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import logging |
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import time |
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import pdb |
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import copy |
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import threading |
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from multiprocessing import Pool, Process |
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import pytest |
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from milvus import DataType |
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from utils import * |
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from constants import * |
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ADD_TIMEOUT = 60 |
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uid = "test_insert" |
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field_name = default_float_vec_field_name |
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binary_field_name = default_binary_vec_field_name |
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default_single_query = { |
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"bool": { |
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"must": [ |
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{"vector": {field_name: {"topk": 10, "query": gen_vectors(1, default_dim), "metric_type": "L2", |
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"params": {"nprobe": 10}}}} |
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] |
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} |
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} |
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class TestInsertBase: |
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""" |
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****************************************************************** |
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The following cases are used to test `insert` function |
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****************************************************************** |
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""" |
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@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")) == "CPU": |
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if request.param["index_type"] in index_cpu_not_support(): |
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pytest.skip("CPU not support index_type: ivf_sq8h") |
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return request.param |
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@pytest.fixture( |
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scope="function", |
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params=gen_single_filter_fields() |
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) |
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def get_filter_field(self, request): |
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yield request.param |
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@pytest.fixture( |
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scope="function", |
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params=gen_single_vector_fields() |
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) |
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def get_vector_field(self, request): |
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yield request.param |
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def test_add_vector_with_empty_vector(self, connect, collection): |
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''' |
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target: test add vectors with empty vectors list |
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method: set empty vectors list as add method params |
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expected: raises a Exception |
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''' |
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vector = [] |
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with pytest.raises(Exception) as e: |
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status, ids = connect.insert(collection, vector) |
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def test_add_vector_with_None(self, connect, collection): |
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''' |
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target: test add vectors with None |
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method: set None as add method params |
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expected: raises a Exception |
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''' |
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vector = None |
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with pytest.raises(Exception) as e: |
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status, ids = connect.insert(collection, vector) |
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@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_collection_not_existed(self, connect): |
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''' |
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target: test insert, with collection not existed |
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method: insert entity into a random named collection |
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expected: error raised |
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''' |
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collection_name = gen_unique_str(uid) |
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with pytest.raises(Exception) as e: |
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connect.insert(collection_name, default_entities_rows) |
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@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_drop_collection(self, connect, collection): |
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''' |
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target: test delete collection after insert vector |
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method: insert vector and delete collection |
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expected: no error raised |
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''' |
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ids = connect.insert(collection, default_entity_row) |
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assert len(ids) == 1 |
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connect.drop_collection(collection) |
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@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_sleep_drop_collection(self, connect, collection): |
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''' |
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target: test delete collection after insert vector for a while |
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method: insert vector, sleep, and delete collection |
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expected: no error raised |
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''' |
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ids = connect.insert(collection, default_entity_row) |
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assert len(ids) == 1 |
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connect.flush([collection]) |
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connect.drop_collection(collection) |
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@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_create_index(self, connect, collection, get_simple_index): |
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''' |
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target: test build index insert after vector |
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method: insert vector and build index |
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expected: no error raised |
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''' |
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ids = connect.insert(collection, default_entities_rows) |
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assert len(ids) == default_nb |
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connect.flush([collection]) |
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connect.create_index(collection, field_name, get_simple_index) |
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info = connect.get_collection_info(collection) |
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fields = info["fields"] |
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for field in fields: |
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if field["name"] == field_name: |
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assert field["indexes"][0] == get_simple_index |
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View Code Duplication |
@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_after_create_index(self, connect, collection, get_simple_index): |
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''' |
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target: test build index insert after vector |
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method: insert vector and build index |
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expected: no error raised |
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''' |
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connect.create_index(collection, field_name, get_simple_index) |
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ids = connect.insert(collection, default_entities_rows) |
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assert len(ids) == default_nb |
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info = connect.get_collection_info(collection) |
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fields = info["fields"] |
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for field in fields: |
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if field["name"] == field_name: |
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assert field["indexes"][0] == get_simple_index |
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@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_search(self, connect, collection): |
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''' |
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target: test search vector after insert vector after a while |
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method: insert vector, sleep, and search collection |
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expected: no error raised |
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''' |
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ids = connect.insert(collection, default_entities_rows) |
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connect.flush([collection]) |
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res = connect.search(collection, default_single_query) |
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logging.getLogger().debug(res) |
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assert res |
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def test_insert_segment_row_count(self, connect, collection): |
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nb = default_segment_row_limit + 1 |
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res_ids = connect.insert(collection, gen_entities_rows(nb)) |
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connect.flush([collection]) |
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assert len(res_ids) == nb |
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stats = connect.get_collection_stats(collection) |
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assert len(stats['partitions'][0]['segments']) == 2 |
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for segment in stats['partitions'][0]['segments']: |
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assert segment['row_count'] in [default_segment_row_limit, 1] |
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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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2000 |
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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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@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_ids_not_match(self, connect, id_collection, insert_count): |
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''' |
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target: test insert vectors in collection, use customize ids |
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method: create collection and insert vectors in it, check the ids returned and the collection length after vectors inserted |
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expected: the length of ids and the collection row count |
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''' |
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nb = insert_count |
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with pytest.raises(Exception) as e: |
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res_ids = connect.insert(id_collection, gen_entities_rows(nb)) |
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@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_twice_ids_no_ids(self, connect, collection): |
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''' |
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target: check the result of insert, with params ids and no ids |
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method: test insert vectors twice, use customize ids first, and then use no ids |
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expected: error raised |
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''' |
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with pytest.raises(Exception) as e: |
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res_ids = connect.insert(collection, gen_entities_rows(default_nb, _id=False)) |
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@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_tag(self, connect, collection): |
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''' |
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target: test insert entities in collection created before |
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method: create collection and insert entities in it, with the partition_tag param |
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expected: the collection row count equals to nq |
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''' |
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connect.create_partition(collection, default_tag) |
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ids = connect.insert(collection, default_entities_rows, partition_tag=default_tag) |
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assert len(ids) == default_nb |
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assert connect.has_partition(collection, default_tag) |
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@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_tag_with_ids(self, connect, id_collection): |
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''' |
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target: test insert entities in collection created before, insert with ids |
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method: create collection and insert entities in it, with the partition_tag param |
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expected: the collection row count equals to nq |
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''' |
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connect.create_partition(id_collection, default_tag) |
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ids = [i for i in range(default_nb)] |
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res_ids = connect.insert(id_collection, gen_entities_rows(default_nb, _id=False), partition_tag=default_tag) |
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assert res_ids == ids |
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@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_tag_not_existed(self, connect, collection): |
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''' |
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225
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target: test insert entities in collection created before |
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method: create collection and insert entities in it, with the not existed partition_tag param |
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expected: error raised |
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''' |
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tag = gen_unique_str() |
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with pytest.raises(Exception) as e: |
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ids = connect.insert(collection, default_entities_rows, partition_tag=tag) |
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233
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@pytest.mark.timeout(ADD_TIMEOUT) |
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def test_insert_tag_existed(self, connect, collection): |
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''' |
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target: test insert entities in collection created before |
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method: create collection and insert entities in it repeatly, with the partition_tag param |
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expected: the collection row count equals to nq |
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''' |
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connect.create_partition(collection, default_tag) |
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ids = connect.insert(collection, default_entities_rows, partition_tag=default_tag) |
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ids = connect.insert(collection, default_entities_rows, partition_tag=default_tag) |
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connect.flush([collection]) |
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res_count = connect.count_entities(collection) |
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assert res_count == 2 * default_nb |
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246
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247
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@pytest.mark.level(2) |
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def test_insert_collection_not_existed(self, connect): |
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''' |
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250
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target: test insert entities in collection, which not existed before |
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method: insert entities collection not existed, check the status |
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252
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expected: error raised |
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253
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''' |
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254
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with pytest.raises(Exception) as e: |
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255
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ids = connect.insert(gen_unique_str("not_exist_collection"), default_entities_rows) |
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256
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257
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def test_insert_dim_not_matched(self, connect, collection): |
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258
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''' |
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259
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target: test insert entities, the vector dimension is not equal to the collection dimension |
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260
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method: the entities dimension is half of the collection dimension, check the status |
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261
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expected: error raised |
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262
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''' |
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263
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vectors = gen_vectors(default_nb, int(default_dim) // 2) |
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264
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insert_entities = copy.deepcopy(default_entities_rows) |
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265
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insert_entities[-1][default_float_vec_field_name] = vectors |
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266
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with pytest.raises(Exception) as e: |
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267
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ids = connect.insert(collection, insert_entities) |
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268
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269
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270
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class TestInsertBinary: |
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271
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@pytest.fixture( |
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272
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scope="function", |
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273
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params=gen_binary_index() |
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274
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) |
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275
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def get_binary_index(self, request): |
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276
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request.param["metric_type"] = "JACCARD" |
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277
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return request.param |
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278
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279
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def test_insert_binary_entities(self, connect, binary_collection): |
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280
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''' |
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281
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target: test insert entities in binary collection |
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282
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method: create collection and insert binary entities in it |
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283
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expected: the collection row count equals to nb |
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284
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''' |
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285
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ids = connect.insert(binary_collection, default_binary_entities_rows) |
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286
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assert len(ids) == default_nb |
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287
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connect.flush() |
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288
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assert connect.count_entities(binary_collection) == default_nb |
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289
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290
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def test_insert_binary_tag(self, connect, binary_collection): |
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291
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''' |
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292
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target: test insert entities and create partition tag |
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293
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method: create collection and insert binary entities in it, with the partition_tag param |
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294
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expected: the collection row count equals to nb |
|
295
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''' |
|
296
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connect.create_partition(binary_collection, default_tag) |
|
|
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297
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ids = connect.insert(binary_collection, default_binary_entities_rows, partition_tag=default_tag) |
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|
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298
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assert len(ids) == default_nb |
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299
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assert connect.has_partition(binary_collection, default_tag) |
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300
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301
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# TODO |
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302
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@pytest.mark.level(2) |
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303
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def test_insert_binary_multi_times(self, connect, binary_collection): |
|
304
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''' |
|
305
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target: test insert entities multi times and final flush |
|
306
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method: create collection and insert binary entity multi and final flush |
|
307
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expected: the collection row count equals to nb |
|
308
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''' |
|
309
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for i in range(default_nb): |
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|
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|
|
310
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ids = connect.insert(binary_collection, default_binary_entity_row) |
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|
311
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assert len(ids) == 1 |
|
312
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connect.flush([binary_collection]) |
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313
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assert connect.count_entities(binary_collection) == default_nb |
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314
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315
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|
View Code Duplication |
def test_insert_binary_after_create_index(self, connect, binary_collection, get_binary_index): |
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|
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|
|
316
|
|
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''' |
|
317
|
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target: test insert binary entities after build index |
|
318
|
|
|
method: build index and insert entities |
|
319
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expected: no error raised |
|
320
|
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''' |
|
321
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connect.create_index(binary_collection, binary_field_name, get_binary_index) |
|
322
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ids = connect.insert(binary_collection, default_binary_entities_rows) |
|
|
|
|
|
|
323
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assert len(ids) == default_nb |
|
|
|
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|
|
324
|
|
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connect.flush([binary_collection]) |
|
325
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info = connect.get_collection_info(binary_collection) |
|
326
|
|
|
fields = info["fields"] |
|
327
|
|
|
for field in fields: |
|
328
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|
|
if field["name"] == binary_field_name: |
|
329
|
|
|
assert field["indexes"][0] == get_binary_index |
|
330
|
|
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|
|
331
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|
View Code Duplication |
@pytest.mark.timeout(ADD_TIMEOUT) |
|
|
|
|
|
|
332
|
|
|
def test_insert_binary_create_index(self, connect, binary_collection, get_binary_index): |
|
333
|
|
|
''' |
|
334
|
|
|
target: test build index insert after vector |
|
335
|
|
|
method: insert vector and build index |
|
336
|
|
|
expected: no error raised |
|
337
|
|
|
''' |
|
338
|
|
|
ids = connect.insert(binary_collection, default_binary_entities_rows) |
|
|
|
|
|
|
339
|
|
|
assert len(ids) == default_nb |
|
|
|
|
|
|
340
|
|
|
connect.flush([binary_collection]) |
|
341
|
|
|
connect.create_index(binary_collection, binary_field_name, get_binary_index) |
|
342
|
|
|
info = connect.get_collection_info(binary_collection) |
|
343
|
|
|
fields = info["fields"] |
|
344
|
|
|
for field in fields: |
|
345
|
|
|
if field["name"] == binary_field_name: |
|
346
|
|
|
assert field["indexes"][0] == get_binary_index |
|
347
|
|
|
|
|
348
|
|
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|
|
349
|
|
|
class TestInsertInvalid(object): |
|
350
|
|
|
""" |
|
351
|
|
|
Test inserting vectors with invalid collection names |
|
352
|
|
|
""" |
|
353
|
|
|
|
|
354
|
|
|
@pytest.fixture( |
|
355
|
|
|
scope="function", |
|
356
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
357
|
|
|
) |
|
358
|
|
|
def get_collection_name(self, request): |
|
359
|
|
|
yield request.param |
|
360
|
|
|
|
|
361
|
|
|
@pytest.fixture( |
|
362
|
|
|
scope="function", |
|
363
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
364
|
|
|
) |
|
365
|
|
|
def get_tag_name(self, request): |
|
366
|
|
|
yield request.param |
|
367
|
|
|
|
|
368
|
|
|
@pytest.fixture( |
|
369
|
|
|
scope="function", |
|
370
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
371
|
|
|
) |
|
372
|
|
|
def get_field_name(self, request): |
|
373
|
|
|
yield request.param |
|
374
|
|
|
|
|
375
|
|
|
@pytest.fixture( |
|
376
|
|
|
scope="function", |
|
377
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
378
|
|
|
) |
|
379
|
|
|
def get_field_type(self, request): |
|
380
|
|
|
yield request.param |
|
381
|
|
|
|
|
382
|
|
|
@pytest.fixture( |
|
383
|
|
|
scope="function", |
|
384
|
|
|
params=gen_invalid_strs() |
|
|
|
|
|
|
385
|
|
|
) |
|
386
|
|
|
def get_field_int_value(self, request): |
|
387
|
|
|
yield request.param |
|
388
|
|
|
|
|
389
|
|
|
@pytest.fixture( |
|
390
|
|
|
scope="function", |
|
391
|
|
|
params=gen_invalid_ints() |
|
|
|
|
|
|
392
|
|
|
) |
|
393
|
|
|
def get_entity_id(self, request): |
|
394
|
|
|
yield request.param |
|
395
|
|
|
|
|
396
|
|
|
@pytest.fixture( |
|
397
|
|
|
scope="function", |
|
398
|
|
|
params=gen_invalid_vectors() |
|
|
|
|
|
|
399
|
|
|
) |
|
400
|
|
|
def get_field_vectors_value(self, request): |
|
401
|
|
|
yield request.param |
|
402
|
|
|
|
|
403
|
|
|
def test_insert_field_name_not_match(self, connect, collection): |
|
404
|
|
|
''' |
|
405
|
|
|
target: test insert, with field name not matched |
|
406
|
|
|
method: create collection and insert entities in it |
|
407
|
|
|
expected: raise an exception |
|
408
|
|
|
''' |
|
409
|
|
|
tmp_entity = copy.deepcopy(default_entity_row) |
|
410
|
|
|
tmp_entity[0]["string"] = "string" |
|
411
|
|
|
with pytest.raises(Exception): |
|
412
|
|
|
connect.insert(collection, tmp_entity) |
|
413
|
|
|
|
|
414
|
|
|
def test_insert_with_invalid_collection_name(self, connect, get_collection_name): |
|
415
|
|
|
collection_name = get_collection_name |
|
416
|
|
|
with pytest.raises(Exception): |
|
417
|
|
|
connect.insert(collection_name, default_entity_row) |
|
418
|
|
|
|
|
419
|
|
|
def test_insert_with_invalid_tag_name(self, connect, collection, get_tag_name): |
|
420
|
|
|
tag_name = get_tag_name |
|
421
|
|
|
connect.create_partition(collection, default_tag) |
|
|
|
|
|
|
422
|
|
|
if tag_name is not None: |
|
423
|
|
|
with pytest.raises(Exception): |
|
424
|
|
|
connect.insert(collection, default_entity_row, partition_tag=tag_name) |
|
425
|
|
|
else: |
|
426
|
|
|
connect.insert(collection, default_entity_row, partition_tag=tag_name) |
|
427
|
|
|
|
|
428
|
|
|
def test_insert_with_less_field(self, connect, collection): |
|
429
|
|
|
tmp_entity = copy.deepcopy(default_entity_row) |
|
430
|
|
|
tmp_entity[0].pop(default_float_vec_field_name) |
|
|
|
|
|
|
431
|
|
|
with pytest.raises(Exception): |
|
432
|
|
|
connect.insert(collection, tmp_entity) |
|
433
|
|
|
|
|
434
|
|
|
def test_insert_with_less_field_id(self, connect, id_collection): |
|
435
|
|
|
tmp_entity = copy.deepcopy(gen_entities_rows(default_nb, _id=False)) |
|
|
|
|
|
|
436
|
|
|
tmp_entity[0].pop("_id") |
|
437
|
|
|
with pytest.raises(Exception): |
|
438
|
|
|
connect.insert(id_collection, tmp_entity) |
|
439
|
|
|
|
|
440
|
|
|
def test_insert_with_more_field(self, connect, collection): |
|
441
|
|
|
tmp_entity = copy.deepcopy(default_entity_row) |
|
442
|
|
|
tmp_entity[0]["new_field"] = 1 |
|
443
|
|
|
with pytest.raises(Exception): |
|
444
|
|
|
connect.insert(collection, tmp_entity) |
|
445
|
|
|
|
|
446
|
|
|
def test_insert_with_more_field_id(self, connect, collection): |
|
447
|
|
|
tmp_entity = copy.deepcopy(default_entity_row) |
|
448
|
|
|
tmp_entity[0]["_id"] = 1 |
|
449
|
|
|
with pytest.raises(Exception): |
|
450
|
|
|
connect.insert(collection, tmp_entity) |
|
451
|
|
|
|
|
452
|
|
|
def test_insert_with_invalid_field_vector_value(self, connect, collection, get_field_vectors_value): |
|
453
|
|
|
tmp_entity = copy.deepcopy(default_entity_row) |
|
454
|
|
|
tmp_entity[0][default_float_vec_field_name][1] = get_field_vectors_value |
|
455
|
|
|
with pytest.raises(Exception): |
|
456
|
|
|
connect.insert(collection, tmp_entity) |
|
457
|
|
|
|
milvus-io /
milvus
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