Files
lancedb/python/python/tests/test_authz.py
T
Colin Patrick McCabe 6cc4919c3c feat: add an authorization API (#4363)
Add an authorization API to the LanceDB catalog. This is an API that can
be used to bind access control lists (ACLs) to individual catalog
objects. It can also be used to manage server-side roles, and introspect
principals and groups. The new API is implemented in both the Rust,
Python, and async Python styles and includes list_acls, add_acl,
delete_acl, list_role_bindings, add_role_binding, delete_role_binding,
get_principal, and get_group. This API implements the design principle
of forwards-compatibility. So unknown privilege, object, and subject
types do not cause errors, but are be supported as best as possible in
the library.
2026-10-13 19:59:25 -07:00

822 lines
27 KiB
Python

# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright The LanceDB Authors
import asyncio
from dataclasses import FrozenInstanceError
import json
from unittest.mock import AsyncMock
import pytest
import lancedb
from lancedb.authz import (
AccessControlEntry,
AsyncAuthorization,
Authorization,
GroupInfo,
IdentityInfo,
Object,
PrincipalInfo,
Privilege,
RoleBinding,
Subject,
)
from lancedb.remote import HeaderProvider
from lancedb.remote.errors import HttpError
from test_catalog import catalog_server as _catalog_server
catalog_server = _catalog_server
class DynamicHeaders(HeaderProvider):
def get_headers(self):
return {
"Authorization": "Bearer rotating-token",
"X-LanceDB-Database": "wrong-dynamic-db",
"X-LanceDB-Database-Prefix": "wrong-prefix",
}
@pytest.mark.parametrize("asynchronous", [False, True])
def test_authz_operations_and_scope(catalog_server, asynchronous):
endpoint, requests, responses = catalog_server
responses.extend(
[
(200, {}),
(200, {}),
(200, {}),
(200, {}),
(
200,
{
"entries": [
{
"subject_id": "g:team-id",
"object": "table:tenant/db:a$b$events",
"privilege": "PRIVILEGE20",
}
]
},
),
(
200,
{
"bindings": [
{
"subject_id": "p:alice-id",
"subject_name": "Alice",
"role": "reader",
}
]
},
),
(
200,
{
"principal_id": "alice-id",
"groups": [{"id": "team-id"}],
"roles": ["reader"],
},
),
(
200,
{
"group_id": "team-id",
"group_name": "Engineering",
"principals": [{"id": "alice-id", "name": "Alice"}],
"roles": ["reader"],
},
),
]
)
config = {
"header_provider": DynamicHeaders(),
"extra_headers": {"x-lancedb-database": "wrong-static-db"},
}
obj = Object.table(database="tenant/db", namespace_path=["a", "b"], name="events")
async def exercise():
if asynchronous:
catalog = await lancedb.connect_catalog_async(
endpoint, client_config=config
)
else:
catalog = lancedb.connect_catalog(endpoint, client_config=config)
authz = catalog.authz
assert authz is catalog.authz
assert requests == [] # Constructing handles does not probe a database.
async def call(method, *args, **kwargs):
value = method(*args, **kwargs)
return await value if asynchronous else value
await call(
authz.add_acl,
object=obj,
subject=Subject.group_name("Engineering"),
privilege=Privilege.SELECT,
)
await call(
authz.delete_acl,
object=obj,
subject=Subject.group_id("team-id"),
privilege="SELECT",
)
await call(
authz.add_role_binding,
subject=Subject.principal_name("Alice"),
role="reader",
)
await call(
authz.delete_role_binding,
subject=Subject.principal_api_key("subject-secret"),
role="reader",
)
iterator = authz.list_acls(object=obj, subject=Subject.role("reader"))
entries = (
[entry async for entry in iterator] if asynchronous else list(iterator)
)
assert entries == [
AccessControlEntry(
str(obj), Subject.group_id("team-id"), None, "PRIVILEGE20"
)
]
iterator = authz.list_role_bindings(
subject=Subject.group_id("team-id"), role="reader"
)
bindings = (
[binding async for binding in iterator] if asynchronous else list(iterator)
)
assert bindings == [
RoleBinding(Subject.principal_id("alice-id"), "Alice", "reader")
]
assert await call(
authz.get_principal, Subject.principal_id("alice-id")
) == PrincipalInfo("alice-id", None, [IdentityInfo("team-id")], ["reader"])
assert await call(
authz.get_group, Subject.group_name("Engineering")
) == GroupInfo(
"team-id", "Engineering", [IdentityInfo("alice-id", "Alice")], ["reader"]
)
asyncio.run(exercise())
assert [path for path, _, _ in requests] == [
"/admin/authz/acl/add",
"/admin/authz/acl/delete",
"/admin/authz/role_binding/add",
"/admin/authz/role_binding/delete",
"/admin/authz/acl/list",
"/admin/authz/role_binding/list",
"/admin/authz/principal",
"/admin/authz/group",
]
assert [body for _, _, body in requests] == [
{"object": str(obj), "subject": "G:Engineering", "privilege": "SELECT"},
{"object": str(obj), "subject": "g:team-id", "privilege": "SELECT"},
{"subject": "P:Alice", "role": "reader"},
{"subject": "a:subject-secret", "role": "reader"},
{"object": str(obj), "subject": "r:reader", "max_results": 100},
{"subject": "g:team-id", "role": "reader", "max_results": 100},
{"principal": "p:alice-id"},
{"group": "G:Engineering"},
]
for _, headers, _ in requests:
headers = {key.lower(): value for key, value in headers.items()}
assert "x-lancedb-database" not in headers
assert "x-lancedb-database-prefix" not in headers
assert headers["authorization"] == "Bearer rotating-token"
@pytest.mark.parametrize("asynchronous", [False, True])
@pytest.mark.parametrize("limit", [None, 0, 1, 3])
def test_lazy_expanded_acl_pagination(catalog_server, asynchronous, limit):
endpoint, requests, responses = catalog_server
def entry(privilege):
return {
"object": "database:db",
"subject_id": "r:reader",
"privilege": privilege,
}
responses.extend(
[
(
200,
{
"entries": [entry("SELECT"), entry("INSERT")],
"continuation_token": "opaque/first",
},
),
(200, {"entries": [], "continuation_token": "opaque/second"}),
(200, {"entries": [entry("UPDATE"), entry("DELETE")]}),
]
)
async def exercise():
catalog = (
await lancedb.connect_catalog_async(endpoint, api_key="caller-secret")
if asynchronous
else lancedb.connect_catalog(endpoint, api_key="caller-secret")
)
iterator = catalog.authz.list_acls(subject=Subject.role("reader"), limit=limit)
assert requests == []
return [entry async for entry in iterator] if asynchronous else list(iterator)
values = asyncio.run(exercise())
expected = ["SELECT", "INSERT", "UPDATE", "DELETE"]
assert [entry.privilege for entry in values] == (
expected if limit is None else expected[:limit]
)
assert len(requests) == (0 if limit == 0 else 1 if limit == 1 else 3)
for _, headers, body in requests:
assert headers["x-api-key"] == "caller-secret"
assert body["subject"] == "r:reader"
if len(requests) == 3:
assert requests[1][2]["continuation_token"] == "opaque/first"
assert requests[2][2]["continuation_token"] == "opaque/second"
@pytest.mark.parametrize("status", [400, 401, 403, 404, 409, 501, 503])
def test_http_errors_preserve_status_without_replaying_writes(catalog_server, status):
endpoint, requests, responses = catalog_server
responses.append((status, {"error": "authorization failure"}))
authz = lancedb.connect_catalog(endpoint).authz
with pytest.raises(HttpError) as error:
authz.add_acl(
object="system", subject=Subject.role("operator"), privilege="OPERATE"
)
assert error.value.status_code == status
assert error.value.request_id
assert len(requests) == 1
@pytest.mark.parametrize("asynchronous", [False, True])
def test_role_pagination_and_late_failure(catalog_server, asynchronous):
endpoint, requests, responses = catalog_server
responses.extend(
[
(
200,
{
"bindings": [{"subject_id": "g:team", "role": "reader"}],
"continuation_token": "next",
},
),
(403, {"error": "denied"}),
]
)
async def exercise():
catalog = (
await lancedb.connect_catalog_async(endpoint)
if asynchronous
else lancedb.connect_catalog(endpoint)
)
iterator = catalog.authz.list_role_bindings(role="reader")
first = await anext(iterator) if asynchronous else next(iterator)
assert first.subject == Subject.group_id("team")
assert len(requests) == 1
with pytest.raises(HttpError) as error:
if asynchronous:
await anext(iterator)
else:
next(iterator)
assert error.value.status_code == 403
asyncio.run(exercise())
assert requests[1][2] == {
"role": "reader",
"max_results": 100,
"continuation_token": "next",
}
def test_early_close_does_not_fetch_next_page(catalog_server):
endpoint, requests, responses = catalog_server
responses.append(
(
200,
{
"bindings": [{"subject_id": "g:team", "role": "reader"}],
"continuation_token": "next",
},
)
)
iterator = lancedb.connect_catalog(endpoint).authz.list_role_bindings()
next(iterator)
iterator.close()
assert len(requests) == 1
def test_selectors_objects_and_redaction():
secret = Subject.principal_api_key("do-not-print-this")
assert "do-not-print-this" not in repr(secret)
assert "do-not-print-this" not in str(secret)
with pytest.raises(FrozenInstanceError):
secret.kind = "role"
assert str(Object.system()) == "system"
assert str(Object.database("tenant/db")) == "database:tenant/db"
assert (
str(Object.namespace(database="db", namespace_path=["a", "b"]))
== "namespace:db:a$b"
)
assert str(Object.table(database="db", name="events")) == "table:db:public$events"
assert str(Object.view(database="db", name="recent")) == "view:db:public$recent"
assert Subject.principal_id("p:id")._wire() == "p:p:id"
assert Subject.group_id("team-id").value == "team-id"
for namespace in (["a$b"], [""], "public", [".."]):
with pytest.raises(ValueError):
Object.table(database="db", namespace_path=namespace, name="events")
for database in ("", "a//b", "a/../b", "a:b", "a%2Fb", "a$b"):
with pytest.raises(ValueError):
Object.database(database)
@pytest.mark.asyncio
async def test_validation_before_io_and_empty_lists():
inner = AsyncMock()
inner.list_acls.return_value = json.dumps({"entries": []})
inner.list_role_bindings.return_value = json.dumps({"bindings": []})
authz = AsyncAuthorization(inner)
for limit in (-1, 1.5, True):
with pytest.raises(ValueError):
authz.list_acls(limit=limit)
with pytest.raises(ValueError):
Authorization(authz).list_role_bindings(limit=limit)
with pytest.raises(ValueError):
await authz.get_group(Subject.principal_id("alice"))
with pytest.raises(ValueError):
await authz.get_principal(Subject.group_id("team"))
for method in (authz.add_role_binding, authz.delete_role_binding):
with pytest.raises(ValueError):
await method(subject=Subject.role("reader"), role="writer")
with pytest.raises(ValueError):
authz.list_role_bindings(subject=Subject.role("reader"))
assert [entry async for entry in authz.list_acls(limit=0)] == []
assert inner.mock_calls == []
assert [entry async for entry in authz.list_acls()] == []
assert [entry async for entry in authz.list_role_bindings()] == []
def test_api_key_subject_is_not_logged(catalog_server):
import os
import subprocess
import sys
endpoint, requests, responses = catalog_server
responses.append((200, {"principal_id": "public-id", "groups": [], "roles": []}))
result = subprocess.run(
[
sys.executable,
"-c",
"import lancedb, sys; from lancedb.authz import Subject; "
"lancedb.connect_catalog(sys.argv[1]).authz.get_principal("
"Subject.principal_api_key('test-subject-secret-never-log'))",
endpoint,
],
env={**os.environ, "LANCEDB_LOG": "debug"},
capture_output=True,
text=True,
check=True,
timeout=30,
)
assert requests[0][2] == {"principal": "a:test-subject-secret-never-log"}
assert "test-subject-secret-never-log" not in result.stdout + result.stderr
@pytest.mark.parametrize(
"builder, kwargs, wire",
[
("system", {}, "system"),
("secret", {"database": "db", "name": "api-key"}, "secret:db:public$api-key"),
(
"function",
{"database": "db", "name": "caption"},
"function:db:public$caption",
),
(
"secret",
{"database": "tenant/db", "namespace_path": ["a", "b"], "name": "api-key"},
"secret:tenant/db:a$b$api-key",
),
(
"function",
{"database": "tenant/db", "namespace_path": ["a", "b"], "name": "caption"},
"function:tenant/db:a$b$caption",
),
("database", {"name": "tenant/db"}, "database:tenant/db"),
(
"namespace",
{"database": "tenant/db", "namespace_path": ["a", "b"]},
"namespace:tenant/db:a$b",
),
(
"table",
{"database": "tenant/db", "namespace_path": ["a", "b"], "name": "events"},
"table:tenant/db:a$b$events",
),
(
"view",
{"database": "db", "namespace_path": ["public"], "name": "recent"},
"view:db:public$recent",
),
],
)
def test_rust_backed_object_builders(builder, kwargs, wire):
import pickle
from lancedb import _lancedb
value = getattr(Object, builder)(**kwargs)
assert str(value) == wire
assert str(value._inner) == wire
assert str(_lancedb.AuthzObject(wire)) == wire
assert value == Object(wire)
assert hash(value) == hash(Object(wire))
assert pickle.loads(pickle.dumps(value)) == value
@pytest.mark.parametrize(
"kind, prefix",
[
("principal_id", "p:"),
("principal_name", "P:"),
("group_id", "g:"),
("group_name", "G:"),
("role", "r:"),
("principal_api_key", "a:"),
],
)
def test_rust_backed_subject_selectors(kind, prefix):
import pickle
from lancedb import _lancedb
value = "p:literal@example.com / 名前"
subject = getattr(Subject, kind)(value)
assert subject.kind == kind
assert subject.value == value
assert subject._wire() == prefix + value
assert _lancedb.AuthzSubject(kind, value).to_wire() == prefix + value
assert pickle.loads(pickle.dumps(subject)) == subject
assert hash(subject) == hash(getattr(Subject, kind)(value))
with pytest.raises(ValueError):
getattr(Subject, kind)("")
if kind == "principal_api_key":
assert value not in repr(subject._inner)
assert value not in str(subject._inner)
if kind in ("principal_id", "group_id", "role"):
assert Subject._canonical(prefix + value) == subject
else:
with pytest.raises(ValueError) as error:
Subject._canonical(prefix + value)
assert value not in str(error.value)
@pytest.mark.parametrize(
"wire",
[
"",
"database:",
"database:a//b",
"database:a/../b",
"database:a%2Fb",
"namespace:db:a$$b",
"table:db:events",
"table:db:public$",
"table:db:public$..",
"table:db:a/b$events",
"view:db:public$café",
"secret:db:public$",
"function:db:public$..",
"secret:db:a$$key",
"function:db:caption",
"secret:db:public$bad/name",
"function:db:public$bad:name",
"system:db",
],
)
def test_invalid_raw_objects_fail_before_io(catalog_server, wire):
endpoint, requests, _ = catalog_server
authz = lancedb.connect_catalog(endpoint).authz
with pytest.raises(ValueError):
Object(wire)
with pytest.raises(ValueError):
authz.list_acls(object=wire)
with pytest.raises(ValueError):
authz.add_acl(object=wire, subject=Subject.role("reader"), privilege="SELECT")
assert requests == []
@pytest.mark.parametrize(
"wire",
[
"future:db:resource",
"table_extension:db:resource",
"secret:tenant/db:a$b$key",
"function:tenant/db:a$b$caption",
],
)
def test_objects_round_trip_through_acl_requests(catalog_server, wire):
endpoint, requests, responses = catalog_server
responses.extend(
[
(200, {}),
(
200,
{
"entries": [
{
"object": wire,
"subject_id": "r:reader",
"privilege": "SELECT",
}
]
},
),
(200, {}),
]
)
authz = lancedb.connect_catalog(endpoint).authz
obj = Object(wire)
assert str(obj) == wire
authz.add_acl(object=obj, subject=Subject.role("reader"), privilege="SELECT")
entries = list(authz.list_acls(object=wire))
assert entries[0].object == wire
authz.delete_acl(
object=entries[0].object, subject=Subject.role("reader"), privilege="SELECT"
)
assert len(requests) == 3
for _, _, body in requests:
assert body["object"] == wire
@pytest.mark.asyncio
async def test_native_requests_validate_selector_context_before_io(catalog_server):
endpoint, requests, _ = catalog_server
catalog = await lancedb.connect_catalog_async(endpoint)
native = catalog.authz._inner
for method, request in [
(native.list_role_bindings, {"subject": "r:reader"}),
(native.add_role_binding, {"subject": "r:reader", "role": "writer"}),
(native.delete_role_binding, {"subject": "r:reader", "role": "writer"}),
(native.get_principal, {"principal": "g:group"}),
(native.get_group, {"group": "a:never-log-this-key"}),
]:
with pytest.raises(ValueError) as error:
await method(json.dumps(request))
assert "never-log-this-key" not in str(error.value)
assert requests == []
def test_privilege_values_use_rust_serialization():
import pickle
from lancedb import _lancedb
names = [value.value for value in Privilege]
assert names == _lancedb.AuthzPrivilege.known()
for privilege in Privilege:
assert json.loads(json.dumps(privilege)) == privilege.value
assert str(_lancedb.AuthzPrivilege(privilege)) == privilege.value
assert pickle.loads(pickle.dumps(privilege)) is privilege
for index in range(64):
alias = f"PRIVILEGE{index}"
expected = names[index] if index < len(names) else alias
assert str(_lancedb.AuthzPrivilege(alias)) == expected
@pytest.mark.parametrize("asynchronous", [False, True])
@pytest.mark.parametrize(
"creation_privilege", [None, "CREATE_SECRET", "CREATE_FUNCTION"]
)
def test_privilege_names_and_future_values_round_trip(
catalog_server, asynchronous, creation_privilege
):
endpoint, requests, responses = catalog_server
inputs = [
Privilege.SELECT,
"SELECT",
"PRIVILEGE2",
"PRIVILEGE20",
"PRIVILEGE63",
"PRIVILEGE64",
"PRIVILEGE256",
"PRIVILEGE18446744073709551616",
]
expected = ["SELECT", "SELECT", "SELECT", *inputs[3:]]
object_id = "table:db:public$t"
if creation_privilege is not None:
inputs = [Privilege[creation_privilege], creation_privilege]
expected = [creation_privilege, creation_privilege]
object_id = "namespace:db:public"
for privilege in inputs:
responses.extend(
[
(200, {}),
(
200,
{
"entries": [
{
"object": object_id,
"subject_id": "r:reader",
"privilege": privilege,
}
]
},
),
(200, {}),
]
)
async def exercise():
catalog = (
await lancedb.connect_catalog_async(endpoint)
if asynchronous
else lancedb.connect_catalog(endpoint)
)
authz = catalog.authz
for privilege, canonical in zip(inputs, expected):
added = authz.add_acl(
object=object_id,
subject=Subject.role("reader"),
privilege=privilege,
)
if asynchronous:
await added
iterator = authz.list_acls()
entries = (
[entry async for entry in iterator] if asynchronous else list(iterator)
)
assert entries[0].privilege == canonical
deleted = authz.delete_acl(
object=entries[0].object,
subject=entries[0].subject,
privilege=entries[0].privilege,
)
if asynchronous:
await deleted
asyncio.run(exercise())
assert len(requests) == 3 * len(inputs)
for index, canonical in enumerate(expected):
assert requests[index * 3][2]["object"] == object_id
assert requests[index * 3][2]["privilege"] == canonical
assert requests[index * 3 + 2][2]["object"] == object_id
assert requests[index * 3 + 2][2]["privilege"] == canonical
@pytest.mark.parametrize("asynchronous", [False, True])
def test_invalid_privileges_fail_before_io(catalog_server, asynchronous):
endpoint, requests, _ = catalog_server
invalid = [
"",
"select",
"SELECT ",
"UNKNOWN",
"PRIVILEGE",
"PRIVILEGE-1",
"PRIVILEGE+1",
"PRIVILEGE1x",
None,
2,
True,
["SELECT"],
]
async def exercise():
catalog = (
await lancedb.connect_catalog_async(endpoint)
if asynchronous
else lancedb.connect_catalog(endpoint)
)
async_authz = catalog.authz if asynchronous else catalog.authz._inner
native = async_authz._inner
for privilege in invalid:
for method in [catalog.authz.add_acl, catalog.authz.delete_acl]:
with pytest.raises(ValueError, match="privilege"):
result = method(
object="system",
subject=Subject.role("reader"),
privilege=privilege,
)
if asynchronous:
await result
for method in [
native.add_acl,
native.delete_acl,
]:
with pytest.raises(ValueError):
await method(
json.dumps(
{
"object": "system",
"subject": "r:reader",
"privilege": privilege,
}
)
)
asyncio.run(exercise())
assert requests == []
@pytest.mark.parametrize("asynchronous", [False, True])
def test_acl_page_preserves_unknown_subjects(catalog_server, asynchronous):
import pickle
endpoint, requests, responses = catalog_server
responses.extend(
[
(
200,
{
"entries": [
{
"subject_id": "p:known",
"object": "system",
"privilege": "USAGE",
},
{
"subject_id": "x:future-subject",
"object": "system",
"privilege": "USAGE",
},
]
},
),
(200, {}),
]
)
async def exercise():
catalog = (
await lancedb.connect_catalog_async(endpoint)
if asynchronous
else lancedb.connect_catalog(endpoint)
)
iterator = catalog.authz.list_acls()
entries = (
[entry async for entry in iterator] if asynchronous else list(iterator)
)
assert len(entries) == 2
assert entries[0].subject == Subject.principal_id("known")
subject = entries[1].subject
assert subject.kind == "unknown"
assert subject.value == "x:future-subject"
assert subject._wire() == "x:future-subject"
assert pickle.loads(pickle.dumps(subject)) == subject
result = catalog.authz.delete_acl(
object=entries[1].object, subject=subject, privilege=entries[1].privilege
)
if asynchronous:
await result
asyncio.run(exercise())
assert len(requests) == 2
assert requests[1][2]["subject"] == "x:future-subject"
@pytest.mark.parametrize("builder", ["secret", "function"])
def test_secret_and_function_builders_validate_components(builder):
from lancedb import _lancedb
for database, namespace, name in [
("a//b", ["public"], "valid"),
("db", ["a$b"], "valid"),
("db", "public", "valid"),
("db", ["public"], "bad$name"),
("db", ["public"], ".."),
]:
with pytest.raises(ValueError):
getattr(Object, builder)(
database=database, namespace_path=namespace, name=name
)
with pytest.raises(ValueError):
getattr(_lancedb.AuthzObject, builder)(database, namespace, name)
@pytest.mark.parametrize(
"builder", ["namespace", "table", "view", "secret", "function"]
)
def test_empty_and_omitted_namespace_paths_select_public(builder):
from lancedb import _lancedb
kwargs = {"database": "db"}
native_args = ()
wire = "namespace:db:public"
if builder != "namespace":
kwargs["name"] = "item"
native_args = ("item",)
wire = f"{builder}:db:public$item"
build = getattr(Object, builder)
expected = build(**kwargs, namespace_path=["public"])
assert str(expected) == wire
assert build(**kwargs) == expected
for namespace in [[], ()]:
assert build(**kwargs, namespace_path=namespace) == expected
assert (
str(getattr(_lancedb.AuthzObject, builder)("db", namespace, *native_args))
== wire
)