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import pdb |
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import copy |
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import logging |
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import itertools |
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from time import sleep |
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import threading |
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from multiprocessing import Process |
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import sklearn.preprocessing |
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import pytest |
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from utils import * |
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nb = 6000 |
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dim = 128 |
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tag = "tag" |
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collection_id = "count_collection" |
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add_interval_time = 3 |
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segment_row_count = 5000 |
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default_fields = gen_default_fields() |
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entities = gen_entities(nb) |
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raw_vectors, binary_entities = gen_binary_entities(nb) |
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field_name = "fload_vector" |
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index_name = "index_name" |
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class TestCollectionCount: |
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""" |
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params means different nb, the nb value may trigger merge, or not |
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""" |
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@pytest.fixture( |
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scope="function", |
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params=[ |
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1, |
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4000, |
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6001 |
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], |
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) |
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def insert_count(self, request): |
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yield request.param |
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""" |
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generate valid create_index params |
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""" |
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View Code Duplication |
@pytest.fixture( |
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scope="function", |
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params=gen_simple_index() |
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) |
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def get_simple_index(self, request, connect): |
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if str(connect._cmd("mode")[1]) == "CPU": |
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if request.param["index_type"] in index_cpu_not_support(): |
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pytest.skip("sq8h not support in cpu mode") |
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request.param.update({"metric_type": "L2"}) |
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return request.param |
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def test_collection_count(self, connect, collection, insert_count): |
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''' |
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target: test collection rows_count is correct or not |
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method: create collection and add vectors in it, |
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assert the value returned by count_entities method is equal to length of vectors |
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expected: the count is equal to the length of vectors |
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''' |
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entities = gen_entities(insert_count) |
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res = connect.insert(collection, entities) |
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connect.flush([collection]) |
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res = connect.count_entities(collection) |
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assert res == insert_count |
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def test_collection_count_partition(self, connect, collection, insert_count): |
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''' |
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target: test collection rows_count is correct or not |
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method: create collection, create partition and add vectors in it, |
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assert the value returned by count_entities method is equal to length of vectors |
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expected: the count is equal to the length of vectors |
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''' |
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entities = gen_entities(insert_count) |
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connect.create_partition(collection, tag) |
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res_ids = connect.insert(collection, entities, partition_tag=tag) |
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connect.flush([collection]) |
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res = connect.count_entities(collection) |
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assert res == insert_count |
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82
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def test_collection_count_multi_partitions_A(self, connect, collection, insert_count): |
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''' |
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target: test collection rows_count is correct or not |
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85
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method: create collection, create partitions and add entities in it, |
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86
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assert the value returned by count_entities method is equal to length of entities |
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expected: the count is equal to the length of entities |
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''' |
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new_tag = "new_tag" |
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entities = gen_entities(insert_count) |
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91
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connect.create_partition(collection, tag) |
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connect.create_partition(collection, new_tag) |
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res_ids = connect.insert(collection, entities) |
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connect.flush([collection]) |
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res = connect.count_entities(collection) |
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assert res == insert_count |
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def test_collection_count_multi_partitions_B(self, connect, collection, insert_count): |
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''' |
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target: test collection rows_count is correct or not |
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method: create collection, create partitions and add entities in one of the partitions, |
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assert the value returned by count_entities method is equal to length of entities |
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expected: the count is equal to the length of entities |
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''' |
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new_tag = "new_tag" |
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entities = gen_entities(insert_count) |
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107
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connect.create_partition(collection, tag) |
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connect.create_partition(collection, new_tag) |
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res_ids = connect.insert(collection, entities, partition_tag=tag) |
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connect.flush([collection]) |
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res = connect.count_entities(collection) |
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assert res == insert_count |
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114
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def test_collection_count_multi_partitions_C(self, connect, collection, insert_count): |
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''' |
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target: test collection rows_count is correct or not |
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method: create collection, create partitions and add entities in one of the partitions, |
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118
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assert the value returned by count_entities method is equal to length of entities |
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119
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expected: the count is equal to the length of vectors |
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120
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''' |
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new_tag = "new_tag" |
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entities = gen_entities(insert_count) |
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123
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connect.create_partition(collection, tag) |
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connect.create_partition(collection, new_tag) |
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res_ids = connect.insert(collection, entities) |
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res_ids_2 = connect.insert(collection, entities, partition_tag=tag) |
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connect.flush([collection]) |
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res = connect.count_entities(collection) |
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assert res == insert_count * 2 |
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131
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def test_collection_count_multi_partitions_D(self, connect, collection, insert_count): |
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''' |
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target: test collection rows_count is correct or not |
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method: create collection, create partitions and add entities in one of the partitions, |
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assert the value returned by count_entities method is equal to length of entities |
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expected: the collection count is equal to the length of entities |
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''' |
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new_tag = "new_tag" |
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entities = gen_entities(insert_count) |
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140
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connect.create_partition(collection, tag) |
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connect.create_partition(collection, new_tag) |
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res_ids = connect.insert(collection, entities, partition_tag=tag) |
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res_ids2 = connect.insert(collection, entities, partition_tag=new_tag) |
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connect.flush([collection]) |
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res = connect.count_entities(collection) |
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assert res == insert_count * 2 |
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148
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View Code Duplication |
def _test_collection_count_after_index_created(self, connect, collection, get_simple_index, insert_count): |
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149
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''' |
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150
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target: test count_entities, after index have been created |
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method: add vectors in db, and create index, then calling count_entities with correct params |
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152
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expected: count_entities raise exception |
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''' |
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entities = gen_entities(insert_count) |
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res = connect.insert(collection, entities) |
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connect.flush([collection]) |
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connect.create_index(collection, field_name, get_simple_index) |
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res = connect.count_entities(collection) |
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assert res == insert_count |
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161
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@pytest.mark.level(2) |
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def test_count_without_connection(self, collection, dis_connect): |
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''' |
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164
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target: test count_entities, without connection |
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method: calling count_entities with correct params, with a disconnected instance |
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expected: count_entities raise exception |
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''' |
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168
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with pytest.raises(Exception) as e: |
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169
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dis_connect.count_entities(collection) |
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def test_collection_count_no_vectors(self, connect, collection): |
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''' |
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target: test collection rows_count is correct or not, if collection is empty |
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174
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method: create collection and no vectors in it, |
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assert the value returned by count_entities method is equal to 0 |
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expected: the count is equal to 0 |
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''' |
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res = connect.count_entities(collection) |
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assert res == 0 |
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181
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182
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class TestCollectionCountIP: |
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""" |
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184
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params means different nb, the nb value may trigger merge, or not |
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""" |
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186
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@pytest.fixture( |
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scope="function", |
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params=[ |
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1, |
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4000, |
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191
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6001 |
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], |
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) |
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def insert_count(self, request): |
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yield request.param |
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197
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""" |
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generate valid create_index params |
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""" |
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View Code Duplication |
@pytest.fixture( |
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scope="function", |
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params=gen_simple_index() |
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203
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) |
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def get_simple_index(self, request, connect): |
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if str(connect._cmd("mode")[1]) == "CPU": |
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if request.param["index_type"] in index_cpu_not_support(): |
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207
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pytest.skip("sq8h not support in cpu mode") |
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request.param.update({"metric_type": "IP"}) |
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return request.param |
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211
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View Code Duplication |
def _test_collection_count_after_index_created(self, connect, collection, get_simple_index, insert_count): |
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212
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''' |
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213
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target: test count_entities, after index have been created |
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214
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method: add vectors in db, and create index, then calling count_entities with correct params |
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expected: count_entities raise exception |
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''' |
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entities = gen_entities(insert_count) |
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res = connect.insert(collection, entities) |
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connect.flush([collection]) |
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connect.create_index(collection, field_name, get_simple_index) |
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res = connect.count_entities(collection) |
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assert res == insert_count |
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224
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225
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class TestCollectionCountBinary: |
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""" |
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params means different nb, the nb value may trigger merge, or not |
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""" |
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@pytest.fixture( |
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scope="function", |
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params=[ |
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1, |
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4000, |
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6001 |
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], |
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) |
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def insert_count(self, request): |
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yield request.param |
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240
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View Code Duplication |
@pytest.fixture( |
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scope="function", |
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params=gen_simple_index() |
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243
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) |
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244
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def get_jaccard_index(self, request, connect): |
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if request.param["index_type"] in binary_support(): |
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246
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request.param["metric_type"] = "JACCARD" |
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return request.param |
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248
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else: |
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249
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pytest.skip("Skip index") |
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251
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View Code Duplication |
@pytest.fixture( |
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scope="function", |
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params=gen_simple_index() |
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254
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) |
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255
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def get_hamming_index(self, request, connect): |
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if request.param["index_type"] in binary_support(): |
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257
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request.param["metric_type"] = "HAMMING" |
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return request.param |
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259
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else: |
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pytest.skip("Skip index") |
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261
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262
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View Code Duplication |
@pytest.fixture( |
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263
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scope="function", |
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params=gen_simple_index() |
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265
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) |
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266
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def get_substructure_index(self, request, connect): |
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267
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if request.param["index_type"] == "FLAT": |
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request.param["metric_type"] = "SUBSTRUCTURE" |
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269
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return request.param |
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270
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else: |
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271
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pytest.skip("Skip index") |
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272
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273
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View Code Duplication |
@pytest.fixture( |
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274
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scope="function", |
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params=gen_simple_index() |
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276
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) |
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277
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def get_superstructure_index(self, request, connect): |
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if request.param["index_type"] == "FLAT": |
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request.param["metric_type"] = "SUPERSTRUCTURE" |
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280
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return request.param |
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281
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else: |
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282
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pytest.skip("Skip index") |
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283
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284
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def test_collection_count(self, connect, binary_collection, insert_count): |
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285
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''' |
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286
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target: test collection rows_count is correct or not |
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287
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method: create collection and add entities in it, |
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288
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assert the value returned by count_entities method is equal to length of entities |
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289
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expected: the count is equal to the length of entities |
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290
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''' |
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291
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raw_vectors, entities = gen_binary_entities(insert_count) |
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292
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res = connect.insert(binary_collection, entities) |
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293
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logging.getLogger().info(len(res)) |
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294
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connect.flush([binary_collection]) |
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295
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res = connect.count_entities(binary_collection) |
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296
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assert res == insert_count |
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297
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298
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def test_collection_count_partition(self, connect, binary_collection, insert_count): |
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''' |
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300
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target: test collection rows_count is correct or not |
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method: create collection, create partition and add entities in it, |
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assert the value returned by count_entities method is equal to length of entities |
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expected: the count is equal to the length of entities |
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''' |
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raw_vectors, entities = gen_binary_entities(insert_count) |
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306
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connect.create_partition(binary_collection, tag) |
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res_ids = connect.insert(binary_collection, entities, partition_tag=tag) |
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connect.flush([binary_collection]) |
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res = connect.count_entities(binary_collections) |
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assert res == insert_count |
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View Code Duplication |
@pytest.mark.level(2) |
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def test_collection_count_multi_partitions_A(self, connect, binary_collection, insert_count): |
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''' |
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315
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target: test collection rows_count is correct or not |
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316
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method: create collection, create partitions and add entities in it, |
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assert the value returned by count_entities method is equal to length of entities |
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expected: the count is equal to the length of entities |
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''' |
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new_tag = "new_tag" |
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raw_vectors, entities = gen_binary_entities(insert_count) |
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322
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connect.create_partition(binary_collection, tag) |
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connect.create_partition(binary_collection, new_tag) |
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res_ids = connect.insert(binary_collection, entities) |
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connect.flush([binary_collection]) |
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res = connect.count_entities(binary_collection) |
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assert res == insert_count |
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329
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View Code Duplication |
@pytest.mark.level(2) |
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def test_collection_count_multi_partitions_B(self, connect, binary_collection, insert_count): |
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331
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''' |
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332
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target: test collection rows_count is correct or not |
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333
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method: create collection, create partitions and add entities in one of the partitions, |
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334
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assert the value returned by count_entities method is equal to length of entities |
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expected: the count is equal to the length of entities |
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''' |
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337
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new_tag = "new_tag" |
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raw_vectors, entities = gen_binary_entities(insert_count) |
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339
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connect.create_partition(binary_collection, tag) |
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340
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connect.create_partition(binary_collection, new_tag) |
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res_ids = connect.insert(binary_collection, entities, partition_tag=tag) |
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connect.flush([binary_collection]) |
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343
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res = connect.count_entities(binary_collection) |
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assert res == insert_count |
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345
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346
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def test_collection_count_multi_partitions_C(self, connect, binary_collection, insert_count): |
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347
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''' |
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348
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target: test collection rows_count is correct or not |
|
349
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method: create collection, create partitions and add entities in one of the partitions, |
|
350
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assert the value returned by count_entities method is equal to length of entities |
|
351
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expected: the count is equal to the length of entities |
|
352
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''' |
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353
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new_tag = "new_tag" |
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354
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raw_vectors, entities = gen_binary_entities(insert_count) |
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355
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connect.create_partition(binary_collection, tag) |
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356
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connect.create_partition(binary_collection, new_tag) |
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357
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res_ids = connect.insert(binary_collection, entities) |
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358
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res_ids_2 = connect.insert(binary_collection, entities, partition_tag=tag) |
|
359
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connect.flush([binary_collection]) |
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360
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res = connect.count_entities(binary_collection) |
|
361
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assert res == insert_count * 2 |
|
362
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363
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@pytest.mark.level(2) |
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364
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def test_collection_count_multi_partitions_D(self, connect, binary_collection, insert_count): |
|
365
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''' |
|
366
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target: test collection rows_count is correct or not |
|
367
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method: create collection, create partitions and add entities in one of the partitions, |
|
368
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|
assert the value returned by count_entities method is equal to length of entities |
|
369
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expected: the collection count is equal to the length of entities |
|
370
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|
''' |
|
371
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new_tag = "new_tag" |
|
372
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|
raw_vectors, entities = gen_binary_entities(insert_count) |
|
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|
373
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connect.create_partition(binary_collection, tag) |
|
374
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|
connect.create_partition(binary_collection, new_tag) |
|
375
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res_ids = connect.insert(binary_collection, entities, partition_tag=tag) |
|
376
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|
res_ids2 = connect.insert(binary_collection, entities, partition_tag=new_tag) |
|
377
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|
connect.flush([binary_collection]) |
|
378
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|
res = connect.count_entities(binary_collection) |
|
379
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|
assert res == insert_count * 2 |
|
380
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|
381
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def _test_collection_count_after_index_created(self, connect, binary_collection, get_jaccard_index, insert_count): |
|
382
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|
|
''' |
|
383
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|
|
target: test count_entities, after index have been created |
|
384
|
|
|
method: add vectors in db, and create index, then calling count_entities with correct params |
|
385
|
|
|
expected: count_entities raise exception |
|
386
|
|
|
''' |
|
387
|
|
|
raw_vectors, entities = gen_binary_entities(insert_count) |
|
|
|
|
|
|
388
|
|
|
res = connect.insert(binary_collection, entities) |
|
389
|
|
|
connect.flush([binary_collection]) |
|
390
|
|
|
connect.create_index(binary_collection, field_name, get_jaccard_index) |
|
391
|
|
|
res = connect.count_entities(binary_collection) |
|
392
|
|
|
assert res == insert_count |
|
393
|
|
|
|
|
394
|
|
|
def _test_collection_count_after_index_created(self, connect, binary_collection, get_hamming_index, insert_count): |
|
395
|
|
|
''' |
|
396
|
|
|
target: test count_entities, after index have been created |
|
397
|
|
|
method: add vectors in db, and create index, then calling count_entities with correct params |
|
398
|
|
|
expected: count_entities raise exception |
|
399
|
|
|
''' |
|
400
|
|
|
raw_vectors, entities = gen_binary_entities(insert_count) |
|
|
|
|
|
|
401
|
|
|
res = connect.insert(binary_collection, entities) |
|
402
|
|
|
connect.flush([binary_collection]) |
|
403
|
|
|
connect.create_index(binary_collection, field_name, get_hamming_index) |
|
404
|
|
|
res = connect.count_entities(binary_collection) |
|
405
|
|
|
assert res == insert_count |
|
406
|
|
|
|
|
407
|
|
|
def test_collection_count_no_entities(self, connect, binary_collection): |
|
408
|
|
|
''' |
|
409
|
|
|
target: test collection rows_count is correct or not, if collection is empty |
|
410
|
|
|
method: create collection and no vectors in it, |
|
411
|
|
|
assert the value returned by count_entities method is equal to 0 |
|
412
|
|
|
expected: the count is equal to 0 |
|
413
|
|
|
''' |
|
414
|
|
|
res = connect.count_entities(binary_collection) |
|
415
|
|
|
assert res == 0 |
|
416
|
|
|
|
|
417
|
|
|
|
|
418
|
|
|
class TestCollectionMultiCollections: |
|
419
|
|
|
""" |
|
420
|
|
|
params means different nb, the nb value may trigger merge, or not |
|
421
|
|
|
""" |
|
422
|
|
|
@pytest.fixture( |
|
423
|
|
|
scope="function", |
|
424
|
|
|
params=[ |
|
425
|
|
|
1, |
|
426
|
|
|
4000, |
|
427
|
|
|
6001 |
|
428
|
|
|
], |
|
429
|
|
|
) |
|
430
|
|
|
def insert_count(self, request): |
|
431
|
|
|
yield request.param |
|
432
|
|
|
|
|
433
|
|
View Code Duplication |
@pytest.fixture( |
|
|
|
|
|
|
434
|
|
|
scope="function", |
|
435
|
|
|
params=gen_simple_index() |
|
|
|
|
|
|
436
|
|
|
) |
|
437
|
|
|
def get_jaccard_index(self, request, connect): |
|
438
|
|
|
if request.param["index_type"] in binary_support(): |
|
|
|
|
|
|
439
|
|
|
request.param["metric_type"] = "JACCARD" |
|
440
|
|
|
return request.param |
|
441
|
|
|
else: |
|
442
|
|
|
pytest.skip("Skip index") |
|
443
|
|
|
|
|
444
|
|
View Code Duplication |
@pytest.fixture( |
|
|
|
|
|
|
445
|
|
|
scope="function", |
|
446
|
|
|
params=gen_simple_index() |
|
|
|
|
|
|
447
|
|
|
) |
|
448
|
|
|
def get_hamming_index(self, request, connect): |
|
449
|
|
|
if request.param["index_type"] in binary_support(): |
|
|
|
|
|
|
450
|
|
|
request.param["metric_type"] = "HAMMING" |
|
451
|
|
|
return request.param |
|
452
|
|
|
else: |
|
453
|
|
|
pytest.skip("Skip index") |
|
454
|
|
|
|
|
455
|
|
View Code Duplication |
@pytest.fixture( |
|
|
|
|
|
|
456
|
|
|
scope="function", |
|
457
|
|
|
params=gen_simple_index() |
|
|
|
|
|
|
458
|
|
|
) |
|
459
|
|
|
def get_substructure_index(self, request, connect): |
|
460
|
|
|
if request.param["index_type"] == "FLAT": |
|
461
|
|
|
request.param["metric_type"] = "SUBSTRUCTURE" |
|
462
|
|
|
return request.param |
|
463
|
|
|
else: |
|
464
|
|
|
pytest.skip("Skip index") |
|
465
|
|
|
|
|
466
|
|
View Code Duplication |
@pytest.fixture( |
|
|
|
|
|
|
467
|
|
|
scope="function", |
|
468
|
|
|
params=gen_simple_index() |
|
|
|
|
|
|
469
|
|
|
) |
|
470
|
|
|
def get_superstructure_index(self, request, connect): |
|
471
|
|
|
if request.param["index_type"] == "FLAT": |
|
472
|
|
|
request.param["metric_type"] = "SUPERSTRUCTURE" |
|
473
|
|
|
return request.param |
|
474
|
|
|
else: |
|
475
|
|
|
pytest.skip("Skip index") |
|
476
|
|
|
|
|
477
|
|
|
def test_collection_count_multi_collections_l2(self, connect, insert_count): |
|
478
|
|
|
''' |
|
479
|
|
|
target: test collection rows_count is correct or not with multiple collections of L2 |
|
480
|
|
|
method: create collection and add entities in it, |
|
481
|
|
|
assert the value returned by count_entities method is equal to length of entities |
|
482
|
|
|
expected: the count is equal to the length of entities |
|
483
|
|
|
''' |
|
484
|
|
|
entities = gen_entities(insert_count) |
|
|
|
|
|
|
485
|
|
|
collection_list = [] |
|
486
|
|
|
collection_num = 20 |
|
487
|
|
|
for i in range(collection_num): |
|
488
|
|
|
collection_name = gen_unique_str(collection_id) |
|
|
|
|
|
|
489
|
|
|
collection_list.append(collection_name) |
|
490
|
|
|
connect.create_collection(collection_name, default_fields) |
|
491
|
|
|
res = connect.insert(collection_name, entities) |
|
492
|
|
|
connect.flush(collection_list) |
|
493
|
|
|
for i in range(collection_num): |
|
494
|
|
|
res = connect.count_entities(collection_list[i]) |
|
495
|
|
|
assert res == insert_count |
|
496
|
|
|
|
|
497
|
|
|
# TODO: |
|
498
|
|
|
def _test_collection_count_multi_collections_binary(self, connect, binary_collection, insert_count): |
|
499
|
|
|
''' |
|
500
|
|
|
target: test collection rows_count is correct or not with multiple collections of JACCARD |
|
501
|
|
|
method: create collection and add entities in it, |
|
502
|
|
|
assert the value returned by count_entities method is equal to length of entities |
|
503
|
|
|
expected: the count is equal to the length of entities |
|
504
|
|
|
''' |
|
505
|
|
|
raw_vectors, entities = gen_binary_entities(insert_count) |
|
|
|
|
|
|
506
|
|
|
res = connect.insert(binary_collection, entities) |
|
507
|
|
|
# logging.getLogger().info(entities) |
|
508
|
|
|
collection_list = [] |
|
509
|
|
|
collection_num = 20 |
|
510
|
|
|
for i in range(collection_num): |
|
511
|
|
|
collection_name = gen_unique_str(collection_id) |
|
|
|
|
|
|
512
|
|
|
collection_list.append(collection_name) |
|
513
|
|
|
connect.create_collection(collection_name, fields) |
|
|
|
|
|
|
514
|
|
|
res = connect.insert(collection_name, entities) |
|
515
|
|
|
connect.flush(collection_list) |
|
516
|
|
|
for i in range(collection_num): |
|
517
|
|
|
res = connect.count_entities(collection_list[i]) |
|
518
|
|
|
assert res == insert_count |
|
519
|
|
|
|
|
520
|
|
|
# TODO: |
|
521
|
|
|
def _test_collection_count_multi_collections_mix(self, connect): |
|
522
|
|
|
''' |
|
523
|
|
|
target: test collection rows_count is correct or not with multiple collections of JACCARD |
|
524
|
|
|
method: create collection and add entities in it, |
|
525
|
|
|
assert the value returned by count_entities method is equal to length of entities |
|
526
|
|
|
expected: the count is equal to the length of entities |
|
527
|
|
|
''' |
|
528
|
|
|
collection_list = [] |
|
529
|
|
|
collection_num = 20 |
|
530
|
|
|
for i in range(0, int(collection_num / 2)): |
|
531
|
|
|
collection_name = gen_unique_str(collection_id) |
|
|
|
|
|
|
532
|
|
|
collection_list.append(collection_name) |
|
533
|
|
|
connect.create_collection(collection_name, default_fields) |
|
534
|
|
|
res = connect.insert(collection_name, entities) |
|
535
|
|
|
for i in range(int(collection_num / 2), collection_num): |
|
536
|
|
|
collection_name = gen_unique_str(collection_id) |
|
537
|
|
|
collection_list.append(collection_name) |
|
538
|
|
|
connect.create_collection(collection_name, fields) |
|
|
|
|
|
|
539
|
|
|
res = connect.insert(collection_name, binary_entities) |
|
540
|
|
|
connect.flush(collection_list) |
|
541
|
|
|
for i in range(collection_num): |
|
542
|
|
|
res = connect.count_entities(collection_list[i]) |
|
543
|
|
|
assert res == nb |
|
544
|
|
|
|
milvus-io /
milvus
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