| Total Complexity | 42 |
| Total Lines | 726 |
| Duplicated Lines | 49.04 % |
| 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_compact 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 time |
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| 2 | import pdb |
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| 3 | import threading |
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| 4 | import logging |
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| 5 | from multiprocessing import Pool, Process |
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| 6 | import pytest |
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| 7 | from utils import * |
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| 8 | |||
| 9 | dim = 128 |
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| 10 | index_file_size = 10 |
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| 11 | COMPACT_TIMEOUT = 180 |
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| 12 | nprobe = 1 |
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| 13 | top_k = 1 |
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| 14 | tag = "1970-01-01" |
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| 15 | nb = 6000 |
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| 16 | segment_row_count = 5000 |
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| 17 | entity = gen_entities(1) |
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| 18 | entities = gen_entities(nb) |
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| 19 | raw_vector, binary_entity = gen_binary_entities(1) |
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| 20 | raw_vectors, binary_entities = gen_binary_entities(nb) |
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| 21 | default_fields = gen_default_fields() |
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| 22 | default_binary_fields = gen_binary_default_fields() |
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| 23 | field_name = default_float_vec_field_name |
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| 24 | default_single_query = { |
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| 25 | "bool": { |
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| 26 | "must": [ |
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| 27 | {"vector": {field_name: {"topk": 10, "query": gen_vectors(1, dim), |
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| 28 | "params": {"nprobe": 10}}}} |
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| 29 | ] |
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| 30 | } |
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| 31 | } |
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| 32 | |||
| 33 | def ip_query(): |
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| 34 | query = copy.deepcopy(default_single_query) |
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| 35 | query["bool"]["must"][0]["vector"][field_name].update({"metric_type": "IP"}) |
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| 36 | return query |
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| 37 | |||
| 38 | |||
| 39 | class TestCompactBase: |
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| 40 | """ |
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| 41 | ****************************************************************** |
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| 42 | The following cases are used to test `compact` function |
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| 43 | ****************************************************************** |
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| 44 | """ |
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| 45 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 46 | def test_compact_collection_name_None(self, connect, collection): |
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| 47 | ''' |
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| 48 | target: compact collection where collection name is None |
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| 49 | method: compact with the collection_name: None |
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| 50 | expected: exception raised |
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| 51 | ''' |
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| 52 | collection_name = None |
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| 53 | with pytest.raises(Exception) as e: |
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| 54 | status = connect.compact(collection_name) |
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| 55 | |||
| 56 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 57 | def test_compact_collection_name_not_existed(self, connect, collection): |
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| 58 | ''' |
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| 59 | target: compact collection not existed |
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| 60 | method: compact with a random collection_name, which is not in db |
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| 61 | expected: exception raised |
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| 62 | ''' |
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| 63 | collection_name = gen_unique_str("not_existed") |
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| 64 | with pytest.raises(Exception) as e: |
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| 65 | status = connect.compact(collection_name) |
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| 66 | |||
| 67 | @pytest.fixture( |
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| 68 | scope="function", |
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| 69 | params=gen_invalid_strs() |
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| 70 | ) |
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| 71 | def get_collection_name(self, request): |
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| 72 | yield request.param |
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| 73 | |||
| 74 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 75 | def test_compact_collection_name_invalid(self, connect, get_collection_name): |
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| 76 | ''' |
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| 77 | target: compact collection with invalid name |
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| 78 | method: compact with invalid collection_name |
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| 79 | expected: exception raised |
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| 80 | ''' |
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| 81 | collection_name = get_collection_name |
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| 82 | with pytest.raises(Exception) as e: |
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| 83 | status = connect.compact(collection_name) |
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| 84 | # assert not status.OK() |
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| 85 | |||
| 86 | View Code Duplication | @pytest.mark.level(2) |
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| 87 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 88 | def test_add_entity_and_compact(self, connect, collection): |
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| 89 | ''' |
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| 90 | target: test add entity and compact |
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| 91 | method: add entity and compact collection |
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| 92 | expected: data_size before and after Compact |
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| 93 | ''' |
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| 94 | # vector = gen_single_vector(dim) |
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| 95 | ids = connect.insert(collection, entity) |
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| 96 | assert len(ids) == 1 |
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| 97 | connect.flush([collection]) |
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| 98 | # get collection info before compact |
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| 99 | info = connect.get_collection_stats(collection) |
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| 100 | logging.getLogger().info(info) |
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| 101 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
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| 102 | status = connect.compact(collection) |
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| 103 | assert status.OK() |
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| 104 | # get collection info after compact |
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| 105 | info = connect.get_collection_stats(collection) |
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| 106 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
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| 107 | assert(size_before == size_after) |
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| 108 | |||
| 109 | # TODO |
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| 110 | View Code Duplication | @pytest.mark.level(2) |
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| 111 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 112 | def test_insert_and_compact(self, connect, collection): |
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| 113 | ''' |
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| 114 | target: test add entities and compact |
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| 115 | method: add entities and compact collection |
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| 116 | expected: data_size before and after Compact |
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| 117 | ''' |
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| 118 | # entities = gen_vector(nb, dim) |
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| 119 | ids = connect.insert(collection, entities) |
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| 120 | connect.flush([collection]) |
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| 121 | # get collection info before compact |
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| 122 | info = connect.get_collection_stats(collection) |
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| 123 | # assert status.OK() |
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| 124 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
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| 125 | status = connect.compact(collection) |
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| 126 | assert status.OK() |
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| 127 | # get collection info after compact |
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| 128 | info = connect.get_collection_stats(collection) |
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| 129 | # assert status.OK() |
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| 130 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
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| 131 | assert(size_before == size_after) |
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| 132 | |||
| 133 | View Code Duplication | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 134 | @pytest.mark.skip(reason="delete not support yet") |
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| 135 | def test_insert_delete_part_and_compact(self, connect, collection): |
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| 136 | ''' |
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| 137 | target: test add entities, delete part of them and compact |
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| 138 | method: add entities, delete a few and compact collection |
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| 139 | expected: status ok, data size maybe is smaller after compact |
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| 140 | ''' |
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| 141 | ids = connect.insert(collection, entities) |
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| 142 | assert len(ids) == nb |
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| 143 | connect.flush([collection]) |
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| 144 | delete_ids = [ids[0], ids[-1]] |
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| 145 | status = connect.delete_entity_by_id(collection, delete_ids) |
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| 146 | assert status.OK() |
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| 147 | connect.flush([collection]) |
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| 148 | # get collection info before compact |
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| 149 | info = connect.get_collection_stats(collection) |
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| 150 | logging.getLogger().info(info["partitions"]) |
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| 151 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
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| 152 | logging.getLogger().info(size_before) |
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| 153 | status = connect.compact(collection) |
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| 154 | assert status.OK() |
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| 155 | # get collection info after compact |
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| 156 | info = connect.get_collection_stats(collection) |
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| 157 | logging.getLogger().info(info["partitions"]) |
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| 158 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
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| 159 | logging.getLogger().info(size_after) |
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| 160 | assert(size_before >= size_after) |
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| 161 | |||
| 162 | View Code Duplication | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 163 | @pytest.mark.skip(reason="delete not support yet") |
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| 164 | def test_insert_delete_all_and_compact(self, connect, collection): |
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| 165 | ''' |
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| 166 | target: test add entities, delete them and compact |
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| 167 | method: add entities, delete all and compact collection |
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| 168 | expected: status ok, no data size in collection info because collection is empty |
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| 169 | ''' |
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| 170 | ids = connect.insert(collection, entities) |
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| 171 | assert len(ids) == nb |
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| 172 | connect.flush([collection]) |
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| 173 | status = connect.delete_entity_by_id(collection, ids) |
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| 174 | assert status.OK() |
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| 175 | connect.flush([collection]) |
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| 176 | # get collection info before compact |
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| 177 | info = connect.get_collection_stats(collection) |
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| 178 | status = connect.compact(collection) |
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| 179 | assert status.OK() |
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| 180 | # get collection info after compact |
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| 181 | info = connect.get_collection_stats(collection) |
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| 182 | logging.getLogger().info(info["partitions"]) |
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| 183 | assert not info["partitions"][0]["segments"] |
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| 184 | |||
| 185 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 186 | @pytest.mark.skip(reason="delete not support yet") |
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| 187 | def test_insert_partition_delete_half_and_compact(self, connect, collection): |
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| 188 | ''' |
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| 189 | target: test add entities into partition, delete them and compact |
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| 190 | method: add entities, delete half of entities in partition and compact collection |
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| 191 | expected: status ok, data_size less than the older version |
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| 192 | ''' |
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| 193 | connect.create_partition(collection, tag) |
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| 194 | assert connect.has_partition(collection, tag) |
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| 195 | ids = connect.insert(collection, entities, partition_tag=tag) |
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| 196 | connect.flush([collection]) |
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| 197 | info = connect.get_collection_stats(collection) |
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| 198 | logging.getLogger().info(info["partitions"]) |
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| 199 | |||
| 200 | delete_ids = ids[:3000] |
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| 201 | status = connect.delete_entity_by_id(collection, delete_ids) |
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| 202 | assert status.OK() |
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| 203 | connect.flush([collection]) |
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| 204 | # get collection info before compact |
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| 205 | info = connect.get_collection_stats(collection) |
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| 206 | logging.getLogger().info(info["partitions"]) |
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| 207 | status = connect.compact(collection) |
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| 208 | assert status.OK() |
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| 209 | # get collection info after compact |
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| 210 | info_after = connect.get_collection_stats(collection) |
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| 211 | logging.getLogger().info(info_after["partitions"]) |
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| 212 | assert info["partitions"][1]["segments"][0]["data_size"] > info_after["partitions"][1]["segments"][0]["data_size"] |
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| 213 | |||
| 214 | View Code Duplication | @pytest.fixture( |
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| 215 | scope="function", |
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| 216 | params=gen_simple_index() |
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| 217 | ) |
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| 218 | def get_simple_index(self, request, connect): |
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| 219 | if str(connect._cmd("mode")) == "GPU": |
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| 220 | if not request.param["index_type"] not in ivf(): |
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| 221 | pytest.skip("Only support index_type: idmap/ivf") |
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| 222 | if str(connect._cmd("mode")) == "CPU": |
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| 223 | if request.param["index_type"] in index_cpu_not_support(): |
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| 224 | pytest.skip("CPU not support index_type: ivf_sq8h") |
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| 225 | return request.param |
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| 226 | |||
| 227 | @pytest.mark.skip(reason="create_index not support yet") |
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| 228 | def test_compact_after_index_created(self, connect, collection, get_simple_index): |
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| 229 | ''' |
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| 230 | target: test compact collection after index created |
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| 231 | method: add entities, create index, delete part of entities and compact |
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| 232 | expected: status ok, index description no change, data size smaller after compact |
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| 233 | ''' |
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| 234 | count = 10 |
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| 235 | ids = connect.insert(collection, entities) |
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| 236 | connect.flush([collection]) |
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| 237 | connect.create_index(collection, field_name, get_simple_index) |
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| 238 | connect.flush([collection]) |
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| 239 | # get collection info before compact |
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| 240 | info = connect.get_collection_stats(collection) |
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| 241 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
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| 242 | logging.getLogger().info(info["partitions"]) |
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| 243 | delete_ids = [ids[0], ids[-1]] |
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| 244 | status = connect.delete_entity_by_id(collection, delete_ids) |
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| 245 | assert status.OK() |
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| 246 | connect.flush([collection]) |
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| 247 | status = connect.compact(collection) |
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| 248 | assert status.OK() |
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| 249 | # get collection info after compact |
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| 250 | info = connect.get_collection_stats(collection) |
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| 251 | logging.getLogger().info(info["partitions"]) |
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| 252 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
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| 253 | assert(size_before >= size_after) |
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| 254 | |||
| 255 | # TODO |
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| 256 | View Code Duplication | @pytest.mark.level(2) |
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| 257 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 258 | def test_add_entity_and_compact_twice(self, connect, collection): |
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| 259 | ''' |
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| 260 | target: test add entity and compact twice |
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| 261 | method: add entity and compact collection twice |
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| 262 | expected: status ok, data size no change |
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| 263 | ''' |
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| 264 | ids = connect.insert(collection, entity) |
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| 265 | connect.flush([collection]) |
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| 266 | # get collection info before compact |
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| 267 | info = connect.get_collection_stats(collection) |
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| 268 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
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| 269 | status = connect.compact(collection) |
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| 270 | assert status.OK() |
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| 271 | connect.flush([collection]) |
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| 272 | # get collection info after compact |
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| 273 | info = connect.get_collection_stats(collection) |
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| 274 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
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| 275 | assert(size_before == size_after) |
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| 276 | status = connect.compact(collection) |
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| 277 | assert status.OK() |
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| 278 | # get collection info after compact twice |
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| 279 | info = connect.get_collection_stats(collection) |
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| 280 | size_after_twice = info["partitions"][0]["segments"][0]["data_size"] |
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| 281 | assert(size_after == size_after_twice) |
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| 282 | |||
| 283 | View Code Duplication | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 284 | @pytest.mark.skip(reason="delete not support yet") |
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| 285 | def test_insert_delete_part_and_compact_twice(self, connect, collection): |
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| 286 | ''' |
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| 287 | target: test add entities, delete part of them and compact twice |
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| 288 | method: add entities, delete part and compact collection twice |
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| 289 | expected: status ok, data size smaller after first compact, no change after second |
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| 290 | ''' |
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| 291 | ids = connect.insert(collection, entities) |
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| 292 | connect.flush([collection]) |
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| 293 | delete_ids = [ids[0], ids[-1]] |
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| 294 | status = connect.delete_entity_by_id(collection, delete_ids) |
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| 295 | assert status.OK() |
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| 296 | connect.flush([collection]) |
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| 297 | # get collection info before compact |
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| 298 | info = connect.get_collection_stats(collection) |
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| 299 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
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| 300 | status = connect.compact(collection) |
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| 301 | assert status.OK() |
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| 302 | # get collection info after compact |
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| 303 | info = connect.get_collection_stats(collection) |
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| 304 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
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| 305 | assert(size_before >= size_after) |
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| 306 | status = connect.compact(collection) |
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| 307 | assert status.OK() |
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| 308 | # get collection info after compact twice |
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| 309 | info = connect.get_collection_stats(collection) |
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| 310 | size_after_twice = info["partitions"][0]["segments"][0]["data_size"] |
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| 311 | assert(size_after == size_after_twice) |
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| 312 | |||
| 313 | # TODO |
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| 314 | @pytest.mark.level(2) |
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| 315 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 316 | def test_compact_multi_collections(self, connect): |
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| 317 | ''' |
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| 318 | target: test compact works or not with multiple collections |
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| 319 | method: create 50 collections, add entities into them and compact in turn |
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| 320 | expected: status ok |
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| 321 | ''' |
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| 322 | nq = 100 |
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| 323 | num_collections = 50 |
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| 324 | entities = gen_entities(nq) |
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| 325 | collection_list = [] |
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| 326 | for i in range(num_collections): |
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| 327 | collection_name = gen_unique_str("test_compact_multi_collection_%d" % i) |
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| 328 | collection_list.append(collection_name) |
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| 329 | connect.create_collection(collection_name, default_fields) |
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| 330 | time.sleep(6) |
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| 331 | for i in range(num_collections): |
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| 332 | ids = connect.insert(collection_list[i], entities) |
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| 333 | status = connect.compact(collection_list[i]) |
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| 334 | assert status.OK() |
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| 335 | |||
| 336 | View Code Duplication | @pytest.mark.level(2) |
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| 337 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 338 | def test_add_entity_after_compact(self, connect, collection): |
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| 339 | ''' |
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| 340 | target: test add entity after compact |
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| 341 | method: after compact operation, add entity |
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| 342 | expected: status ok, entity added |
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| 343 | ''' |
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| 344 | ids = connect.insert(collection, entities) |
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| 345 | assert len(ids) == nb |
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| 346 | connect.flush([collection]) |
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| 347 | # get collection info before compact |
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| 348 | info = connect.get_collection_stats(collection) |
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| 349 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
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| 350 | status = connect.compact(collection) |
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| 351 | assert status.OK() |
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| 352 | # get collection info after compact |
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| 353 | info = connect.get_collection_stats(collection) |
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| 354 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
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| 355 | assert(size_before == size_after) |
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| 356 | ids = connect.insert(collection, entity) |
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| 357 | connect.flush([collection]) |
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| 358 | res = connect.count_entities(collection) |
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| 359 | assert res == nb+1 |
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| 360 | |||
| 361 | @pytest.mark.skip(reason="delete not support yet") |
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| 362 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 363 | def test_index_creation_after_compact(self, connect, collection, get_simple_index): |
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| 364 | ''' |
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| 365 | target: test index creation after compact |
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| 366 | method: after compact operation, create index |
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| 367 | expected: status ok, index description no change |
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| 368 | ''' |
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| 369 | ids = connect.insert(collection, entities) |
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| 370 | connect.flush([collection]) |
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| 371 | status = connect.delete_entity_by_id(collection, ids[:10]) |
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| 372 | assert status.OK() |
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| 373 | connect.flush([collection]) |
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| 374 | status = connect.compact(collection) |
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| 375 | assert status.OK() |
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| 376 | status = connect.create_index(collection, field_name, get_simple_index) |
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| 377 | assert status.OK() |
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| 378 | # status, result = connect.get_index_info(collection) |
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| 379 | |||
| 380 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 381 | @pytest.mark.skip(reason="delete not support yet") |
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| 382 | def test_delete_entities_after_compact(self, connect, collection): |
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| 383 | ''' |
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| 384 | target: test delete entities after compact |
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| 385 | method: after compact operation, delete entities |
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| 386 | expected: status ok, entities deleted |
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| 387 | ''' |
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| 388 | ids = connect.insert(collection, entities) |
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| 389 | assert len(ids) == nb |
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| 390 | connect.flush([collection]) |
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| 391 | status = connect.compact(collection) |
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| 392 | assert status.OK() |
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| 393 | connect.flush([collection]) |
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| 394 | status = connect.delete_entity_by_id(collection, ids) |
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| 395 | assert status.OK() |
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| 396 | connect.flush([collection]) |
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| 397 | assert connect.count_entities(collection) == 0 |
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| 398 | |||
| 399 | @pytest.mark.skip(reason="search not support yet") |
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| 400 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 401 | def test_search_after_compact(self, connect, collection): |
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| 402 | ''' |
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| 403 | target: test search after compact |
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| 404 | method: after compact operation, search vector |
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| 405 | expected: status ok |
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| 406 | ''' |
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| 407 | ids = connect.insert(collection, entities) |
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| 408 | assert len(ids) == nb |
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| 409 | connect.flush([collection]) |
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| 410 | status = connect.compact(collection) |
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| 411 | assert status.OK() |
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| 412 | query = copy.deepcopy(default_single_query) |
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| 413 | query["bool"]["must"][0]["vector"][field_name]["query"] = [entity[-1]["values"][0], entities[-1]["values"][0], |
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| 414 | entities[-1]["values"][-1]] |
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| 415 | res = connect.search(collection, query) |
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| 416 | logging.getLogger().debug(res) |
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| 417 | assert len(res) == len(query["bool"]["must"][0]["vector"][field_name]["query"]) |
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| 418 | assert res[0]._distances[0] > epsilon |
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| 419 | assert res[1]._distances[0] < epsilon |
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| 420 | assert res[2]._distances[0] < epsilon |
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| 421 | |||
| 422 | # TODO: enable |
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| 423 | @pytest.mark.skip(reason="delete not support yet") |
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| 424 | def _test_compact_server_crashed_recovery(self, connect, collection): |
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| 425 | ''' |
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| 426 | target: test compact when server crashed unexpectedly and restarted |
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| 427 | method: add entities, delete and compact collection; server stopped and restarted during compact |
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| 428 | expected: status ok, request recovered |
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| 429 | ''' |
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| 430 | entities = gen_vectors(nb * 100, dim) |
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| 431 | status, ids = connect.insert(collection, entities) |
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| 432 | assert status.OK() |
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| 433 | status = connect.flush([collection]) |
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| 434 | assert status.OK() |
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| 435 | delete_ids = ids[0:1000] |
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| 436 | status = connect.delete_entity_by_id(collection, delete_ids) |
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| 437 | assert status.OK() |
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| 438 | status = connect.flush([collection]) |
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| 439 | assert status.OK() |
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| 440 | # start to compact, kill and restart server |
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| 441 | logging.getLogger().info("compact starting...") |
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| 442 | status = connect.compact(collection) |
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| 443 | # pdb.set_trace() |
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| 444 | assert status.OK() |
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| 445 | # get collection info after compact |
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| 446 | status, info = connect.get_collection_stats(collection) |
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| 447 | assert status.OK() |
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| 448 | assert info["partitions"][0].count == nb * 100 - 1000 |
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| 449 | |||
| 450 | |||
| 451 | class TestCompactBinary: |
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| 452 | """ |
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| 453 | ****************************************************************** |
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| 454 | The following cases are used to test `compact` function |
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| 455 | ****************************************************************** |
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| 456 | """ |
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| 457 | View Code Duplication | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 458 | # TODO |
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| 459 | @pytest.mark.level(2) |
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| 460 | def test_add_entity_and_compact(self, connect, binary_collection): |
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| 461 | ''' |
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| 462 | target: test add binary vector and compact |
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| 463 | method: add vector and compact collection |
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| 464 | expected: status ok, vector added |
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| 465 | ''' |
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| 466 | ids = connect.insert(binary_collection, binary_entity) |
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| 467 | assert len(ids) == 1 |
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| 468 | connect.flush([binary_collection]) |
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| 469 | # get collection info before compact |
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| 470 | info = connect.get_collection_stats(binary_collection) |
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| 471 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
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| 472 | status = connect.compact(binary_collection) |
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| 473 | assert status.OK() |
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| 474 | # get collection info after compact |
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| 475 | info = connect.get_collection_stats(binary_collection) |
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| 476 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
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| 477 | assert(size_before == size_after) |
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| 478 | |||
| 479 | # TODO |
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| 480 | View Code Duplication | @pytest.mark.level(2) |
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| 481 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 482 | def test_insert_and_compact(self, connect, binary_collection): |
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| 483 | ''' |
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| 484 | target: test add entities with binary vector and compact |
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| 485 | method: add entities and compact collection |
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| 486 | expected: status ok, entities added |
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| 487 | ''' |
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| 488 | ids = connect.insert(binary_collection, binary_entities) |
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| 489 | assert len(ids) == nb |
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| 490 | connect.flush([binary_collection]) |
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| 491 | # get collection info before compact |
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| 492 | info = connect.get_collection_stats(binary_collection) |
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| 493 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
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| 494 | status = connect.compact(binary_collection) |
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| 495 | assert status.OK() |
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| 496 | # get collection info after compact |
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| 497 | info = connect.get_collection_stats(binary_collection) |
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| 498 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
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| 499 | assert(size_before == size_after) |
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| 500 | |||
| 501 | View Code Duplication | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 502 | @pytest.mark.skip(reason="delete not support yet") |
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| 503 | def test_insert_delete_part_and_compact(self, connect, binary_collection): |
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| 504 | ''' |
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| 505 | target: test add entities, delete part of them and compact |
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| 506 | method: add entities, delete a few and compact collection |
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| 507 | expected: status ok, data size is smaller after compact |
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| 508 | ''' |
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| 509 | ids = connect.insert(binary_collection, binary_entities) |
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| 510 | assert len(ids) == nb |
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| 511 | connect.flush([binary_collection]) |
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| 512 | delete_ids = [ids[0], ids[-1]] |
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| 513 | status = connect.delete_entity_by_id(binary_collection, delete_ids) |
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| 514 | assert status.OK() |
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| 515 | connect.flush([binary_collection]) |
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| 516 | # get collection info before compact |
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| 517 | info = connect.get_collection_stats(binary_collection) |
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| 518 | logging.getLogger().info(info["partitions"]) |
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| 519 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
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| 520 | logging.getLogger().info(size_before) |
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| 521 | status = connect.compact(binary_collection) |
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| 522 | assert status.OK() |
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| 523 | # get collection info after compact |
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| 524 | info = connect.get_collection_stats(binary_collection) |
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| 525 | logging.getLogger().info(info["partitions"]) |
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| 526 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
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| 527 | logging.getLogger().info(size_after) |
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| 528 | assert(size_before >= size_after) |
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| 529 | |||
| 530 | View Code Duplication | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 531 | @pytest.mark.skip(reason="delete not support yet") |
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| 532 | def test_insert_delete_all_and_compact(self, connect, binary_collection): |
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| 533 | ''' |
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| 534 | target: test add entities, delete them and compact |
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| 535 | method: add entities, delete all and compact collection |
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| 536 | expected: status ok, no data size in collection info because collection is empty |
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| 537 | ''' |
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| 538 | ids = connect.insert(binary_collection, binary_entities) |
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| 539 | assert len(ids) == nb |
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| 540 | connect.flush([binary_collection]) |
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| 541 | status = connect.delete_entity_by_id(binary_collection, ids) |
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| 542 | assert status.OK() |
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| 543 | connect.flush([binary_collection]) |
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| 544 | # get collection info before compact |
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| 545 | info = connect.get_collection_stats(binary_collection) |
||
| 546 | status = connect.compact(binary_collection) |
||
| 547 | assert status.OK() |
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| 548 | # get collection info after compact |
||
| 549 | info = connect.get_collection_stats(binary_collection) |
||
| 550 | assert status.OK() |
||
| 551 | logging.getLogger().info(info["partitions"]) |
||
| 552 | assert not info["partitions"][0]["segments"] |
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| 553 | |||
| 554 | # TODO |
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| 555 | View Code Duplication | @pytest.mark.level(2) |
|
| 556 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
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| 557 | def test_add_entity_and_compact_twice(self, connect, binary_collection): |
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| 558 | ''' |
||
| 559 | target: test add entity and compact twice |
||
| 560 | method: add entity and compact collection twice |
||
| 561 | expected: status ok |
||
| 562 | ''' |
||
| 563 | ids = connect.insert(binary_collection, binary_entity) |
||
| 564 | assert len(ids) == 1 |
||
| 565 | connect.flush([binary_collection]) |
||
| 566 | # get collection info before compact |
||
| 567 | info = connect.get_collection_stats(binary_collection) |
||
| 568 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
||
| 569 | status = connect.compact(binary_collection) |
||
| 570 | assert status.OK() |
||
| 571 | # get collection info after compact |
||
| 572 | info = connect.get_collection_stats(binary_collection) |
||
| 573 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
||
| 574 | assert(size_before == size_after) |
||
| 575 | status = connect.compact(binary_collection) |
||
| 576 | assert status.OK() |
||
| 577 | # get collection info after compact twice |
||
| 578 | info = connect.get_collection_stats(binary_collection) |
||
| 579 | size_after_twice = info["partitions"][0]["segments"][0]["data_size"] |
||
| 580 | assert(size_after == size_after_twice) |
||
| 581 | |||
| 582 | View Code Duplication | @pytest.mark.timeout(COMPACT_TIMEOUT) |
|
| 583 | @pytest.mark.skip(reason="delete not support yet") |
||
| 584 | def test_insert_delete_part_and_compact_twice(self, connect, binary_collection): |
||
| 585 | ''' |
||
| 586 | target: test add entities, delete part of them and compact twice |
||
| 587 | method: add entities, delete part and compact collection twice |
||
| 588 | expected: status ok, data size smaller after first compact, no change after second |
||
| 589 | ''' |
||
| 590 | ids = connect.insert(binary_collection, binary_entities) |
||
| 591 | assert len(ids) == nb |
||
| 592 | connect.flush([binary_collection]) |
||
| 593 | delete_ids = [ids[0], ids[-1]] |
||
| 594 | status = connect.delete_entity_by_id(binary_collection, delete_ids) |
||
| 595 | assert status.OK() |
||
| 596 | connect.flush([binary_collection]) |
||
| 597 | # get collection info before compact |
||
| 598 | info = connect.get_collection_stats(binary_collection) |
||
| 599 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
||
| 600 | status = connect.compact(binary_collection) |
||
| 601 | assert status.OK() |
||
| 602 | # get collection info after compact |
||
| 603 | info = connect.get_collection_stats(binary_collection) |
||
| 604 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
||
| 605 | assert(size_before >= size_after) |
||
| 606 | status = connect.compact(binary_collection) |
||
| 607 | assert status.OK() |
||
| 608 | # get collection info after compact twice |
||
| 609 | info = connect.get_collection_stats(binary_collection) |
||
| 610 | size_after_twice = info["partitions"][0]["segments"][0]["data_size"] |
||
| 611 | assert(size_after == size_after_twice) |
||
| 612 | |||
| 613 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
||
| 614 | @pytest.mark.skip(reason="delete not support yet") |
||
| 615 | def test_compact_multi_collections(self, connect): |
||
| 616 | ''' |
||
| 617 | target: test compact works or not with multiple collections |
||
| 618 | method: create 10 collections, add entities into them and compact in turn |
||
| 619 | expected: status ok |
||
| 620 | ''' |
||
| 621 | nq = 100 |
||
| 622 | num_collections = 10 |
||
| 623 | tmp, entities = gen_binary_entities(nq) |
||
| 624 | collection_list = [] |
||
| 625 | for i in range(num_collections): |
||
| 626 | collection_name = gen_unique_str("test_compact_multi_collection_%d" % i) |
||
| 627 | collection_list.append(collection_name) |
||
| 628 | connect.create_collection(collection_name, default_fields) |
||
| 629 | for i in range(num_collections): |
||
| 630 | ids = connect.insert(collection_list[i], entities) |
||
| 631 | assert len(ids) == nq |
||
| 632 | status = connect.delete_entity_by_id(collection_list[i], [ids[0], ids[-1]]) |
||
| 633 | assert status.OK() |
||
| 634 | connect.flush([collection_list[i]]) |
||
| 635 | status = connect.compact(collection_list[i]) |
||
| 636 | assert status.OK() |
||
| 637 | status = connect.drop_collection(collection_list[i]) |
||
| 638 | assert status.OK() |
||
| 639 | |||
| 640 | View Code Duplication | @pytest.mark.level(2) |
|
| 641 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
||
| 642 | def test_add_entity_after_compact(self, connect, binary_collection): |
||
| 643 | ''' |
||
| 644 | target: test add entity after compact |
||
| 645 | method: after compact operation, add entity |
||
| 646 | expected: status ok, entity added |
||
| 647 | ''' |
||
| 648 | ids = connect.insert(binary_collection, binary_entities) |
||
| 649 | connect.flush([binary_collection]) |
||
| 650 | # get collection info before compact |
||
| 651 | info = connect.get_collection_stats(binary_collection) |
||
| 652 | size_before = info["partitions"][0]["segments"][0]["data_size"] |
||
| 653 | status = connect.compact(binary_collection) |
||
| 654 | assert status.OK() |
||
| 655 | # get collection info after compact |
||
| 656 | info = connect.get_collection_stats(binary_collection) |
||
| 657 | size_after = info["partitions"][0]["segments"][0]["data_size"] |
||
| 658 | assert(size_before == size_after) |
||
| 659 | ids = connect.insert(binary_collection, binary_entity) |
||
| 660 | connect.flush([binary_collection]) |
||
| 661 | res = connect.count_entities(binary_collection) |
||
| 662 | assert res == nb + 1 |
||
| 663 | |||
| 664 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
||
| 665 | @pytest.mark.skip(reason="delete not support yet") |
||
| 666 | def test_delete_entities_after_compact(self, connect, binary_collection): |
||
| 667 | ''' |
||
| 668 | target: test delete entities after compact |
||
| 669 | method: after compact operation, delete entities |
||
| 670 | expected: status ok, entities deleted |
||
| 671 | ''' |
||
| 672 | ids = connect.insert(binary_collection, binary_entities) |
||
| 673 | connect.flush([binary_collection]) |
||
| 674 | status = connect.compact(binary_collection) |
||
| 675 | assert status.OK() |
||
| 676 | connect.flush([binary_collection]) |
||
| 677 | status = connect.delete_entity_by_id(binary_collection, ids) |
||
| 678 | assert status.OK() |
||
| 679 | connect.flush([binary_collection]) |
||
| 680 | res = connect.count_entities(binary_collection) |
||
| 681 | assert res == 0 |
||
| 682 | |||
| 683 | @pytest.mark.skip(reason="search not support yet") |
||
| 684 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
||
| 685 | def test_search_after_compact(self, connect, binary_collection): |
||
| 686 | ''' |
||
| 687 | target: test search after compact |
||
| 688 | method: after compact operation, search vector |
||
| 689 | expected: status ok |
||
| 690 | ''' |
||
| 691 | ids = connect.insert(binary_collection, binary_entities) |
||
| 692 | assert len(ids) == nb |
||
| 693 | connect.flush([binary_collection]) |
||
| 694 | status = connect.compact(binary_collection) |
||
| 695 | assert status.OK() |
||
| 696 | query_vecs = [raw_vectors[0]] |
||
| 697 | distance = jaccard(query_vecs[0], raw_vectors[0]) |
||
| 698 | query = copy.deepcopy(default_single_query) |
||
| 699 | query["bool"]["must"][0]["vector"][field_name]["query"] = [binary_entities[-1]["values"][0], |
||
| 700 | binary_entities[-1]["values"][-1]] |
||
| 701 | res = connect.search(binary_collection, query) |
||
| 702 | assert abs(res[0]._distances[0]-distance) <= epsilon |
||
| 703 | |||
| 704 | # TODO: |
||
| 705 | @pytest.mark.skip(reason="search not support yet") |
||
| 706 | @pytest.mark.timeout(COMPACT_TIMEOUT) |
||
| 707 | def test_search_after_compact_ip(self, connect, collection): |
||
| 708 | ''' |
||
| 709 | target: test search after compact |
||
| 710 | method: after compact operation, search vector |
||
| 711 | expected: status ok |
||
| 712 | ''' |
||
| 713 | ids = connect.insert(collection, entities) |
||
| 714 | assert len(ids) == nb |
||
| 715 | connect.flush([collection]) |
||
| 716 | status = connect.compact(collection) |
||
| 717 | query = ip_query() |
||
| 718 | query["bool"]["must"][0]["vector"][field_name]["query"] = [entity[-1]["values"][0], entities[-1]["values"][0], |
||
| 719 | entities[-1]["values"][-1]] |
||
| 720 | res = connect.search(collection, query) |
||
| 721 | logging.getLogger().info(res) |
||
| 722 | assert len(res) == len(query["bool"]["must"][0]["vector"][field_name]["query"]) |
||
| 723 | assert res[0]._distances[0] < 1 - epsilon |
||
| 724 | assert res[1]._distances[0] > 1 - epsilon |
||
| 725 | assert res[2]._distances[0] > 1 - epsilon |
||
| 726 |