File size: 6,304 Bytes
287a0bc
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
import pytest
from chromadb.api.client import AdminClient, Client
from chromadb.config import DEFAULT_DATABASE, DEFAULT_TENANT


def test_database_tenant_collections(client: Client) -> None:
    client.reset()
    # Create a new database in the default tenant
    admin_client = AdminClient.from_system(client._system)
    admin_client.create_database("test_db")

    # Create collections in this new database
    client.set_tenant(tenant=DEFAULT_TENANT, database="test_db")
    client.create_collection("collection", metadata={"database": "test_db"})

    # Create collections in the default database
    client.set_tenant(tenant=DEFAULT_TENANT, database=DEFAULT_DATABASE)
    client.create_collection("collection", metadata={"database": DEFAULT_DATABASE})

    # List collections in the default database
    collections = client.list_collections()
    assert len(collections) == 1
    assert collections[0].name == "collection"
    assert collections[0].metadata == {"database": DEFAULT_DATABASE}

    # List collections in the new database
    client.set_tenant(tenant=DEFAULT_TENANT, database="test_db")
    collections = client.list_collections()
    assert len(collections) == 1
    assert collections[0].metadata == {"database": "test_db"}

    # Update the metadata in both databases to different values
    client.set_tenant(tenant=DEFAULT_TENANT, database=DEFAULT_DATABASE)
    client.list_collections()[0].modify(metadata={"database": "default2"})

    client.set_tenant(tenant=DEFAULT_TENANT, database="test_db")
    client.list_collections()[0].modify(metadata={"database": "test_db2"})

    # Validate that the metadata was updated
    client.set_tenant(tenant=DEFAULT_TENANT, database=DEFAULT_DATABASE)
    collections = client.list_collections()
    assert len(collections) == 1
    assert collections[0].metadata == {"database": "default2"}

    client.set_tenant(tenant=DEFAULT_TENANT, database="test_db")
    collections = client.list_collections()
    assert len(collections) == 1
    assert collections[0].metadata == {"database": "test_db2"}

    # Delete the collections and make sure databases are isolated
    client.set_tenant(tenant=DEFAULT_TENANT, database=DEFAULT_DATABASE)
    client.delete_collection("collection")

    collections = client.list_collections()
    assert len(collections) == 0

    client.set_tenant(tenant=DEFAULT_TENANT, database="test_db")
    collections = client.list_collections()
    assert len(collections) == 1

    client.delete_collection("collection")
    collections = client.list_collections()
    assert len(collections) == 0


def test_database_collections_add(client: Client) -> None:
    client.reset()

    # Create a new database in the default tenant
    admin_client = AdminClient.from_system(client._system)
    admin_client.create_database("test_db")

    # Create collections in this new database
    client.set_database(database="test_db")
    coll_new = client.create_collection("collection_new")

    # Create collections in the default database
    client.set_database(database=DEFAULT_DATABASE)
    coll_default = client.create_collection("collection_default")

    records_new = {
        "ids": ["a", "b", "c"],
        "embeddings": [[1.0, 2.0, 3.0] for _ in range(3)],
        "documents": ["a", "b", "c"],
    }

    records_default = {
        "ids": ["c", "d", "e"],
        "embeddings": [[4.0, 5.0, 6.0] for _ in range(3)],
        "documents": ["c", "d", "e"],
    }

    # Add to the new coll
    coll_new.add(**records_new)  # type: ignore

    # Add to the default coll
    coll_default.add(**records_default)  # type: ignore

    # Make sure the collections are isolated
    res = coll_new.get(include=["embeddings", "documents"])
    assert res["ids"] == records_new["ids"]
    assert res["embeddings"] == records_new["embeddings"]
    assert res["documents"] == records_new["documents"]

    res = coll_default.get(include=["embeddings", "documents"])
    assert res["ids"] == records_default["ids"]
    assert res["embeddings"] == records_default["embeddings"]
    assert res["documents"] == records_default["documents"]


def test_tenant_collections_add(client: Client) -> None:
    client.reset()

    # Create two databases with same name in different tenants
    admin_client = AdminClient.from_system(client._system)
    admin_client.create_tenant("test_tenant1")
    admin_client.create_tenant("test_tenant2")
    admin_client.create_database("test_db", tenant="test_tenant1")
    admin_client.create_database("test_db", tenant="test_tenant2")

    # Create collections in each database with same name
    client.set_tenant(tenant="test_tenant1", database="test_db")
    coll_tenant1 = client.create_collection("collection")
    client.set_tenant(tenant="test_tenant2", database="test_db")
    coll_tenant2 = client.create_collection("collection")

    records_tenant1 = {
        "ids": ["a", "b", "c"],
        "embeddings": [[1.0, 2.0, 3.0] for _ in range(3)],
        "documents": ["a", "b", "c"],
    }

    records_tenant2 = {
        "ids": ["c", "d", "e"],
        "embeddings": [[4.0, 5.0, 6.0] for _ in range(3)],
        "documents": ["c", "d", "e"],
    }

    # Add to the tenant1 coll
    coll_tenant1.add(**records_tenant1)  # type: ignore

    # Add to the tenant2 coll
    coll_tenant2.add(**records_tenant2)  # type: ignore

    # Make sure the collections are isolated
    res = coll_tenant1.get(include=["embeddings", "documents"])
    assert res["ids"] == records_tenant1["ids"]
    assert res["embeddings"] == records_tenant1["embeddings"]
    assert res["documents"] == records_tenant1["documents"]

    res = coll_tenant2.get(include=["embeddings", "documents"])
    assert res["ids"] == records_tenant2["ids"]
    assert res["embeddings"] == records_tenant2["embeddings"]
    assert res["documents"] == records_tenant2["documents"]


def test_min_len_name(client: Client) -> None:
    client.reset()

    # Create a new database in the default tenant with a name of length 1
    # and expect an error
    admin_client = AdminClient.from_system(client._system)
    with pytest.raises(Exception):
        admin_client.create_database("a")

    # Create a tenant with a name of length 1 and expect an error
    with pytest.raises(Exception):
        admin_client.create_tenant("a")