
|
454
|
|
|
''' |
|
455
|
|
|
tmp_entity = update_field_value(copy.deepcopy(default_entity), DataType.FLOAT, 's') |
|
|
|
|
|
|
456
|
|
|
with pytest.raises(Exception): |
|
457
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
458
|
|
|
|
|
459
|
|
|
def test_insert_with_field_more(self, connect, collection): |
|
460
|
|
|
''' |
|
461
|
|
|
target: test insert entities, with more fields than collection schema |
|
462
|
|
|
method: add entity field |
|
463
|
|
|
expected: error raised |
|
464
|
|
|
''' |
|
465
|
|
|
tmp_entity = add_field(copy.deepcopy(default_entity)) |
|
|
|
|
|
|
466
|
|
|
with pytest.raises(Exception): |
|
467
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
468
|
|
|
|
|
469
|
|
|
def test_insert_with_field_vector_more(self, connect, collection): |
|
470
|
|
|
''' |
|
471
|
|
|
target: test insert entities, with more fields than collection schema |
|
472
|
|
|
method: add entity vector field |
|
473
|
|
|
expected: error raised |
|
474
|
|
|
''' |
|
475
|
|
|
tmp_entity = add_vector_field(default_nb, default_dim) |
|
|
|
|
|
|
476
|
|
|
with pytest.raises(Exception): |
|
477
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
478
|
|
|
|
|
479
|
|
|
def test_insert_with_field_less(self, connect, collection): |
|
480
|
|
|
''' |
|
481
|
|
|
target: test insert entities, with less fields than collection schema |
|
482
|
|
|
method: remove entity field |
|
483
|
|
|
expected: error raised |
|
484
|
|
|
''' |
|
485
|
|
|
tmp_entity = remove_field(copy.deepcopy(default_entity)) |
|
|
|
|
|
|
486
|
|
|
with pytest.raises(Exception): |
|
487
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
488
|
|
|
|
|
489
|
|
|
def test_insert_with_field_vector_less(self, connect, collection): |
|
490
|
|
|
''' |
|
491
|
|
|
target: test insert entities, with less fields than collection schema |
|
492
|
|
|
method: remove entity vector field |
|
493
|
|
|
expected: error raised |
|
494
|
|
|
''' |
|
495
|
|
|
tmp_entity = remove_vector_field(copy.deepcopy(default_entity)) |
|
|
|
|
|
|
496
|
|
|
with pytest.raises(Exception): |
|
497
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
498
|
|
|
|
|
499
|
|
|
def test_insert_with_no_field_vector_value(self, connect, collection): |
|
500
|
|
|
''' |
|
501
|
|
|
target: test insert entities, with no vector field value |
|
502
|
|
|
method: remove entity vector field |
|
503
|
|
|
expected: error raised |
|
504
|
|
|
''' |
|
505
|
|
|
tmp_entity = copy.deepcopy(default_entity) |
|
506
|
|
|
del tmp_entity[-1]["values"] |
|
507
|
|
|
with pytest.raises(Exception): |
|
508
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
509
|
|
|
|
|
510
|
|
|
def test_insert_with_no_field_vector_type(self, connect, collection): |
|
511
|
|
|
''' |
|
512
|
|
|
target: test insert entities, with no vector field type |
|
513
|
|
|
method: remove entity vector field |
|
514
|
|
|
expected: error raised |
|
515
|
|
|
''' |
|
516
|
|
|
tmp_entity = copy.deepcopy(default_entity) |
|
517
|
|
|
del tmp_entity[-1]["type"] |
|
518
|
|
|
with pytest.raises(Exception): |
|
519
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
520
|
|
|
|
|
521
|
|
|
def test_insert_with_no_field_vector_name(self, connect, collection): |
|
522
|
|
|
''' |
|
523
|
|
|
target: test insert entities, with no vector field name |
|
524
|
|
|
method: remove entity vector field |
|
525
|
|
|
expected: error raised |
|
526
|
|
|
''' |
|
527
|
|
|
tmp_entity = copy.deepcopy(default_entity) |
|
528
|
|
|
del tmp_entity[-1]["name"] |
|
529
|
|
|
with pytest.raises(Exception): |
|
530
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
531
|
|
|
|
|
532
|
|
|
@pytest.mark.level(2) |
|
533
|
|
|
@pytest.mark.timeout(30) |
|
534
|
|
|
def test_collection_insert_rows_count_multi_threading(self, args, collection): |
|
535
|
|
|
''' |
|
536
|
|
|
target: test collection rows_count is correct or not with multi threading |
|
537
|
|
|
method: create collection and insert entities in it(idmap), |
|
538
|
|
|
assert the value returned by count_entities method is equal to length of entities |
|
539
|
|
|
expected: the count is equal to the length of entities |
|
540
|
|
|
''' |
|
541
|
|
|
if args["handler"] == "HTTP": |
|
542
|
|
|
pytest.skip("Skip test in http mode") |
|
543
|
|
|
thread_num = 8 |
|
544
|
|
|
threads = [] |
|
545
|
|
|
milvus = get_milvus(host=args["ip"], port=args["port"], handler=args["handler"], try_connect=False) |
|
|
|
|
|
|
546
|
|
|
|
|
547
|
|
|
def insert(thread_i): |
|
548
|
|
|
logging.getLogger().info("In thread-%d" % thread_i) |
|
549
|
|
|
milvus.bulk_insert(collection, default_entities) |
|
550
|
|
|
milvus.flush([collection]) |
|
551
|
|
|
|
|
552
|
|
|
for i in range(thread_num): |
|
553
|
|
|
t = TestThread(target=insert, args=(i,)) |
|
|
|
|
|
|
554
|
|
|
threads.append(t) |
|
555
|
|
|
t.start() |
|
556
|
|
|
for t in threads: |
|
557
|
|
|
t.join() |
|
558
|
|
|
res_count = milvus.count_entities(collection) |
|
559
|
|
|
assert res_count == thread_num * default_nb |
|
|
|
|
|
|
560
|
|
|
|
|
561
|
|
|
# TODO: unable to set config |
|
562
|
|
|
@pytest.mark.level(2) |
|
563
|
|
|
def _test_insert_disable_auto_flush(self, connect, collection): |
|
564
|
|
|
''' |
|
565
|
|
|
target: test insert entities, with disable autoflush |
|
566
|
|
|
method: disable autoflush and insert, get entity |
|
567
|
|
|
expected: the count is equal to 0 |
|
568
|
|
|
''' |
|
569
|
|
|
delete_nums = 500 |
|
570
|
|
|
disable_flush(connect) |
|
|
|
|
|
|
571
|
|
|
ids = connect.bulk_insert(collection, default_entities) |
|
572
|
|
|
res = connect.get_entity_by_id(collection, ids[:delete_nums]) |
|
573
|
|
|
assert len(res) == delete_nums |
|
574
|
|
|
assert res[0] is None |
|
575
|
|
|
|
|
576
|
|
|
|
|
577
|
|
|
class TestInsertBinary: |
|
578
|
|
|
@pytest.fixture( |
|
579
|
|
|
scope="function", |
|
580
|
|
|
params=gen_binary_index() |
|
|
|
|
|
|
581
|
|
|
) |
|
582
|
|
|
def get_binary_index(self, request): |
|
583
|
|
|
request.param["metric_type"] = "JACCARD" |
|
584
|
|
|
return request.param |
|
585
|
|
|
|
|
586
|
|
|
def test_insert_binary_entities(self, connect, binary_collection): |
|
587
|
|
|
''' |
|
588
|
|
|
target: test insert entities in binary collection |
|
589
|
|
|
method: create collection and insert binary entities in it |
|
590
|
|
|
expected: the collection row count equals to nb |
|
591
|
|
|
''' |
|
592
|
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities) |
|
|
|
|
|
|
593
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
594
|
|
|
connect.flush() |
|
595
|
|
|
assert connect.count_entities(binary_collection) == default_nb |
|
596
|
|
|
|
|
597
|
|
|
def test_insert_binary_entities_new(self, connect, binary_collection): |
|
598
|
|
|
''' |
|
599
|
|
|
target: test insert entities in binary collection |
|
600
|
|
|
method: create collection and insert binary entities in it |
|
601
|
|
|
expected: the collection row count equals to nb |
|
602
|
|
|
''' |
|
603
|
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities_new) |
|
|
|
|
|
|
604
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
605
|
|
|
connect.flush() |
|
606
|
|
|
assert connect.count_entities(binary_collection) == default_nb |
|
607
|
|
|
|
|
608
|
|
|
def test_insert_binary_tag(self, connect, binary_collection): |
|
609
|
|
|
''' |
|
610
|
|
|
target: test insert entities and create partition tag |
|
611
|
|
|
method: create collection and insert binary entities in it, with the partition_tag param |
|
612
|
|
|
expected: the collection row count equals to nb |
|
613
|
|
|
''' |
|
614
|
|
|
connect.create_partition(binary_collection, default_tag) |
|
|
|
|
|
|
615
|
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities, partition_tag=default_tag) |
|
|
|
|
|
|
616
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
617
|
|
|
assert connect.has_partition(binary_collection, default_tag) |
|
618
|
|
|
|
|
619
|
|
|
# TODO |
|
620
|
|
|
@pytest.mark.level(2) |
|
621
|
|
|
def test_insert_binary_multi_times(self, connect, binary_collection): |
|
622
|
|
|
''' |
|
623
|
|
|
target: test insert entities multi times and final flush |
|
624
|
|
|
method: create collection and insert binary entity multi and final flush |
|
625
|
|
|
expected: the collection row count equals to nb |
|
626
|
|
|
''' |
|
627
|
|
|
for i in range(default_nb): |
|
|
|
|
|
|
628
|
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entity) |
|
|
|
|
|
|
629
|
|
|
assert len(ids) == 1 |
|
630
|
|
|
connect.flush([binary_collection]) |
|
631
|
|
|
assert connect.count_entities(binary_collection) == default_nb |
|
632
|
|
|
|
|
633
|
|
|
def test_insert_binary_after_create_index(self, connect, binary_collection, get_binary_index): |
|
634
|
|
|
''' |
|
635
|
|
|
target: test insert binary entities after build index |
|
636
|
|
|
method: build index and insert entities |
|
637
|
|
|
expected: no error raised |
|
638
|
|
|
''' |
|
639
|
|
|
connect.create_index(binary_collection, binary_field_name, get_binary_index) |
|
640
|
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities) |
|
|
|
|
|
|
641
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
642
|
|
|
connect.flush([binary_collection]) |
|
643
|
|
|
info = connect.get_collection_info(binary_collection) |
|
644
|
|
|
fields = info["fields"] |
|
645
|
|
|
for field in fields: |
|
646
|
|
|
if field["name"] == binary_field_name: |
|
647
|
|
|
assert field["indexes"][0] == get_binary_index |
|
648
|
|
|
|
|
649
|
|
View Code Duplication |
@pytest.mark.timeout(ADD_TIMEOUT) |
|
|
|
|
|
|
650
|
|
|
def test_insert_binary_create_index(self, connect, binary_collection, get_binary_index): |
|
651
|
|
|
''' |
|
652
|
|
|
target: test build index insert after vector |
|
653
|
|
|
method: insert vector and build index |
|
654
|
|
|
expected: no error raised |
|
655
|
|
|
''' |
|
656
|
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities) |
|
|
|
|
|
|
657
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
658
|
|
|
connect.flush([binary_collection]) |
|
659
|
|
|
connect.create_index(binary_collection, binary_field_name, get_binary_index) |
|
660
|
|
|
info = connect.get_collection_info(binary_collection) |
|
661
|
|
|
fields = info["fields"] |
|
662
|
|
|
for field in fields: |
|
663
|
|
|
if field["name"] == binary_field_name: |
|
664
|
|
|
assert field["indexes"][0] == get_binary_index |
|
665
|
|
|
|
|
666
|
|
|
def test_insert_binary_search(self, connect, binary_collection): |
|
667
|
|
|
''' |
|
668
|
|
|
target: test search vector after insert vector after a while |
|
669
|
|
|
method: insert vector, sleep, and search collection |
|
670
|
|
|
expected: no error raised |
|
671
|
|
|
''' |
|
672
|
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities) |
|
|
|
|
|
|
673
|
|
|
connect.flush([binary_collection]) |
|
674
|
|
|
query, vecs = gen_query_vectors(binary_field_name, default_binary_entities, default_top_k, 1, metric_type="JACCARD") |
|
|
|
|
|
|
675
|
|
|
res = connect.search(binary_collection, query) |
|
676
|
|
|
logging.getLogger().debug(res) |
|
677
|
|
|
assert res |
|
678
|
|
|
|
|
679
|
|
|
|
|
680
|
|
|
class TestInsertAsync: |
|
681
|
|
|
@pytest.fixture(scope="function", autouse=True) |
|
682
|
|
|
def skip_http_check(self, args): |
|
683
|
|
|
if args["handler"] == "HTTP": |
|
684
|
|
|
pytest.skip("skip in http mode") |
|
685
|
|
|
|
|
686
|
|
|
@pytest.fixture( |
|
687
|
|
|
scope="function", |
|
688
|
|
|
params=[ |
|
689
|
|
|
1, |
|
690
|
|
|
1000 |
|
691
|
|
|
], |
|
692
|
|
|
) |
|
693
|
|
|
def insert_count(self, request): |
|
694
|
|
|
yield request.param |
|
695
|
|
|
|
|
696
|
|
|
def check_status(self, result): |
|
697
|
|
|
logging.getLogger().info("In callback check status") |
|
698
|
|
|
assert not result |
|
699
|
|
|
|
|
700
|
|
|
def check_result(self, result): |
|
701
|
|
|
logging.getLogger().info("In callback check status") |
|
702
|
|
|
assert result |
|
703
|
|
|
|
|
704
|
|
|
def test_insert_async(self, connect, collection, insert_count): |
|
705
|
|
|
''' |
|
706
|
|
|
target: test insert vectors with different length of vectors |
|
707
|
|
|
method: set different vectors as insert method params |
|
708
|
|
|
expected: length of ids is equal to the length of vectors |
|
709
|
|
|
''' |
|
710
|
|
|
nb = insert_count |
|
711
|
|
|
future = connect.bulk_insert(collection, gen_entities(nb), _async=True) |
|
|
|
|
|
|
712
|
|
|
ids = future.result() |
|
713
|
|
|
connect.flush([collection]) |
|
714
|
|
|
assert len(ids) == nb |
|
715
|
|
|
|
|
716
|
|
|
@pytest.mark.level(2) |
|
717
|
|
|
def test_insert_async_false(self, connect, collection, insert_count): |
|
718
|
|
|
''' |
|
719
|
|
|
target: test insert vectors with different length of vectors |
|
720
|
|
|
method: set different vectors as insert method params |
|
721
|
|
|
expected: length of ids is equal to the length of vectors |
|
722
|
|
|
''' |
|
723
|
|
|
nb = insert_count |
|
724
|
|
|
ids = connect.bulk_insert(collection, gen_entities(nb), _async=False) |
|
|
|
|
|
|
725
|
|
|
# ids = future.result() |
|
726
|
|
|
connect.flush([collection]) |
|
727
|
|
|
assert len(ids) == nb |
|
728
|
|
|
|
|
729
|
|
|
def test_insert_async_callback(self, connect, collection, insert_count): |
|
730
|
|
|
''' |
|
731
|
|
|
target: test insert vectors with different length of vectors |
|
732
|
|
|
method: set different vectors as insert method params |
|
733
|
|
|
expected: length of ids is equal to the length of vectors |
|
734
|
|
|
''' |
|
735
|
|
|
nb = insert_count |
|
736
|
|
|
future = connect.bulk_insert(collection, gen_entities(nb), _async=True, _callback=self.check_status) |
|
|
|
|
|
|
737
|
|
|
future.done() |
|
738
|
|
|
|
|
739
|
|
|
@pytest.mark.level(2) |
|
740
|
|
|
def test_insert_async_long(self, connect, collection): |
|
741
|
|
|
''' |
|
742
|
|
|
target: test insert vectors with different length of vectors |
|
743
|
|
|
method: set different vectors as insert method params |
|
744
|
|
|
expected: length of ids is equal to the length of vectors |
|
745
|
|
|
''' |
|
746
|
|
|
nb = 50000 |
|
747
|
|
|
future = connect.bulk_insert(collection, gen_entities(nb), _async=True, _callback=self.check_result) |
|
|
|
|
|
|
748
|
|
|
result = future.result() |
|
749
|
|
|
assert len(result) == nb |
|
750
|
|
|
connect.flush([collection]) |
|
751
|
|
|
count = connect.count_entities(collection) |
|
752
|
|
|
logging.getLogger().info(count) |
|
753
|
|
|
assert count == nb |
|
754
|
|
|
|
|
755
|
|
|
@pytest.mark.level(2) |
|
756
|
|
|
def test_insert_async_callback_timeout(self, connect, collection): |
|
757
|
|
|
''' |
|
758
|
|
|
target: test insert vectors with different length of vectors |
|
759
|
|
|
method: set different vectors as insert method params |
|
760
|
|
|
expected: length of ids is equal to the length of vectors |
|
761
|
|
|
''' |
|
762
|
|
|
nb = 100000 |
|
763
|
|
|
future = connect.bulk_insert(collection, gen_entities(nb), _async=True, _callback=self.check_status, timeout=1) |
|
|
|
|
|
|
764
|
|
|
with pytest.raises(Exception) as e: |
|
765
|
|
|
result = future.result() |
|
766
|
|
|
count = connect.count_entities(collection) |
|
767
|
|
|
assert count == 0 |
|
768
|
|
|
|
|
769
|
|
|
def test_insert_async_invalid_params(self, connect): |
|
770
|
|
|
''' |
|
771
|
|
|
target: test insert vectors with different length of vectors |
|
772
|
|
|
method: set different vectors as insert method params |
|
773
|
|
|
expected: length of ids is equal to the length of vectors |
|
774
|
|
|
''' |
|
775
|
|
|
collection_new = gen_unique_str() |
|
|
|
|
|
|
776
|
|
|
future = connect.bulk_insert(collection_new, default_entities, _async=True) |
|
777
|
|
|
with pytest.raises(Exception) as e: |
|
778
|
|
|
result = future.result() |
|
779
|
|
|
|
|
780
|
|
|
def test_insert_async_invalid_params_raise_exception(self, connect, collection): |
|
781
|
|
|
''' |
|
782
|
|
|
target: test insert vectors with different length of vectors |
|
783
|
|
|
method: set different vectors as insert method params |
|
784
|
|
|
expected: length of ids is equal to the length of vectors |
|
785
|
|
|
''' |
|
786
|
|
|
entities = [] |
|
787
|
|
|
future = connect.bulk_insert(collection, entities, _async=True) |
|
788
|
|
|
with pytest.raises(Exception) as e: |
|
789
|
|
|
future.result() |
|
790
|
|
|
|
|
791
|
|
|
|
|
792
|
|
|
class TestInsertMultiCollections: |
|
793
|
|
|
""" |
|
794
|
|
|
****************************************************************** |
|
795
|
|
|
The following cases are used to test `insert` function |
|
796
|
|
|
****************************************************************** |
|
797
|
|
|
""" |
|
798
|
|
|
|
|
799
|
|
View Code Duplication |
@pytest.fixture( |
|
|
|
|
|
|
800
|
|
|
scope="function", |
|
801
|
|
|
params=gen_simple_index() |
|
|
|
|
|
|
802
|
|
|
) |
|
803
|
|
|
def get_simple_index(self, request, connect): |
|
804
|
|
|
logging.getLogger().info(request.param) |
|
805
|
|
|
if str(connect._cmd("mode")) == "CPU": |
|
806
|
|
|
if request.param["index_type"] in index_cpu_not_support(): |
|
|
|
|
|
|
807
|
|
|
pytest.skip("sq8h not support in CPU mode") |
|
808
|
|
|
return request.param |
|
809
|
|
|
|
|
810
|
|
|
def test_insert_vector_multi_collections(self, connect): |
|
811
|
|
|
''' |
|
812
|
|
|
target: test insert entities |
|
813
|
|
|
method: create 10 collections and insert entities into them in turn |
|
814
|
|
|
expected: row count |
|
815
|
|
|
''' |
|
816
|
|
|
collection_num = 10 |
|
817
|
|
|
collection_list = [] |
|
818
|
|
|
for i in range(collection_num): |
|
819
|
|
|
collection_name = gen_unique_str(uid) |
|
|
|
|
|
|
820
|
|
|
collection_list.append(collection_name) |
|
821
|
|
|
connect.create_collection(collection_name, default_fields) |
|
822
|
|
|
ids = connect.bulk_insert(collection_name, default_entities) |
|
823
|
|
|
connect.flush([collection_name]) |
|
824
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
825
|
|
|
count = connect.count_entities(collection_name) |
|
826
|
|
|
assert count == default_nb |
|
827
|
|
|
|
|
828
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
829
|
|
|
def test_drop_collection_insert_vector_another(self, connect, collection): |
|
830
|
|
|
''' |
|
831
|
|
|
target: test insert vector to collection_1 after collection_2 deleted |
|
832
|
|
|
method: delete collection_2 and insert vector to collection_1 |
|
833
|
|
|
expected: row count equals the length of entities inserted |
|
834
|
|
|
''' |
|
835
|
|
|
collection_name = gen_unique_str(uid) |
|
|
|
|
|
|
836
|
|
|
connect.create_collection(collection_name, default_fields) |
|
837
|
|
|
connect.drop_collection(collection) |
|
838
|
|
|
ids = connect.bulk_insert(collection_name, default_entity) |
|
839
|
|
|
connect.flush([collection_name]) |
|
840
|
|
|
assert len(ids) == 1 |
|
841
|
|
|
|
|
842
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
843
|
|
|
def test_create_index_insert_vector_another(self, connect, collection, get_simple_index): |
|
844
|
|
|
''' |
|
845
|
|
|
target: test insert vector to collection_2 after build index for collection_1 |
|
846
|
|
|
method: build index and insert vector |
|
847
|
|
|
expected: status ok |
|
848
|
|
|
''' |
|
849
|
|
|
collection_name = gen_unique_str(uid) |
|
|
|
|
|
|
850
|
|
|
connect.create_collection(collection_name, default_fields) |
|
851
|
|
|
connect.create_index(collection, field_name, get_simple_index) |
|
852
|
|
|
ids = connect.bulk_insert(collection, default_entity) |
|
853
|
|
|
connect.drop_collection(collection_name) |
|
854
|
|
|
|
|
855
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
856
|
|
|
def test_insert_vector_create_index_another(self, connect, collection, get_simple_index): |
|
857
|
|
|
''' |
|
858
|
|
|
target: test insert vector to collection_2 after build index for collection_1 |
|
859
|
|
|
method: build index and insert vector |
|
860
|
|
|
expected: status ok |
|
861
|
|
|
''' |
|
862
|
|
|
collection_name = gen_unique_str(uid) |
|
|
|
|
|
|
863
|
|
|
connect.create_collection(collection_name, default_fields) |
|
864
|
|
|
ids = connect.bulk_insert(collection, default_entity) |
|
865
|
|
|
connect.create_index(collection, field_name, get_simple_index) |
|
866
|
|
|
count = connect.count_entities(collection_name) |
|
867
|
|
|
assert count == 0 |
|
868
|
|
|
|
|
869
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
870
|
|
|
def test_insert_vector_sleep_create_index_another(self, connect, collection, get_simple_index): |
|
871
|
|
|
''' |
|
872
|
|
|
target: test insert vector to collection_2 after build index for collection_1 for a while |
|
873
|
|
|
method: build index and insert vector |
|
874
|
|
|
expected: status ok |
|
875
|
|
|
''' |
|
876
|
|
|
collection_name = gen_unique_str(uid) |
|
|
|
|
|
|
877
|
|
|
connect.create_collection(collection_name, default_fields) |
|
878
|
|
|
ids = connect.bulk_insert(collection, default_entity) |
|
879
|
|
|
connect.flush([collection]) |
|
880
|
|
|
connect.create_index(collection, field_name, get_simple_index) |
|
881
|
|
|
count = connect.count_entities(collection) |
|
882
|
|
|
assert count == 1 |
|
883
|
|
|
|
|
884
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
885
|
|
|
def test_search_vector_insert_vector_another(self, connect, collection): |
|
886
|
|
|
''' |
|
887
|
|
|
target: test insert vector to collection_1 after search collection_2 |
|
888
|
|
|
method: search collection and insert vector |
|
889
|
|
|
expected: status ok |
|
890
|
|
|
''' |
|
891
|
|
|
collection_name = gen_unique_str(uid) |
|
|
|
|
|
|
892
|
|
|
connect.create_collection(collection_name, default_fields) |
|
893
|
|
|
res = connect.search(collection, default_single_query) |
|
894
|
|
|
logging.getLogger().debug(res) |
|
895
|
|
|
ids = connect.bulk_insert(collection_name, default_entity) |
|
896
|
|
|
connect.flush() |
|
897
|
|
|
count = connect.count_entities(collection_name) |
|
898
|
|
|
assert count == 1 |
|
899
|
|
|
|
|
900
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
901
|
|
|
def test_insert_vector_search_vector_another(self, connect, collection): |
|
902
|
|
|
''' |
|
903
|
|
|
target: test insert vector to collection_1 after search collection_2 |
|
904
|
|
|
method: search collection and insert vector |
|
905
|
|
|
expected: status ok |
|
906
|
|
|
''' |
|
907
|
|
|
collection_name = gen_unique_str(uid) |
|
|
|
|
|
|
908
|
|
|
connect.create_collection(collection_name, default_fields) |
|
909
|
|
|
ids = connect.bulk_insert(collection, default_entity) |
|
910
|
|
|
result = connect.search(collection_name, default_single_query) |
|
911
|
|
|
|
|
912
|
|
|
@pytest.mark.timeout(ADD_TIMEOUT) |
|
913
|
|
|
def test_insert_vector_sleep_search_vector_another(self, connect, collection): |
|
914
|
|
|
''' |
|
915
|
|
|
target: test insert vector to collection_1 after search collection_2 a while |
|
916
|
|
|
method: search collection , sleep, and insert vector |
|
917
|
|
|
expected: status ok |
|
918
|
|
|
''' |
|
919
|
|
|
collection_name = gen_unique_str(uid) |
|
|
|
|
|
|
920
|
|
|
connect.create_collection(collection_name, default_fields) |
|
921
|
|
|
ids = connect.bulk_insert(collection, default_entity) |
|
922
|
|
|
connect.flush([collection]) |
|
923
|
|
|
result = connect.search(collection_name, default_single_query) |
|
924
|
|
|
|
|
925
|
|
|
|
|
926
|
|
|
class TestInsertInvalid(object): |
|
927
|
|
|
""" |
|
928
|
|
|
Test inserting vectors with invalid collection names |
|
929
|
|
|
""" |
|
930
|
|
|
|
|
931
|
|
|
@pytest.fixture( |
|
932
|
|
|
scope="function", |
|
933
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
934
|
|
|
) |
|
935
|
|
|
def get_collection_name(self, request): |
|
936
|
|
|
yield request.param |
|
937
|
|
|
|
|
938
|
|
|
@pytest.fixture( |
|
939
|
|
|
scope="function", |
|
940
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
941
|
|
|
) |
|
942
|
|
|
def get_tag_name(self, request): |
|
943
|
|
|
yield request.param |
|
944
|
|
|
|
|
945
|
|
|
@pytest.fixture( |
|
946
|
|
|
scope="function", |
|
947
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
948
|
|
|
) |
|
949
|
|
|
def get_field_name(self, request): |
|
950
|
|
|
yield request.param |
|
951
|
|
|
|
|
952
|
|
|
@pytest.fixture( |
|
953
|
|
|
scope="function", |
|
954
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
955
|
|
|
) |
|
956
|
|
|
def get_field_type(self, request): |
|
957
|
|
|
yield request.param |
|
958
|
|
|
|
|
959
|
|
|
@pytest.fixture( |
|
960
|
|
|
scope="function", |
|
961
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
962
|
|
|
) |
|
963
|
|
|
def get_field_int_value(self, request): |
|
964
|
|
|
yield request.param |
|
965
|
|
|
|
|
966
|
|
|
@pytest.fixture( |
|
967
|
|
|
scope="function", |
|
968
|
|
|
params=gen_invalid_ints() |
|
|
|
|
|
|
969
|
|
|
) |
|
970
|
|
|
def get_entity_id(self, request): |
|
971
|
|
|
yield request.param |
|
972
|
|
|
|
|
973
|
|
|
@pytest.fixture( |
|
974
|
|
|
scope="function", |
|
975
|
|
|
params=gen_invalid_vectors() |
|
|
|
|
|
|
976
|
|
|
) |
|
977
|
|
|
def get_field_vectors_value(self, request): |
|
978
|
|
|
yield request.param |
|
979
|
|
|
|
|
980
|
|
|
def test_insert_ids_invalid(self, connect, id_collection, get_entity_id): |
|
981
|
|
|
''' |
|
982
|
|
|
target: test insert, with using customize ids, which are not int64 |
|
983
|
|
|
method: create collection and insert entities in it |
|
984
|
|
|
expected: raise an exception |
|
985
|
|
|
''' |
|
986
|
|
|
entity_id = get_entity_id |
|
987
|
|
|
ids = [entity_id for _ in range(default_nb)] |
|
|
|
|
|
|
988
|
|
|
with pytest.raises(Exception): |
|
989
|
|
|
connect.bulk_insert(id_collection, default_entities, ids) |
|
990
|
|
|
|
|
991
|
|
|
def test_insert_with_invalid_collection_name(self, connect, get_collection_name): |
|
992
|
|
|
collection_name = get_collection_name |
|
993
|
|
|
with pytest.raises(Exception): |
|
994
|
|
|
connect.bulk_insert(collection_name, default_entity) |
|
995
|
|
|
|
|
996
|
|
|
def test_insert_with_invalid_tag_name(self, connect, collection, get_tag_name): |
|
997
|
|
|
tag_name = get_tag_name |
|
998
|
|
|
connect.create_partition(collection, default_tag) |
|
|
|
|
|
|
999
|
|
|
if tag_name is not None: |
|
1000
|
|
|
with pytest.raises(Exception): |
|
1001
|
|
|
connect.bulk_insert(collection, default_entity, partition_tag=tag_name) |
|
1002
|
|
|
else: |
|
1003
|
|
|
connect.bulk_insert(collection, default_entity, partition_tag=tag_name) |
|
1004
|
|
|
|
|
1005
|
|
|
def test_insert_with_invalid_field_name(self, connect, collection, get_field_name): |
|
1006
|
|
|
field_name = get_field_name |
|
1007
|
|
|
tmp_entity = update_field_name(copy.deepcopy(default_entity), "int64", get_field_name) |
|
|
|
|
|
|
1008
|
|
|
with pytest.raises(Exception): |
|
1009
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
1010
|
|
|
|
|
1011
|
|
|
def test_insert_with_invalid_field_type(self, connect, collection, get_field_type): |
|
1012
|
|
|
field_type = get_field_type |
|
1013
|
|
|
tmp_entity = update_field_type(copy.deepcopy(default_entity), 'float', field_type) |
|
|
|
|
|
|
1014
|
|
|
with pytest.raises(Exception): |
|
1015
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
1016
|
|
|
|
|
1017
|
|
|
def test_insert_with_invalid_field_value(self, connect, collection, get_field_int_value): |
|
1018
|
|
|
field_value = get_field_int_value |
|
1019
|
|
|
tmp_entity = update_field_type(copy.deepcopy(default_entity), 'int64', field_value) |
|
|
|
|
|
|
1020
|
|
|
with pytest.raises(Exception): |
|
1021
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
1022
|
|
|
|
|
1023
|
|
|
def test_insert_with_invalid_field_vector_value(self, connect, collection, get_field_vectors_value): |
|
1024
|
|
|
tmp_entity = copy.deepcopy(default_entity) |
|
1025
|
|
|
src_vector = tmp_entity[-1]["values"] |
|
1026
|
|
|
src_vector[0][1] = get_field_vectors_value |
|
1027
|
|
|
with pytest.raises(Exception): |
|
1028
|
|
|
connect.bulk_insert(collection, tmp_entity) |
|
1029
|
|
|
|
|
1030
|
|
|
|
|
1031
|
|
|
class TestInsertInvalidBinary(object): |
|
1032
|
|
|
""" |
|
1033
|
|
|
Test inserting vectors with invalid collection names |
|
1034
|
|
|
""" |
|
1035
|
|
|
|
|
1036
|
|
|
@pytest.fixture( |
|
1037
|
|
|
scope="function", |
|
1038
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
1039
|
|
|
) |
|
1040
|
|
|
def get_collection_name(self, request): |
|
1041
|
|
|
yield request.param |
|
1042
|
|
|
|
|
1043
|
|
|
@pytest.fixture( |
|
1044
|
|
|
scope="function", |
|
1045
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
1046
|
|
|
) |
|
1047
|
|
|
def get_tag_name(self, request): |
|
1048
|
|
|
yield request.param |
|
1049
|
|
|
|
|
1050
|
|
|
@pytest.fixture( |
|
1051
|
|
|
scope="function", |
|
1052
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
1053
|
|
|
) |
|
1054
|
|
|
def get_field_name(self, request): |
|
1055
|
|
|
yield request.param |
|
1056
|
|
|
|
|
1057
|
|
|
@pytest.fixture( |
|
1058
|
|
|
scope="function", |
|
1059
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
1060
|
|
|
) |
|
1061
|
|
|
def get_field_type(self, request): |
|
1062
|
|
|
yield request.param |
|
1063
|
|
|
|
|
1064
|
|
|
@pytest.fixture( |
|
1065
|
|
|
scope="function", |
|
1066
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
1067
|
|
|
) |
|
1068
|
|
|
def get_field_int_value(self, request): |
|
1069
|
|
|
yield request.param |
|
1070
|
|
|
|
|
1071
|
|
|
@pytest.fixture( |
|
1072
|
|
|
scope="function", |
|
1073
|
|
|
params=gen_invalid_ints() |
|
|
|
|
|
|
1074
|
|
|
) |
|
1075
|
|
|
def get_entity_id(self, request): |
|
1076
|
|
|
yield request.param |
|
1077
|
|
|
|
|
1078
|
|
|
@pytest.fixture( |
|
1079
|
|
|
scope="function", |
|
1080
|
|
|
params=gen_invalid_vectors() |
|
|
|
|
|
|
1081
|
|
|
) |
|
1082
|
|
|
def get_field_vectors_value(self, request): |
|
1083
|
|
|
yield request.param |
|
1084
|
|
|
|
|
1085
|
|
|
@pytest.mark.level(2) |
|
1086
|
|
|
def test_insert_with_invalid_field_name(self, connect, binary_collection, get_field_name): |
|
1087
|
|
|
tmp_entity = update_field_name(copy.deepcopy(default_binary_entity), "int64", get_field_name) |
|
|
|
|
|
|
1088
|
|
|
with pytest.raises(Exception): |
|
1089
|
|
|
connect.bulk_insert(binary_collection, tmp_entity) |
|
1090
|
|
|
|
|
1091
|
|
|
@pytest.mark.level(2) |
|
1092
|
|
|
def test_insert_with_invalid_field_value(self, connect, binary_collection, get_field_int_value): |
|
1093
|
|
|
tmp_entity = update_field_type(copy.deepcopy(default_binary_entity), 'int64', get_field_int_value) |
|
|
|
|
|
|
1094
|
|
|
with pytest.raises(Exception): |
|
1095
|
|
|
connect.bulk_insert(binary_collection, tmp_entity) |
|
1096
|
|
|
|
|
1097
|
|
|
@pytest.mark.level(2) |
|
1098
|
|
|
def test_insert_with_invalid_field_vector_value(self, connect, binary_collection, get_field_vectors_value): |
|
1099
|
|
|
tmp_entity = copy.deepcopy(default_binary_entity) |
|
|
|
|
|
|
1100
|
|
|
src_vector = tmp_entity[-1]["values"] |
|
1101
|
|
|
src_vector[0][1] = get_field_vectors_value |
|
1102
|
|
|
with pytest.raises(Exception): |
|
1103
|
|
|
connect.bulk_insert(binary_collection, tmp_entity) |
|
1104
|
|
|
|
|
1105
|
|
|
@pytest.mark.level(2) |
|
1106
|
|
|
def test_insert_ids_invalid(self, connect, binary_id_collection, get_entity_id): |
|
1107
|
|
|
''' |
|
1108
|
|
|
target: test insert, with using customize ids, which are not int64 |
|
1109
|
|
|
method: create collection and insert entities in it |
|
1110
|
|
|
expected: raise an exception |
|
1111
|
|
|
''' |
|
1112
|
|
|
entity_id = get_entity_id |
|
1113
|
|
|
ids = [entity_id for _ in range(default_nb)] |
|
|
|
|
|
|
1114
|
|
|
with pytest.raises(Exception): |
|
1115
|
|
|
connect.bulk_insert(binary_id_collection, default_binary_entities, ids) |
|
|
|
|
|
|
1116
|
|
|
|
|
1117
|
|
|
@pytest.mark.level(2) |
|
1118
|
|
|
def test_insert_with_invalid_field_type(self, connect, binary_collection, get_field_type): |
|
1119
|
|
|
field_type = get_field_type |
|
1120
|
|
|
tmp_entity = update_field_type(copy.deepcopy(default_binary_entity), 'int64', field_type) |
|
|
|
|
|
|
1121
|
|
|
with pytest.raises(Exception): |
|
1122
|
|
|
connect.bulk_insert(binary_collection, tmp_entity) |
|
1123
|
|
|
|
|
1124
|
|
|
@pytest.mark.level(2) |
|
1125
|
|
|
def test_insert_with_invalid_field_vector_value(self, connect, binary_collection, get_field_vectors_value): |
|
1126
|
|
|
tmp_entity = copy.deepcopy(default_binary_entities) |
|
|
|
|
|
|
1127
|
|
|
src_vector = tmp_entity[-1]["values"] |
|
1128
|
|
|
src_vector[1] = get_field_vectors_value |
|
1129
|
|
|
with pytest.raises(Exception): |
|
1130
|
|
|
connect.bulk_insert(binary_collection, tmp_entity) |
|
1131
|
|
|
|
milvus-io /
milvus
Loading history...
