milvus-io /
milvus
| Total Complexity | 158 |
| Total Lines | 1131 |
| Duplicated Lines | 9.11 % |
| Changes | 0 | ||
Duplicate code is one of the most pungent code smells. A rule that is often used is to re-structure code once it is duplicated in three or more places.
Common duplication problems, and corresponding solutions are:
Complex classes like test_bulk_insert often do a lot of different things. To break such a class down, we need to identify a cohesive component within that class. A common approach to find such a component is to look for fields/methods that share the same prefixes, or suffixes.
Once you have determined the fields that belong together, you can apply the Extract Class refactoring. If the component makes sense as a sub-class, Extract Subclass is also a candidate, and is often faster.
| 1 | import logging |
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| 2 | import time |
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| 3 | import pdb |
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| 4 | import copy |
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| 5 | import threading |
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| 6 | from multiprocessing import Pool, Process |
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| 7 | import pytest |
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| 8 | from milvus import DataType |
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| 9 | from utils import * |
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| 10 | from constants import * |
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| 11 | |||
| 12 | ADD_TIMEOUT = 60 |
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| 13 | uid = "test_insert" |
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| 14 | field_name = default_float_vec_field_name |
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|
Comprehensibility
Best Practice
introduced
by
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| 15 | binary_field_name = default_binary_vec_field_name |
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| 16 | default_single_query = { |
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| 17 | "bool": { |
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| 18 | "must": [ |
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| 19 | {"vector": {field_name: {"topk": 10, "query": gen_vectors(1, default_dim), "metric_type": "L2", |
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| 20 | "params": {"nprobe": 10}}}} |
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| 21 | ] |
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| 22 | } |
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| 23 | } |
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| 24 | |||
| 25 | |||
| 26 | class TestInsertBase: |
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| 27 | """ |
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| 28 | ****************************************************************** |
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| 29 | The following cases are used to test `insert` function |
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| 30 | ****************************************************************** |
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| 31 | """ |
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| 32 | |||
| 33 | @pytest.fixture( |
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| 34 | scope="function", |
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| 35 | params=gen_simple_index() |
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| 36 | ) |
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| 37 | def get_simple_index(self, request, connect): |
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| 38 | if str(connect._cmd("mode")) == "CPU": |
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| 39 | if request.param["index_type"] in index_cpu_not_support(): |
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| 40 | pytest.skip("CPU not support index_type: ivf_sq8h") |
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| 41 | return request.param |
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| 42 | |||
| 43 | @pytest.fixture( |
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| 44 | scope="function", |
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| 45 | params=gen_single_filter_fields() |
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| 46 | ) |
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| 47 | def get_filter_field(self, request): |
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| 48 | yield request.param |
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| 49 | |||
| 50 | @pytest.fixture( |
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| 51 | scope="function", |
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| 52 | params=gen_single_vector_fields() |
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| 53 | ) |
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| 54 | def get_vector_field(self, request): |
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| 55 | yield request.param |
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| 56 | |||
| 57 | def test_add_vector_with_empty_vector(self, connect, collection): |
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| 58 | ''' |
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| 59 | target: test add vectors with empty vectors list |
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| 60 | method: set empty vectors list as add method params |
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| 61 | expected: raises a Exception |
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| 62 | ''' |
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| 63 | vector = [] |
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| 64 | with pytest.raises(Exception) as e: |
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| 65 | status, ids = connect.bulk_insert(collection, vector) |
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| 66 | |||
| 67 | def test_add_vector_with_None(self, connect, collection): |
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| 68 | ''' |
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| 69 | target: test add vectors with None |
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| 70 | method: set None as add method params |
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| 71 | expected: raises a Exception |
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| 72 | ''' |
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| 73 | vector = None |
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| 74 | with pytest.raises(Exception) as e: |
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| 75 | status, ids = connect.bulk_insert(collection, vector) |
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| 76 | |||
| 77 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 78 | def test_insert_collection_not_existed(self, connect): |
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| 79 | ''' |
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| 80 | target: test insert, with collection not existed |
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| 81 | method: insert entity into a random named collection |
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| 82 | expected: error raised |
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| 83 | ''' |
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| 84 | collection_name = gen_unique_str(uid) |
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| 85 | with pytest.raises(Exception) as e: |
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| 86 | connect.bulk_insert(collection_name, default_entities) |
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| 87 | |||
| 88 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 89 | def test_insert_drop_collection(self, connect, collection): |
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| 90 | ''' |
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| 91 | target: test delete collection after insert vector |
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| 92 | method: insert vector and delete collection |
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| 93 | expected: no error raised |
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| 94 | ''' |
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| 95 | ids = connect.bulk_insert(collection, default_entity) |
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| 96 | assert len(ids) == 1 |
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| 97 | connect.drop_collection(collection) |
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| 98 | |||
| 99 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 100 | def test_insert_sleep_drop_collection(self, connect, collection): |
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| 101 | ''' |
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| 102 | target: test delete collection after insert vector for a while |
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| 103 | method: insert vector, sleep, and delete collection |
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| 104 | expected: no error raised |
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| 105 | ''' |
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| 106 | ids = connect.bulk_insert(collection, default_entity) |
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| 107 | assert len(ids) == 1 |
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| 108 | connect.flush([collection]) |
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| 109 | connect.drop_collection(collection) |
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| 110 | |||
| 111 | View Code Duplication | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 112 | def test_insert_create_index(self, connect, collection, get_simple_index): |
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| 113 | ''' |
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| 114 | target: test build index insert after vector |
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| 115 | method: insert vector and build index |
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| 116 | expected: no error raised |
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| 117 | ''' |
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| 118 | ids = connect.bulk_insert(collection, default_entities) |
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| 119 | assert len(ids) == default_nb |
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| 120 | connect.flush([collection]) |
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| 121 | connect.create_index(collection, field_name, get_simple_index) |
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| 122 | info = connect.get_collection_info(collection) |
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| 123 | fields = info["fields"] |
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| 124 | for field in fields: |
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| 125 | if field["name"] == field_name: |
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| 126 | assert field["indexes"][0] == get_simple_index |
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| 127 | |||
| 128 | View Code Duplication | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 129 | def test_insert_create_index_new(self, connect, collection, get_simple_index): |
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| 130 | ''' |
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| 131 | target: test build index insert after vector |
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| 132 | method: insert vector and build index |
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| 133 | expected: no error raised |
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| 134 | ''' |
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| 135 | ids = connect.bulk_insert(collection, default_entities_new) |
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| 136 | assert len(ids) == default_nb |
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| 137 | connect.flush([collection]) |
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| 138 | connect.create_index(collection, field_name, get_simple_index) |
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| 139 | info = connect.get_collection_info(collection) |
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| 140 | fields = info["fields"] |
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| 141 | for field in fields: |
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| 142 | if field["name"] == field_name: |
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| 143 | assert field["indexes"][0] == get_simple_index |
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| 144 | |||
| 145 | View Code Duplication | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 146 | def test_insert_after_create_index(self, connect, collection, get_simple_index): |
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| 147 | ''' |
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| 148 | target: test build index insert after vector |
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| 149 | method: insert vector and build index |
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| 150 | expected: no error raised |
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| 151 | ''' |
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| 152 | connect.create_index(collection, field_name, get_simple_index) |
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| 153 | ids = connect.bulk_insert(collection, default_entities) |
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| 154 | assert len(ids) == default_nb |
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| 155 | info = connect.get_collection_info(collection) |
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| 156 | fields = info["fields"] |
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| 157 | for field in fields: |
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| 158 | if field["name"] == field_name: |
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| 159 | assert field["indexes"][0] == get_simple_index |
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| 160 | |||
| 161 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 162 | def test_insert_search(self, connect, collection): |
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| 163 | ''' |
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| 164 | target: test search vector after insert vector after a while |
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| 165 | method: insert vector, sleep, and search collection |
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| 166 | expected: no error raised |
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| 167 | ''' |
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| 168 | ids = connect.bulk_insert(collection, default_entities) |
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| 169 | connect.flush([collection]) |
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| 170 | res = connect.search(collection, default_single_query) |
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| 171 | logging.getLogger().debug(res) |
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| 172 | assert res |
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| 173 | |||
| 174 | def test_insert_segment_row_count(self, connect, collection): |
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| 175 | nb = default_segment_row_limit + 1 |
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| 176 | res_ids = connect.bulk_insert(collection, gen_entities(nb)) |
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| 177 | connect.flush([collection]) |
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| 178 | assert len(res_ids) == nb |
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| 179 | stats = connect.get_collection_stats(collection) |
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| 180 | assert len(stats['partitions'][0]['segments']) == 2 |
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| 181 | for segment in stats['partitions'][0]['segments']: |
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| 182 | assert segment['row_count'] in [default_segment_row_limit, 1] |
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| 183 | |||
| 184 | @pytest.fixture( |
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| 185 | scope="function", |
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| 186 | params=[ |
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| 187 | 1, |
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| 188 | 2000 |
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| 189 | ], |
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| 190 | ) |
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| 191 | def insert_count(self, request): |
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| 192 | yield request.param |
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| 193 | |||
| 194 | View Code Duplication | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 195 | def test_insert_ids(self, connect, id_collection, insert_count): |
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| 196 | ''' |
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| 197 | target: test insert vectors in collection, use customize ids |
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| 198 | method: create collection and insert vectors in it, check the ids returned and the collection length after vectors inserted |
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| 199 | expected: the length of ids and the collection row count |
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| 200 | ''' |
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| 201 | nb = insert_count |
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| 202 | ids = [i for i in range(nb)] |
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| 203 | res_ids = connect.bulk_insert(id_collection, gen_entities(nb), ids) |
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| 204 | connect.flush([id_collection]) |
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| 205 | assert len(res_ids) == nb |
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| 206 | assert res_ids == ids |
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| 207 | res_count = connect.count_entities(id_collection) |
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| 208 | assert res_count == nb |
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| 209 | |||
| 210 | View Code Duplication | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 211 | def test_insert_the_same_ids(self, connect, id_collection, insert_count): |
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| 212 | ''' |
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| 213 | target: test insert vectors in collection, use customize the same ids |
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| 214 | method: create collection and insert vectors in it, check the ids returned and the collection length after vectors inserted |
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| 215 | expected: the length of ids and the collection row count |
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| 216 | ''' |
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| 217 | nb = insert_count |
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| 218 | ids = [1 for i in range(nb)] |
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| 219 | res_ids = connect.bulk_insert(id_collection, gen_entities(nb), ids) |
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| 220 | connect.flush([id_collection]) |
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| 221 | assert len(res_ids) == nb |
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| 222 | assert res_ids == ids |
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| 223 | res_count = connect.count_entities(id_collection) |
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| 224 | assert res_count == nb |
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| 225 | |||
| 226 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 227 | def test_insert_ids_fields(self, connect, get_filter_field, get_vector_field): |
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| 228 | ''' |
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| 229 | target: test create normal collection with different fields, insert entities into id with ids |
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| 230 | method: create collection with diff fields: metric/field_type/..., insert, and count |
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| 231 | expected: row count correct |
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| 232 | ''' |
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| 233 | nb = 5 |
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| 234 | filter_field = get_filter_field |
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| 235 | vector_field = get_vector_field |
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| 236 | collection_name = gen_unique_str("test_collection") |
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| 237 | fields = { |
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| 238 | "fields": [filter_field, vector_field], |
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| 239 | "segment_row_limit": default_segment_row_limit, |
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| 240 | "auto_id": True |
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| 241 | } |
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| 242 | connect.create_collection(collection_name, fields) |
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| 243 | ids = [i for i in range(nb)] |
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| 244 | entities = gen_entities_by_fields(fields["fields"], nb, default_dim) |
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| 245 | res_ids = connect.bulk_insert(collection_name, entities, ids) |
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| 246 | assert res_ids == ids |
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| 247 | connect.flush([collection_name]) |
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| 248 | res_count = connect.count_entities(collection_name) |
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| 249 | assert res_count == nb |
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| 250 | |||
| 251 | # TODO: assert exception && enable |
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| 252 | @pytest.mark.level(2) |
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| 253 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 254 | def test_insert_twice_ids_no_ids(self, connect, id_collection): |
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| 255 | ''' |
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| 256 | target: check the result of insert, with params ids and no ids |
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| 257 | method: test insert vectors twice, use customize ids first, and then use no ids |
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| 258 | expected: error raised |
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| 259 | ''' |
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| 260 | ids = [i for i in range(default_nb)] |
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| 261 | res_ids = connect.bulk_insert(id_collection, default_entities, ids) |
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| 262 | with pytest.raises(Exception) as e: |
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| 263 | res_ids_new = connect.bulk_insert(id_collection, default_entities) |
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| 264 | |||
| 265 | # TODO: assert exception && enable |
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| 266 | @pytest.mark.level(2) |
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| 267 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 268 | def test_insert_twice_not_ids_ids(self, connect, id_collection): |
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| 269 | ''' |
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| 270 | target: check the result of insert, with params ids and no ids |
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| 271 | method: test insert vectors twice, use not ids first, and then use customize ids |
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| 272 | expected: error raised |
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| 273 | ''' |
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| 274 | with pytest.raises(Exception) as e: |
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| 275 | res_ids = connect.bulk_insert(id_collection, default_entities) |
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| 276 | |||
| 277 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 278 | def test_insert_ids_length_not_match_batch(self, connect, id_collection): |
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| 279 | ''' |
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| 280 | target: test insert vectors in collection, use customize ids, len(ids) != len(vectors) |
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| 281 | method: create collection and insert vectors in it |
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| 282 | expected: raise an exception |
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| 283 | ''' |
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| 284 | ids = [i for i in range(1, default_nb)] |
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| 285 | logging.getLogger().info(len(ids)) |
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| 286 | with pytest.raises(Exception) as e: |
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| 287 | res_ids = connect.bulk_insert(id_collection, default_entities, ids) |
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| 288 | |||
| 289 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 290 | def test_insert_ids_length_not_match_single(self, connect, collection): |
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| 291 | ''' |
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| 292 | target: test insert vectors in collection, use customize ids, len(ids) != len(vectors) |
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| 293 | method: create collection and insert vectors in it |
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| 294 | expected: raise an exception |
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| 295 | ''' |
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| 296 | ids = [i for i in range(1, default_nb)] |
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| 297 | logging.getLogger().info(len(ids)) |
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| 298 | with pytest.raises(Exception) as e: |
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| 299 | res_ids = connect.bulk_insert(collection, default_entity, ids) |
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| 300 | |||
| 301 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 302 | def test_insert_ids_fields(self, connect, get_filter_field, get_vector_field): |
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| 303 | ''' |
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| 304 | target: test create normal collection with different fields, insert entities into id without ids |
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| 305 | method: create collection with diff fields: metric/field_type/..., insert, and count |
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| 306 | expected: row count correct |
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| 307 | ''' |
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| 308 | nb = 5 |
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| 309 | filter_field = get_filter_field |
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| 310 | vector_field = get_vector_field |
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| 311 | collection_name = gen_unique_str("test_collection") |
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| 312 | fields = { |
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| 313 | "fields": [filter_field, vector_field], |
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| 314 | "segment_row_limit": default_segment_row_limit |
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| 315 | } |
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| 316 | connect.create_collection(collection_name, fields) |
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| 317 | entities = gen_entities_by_fields(fields["fields"], nb, default_dim) |
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| 318 | res_ids = connect.bulk_insert(collection_name, entities) |
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| 319 | connect.flush([collection_name]) |
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| 320 | res_count = connect.count_entities(collection_name) |
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| 321 | assert res_count == nb |
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| 322 | |||
| 323 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 324 | def test_insert_tag(self, connect, collection): |
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| 325 | ''' |
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| 326 | target: test insert entities in collection created before |
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| 327 | method: create collection and insert entities in it, with the partition_tag param |
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| 328 | expected: the collection row count equals to nq |
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| 329 | ''' |
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| 330 | connect.create_partition(collection, default_tag) |
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| 331 | ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag) |
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| 332 | assert len(ids) == default_nb |
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| 333 | assert connect.has_partition(collection, default_tag) |
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| 334 | |||
| 335 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 336 | def test_insert_tag_with_ids(self, connect, id_collection): |
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| 337 | ''' |
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| 338 | target: test insert entities in collection created before, insert with ids |
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| 339 | method: create collection and insert entities in it, with the partition_tag param |
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| 340 | expected: the collection row count equals to nq |
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| 341 | ''' |
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| 342 | connect.create_partition(id_collection, default_tag) |
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| 343 | ids = [i for i in range(default_nb)] |
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| 344 | res_ids = connect.bulk_insert(id_collection, default_entities, ids, partition_tag=default_tag) |
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| 345 | assert res_ids == ids |
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| 346 | |||
| 347 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 348 | def test_insert_default_tag(self, connect, collection): |
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| 349 | ''' |
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| 350 | target: test insert entities into default partition |
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| 351 | method: create partition and insert info collection without tag params |
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| 352 | expected: the collection row count equals to nb |
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| 353 | ''' |
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| 354 | connect.create_partition(collection, default_tag) |
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| 355 | ids = connect.bulk_insert(collection, default_entities) |
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| 356 | connect.flush([collection]) |
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| 357 | assert len(ids) == default_nb |
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| 358 | res_count = connect.count_entities(collection) |
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| 359 | assert res_count == default_nb |
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| 360 | |||
| 361 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 362 | def test_insert_tag_not_existed(self, connect, collection): |
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| 363 | ''' |
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| 364 | target: test insert entities in collection created before |
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| 365 | method: create collection and insert entities in it, with the not existed partition_tag param |
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| 366 | expected: error raised |
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| 367 | ''' |
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| 368 | tag = gen_unique_str() |
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| 369 | with pytest.raises(Exception) as e: |
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| 370 | ids = connect.bulk_insert(collection, default_entities, partition_tag=tag) |
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| 371 | |||
| 372 | @pytest.mark.timeout(ADD_TIMEOUT) |
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| 373 | def test_insert_tag_existed(self, connect, collection): |
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| 374 | ''' |
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| 375 | target: test insert entities in collection created before |
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| 376 | method: create collection and insert entities in it repeatly, with the partition_tag param |
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| 377 | expected: the collection row count equals to nq |
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| 378 | ''' |
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| 379 | connect.create_partition(collection, default_tag) |
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| 380 | ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag) |
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| 381 | ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag) |
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| 382 | connect.flush([collection]) |
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| 383 | res_count = connect.count_entities(collection) |
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| 384 | assert res_count == 2 * default_nb |
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| 385 | |||
| 386 | @pytest.mark.level(2) |
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| 387 | def test_insert_without_connect(self, dis_connect, collection): |
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| 388 | ''' |
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| 389 | target: test insert entities without connection |
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| 390 | method: create collection and insert entities in it, check if inserted successfully |
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| 391 | expected: raise exception |
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| 392 | ''' |
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| 393 | with pytest.raises(Exception) as e: |
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| 394 | ids = dis_connect.bulk_insert(collection, default_entities) |
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| 395 | |||
| 396 | def test_insert_collection_not_existed(self, connect): |
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| 397 | ''' |
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| 398 | target: test insert entities in collection, which not existed before |
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| 399 | method: insert entities collection not existed, check the status |
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| 400 | expected: error raised |
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| 401 | ''' |
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| 402 | with pytest.raises(Exception) as e: |
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| 403 | ids = connect.bulk_insert(gen_unique_str("not_exist_collection"), default_entities) |
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| 404 | |||
| 405 | def test_insert_dim_not_matched(self, connect, collection): |
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| 406 | ''' |
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| 407 | target: test insert entities, the vector dimension is not equal to the collection dimension |
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| 408 | method: the entities dimension is half of the collection dimension, check the status |
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| 409 | expected: error raised |
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| 410 | ''' |
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| 411 | vectors = gen_vectors(default_nb, int(default_dim) // 2) |
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| 412 | insert_entities = copy.deepcopy(default_entities) |
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| 413 | insert_entities[-1]["values"] = vectors |
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| 414 | with pytest.raises(Exception) as e: |
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| 415 | ids = connect.bulk_insert(collection, insert_entities) |
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| 416 | |||
| 417 | def test_insert_with_field_name_not_match(self, connect, collection): |
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| 418 | ''' |
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| 419 | target: test insert entities, with the entity field name updated |
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| 420 | method: update entity field name |
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| 421 | expected: error raised |
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| 422 | ''' |
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| 423 | tmp_entity = update_field_name(copy.deepcopy(default_entity), "int64", "int64new") |
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| 424 | with pytest.raises(Exception): |
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| 425 | connect.bulk_insert(collection, tmp_entity) |
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| 426 | |||
| 427 | def test_insert_with_field_type_not_match(self, connect, collection): |
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| 428 | ''' |
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| 429 | target: test insert entities, with the entity field type updated |
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| 430 | method: update entity field type |
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| 431 | expected: error raised |
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| 432 | ''' |
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| 433 | tmp_entity = update_field_type(copy.deepcopy(default_entity), "int64", DataType.FLOAT) |
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| 434 | with pytest.raises(Exception): |
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| 435 | connect.bulk_insert(collection, tmp_entity) |
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| 436 | |||
| 437 | @pytest.mark.level(2) |
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| 438 | def test_insert_with_field_type_not_match_B(self, connect, collection): |
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| 439 | ''' |
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| 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 |
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